{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "kZRvSI98AXta" }, "source": [ "### PPO AGENT:" ] }, { "cell_type": "markdown", "metadata": { "id": "GXljZnV_AXta" }, "source": [ "#### Load the dataset and preprocess the dataframe in the required format." ] }, { "cell_type": "markdown", "metadata": { "id": "L2qEiTmRAXta" }, "source": [ "Technical indicators created for the environment include:\n", "\n", "- RSI\n", "- MACD\n", "- Stoch_k\n", "- OBV\n", "- Upper_BB\n", "- ATR_1\n", "- ATR_2\n", "- ATR_5\n", "- ATR_10\n", "- ATR_20\n", "\n", "\n", "1. RSI (Relative Strength Index): The Relative Strength Index (RSI) is a momentum oscillator that measures the speed and change of price movements. RSI oscillates between zero and 100. Traditionally, and according to Wilder, RSI is considered overbought when above 70 and oversold when below 30. This indicator helps traders identify potential reversal points based on the internal strength of the asset’s price movement.\n", "\n", "2. MACD (Moving Average Convergence Divergence): A trend-following momentum indicator that shows the relationship between two moving averages of a stock’s price.\n", "The MACD is calculated by subtracting the 26-period Exponential Moving Average (EMA) from the 12-period EMA.\n", "\n", "3. Stoch_k (Stochastic Oscillator %K): A momentum indicator comparing a particular closing price of a stock to a range of its prices over a certain period of time.\n", "The sensitivity of the oscillator to market movements is reducible by adjusting that time period or by taking a moving average of the result.\n", "\n", "4. OBV (On-Balance Volume): Uses volume flow to predict changes in stock price.\n", "The idea is that volume precedes price movement, so if a stock is increasing in volume without a corresponding increase in price, the price is likely to follow, or vice versa.\n", "\n", "5. Upper_BB (Upper Bollinger Band): Bollinger Bands are a type of statistical chart characterizing the prices and volatility over time of a financial instrument or commodity. The Bands consist of a middle band being a rolling mean, and two outer bands located at a distance that is a standard deviation away. This setup helps in identifying whether prices are high or low on a relative basis. They are particularly useful for finding periods of oversupply and undersupply, which can signal potential buying or selling opportunities.\n", "\n", "6. ATR (Average True Range): A volatility indicator that measures how much an asset moves, on average, during a given time frame.\n", "ATR_1, ATR_2, ATR_5, ATR_10, and ATR_20 likely refer to the ATR calculated over different time periods (e.g., 1 day, 2 days, 5 days, etc.)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "0IMVC3HOCl3a", "outputId": "4ae1f958-71df-416d-9227-15572c1733f5" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "--2024-08-07 19:07:34-- http://prdownloads.sourceforge.net/ta-lib/ta-lib-0.4.0-src.tar.gz\n", "Resolving prdownloads.sourceforge.net (prdownloads.sourceforge.net)... 204.68.111.105\n", "Connecting to prdownloads.sourceforge.net (prdownloads.sourceforge.net)|204.68.111.105|:80... connected.\n", "HTTP request sent, awaiting response... 301 Moved Permanently\n", "Location: http://downloads.sourceforge.net/project/ta-lib/ta-lib/0.4.0/ta-lib-0.4.0-src.tar.gz 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.deps/libta_abstract_la-table_e.Tpo -c -o libta_abstract_la-table_e.lo `test -f 'tables/table_e.c' || echo './'`tables/table_e.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_e.lo -MD -MP -MF .deps/libta_abstract_la-table_e.Tpo -c tables/table_e.c -fPIC -DPIC -o .libs/libta_abstract_la-table_e.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_e.lo -MD -MP -MF .deps/libta_abstract_la-table_e.Tpo -c tables/table_e.c -o libta_abstract_la-table_e.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_e.Tpo .deps/libta_abstract_la-table_e.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_f.lo -MD -MP -MF .deps/libta_abstract_la-table_f.Tpo -c -o libta_abstract_la-table_f.lo `test -f 'tables/table_f.c' || echo './'`tables/table_f.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_f.lo -MD -MP -MF .deps/libta_abstract_la-table_f.Tpo -c tables/table_f.c -fPIC -DPIC -o .libs/libta_abstract_la-table_f.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_f.lo -MD -MP -MF .deps/libta_abstract_la-table_f.Tpo -c tables/table_f.c -o libta_abstract_la-table_f.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_f.Tpo .deps/libta_abstract_la-table_f.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_g.lo -MD -MP -MF .deps/libta_abstract_la-table_g.Tpo -c -o libta_abstract_la-table_g.lo `test -f 'tables/table_g.c' || echo './'`tables/table_g.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_g.lo -MD -MP -MF .deps/libta_abstract_la-table_g.Tpo -c tables/table_g.c -fPIC -DPIC -o .libs/libta_abstract_la-table_g.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_g.lo -MD -MP -MF .deps/libta_abstract_la-table_g.Tpo -c tables/table_g.c -o libta_abstract_la-table_g.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_g.Tpo .deps/libta_abstract_la-table_g.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_h.lo -MD -MP -MF .deps/libta_abstract_la-table_h.Tpo -c -o libta_abstract_la-table_h.lo `test -f 'tables/table_h.c' || echo './'`tables/table_h.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_h.lo -MD -MP -MF .deps/libta_abstract_la-table_h.Tpo -c tables/table_h.c -fPIC -DPIC -o .libs/libta_abstract_la-table_h.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_h.lo -MD -MP -MF .deps/libta_abstract_la-table_h.Tpo -c tables/table_h.c -o libta_abstract_la-table_h.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_h.Tpo .deps/libta_abstract_la-table_h.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_i.lo -MD -MP -MF .deps/libta_abstract_la-table_i.Tpo -c -o libta_abstract_la-table_i.lo `test -f 'tables/table_i.c' || echo './'`tables/table_i.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_i.lo -MD -MP -MF .deps/libta_abstract_la-table_i.Tpo -c tables/table_i.c -fPIC -DPIC -o .libs/libta_abstract_la-table_i.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_i.lo -MD -MP -MF .deps/libta_abstract_la-table_i.Tpo -c tables/table_i.c -o libta_abstract_la-table_i.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_i.Tpo .deps/libta_abstract_la-table_i.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_j.lo -MD -MP -MF .deps/libta_abstract_la-table_j.Tpo -c -o libta_abstract_la-table_j.lo `test -f 'tables/table_j.c' || echo './'`tables/table_j.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_j.lo -MD -MP -MF .deps/libta_abstract_la-table_j.Tpo -c tables/table_j.c -fPIC -DPIC -o .libs/libta_abstract_la-table_j.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_j.lo -MD -MP -MF .deps/libta_abstract_la-table_j.Tpo -c tables/table_j.c -o libta_abstract_la-table_j.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_j.Tpo .deps/libta_abstract_la-table_j.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_k.lo -MD -MP -MF .deps/libta_abstract_la-table_k.Tpo -c -o libta_abstract_la-table_k.lo `test -f 'tables/table_k.c' || echo './'`tables/table_k.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_k.lo -MD -MP -MF .deps/libta_abstract_la-table_k.Tpo -c tables/table_k.c -fPIC -DPIC -o .libs/libta_abstract_la-table_k.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_k.lo -MD -MP -MF .deps/libta_abstract_la-table_k.Tpo -c tables/table_k.c -o libta_abstract_la-table_k.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_k.Tpo .deps/libta_abstract_la-table_k.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_l.lo -MD -MP -MF .deps/libta_abstract_la-table_l.Tpo -c -o libta_abstract_la-table_l.lo `test -f 'tables/table_l.c' || echo './'`tables/table_l.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_l.lo -MD -MP -MF .deps/libta_abstract_la-table_l.Tpo -c tables/table_l.c -fPIC -DPIC -o .libs/libta_abstract_la-table_l.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_l.lo -MD -MP -MF .deps/libta_abstract_la-table_l.Tpo -c tables/table_l.c -o libta_abstract_la-table_l.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_l.Tpo .deps/libta_abstract_la-table_l.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_m.lo -MD -MP -MF .deps/libta_abstract_la-table_m.Tpo -c -o libta_abstract_la-table_m.lo `test -f 'tables/table_m.c' || echo './'`tables/table_m.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_m.lo -MD -MP -MF .deps/libta_abstract_la-table_m.Tpo -c tables/table_m.c -fPIC -DPIC -o .libs/libta_abstract_la-table_m.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_m.lo -MD -MP -MF .deps/libta_abstract_la-table_m.Tpo -c tables/table_m.c -o libta_abstract_la-table_m.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_m.Tpo .deps/libta_abstract_la-table_m.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_n.lo -MD -MP -MF .deps/libta_abstract_la-table_n.Tpo -c -o libta_abstract_la-table_n.lo `test -f 'tables/table_n.c' || echo './'`tables/table_n.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_n.lo -MD -MP -MF .deps/libta_abstract_la-table_n.Tpo -c tables/table_n.c -fPIC -DPIC -o .libs/libta_abstract_la-table_n.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_n.lo -MD -MP -MF .deps/libta_abstract_la-table_n.Tpo -c tables/table_n.c -o libta_abstract_la-table_n.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_n.Tpo .deps/libta_abstract_la-table_n.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_o.lo -MD -MP -MF .deps/libta_abstract_la-table_o.Tpo -c -o libta_abstract_la-table_o.lo `test -f 'tables/table_o.c' || echo './'`tables/table_o.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_o.lo -MD -MP -MF .deps/libta_abstract_la-table_o.Tpo -c tables/table_o.c -fPIC -DPIC -o .libs/libta_abstract_la-table_o.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_o.lo -MD -MP -MF .deps/libta_abstract_la-table_o.Tpo -c tables/table_o.c -o libta_abstract_la-table_o.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_o.Tpo .deps/libta_abstract_la-table_o.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_p.lo -MD -MP -MF .deps/libta_abstract_la-table_p.Tpo -c -o libta_abstract_la-table_p.lo `test -f 'tables/table_p.c' || echo './'`tables/table_p.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_p.lo -MD -MP -MF .deps/libta_abstract_la-table_p.Tpo -c tables/table_p.c -fPIC -DPIC -o .libs/libta_abstract_la-table_p.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_p.lo -MD -MP -MF .deps/libta_abstract_la-table_p.Tpo -c tables/table_p.c -o libta_abstract_la-table_p.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_p.Tpo .deps/libta_abstract_la-table_p.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_q.lo -MD -MP -MF .deps/libta_abstract_la-table_q.Tpo -c -o libta_abstract_la-table_q.lo `test -f 'tables/table_q.c' || echo './'`tables/table_q.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_q.lo -MD -MP -MF .deps/libta_abstract_la-table_q.Tpo -c tables/table_q.c -fPIC -DPIC -o .libs/libta_abstract_la-table_q.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_q.lo -MD -MP -MF .deps/libta_abstract_la-table_q.Tpo -c tables/table_q.c -o libta_abstract_la-table_q.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_q.Tpo .deps/libta_abstract_la-table_q.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_r.lo -MD -MP -MF .deps/libta_abstract_la-table_r.Tpo -c -o libta_abstract_la-table_r.lo `test -f 'tables/table_r.c' || echo './'`tables/table_r.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_r.lo -MD -MP -MF .deps/libta_abstract_la-table_r.Tpo -c tables/table_r.c -fPIC -DPIC -o .libs/libta_abstract_la-table_r.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_r.lo -MD -MP -MF .deps/libta_abstract_la-table_r.Tpo -c tables/table_r.c -o libta_abstract_la-table_r.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_r.Tpo .deps/libta_abstract_la-table_r.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_s.lo -MD -MP -MF .deps/libta_abstract_la-table_s.Tpo -c -o libta_abstract_la-table_s.lo `test -f 'tables/table_s.c' || echo './'`tables/table_s.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_s.lo -MD -MP -MF .deps/libta_abstract_la-table_s.Tpo -c tables/table_s.c -fPIC -DPIC -o .libs/libta_abstract_la-table_s.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_s.lo -MD -MP -MF .deps/libta_abstract_la-table_s.Tpo -c tables/table_s.c -o libta_abstract_la-table_s.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_s.Tpo .deps/libta_abstract_la-table_s.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_t.lo -MD -MP -MF .deps/libta_abstract_la-table_t.Tpo -c -o libta_abstract_la-table_t.lo `test -f 'tables/table_t.c' || echo './'`tables/table_t.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_t.lo -MD -MP -MF .deps/libta_abstract_la-table_t.Tpo -c tables/table_t.c -fPIC -DPIC -o .libs/libta_abstract_la-table_t.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_t.lo -MD -MP -MF .deps/libta_abstract_la-table_t.Tpo -c tables/table_t.c -o libta_abstract_la-table_t.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_t.Tpo .deps/libta_abstract_la-table_t.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_u.lo -MD -MP -MF .deps/libta_abstract_la-table_u.Tpo -c -o libta_abstract_la-table_u.lo `test -f 'tables/table_u.c' || echo './'`tables/table_u.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_u.lo -MD -MP -MF .deps/libta_abstract_la-table_u.Tpo -c tables/table_u.c -fPIC -DPIC -o .libs/libta_abstract_la-table_u.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_u.lo -MD -MP -MF .deps/libta_abstract_la-table_u.Tpo -c tables/table_u.c -o libta_abstract_la-table_u.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_u.Tpo .deps/libta_abstract_la-table_u.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_v.lo -MD -MP -MF .deps/libta_abstract_la-table_v.Tpo -c -o libta_abstract_la-table_v.lo `test -f 'tables/table_v.c' || echo './'`tables/table_v.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_v.lo -MD -MP -MF .deps/libta_abstract_la-table_v.Tpo -c tables/table_v.c -fPIC -DPIC -o .libs/libta_abstract_la-table_v.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_v.lo -MD -MP -MF .deps/libta_abstract_la-table_v.Tpo -c tables/table_v.c -o libta_abstract_la-table_v.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_v.Tpo .deps/libta_abstract_la-table_v.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_w.lo -MD -MP -MF .deps/libta_abstract_la-table_w.Tpo -c -o libta_abstract_la-table_w.lo `test -f 'tables/table_w.c' || echo './'`tables/table_w.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_w.lo -MD -MP -MF .deps/libta_abstract_la-table_w.Tpo -c tables/table_w.c -fPIC -DPIC -o .libs/libta_abstract_la-table_w.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_w.lo -MD -MP -MF .deps/libta_abstract_la-table_w.Tpo -c tables/table_w.c -o libta_abstract_la-table_w.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_w.Tpo .deps/libta_abstract_la-table_w.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_x.lo -MD -MP -MF .deps/libta_abstract_la-table_x.Tpo -c -o libta_abstract_la-table_x.lo `test -f 'tables/table_x.c' || echo './'`tables/table_x.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_x.lo -MD -MP -MF .deps/libta_abstract_la-table_x.Tpo -c tables/table_x.c -fPIC -DPIC -o .libs/libta_abstract_la-table_x.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_x.lo -MD -MP -MF .deps/libta_abstract_la-table_x.Tpo -c tables/table_x.c -o libta_abstract_la-table_x.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_x.Tpo .deps/libta_abstract_la-table_x.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_y.lo -MD -MP -MF .deps/libta_abstract_la-table_y.Tpo -c -o libta_abstract_la-table_y.lo `test -f 'tables/table_y.c' || echo './'`tables/table_y.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_y.lo -MD -MP -MF .deps/libta_abstract_la-table_y.Tpo -c tables/table_y.c -fPIC -DPIC -o .libs/libta_abstract_la-table_y.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_y.lo -MD -MP -MF .deps/libta_abstract_la-table_y.Tpo -c tables/table_y.c -o libta_abstract_la-table_y.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_y.Tpo .deps/libta_abstract_la-table_y.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_z.lo -MD -MP -MF .deps/libta_abstract_la-table_z.Tpo -c -o libta_abstract_la-table_z.lo `test -f 'tables/table_z.c' || echo './'`tables/table_z.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_z.lo -MD -MP -MF .deps/libta_abstract_la-table_z.Tpo -c tables/table_z.c -fPIC -DPIC -o .libs/libta_abstract_la-table_z.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_la-table_z.lo -MD -MP -MF .deps/libta_abstract_la-table_z.Tpo -c tables/table_z.c -o libta_abstract_la-table_z.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_la-table_z.Tpo .deps/libta_abstract_la-table_z.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=link gcc -g -O2 -version-info 0:0:0 -o libta_abstract.la libta_abstract_la-ta_group_idx.lo libta_abstract_la-ta_def_ui.lo libta_abstract_la-ta_abstract.lo libta_abstract_la-ta_func_api.lo libta_abstract_la-ta_frame.lo libta_abstract_la-table_a.lo libta_abstract_la-table_b.lo libta_abstract_la-table_c.lo libta_abstract_la-table_d.lo libta_abstract_la-table_e.lo libta_abstract_la-table_f.lo libta_abstract_la-table_g.lo libta_abstract_la-table_h.lo libta_abstract_la-table_i.lo libta_abstract_la-table_j.lo libta_abstract_la-table_k.lo libta_abstract_la-table_l.lo libta_abstract_la-table_m.lo libta_abstract_la-table_n.lo libta_abstract_la-table_o.lo libta_abstract_la-table_p.lo libta_abstract_la-table_q.lo libta_abstract_la-table_r.lo libta_abstract_la-table_s.lo libta_abstract_la-table_t.lo libta_abstract_la-table_u.lo libta_abstract_la-table_v.lo libta_abstract_la-table_w.lo libta_abstract_la-table_x.lo libta_abstract_la-table_y.lo libta_abstract_la-table_z.lo -lpthread -ldl \n", "libtool: link: warning: `-version-info/-version-number' is ignored for convenience libraries\n", "ar cru .libs/libta_abstract.a .libs/libta_abstract_la-ta_group_idx.o .libs/libta_abstract_la-ta_def_ui.o .libs/libta_abstract_la-ta_abstract.o .libs/libta_abstract_la-ta_func_api.o .libs/libta_abstract_la-ta_frame.o .libs/libta_abstract_la-table_a.o .libs/libta_abstract_la-table_b.o .libs/libta_abstract_la-table_c.o .libs/libta_abstract_la-table_d.o .libs/libta_abstract_la-table_e.o .libs/libta_abstract_la-table_f.o .libs/libta_abstract_la-table_g.o .libs/libta_abstract_la-table_h.o .libs/libta_abstract_la-table_i.o .libs/libta_abstract_la-table_j.o .libs/libta_abstract_la-table_k.o .libs/libta_abstract_la-table_l.o .libs/libta_abstract_la-table_m.o .libs/libta_abstract_la-table_n.o .libs/libta_abstract_la-table_o.o .libs/libta_abstract_la-table_p.o .libs/libta_abstract_la-table_q.o .libs/libta_abstract_la-table_r.o .libs/libta_abstract_la-table_s.o .libs/libta_abstract_la-table_t.o .libs/libta_abstract_la-table_u.o .libs/libta_abstract_la-table_v.o .libs/libta_abstract_la-table_w.o .libs/libta_abstract_la-table_x.o .libs/libta_abstract_la-table_y.o .libs/libta_abstract_la-table_z.o\n", "ar: `u' modifier ignored since `D' is the default (see `U')\n", "ranlib .libs/libta_abstract.a\n", "creating libta_abstract.la\n", "(cd .libs && rm -f libta_abstract.la && ln -s ../libta_abstract.la libta_abstract.la)\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_group_idx.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_group_idx.Tpo -c -o libta_abstract_gc_la-ta_group_idx.lo `test -f 'ta_group_idx.c' || echo './'`ta_group_idx.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_group_idx.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_group_idx.Tpo -c ta_group_idx.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-ta_group_idx.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_group_idx.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_group_idx.Tpo -c ta_group_idx.c -o libta_abstract_gc_la-ta_group_idx.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-ta_group_idx.Tpo .deps/libta_abstract_gc_la-ta_group_idx.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_def_ui.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_def_ui.Tpo -c -o libta_abstract_gc_la-ta_def_ui.lo `test -f 'ta_def_ui.c' || echo './'`ta_def_ui.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_def_ui.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_def_ui.Tpo -c ta_def_ui.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-ta_def_ui.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_def_ui.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_def_ui.Tpo -c ta_def_ui.c -o libta_abstract_gc_la-ta_def_ui.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-ta_def_ui.Tpo .deps/libta_abstract_gc_la-ta_def_ui.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_abstract.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_abstract.Tpo -c -o libta_abstract_gc_la-ta_abstract.lo `test -f 'ta_abstract.c' || echo './'`ta_abstract.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_abstract.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_abstract.Tpo -c ta_abstract.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-ta_abstract.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_abstract.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_abstract.Tpo -c ta_abstract.c -o libta_abstract_gc_la-ta_abstract.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-ta_abstract.Tpo .deps/libta_abstract_gc_la-ta_abstract.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_func_api.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_func_api.Tpo -c -o libta_abstract_gc_la-ta_func_api.lo `test -f 'ta_func_api.c' || echo './'`ta_func_api.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_func_api.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_func_api.Tpo -c ta_func_api.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-ta_func_api.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_func_api.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_func_api.Tpo -c ta_func_api.c -o libta_abstract_gc_la-ta_func_api.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-ta_func_api.Tpo .deps/libta_abstract_gc_la-ta_func_api.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_frame.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_frame.Tpo -c -o libta_abstract_gc_la-ta_frame.lo `test -f 'frames/ta_frame.c' || echo './'`frames/ta_frame.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_frame.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_frame.Tpo -c frames/ta_frame.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-ta_frame.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-ta_frame.lo -MD -MP -MF .deps/libta_abstract_gc_la-ta_frame.Tpo -c frames/ta_frame.c -o libta_abstract_gc_la-ta_frame.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-ta_frame.Tpo .deps/libta_abstract_gc_la-ta_frame.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_a.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_a.Tpo -c -o libta_abstract_gc_la-table_a.lo `test -f 'tables/table_a.c' || echo './'`tables/table_a.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_a.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_a.Tpo -c tables/table_a.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_a.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_a.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_a.Tpo -c tables/table_a.c -o libta_abstract_gc_la-table_a.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_a.Tpo .deps/libta_abstract_gc_la-table_a.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_b.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_b.Tpo -c -o libta_abstract_gc_la-table_b.lo `test -f 'tables/table_b.c' || echo './'`tables/table_b.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_b.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_b.Tpo -c tables/table_b.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_b.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_b.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_b.Tpo -c tables/table_b.c -o libta_abstract_gc_la-table_b.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_b.Tpo .deps/libta_abstract_gc_la-table_b.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_c.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_c.Tpo -c -o libta_abstract_gc_la-table_c.lo `test -f 'tables/table_c.c' || echo './'`tables/table_c.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_c.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_c.Tpo -c tables/table_c.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_c.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_c.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_c.Tpo -c tables/table_c.c -o libta_abstract_gc_la-table_c.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_c.Tpo .deps/libta_abstract_gc_la-table_c.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_d.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_d.Tpo -c -o libta_abstract_gc_la-table_d.lo `test -f 'tables/table_d.c' || echo './'`tables/table_d.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_d.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_d.Tpo -c tables/table_d.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_d.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_d.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_d.Tpo -c tables/table_d.c -o libta_abstract_gc_la-table_d.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_d.Tpo .deps/libta_abstract_gc_la-table_d.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_e.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_e.Tpo -c -o libta_abstract_gc_la-table_e.lo `test -f 'tables/table_e.c' || echo './'`tables/table_e.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_e.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_e.Tpo -c tables/table_e.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_e.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_e.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_e.Tpo -c tables/table_e.c -o libta_abstract_gc_la-table_e.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_e.Tpo .deps/libta_abstract_gc_la-table_e.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_f.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_f.Tpo -c -o libta_abstract_gc_la-table_f.lo `test -f 'tables/table_f.c' || echo './'`tables/table_f.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_f.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_f.Tpo -c tables/table_f.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_f.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_f.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_f.Tpo -c tables/table_f.c -o libta_abstract_gc_la-table_f.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_f.Tpo .deps/libta_abstract_gc_la-table_f.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_g.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_g.Tpo -c -o libta_abstract_gc_la-table_g.lo `test -f 'tables/table_g.c' || echo './'`tables/table_g.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_g.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_g.Tpo -c tables/table_g.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_g.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_g.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_g.Tpo -c tables/table_g.c -o libta_abstract_gc_la-table_g.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_g.Tpo .deps/libta_abstract_gc_la-table_g.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_h.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_h.Tpo -c -o libta_abstract_gc_la-table_h.lo `test -f 'tables/table_h.c' || echo './'`tables/table_h.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_h.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_h.Tpo -c tables/table_h.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_h.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_h.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_h.Tpo -c tables/table_h.c -o libta_abstract_gc_la-table_h.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_h.Tpo .deps/libta_abstract_gc_la-table_h.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_i.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_i.Tpo -c -o libta_abstract_gc_la-table_i.lo `test -f 'tables/table_i.c' || echo './'`tables/table_i.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_i.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_i.Tpo -c tables/table_i.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_i.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_i.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_i.Tpo -c tables/table_i.c -o libta_abstract_gc_la-table_i.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_i.Tpo .deps/libta_abstract_gc_la-table_i.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_j.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_j.Tpo -c -o libta_abstract_gc_la-table_j.lo `test -f 'tables/table_j.c' || echo './'`tables/table_j.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_j.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_j.Tpo -c tables/table_j.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_j.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_j.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_j.Tpo -c tables/table_j.c -o libta_abstract_gc_la-table_j.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_j.Tpo .deps/libta_abstract_gc_la-table_j.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_k.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_k.Tpo -c -o libta_abstract_gc_la-table_k.lo `test -f 'tables/table_k.c' || echo './'`tables/table_k.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_k.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_k.Tpo -c tables/table_k.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_k.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_k.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_k.Tpo -c tables/table_k.c -o libta_abstract_gc_la-table_k.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_k.Tpo .deps/libta_abstract_gc_la-table_k.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_l.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_l.Tpo -c -o libta_abstract_gc_la-table_l.lo `test -f 'tables/table_l.c' || echo './'`tables/table_l.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_l.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_l.Tpo -c tables/table_l.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_l.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_l.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_l.Tpo -c tables/table_l.c -o libta_abstract_gc_la-table_l.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_l.Tpo .deps/libta_abstract_gc_la-table_l.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_m.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_m.Tpo -c -o libta_abstract_gc_la-table_m.lo `test -f 'tables/table_m.c' || echo './'`tables/table_m.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_m.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_m.Tpo -c tables/table_m.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_m.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_m.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_m.Tpo -c tables/table_m.c -o libta_abstract_gc_la-table_m.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_m.Tpo .deps/libta_abstract_gc_la-table_m.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_n.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_n.Tpo -c -o libta_abstract_gc_la-table_n.lo `test -f 'tables/table_n.c' || echo './'`tables/table_n.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_n.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_n.Tpo -c tables/table_n.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_n.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_n.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_n.Tpo -c tables/table_n.c -o libta_abstract_gc_la-table_n.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_n.Tpo .deps/libta_abstract_gc_la-table_n.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_o.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_o.Tpo -c -o libta_abstract_gc_la-table_o.lo `test -f 'tables/table_o.c' || echo './'`tables/table_o.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_o.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_o.Tpo -c tables/table_o.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_o.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_o.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_o.Tpo -c tables/table_o.c -o libta_abstract_gc_la-table_o.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_o.Tpo .deps/libta_abstract_gc_la-table_o.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_p.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_p.Tpo -c -o libta_abstract_gc_la-table_p.lo `test -f 'tables/table_p.c' || echo './'`tables/table_p.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_p.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_p.Tpo -c tables/table_p.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_p.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_p.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_p.Tpo -c tables/table_p.c -o libta_abstract_gc_la-table_p.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_p.Tpo .deps/libta_abstract_gc_la-table_p.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_q.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_q.Tpo -c -o libta_abstract_gc_la-table_q.lo `test -f 'tables/table_q.c' || echo './'`tables/table_q.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_q.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_q.Tpo -c tables/table_q.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_q.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_q.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_q.Tpo -c tables/table_q.c -o libta_abstract_gc_la-table_q.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_q.Tpo .deps/libta_abstract_gc_la-table_q.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_r.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_r.Tpo -c -o libta_abstract_gc_la-table_r.lo `test -f 'tables/table_r.c' || echo './'`tables/table_r.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_r.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_r.Tpo -c tables/table_r.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_r.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_r.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_r.Tpo -c tables/table_r.c -o libta_abstract_gc_la-table_r.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_r.Tpo .deps/libta_abstract_gc_la-table_r.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_s.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_s.Tpo -c -o libta_abstract_gc_la-table_s.lo `test -f 'tables/table_s.c' || echo './'`tables/table_s.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_s.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_s.Tpo -c tables/table_s.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_s.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_s.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_s.Tpo -c tables/table_s.c -o libta_abstract_gc_la-table_s.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_s.Tpo .deps/libta_abstract_gc_la-table_s.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_t.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_t.Tpo -c -o libta_abstract_gc_la-table_t.lo `test -f 'tables/table_t.c' || echo './'`tables/table_t.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_t.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_t.Tpo -c tables/table_t.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_t.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_t.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_t.Tpo -c tables/table_t.c -o libta_abstract_gc_la-table_t.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_t.Tpo .deps/libta_abstract_gc_la-table_t.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_u.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_u.Tpo -c -o libta_abstract_gc_la-table_u.lo `test -f 'tables/table_u.c' || echo './'`tables/table_u.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_u.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_u.Tpo -c tables/table_u.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_u.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_u.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_u.Tpo -c tables/table_u.c -o libta_abstract_gc_la-table_u.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_u.Tpo .deps/libta_abstract_gc_la-table_u.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_v.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_v.Tpo -c -o libta_abstract_gc_la-table_v.lo `test -f 'tables/table_v.c' || echo './'`tables/table_v.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_v.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_v.Tpo -c tables/table_v.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_v.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_v.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_v.Tpo -c tables/table_v.c -o libta_abstract_gc_la-table_v.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_v.Tpo .deps/libta_abstract_gc_la-table_v.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_w.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_w.Tpo -c -o libta_abstract_gc_la-table_w.lo `test -f 'tables/table_w.c' || echo './'`tables/table_w.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_w.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_w.Tpo -c tables/table_w.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_w.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_w.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_w.Tpo -c tables/table_w.c -o libta_abstract_gc_la-table_w.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_w.Tpo .deps/libta_abstract_gc_la-table_w.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_x.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_x.Tpo -c -o libta_abstract_gc_la-table_x.lo `test -f 'tables/table_x.c' || echo './'`tables/table_x.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_x.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_x.Tpo -c tables/table_x.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_x.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_x.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_x.Tpo -c tables/table_x.c -o libta_abstract_gc_la-table_x.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_x.Tpo .deps/libta_abstract_gc_la-table_x.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_y.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_y.Tpo -c -o libta_abstract_gc_la-table_y.lo `test -f 'tables/table_y.c' || echo './'`tables/table_y.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_y.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_y.Tpo -c tables/table_y.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_y.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_y.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_y.Tpo -c tables/table_y.c -o libta_abstract_gc_la-table_y.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_y.Tpo .deps/libta_abstract_gc_la-table_y.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_z.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_z.Tpo -c -o libta_abstract_gc_la-table_z.lo `test -f 'tables/table_z.c' || echo './'`tables/table_z.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_z.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_z.Tpo -c tables/table_z.c -fPIC -DPIC -o .libs/libta_abstract_gc_la-table_z.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -DTA_GEN_CODE -I../ta_common/ -Iframes/ -g -O2 -MT libta_abstract_gc_la-table_z.lo -MD -MP -MF .deps/libta_abstract_gc_la-table_z.Tpo -c tables/table_z.c -o libta_abstract_gc_la-table_z.o >/dev/null 2>&1\n", "mv -f .deps/libta_abstract_gc_la-table_z.Tpo .deps/libta_abstract_gc_la-table_z.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=link gcc -g -O2 -version-info 0:0:0 -o libta_abstract_gc.la libta_abstract_gc_la-ta_group_idx.lo libta_abstract_gc_la-ta_def_ui.lo libta_abstract_gc_la-ta_abstract.lo libta_abstract_gc_la-ta_func_api.lo libta_abstract_gc_la-ta_frame.lo libta_abstract_gc_la-table_a.lo libta_abstract_gc_la-table_b.lo libta_abstract_gc_la-table_c.lo libta_abstract_gc_la-table_d.lo libta_abstract_gc_la-table_e.lo libta_abstract_gc_la-table_f.lo libta_abstract_gc_la-table_g.lo libta_abstract_gc_la-table_h.lo libta_abstract_gc_la-table_i.lo libta_abstract_gc_la-table_j.lo libta_abstract_gc_la-table_k.lo libta_abstract_gc_la-table_l.lo libta_abstract_gc_la-table_m.lo libta_abstract_gc_la-table_n.lo libta_abstract_gc_la-table_o.lo libta_abstract_gc_la-table_p.lo libta_abstract_gc_la-table_q.lo libta_abstract_gc_la-table_r.lo libta_abstract_gc_la-table_s.lo libta_abstract_gc_la-table_t.lo libta_abstract_gc_la-table_u.lo libta_abstract_gc_la-table_v.lo libta_abstract_gc_la-table_w.lo libta_abstract_gc_la-table_x.lo libta_abstract_gc_la-table_y.lo libta_abstract_gc_la-table_z.lo -lpthread -ldl \n", "libtool: link: warning: `-version-info/-version-number' is ignored for convenience libraries\n", "ar cru .libs/libta_abstract_gc.a .libs/libta_abstract_gc_la-ta_group_idx.o .libs/libta_abstract_gc_la-ta_def_ui.o .libs/libta_abstract_gc_la-ta_abstract.o .libs/libta_abstract_gc_la-ta_func_api.o .libs/libta_abstract_gc_la-ta_frame.o .libs/libta_abstract_gc_la-table_a.o .libs/libta_abstract_gc_la-table_b.o .libs/libta_abstract_gc_la-table_c.o .libs/libta_abstract_gc_la-table_d.o .libs/libta_abstract_gc_la-table_e.o .libs/libta_abstract_gc_la-table_f.o .libs/libta_abstract_gc_la-table_g.o .libs/libta_abstract_gc_la-table_h.o .libs/libta_abstract_gc_la-table_i.o .libs/libta_abstract_gc_la-table_j.o .libs/libta_abstract_gc_la-table_k.o .libs/libta_abstract_gc_la-table_l.o .libs/libta_abstract_gc_la-table_m.o .libs/libta_abstract_gc_la-table_n.o .libs/libta_abstract_gc_la-table_o.o .libs/libta_abstract_gc_la-table_p.o .libs/libta_abstract_gc_la-table_q.o .libs/libta_abstract_gc_la-table_r.o .libs/libta_abstract_gc_la-table_s.o .libs/libta_abstract_gc_la-table_t.o .libs/libta_abstract_gc_la-table_u.o .libs/libta_abstract_gc_la-table_v.o .libs/libta_abstract_gc_la-table_w.o .libs/libta_abstract_gc_la-table_x.o .libs/libta_abstract_gc_la-table_y.o .libs/libta_abstract_gc_la-table_z.o\n", "ar: `u' modifier ignored since `D' is the default (see `U')\n", "ranlib .libs/libta_abstract_gc.a\n", "creating libta_abstract_gc.la\n", "(cd .libs && rm -f libta_abstract_gc.la && ln -s ../libta_abstract_gc.la libta_abstract_gc.la)\n", "make[2]: Leaving directory '/content/ta-lib/src/ta_abstract'\n", "Making all in ta_common\n", "make[2]: Entering directory '/content/ta-lib/src/ta_common'\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_global.lo -MD -MP -MF .deps/ta_global.Tpo -c -o ta_global.lo ta_global.c\n", "mkdir .libs\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_global.lo -MD -MP -MF .deps/ta_global.Tpo -c ta_global.c -fPIC -DPIC -o .libs/ta_global.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_global.lo -MD -MP -MF .deps/ta_global.Tpo -c ta_global.c -o ta_global.o >/dev/null 2>&1\n", "mv -f .deps/ta_global.Tpo .deps/ta_global.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_retcode.lo -MD -MP -MF .deps/ta_retcode.Tpo -c -o ta_retcode.lo ta_retcode.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_retcode.lo -MD -MP -MF .deps/ta_retcode.Tpo -c ta_retcode.c -fPIC -DPIC -o .libs/ta_retcode.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_retcode.lo -MD -MP -MF .deps/ta_retcode.Tpo -c ta_retcode.c -o ta_retcode.o >/dev/null 2>&1\n", "mv -f .deps/ta_retcode.Tpo .deps/ta_retcode.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_version.lo -MD -MP -MF .deps/ta_version.Tpo -c -o ta_version.lo ta_version.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_version.lo -MD -MP -MF .deps/ta_version.Tpo -c ta_version.c -fPIC -DPIC -o .libs/ta_version.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_version.lo -MD -MP -MF .deps/ta_version.Tpo -c ta_version.c -o ta_version.o >/dev/null 2>&1\n", "mv -f .deps/ta_version.Tpo .deps/ta_version.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=link gcc -g -O2 -version-info 0:0:0 -o libta_common.la ta_global.lo ta_retcode.lo ta_version.lo -lpthread -ldl \n", "libtool: link: warning: `-version-info/-version-number' is ignored for convenience libraries\n", "ar cru .libs/libta_common.a .libs/ta_global.o .libs/ta_retcode.o .libs/ta_version.o\n", "ar: `u' modifier ignored since `D' is the default (see `U')\n", "ranlib .libs/libta_common.a\n", "creating libta_common.la\n", "(cd .libs && rm -f libta_common.la && ln -s ../libta_common.la libta_common.la)\n", "make[2]: Leaving directory '/content/ta-lib/src/ta_common'\n", "Making all in ta_func\n", "make[2]: Entering directory '/content/ta-lib/src/ta_func'\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_utility.lo -MD -MP -MF .deps/ta_utility.Tpo -c -o ta_utility.lo ta_utility.c\n", "mkdir .libs\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_utility.lo -MD -MP -MF .deps/ta_utility.Tpo -c ta_utility.c -fPIC -DPIC -o .libs/ta_utility.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_utility.lo -MD -MP -MF .deps/ta_utility.Tpo -c ta_utility.c -o ta_utility.o >/dev/null 2>&1\n", "mv -f .deps/ta_utility.Tpo .deps/ta_utility.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ACOS.lo -MD -MP -MF .deps/ta_ACOS.Tpo -c -o ta_ACOS.lo ta_ACOS.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ACOS.lo -MD -MP -MF .deps/ta_ACOS.Tpo -c ta_ACOS.c -fPIC -DPIC -o .libs/ta_ACOS.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ACOS.lo -MD -MP -MF .deps/ta_ACOS.Tpo -c ta_ACOS.c -o ta_ACOS.o >/dev/null 2>&1\n", "mv -f .deps/ta_ACOS.Tpo .deps/ta_ACOS.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AD.lo -MD -MP -MF .deps/ta_AD.Tpo -c -o ta_AD.lo ta_AD.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AD.lo -MD -MP -MF .deps/ta_AD.Tpo -c ta_AD.c -fPIC -DPIC -o .libs/ta_AD.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AD.lo -MD -MP -MF .deps/ta_AD.Tpo -c ta_AD.c -o ta_AD.o >/dev/null 2>&1\n", "mv -f .deps/ta_AD.Tpo .deps/ta_AD.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADD.lo -MD -MP -MF .deps/ta_ADD.Tpo -c -o ta_ADD.lo ta_ADD.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADD.lo -MD -MP -MF .deps/ta_ADD.Tpo -c ta_ADD.c -fPIC -DPIC -o .libs/ta_ADD.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADD.lo -MD -MP -MF .deps/ta_ADD.Tpo -c ta_ADD.c -o ta_ADD.o >/dev/null 2>&1\n", "mv -f .deps/ta_ADD.Tpo .deps/ta_ADD.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADOSC.lo -MD -MP -MF .deps/ta_ADOSC.Tpo -c -o ta_ADOSC.lo ta_ADOSC.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADOSC.lo -MD -MP -MF .deps/ta_ADOSC.Tpo -c ta_ADOSC.c -fPIC -DPIC -o .libs/ta_ADOSC.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADOSC.lo -MD -MP -MF .deps/ta_ADOSC.Tpo -c ta_ADOSC.c -o ta_ADOSC.o >/dev/null 2>&1\n", "mv -f .deps/ta_ADOSC.Tpo .deps/ta_ADOSC.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADX.lo -MD -MP -MF .deps/ta_ADX.Tpo -c -o ta_ADX.lo ta_ADX.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADX.lo -MD -MP -MF .deps/ta_ADX.Tpo -c ta_ADX.c -fPIC -DPIC -o .libs/ta_ADX.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADX.lo -MD -MP -MF .deps/ta_ADX.Tpo -c ta_ADX.c -o ta_ADX.o >/dev/null 2>&1\n", "mv -f .deps/ta_ADX.Tpo .deps/ta_ADX.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADXR.lo -MD -MP -MF .deps/ta_ADXR.Tpo -c -o ta_ADXR.lo ta_ADXR.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADXR.lo -MD -MP -MF .deps/ta_ADXR.Tpo -c ta_ADXR.c -fPIC -DPIC -o .libs/ta_ADXR.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ADXR.lo -MD -MP -MF .deps/ta_ADXR.Tpo -c ta_ADXR.c -o ta_ADXR.o >/dev/null 2>&1\n", "mv -f .deps/ta_ADXR.Tpo .deps/ta_ADXR.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_APO.lo -MD -MP -MF .deps/ta_APO.Tpo -c -o ta_APO.lo ta_APO.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_APO.lo -MD -MP -MF .deps/ta_APO.Tpo -c ta_APO.c -fPIC -DPIC -o .libs/ta_APO.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_APO.lo -MD -MP -MF .deps/ta_APO.Tpo -c ta_APO.c -o ta_APO.o >/dev/null 2>&1\n", "mv -f .deps/ta_APO.Tpo .deps/ta_APO.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AROON.lo -MD -MP -MF .deps/ta_AROON.Tpo -c -o ta_AROON.lo ta_AROON.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AROON.lo -MD -MP -MF .deps/ta_AROON.Tpo -c ta_AROON.c -fPIC -DPIC -o .libs/ta_AROON.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AROON.lo -MD -MP -MF .deps/ta_AROON.Tpo -c ta_AROON.c -o ta_AROON.o >/dev/null 2>&1\n", "mv -f .deps/ta_AROON.Tpo .deps/ta_AROON.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AROONOSC.lo -MD -MP -MF .deps/ta_AROONOSC.Tpo -c -o ta_AROONOSC.lo ta_AROONOSC.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AROONOSC.lo -MD -MP -MF .deps/ta_AROONOSC.Tpo -c ta_AROONOSC.c -fPIC -DPIC -o .libs/ta_AROONOSC.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AROONOSC.lo -MD -MP -MF .deps/ta_AROONOSC.Tpo -c ta_AROONOSC.c -o ta_AROONOSC.o >/dev/null 2>&1\n", "mv -f .deps/ta_AROONOSC.Tpo .deps/ta_AROONOSC.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ASIN.lo -MD -MP -MF .deps/ta_ASIN.Tpo -c -o ta_ASIN.lo ta_ASIN.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ASIN.lo -MD -MP -MF .deps/ta_ASIN.Tpo -c ta_ASIN.c -fPIC -DPIC -o .libs/ta_ASIN.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ASIN.lo -MD -MP -MF .deps/ta_ASIN.Tpo -c ta_ASIN.c -o ta_ASIN.o >/dev/null 2>&1\n", "mv -f .deps/ta_ASIN.Tpo .deps/ta_ASIN.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ATAN.lo -MD -MP -MF .deps/ta_ATAN.Tpo -c -o ta_ATAN.lo ta_ATAN.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ATAN.lo -MD -MP -MF .deps/ta_ATAN.Tpo -c ta_ATAN.c -fPIC -DPIC -o .libs/ta_ATAN.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ATAN.lo -MD -MP -MF .deps/ta_ATAN.Tpo -c ta_ATAN.c -o ta_ATAN.o >/dev/null 2>&1\n", "mv -f .deps/ta_ATAN.Tpo .deps/ta_ATAN.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ATR.lo -MD -MP -MF .deps/ta_ATR.Tpo -c -o ta_ATR.lo ta_ATR.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ATR.lo -MD -MP -MF .deps/ta_ATR.Tpo -c ta_ATR.c -fPIC -DPIC -o .libs/ta_ATR.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ATR.lo -MD -MP -MF .deps/ta_ATR.Tpo -c ta_ATR.c -o ta_ATR.o >/dev/null 2>&1\n", "mv -f .deps/ta_ATR.Tpo .deps/ta_ATR.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AVGPRICE.lo -MD -MP -MF .deps/ta_AVGPRICE.Tpo -c -o ta_AVGPRICE.lo ta_AVGPRICE.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AVGPRICE.lo -MD -MP -MF .deps/ta_AVGPRICE.Tpo -c ta_AVGPRICE.c -fPIC -DPIC -o .libs/ta_AVGPRICE.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_AVGPRICE.lo -MD -MP -MF .deps/ta_AVGPRICE.Tpo -c ta_AVGPRICE.c -o ta_AVGPRICE.o >/dev/null 2>&1\n", "mv -f .deps/ta_AVGPRICE.Tpo .deps/ta_AVGPRICE.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_BBANDS.lo -MD -MP -MF .deps/ta_BBANDS.Tpo -c -o ta_BBANDS.lo ta_BBANDS.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_BBANDS.lo -MD -MP -MF .deps/ta_BBANDS.Tpo -c ta_BBANDS.c -fPIC -DPIC -o .libs/ta_BBANDS.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_BBANDS.lo -MD -MP -MF .deps/ta_BBANDS.Tpo -c ta_BBANDS.c -o ta_BBANDS.o >/dev/null 2>&1\n", "mv -f .deps/ta_BBANDS.Tpo .deps/ta_BBANDS.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_BETA.lo -MD -MP -MF .deps/ta_BETA.Tpo -c -o ta_BETA.lo ta_BETA.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_BETA.lo -MD -MP -MF .deps/ta_BETA.Tpo -c ta_BETA.c -fPIC -DPIC -o .libs/ta_BETA.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_BETA.lo -MD -MP -MF .deps/ta_BETA.Tpo -c ta_BETA.c -o ta_BETA.o >/dev/null 2>&1\n", "mv -f .deps/ta_BETA.Tpo 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-I../ta_common/ -g -O2 -MT ta_CDL3BLACKCROWS.lo -MD -MP -MF .deps/ta_CDL3BLACKCROWS.Tpo -c ta_CDL3BLACKCROWS.c -fPIC -DPIC -o .libs/ta_CDL3BLACKCROWS.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDL3BLACKCROWS.lo -MD -MP -MF .deps/ta_CDL3BLACKCROWS.Tpo -c ta_CDL3BLACKCROWS.c -o ta_CDL3BLACKCROWS.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDL3BLACKCROWS.Tpo .deps/ta_CDL3BLACKCROWS.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDL3INSIDE.lo -MD -MP -MF .deps/ta_CDL3INSIDE.Tpo -c -o ta_CDL3INSIDE.lo ta_CDL3INSIDE.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDL3INSIDE.lo -MD -MP -MF .deps/ta_CDL3INSIDE.Tpo -c ta_CDL3INSIDE.c -fPIC -DPIC -o .libs/ta_CDL3INSIDE.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDL3INSIDE.lo -MD -MP -MF .deps/ta_CDL3INSIDE.Tpo -c ta_CDL3INSIDE.c -o ta_CDL3INSIDE.o >/dev/null 2>&1\n", "mv -f 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-I../ta_common/ -g -O2 -MT ta_CDL3OUTSIDE.lo -MD -MP -MF .deps/ta_CDL3OUTSIDE.Tpo -c ta_CDL3OUTSIDE.c -fPIC -DPIC -o .libs/ta_CDL3OUTSIDE.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDL3OUTSIDE.lo -MD -MP -MF .deps/ta_CDL3OUTSIDE.Tpo -c ta_CDL3OUTSIDE.c -o ta_CDL3OUTSIDE.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDL3OUTSIDE.Tpo .deps/ta_CDL3OUTSIDE.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDL3STARSINSOUTH.lo -MD -MP -MF .deps/ta_CDL3STARSINSOUTH.Tpo -c -o ta_CDL3STARSINSOUTH.lo ta_CDL3STARSINSOUTH.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDL3STARSINSOUTH.lo -MD -MP -MF .deps/ta_CDL3STARSINSOUTH.Tpo -c ta_CDL3STARSINSOUTH.c -fPIC -DPIC -o .libs/ta_CDL3STARSINSOUTH.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDL3STARSINSOUTH.lo -MD -MP -MF .deps/ta_CDL3STARSINSOUTH.Tpo -c ta_CDL3STARSINSOUTH.c -o 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" gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLADVANCEBLOCK.lo -MD -MP -MF .deps/ta_CDLADVANCEBLOCK.Tpo -c ta_CDLADVANCEBLOCK.c -o ta_CDLADVANCEBLOCK.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLADVANCEBLOCK.Tpo .deps/ta_CDLADVANCEBLOCK.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLBELTHOLD.lo -MD -MP -MF .deps/ta_CDLBELTHOLD.Tpo -c -o ta_CDLBELTHOLD.lo ta_CDLBELTHOLD.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLBELTHOLD.lo -MD -MP -MF .deps/ta_CDLBELTHOLD.Tpo -c ta_CDLBELTHOLD.c -fPIC -DPIC -o .libs/ta_CDLBELTHOLD.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLBELTHOLD.lo -MD -MP -MF .deps/ta_CDLBELTHOLD.Tpo -c ta_CDLBELTHOLD.c -o ta_CDLBELTHOLD.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLBELTHOLD.Tpo .deps/ta_CDLBELTHOLD.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLBREAKAWAY.lo -MD -MP -MF .deps/ta_CDLBREAKAWAY.Tpo -c -o ta_CDLBREAKAWAY.lo ta_CDLBREAKAWAY.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLBREAKAWAY.lo -MD -MP -MF .deps/ta_CDLBREAKAWAY.Tpo -c ta_CDLBREAKAWAY.c -fPIC -DPIC -o .libs/ta_CDLBREAKAWAY.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLBREAKAWAY.lo -MD -MP -MF .deps/ta_CDLBREAKAWAY.Tpo -c ta_CDLBREAKAWAY.c -o ta_CDLBREAKAWAY.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLBREAKAWAY.Tpo .deps/ta_CDLBREAKAWAY.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLCLOSINGMARUBOZU.lo -MD -MP -MF .deps/ta_CDLCLOSINGMARUBOZU.Tpo -c -o ta_CDLCLOSINGMARUBOZU.lo ta_CDLCLOSINGMARUBOZU.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLCLOSINGMARUBOZU.lo -MD -MP -MF .deps/ta_CDLCLOSINGMARUBOZU.Tpo -c ta_CDLCLOSINGMARUBOZU.c -fPIC -DPIC -o .libs/ta_CDLCLOSINGMARUBOZU.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLCLOSINGMARUBOZU.lo -MD -MP -MF .deps/ta_CDLCLOSINGMARUBOZU.Tpo -c ta_CDLCLOSINGMARUBOZU.c -o ta_CDLCLOSINGMARUBOZU.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLCLOSINGMARUBOZU.Tpo .deps/ta_CDLCLOSINGMARUBOZU.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLCONCEALBABYSWALL.lo -MD -MP -MF .deps/ta_CDLCONCEALBABYSWALL.Tpo -c -o ta_CDLCONCEALBABYSWALL.lo ta_CDLCONCEALBABYSWALL.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLCONCEALBABYSWALL.lo -MD -MP -MF .deps/ta_CDLCONCEALBABYSWALL.Tpo -c ta_CDLCONCEALBABYSWALL.c -fPIC -DPIC -o .libs/ta_CDLCONCEALBABYSWALL.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLCONCEALBABYSWALL.lo -MD -MP -MF .deps/ta_CDLCONCEALBABYSWALL.Tpo -c ta_CDLCONCEALBABYSWALL.c -o ta_CDLCONCEALBABYSWALL.o 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-MD -MP -MF .deps/ta_CDLDOJI.Tpo -c ta_CDLDOJI.c -o ta_CDLDOJI.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLDOJI.Tpo .deps/ta_CDLDOJI.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLDOJISTAR.lo -MD -MP -MF .deps/ta_CDLDOJISTAR.Tpo -c -o ta_CDLDOJISTAR.lo ta_CDLDOJISTAR.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLDOJISTAR.lo -MD -MP -MF .deps/ta_CDLDOJISTAR.Tpo -c ta_CDLDOJISTAR.c -fPIC -DPIC -o .libs/ta_CDLDOJISTAR.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLDOJISTAR.lo -MD -MP -MF .deps/ta_CDLDOJISTAR.Tpo -c ta_CDLDOJISTAR.c -o ta_CDLDOJISTAR.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLDOJISTAR.Tpo .deps/ta_CDLDOJISTAR.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLDRAGONFLYDOJI.lo -MD -MP -MF .deps/ta_CDLDRAGONFLYDOJI.Tpo -c -o ta_CDLDRAGONFLYDOJI.lo ta_CDLDRAGONFLYDOJI.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLDRAGONFLYDOJI.lo -MD -MP -MF .deps/ta_CDLDRAGONFLYDOJI.Tpo -c ta_CDLDRAGONFLYDOJI.c -fPIC -DPIC -o .libs/ta_CDLDRAGONFLYDOJI.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLDRAGONFLYDOJI.lo -MD -MP -MF .deps/ta_CDLDRAGONFLYDOJI.Tpo -c ta_CDLDRAGONFLYDOJI.c -o ta_CDLDRAGONFLYDOJI.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLDRAGONFLYDOJI.Tpo .deps/ta_CDLDRAGONFLYDOJI.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLENGULFING.lo -MD -MP -MF .deps/ta_CDLENGULFING.Tpo -c -o ta_CDLENGULFING.lo ta_CDLENGULFING.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLENGULFING.lo -MD -MP -MF .deps/ta_CDLENGULFING.Tpo -c ta_CDLENGULFING.c -fPIC -DPIC -o .libs/ta_CDLENGULFING.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLENGULFING.lo -MD -MP -MF .deps/ta_CDLENGULFING.Tpo -c ta_CDLENGULFING.c -o ta_CDLENGULFING.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLENGULFING.Tpo .deps/ta_CDLENGULFING.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLEVENINGDOJISTAR.lo -MD -MP -MF .deps/ta_CDLEVENINGDOJISTAR.Tpo -c -o ta_CDLEVENINGDOJISTAR.lo ta_CDLEVENINGDOJISTAR.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLEVENINGDOJISTAR.lo -MD -MP -MF .deps/ta_CDLEVENINGDOJISTAR.Tpo -c ta_CDLEVENINGDOJISTAR.c -fPIC -DPIC -o .libs/ta_CDLEVENINGDOJISTAR.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLEVENINGDOJISTAR.lo -MD -MP -MF .deps/ta_CDLEVENINGDOJISTAR.Tpo -c ta_CDLEVENINGDOJISTAR.c -o ta_CDLEVENINGDOJISTAR.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLEVENINGDOJISTAR.Tpo .deps/ta_CDLEVENINGDOJISTAR.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLEVENINGSTAR.lo -MD -MP -MF .deps/ta_CDLEVENINGSTAR.Tpo -c -o ta_CDLEVENINGSTAR.lo ta_CDLEVENINGSTAR.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLEVENINGSTAR.lo -MD -MP -MF .deps/ta_CDLEVENINGSTAR.Tpo -c ta_CDLEVENINGSTAR.c -fPIC -DPIC -o .libs/ta_CDLEVENINGSTAR.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLEVENINGSTAR.lo -MD -MP -MF .deps/ta_CDLEVENINGSTAR.Tpo -c ta_CDLEVENINGSTAR.c -o ta_CDLEVENINGSTAR.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLEVENINGSTAR.Tpo .deps/ta_CDLEVENINGSTAR.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLGAPSIDESIDEWHITE.lo -MD -MP -MF .deps/ta_CDLGAPSIDESIDEWHITE.Tpo -c -o ta_CDLGAPSIDESIDEWHITE.lo ta_CDLGAPSIDESIDEWHITE.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLGAPSIDESIDEWHITE.lo -MD -MP -MF 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ta_CDLGRAVESTONEDOJI.c -o ta_CDLGRAVESTONEDOJI.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLGRAVESTONEDOJI.Tpo .deps/ta_CDLGRAVESTONEDOJI.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHAMMER.lo -MD -MP -MF .deps/ta_CDLHAMMER.Tpo -c -o ta_CDLHAMMER.lo ta_CDLHAMMER.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHAMMER.lo -MD -MP -MF .deps/ta_CDLHAMMER.Tpo -c ta_CDLHAMMER.c -fPIC -DPIC -o .libs/ta_CDLHAMMER.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHAMMER.lo -MD -MP -MF .deps/ta_CDLHAMMER.Tpo -c ta_CDLHAMMER.c -o ta_CDLHAMMER.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLHAMMER.Tpo .deps/ta_CDLHAMMER.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHANGINGMAN.lo -MD -MP -MF .deps/ta_CDLHANGINGMAN.Tpo -c -o ta_CDLHANGINGMAN.lo ta_CDLHANGINGMAN.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHANGINGMAN.lo -MD -MP -MF .deps/ta_CDLHANGINGMAN.Tpo -c ta_CDLHANGINGMAN.c -fPIC -DPIC -o .libs/ta_CDLHANGINGMAN.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHANGINGMAN.lo -MD -MP -MF .deps/ta_CDLHANGINGMAN.Tpo -c ta_CDLHANGINGMAN.c -o ta_CDLHANGINGMAN.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLHANGINGMAN.Tpo .deps/ta_CDLHANGINGMAN.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHARAMI.lo -MD -MP -MF .deps/ta_CDLHARAMI.Tpo -c -o ta_CDLHARAMI.lo ta_CDLHARAMI.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHARAMI.lo -MD -MP -MF .deps/ta_CDLHARAMI.Tpo -c ta_CDLHARAMI.c -fPIC -DPIC -o .libs/ta_CDLHARAMI.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHARAMI.lo -MD -MP -MF .deps/ta_CDLHARAMI.Tpo -c ta_CDLHARAMI.c -o ta_CDLHARAMI.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLHARAMI.Tpo .deps/ta_CDLHARAMI.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHARAMICROSS.lo -MD -MP -MF .deps/ta_CDLHARAMICROSS.Tpo -c -o ta_CDLHARAMICROSS.lo ta_CDLHARAMICROSS.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHARAMICROSS.lo -MD -MP -MF .deps/ta_CDLHARAMICROSS.Tpo -c ta_CDLHARAMICROSS.c -fPIC -DPIC -o .libs/ta_CDLHARAMICROSS.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHARAMICROSS.lo -MD -MP -MF .deps/ta_CDLHARAMICROSS.Tpo -c ta_CDLHARAMICROSS.c -o ta_CDLHARAMICROSS.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLHARAMICROSS.Tpo .deps/ta_CDLHARAMICROSS.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHIGHWAVE.lo -MD -MP -MF .deps/ta_CDLHIGHWAVE.Tpo -c -o ta_CDLHIGHWAVE.lo ta_CDLHIGHWAVE.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHIGHWAVE.lo -MD -MP -MF .deps/ta_CDLHIGHWAVE.Tpo -c ta_CDLHIGHWAVE.c -fPIC -DPIC -o .libs/ta_CDLHIGHWAVE.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHIGHWAVE.lo -MD -MP -MF .deps/ta_CDLHIGHWAVE.Tpo -c ta_CDLHIGHWAVE.c -o ta_CDLHIGHWAVE.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLHIGHWAVE.Tpo .deps/ta_CDLHIGHWAVE.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHIKKAKE.lo -MD -MP -MF .deps/ta_CDLHIKKAKE.Tpo -c -o ta_CDLHIKKAKE.lo ta_CDLHIKKAKE.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHIKKAKE.lo -MD -MP -MF .deps/ta_CDLHIKKAKE.Tpo -c ta_CDLHIKKAKE.c -fPIC -DPIC -o .libs/ta_CDLHIKKAKE.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHIKKAKE.lo -MD -MP -MF .deps/ta_CDLHIKKAKE.Tpo -c ta_CDLHIKKAKE.c -o ta_CDLHIKKAKE.o >/dev/null 2>&1\n", "mv -f 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-I../ta_common/ -g -O2 -MT ta_CDLHOMINGPIGEON.lo -MD -MP -MF .deps/ta_CDLHOMINGPIGEON.Tpo -c ta_CDLHOMINGPIGEON.c -fPIC -DPIC -o .libs/ta_CDLHOMINGPIGEON.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLHOMINGPIGEON.lo -MD -MP -MF .deps/ta_CDLHOMINGPIGEON.Tpo -c ta_CDLHOMINGPIGEON.c -o ta_CDLHOMINGPIGEON.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLHOMINGPIGEON.Tpo .deps/ta_CDLHOMINGPIGEON.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLIDENTICAL3CROWS.lo -MD -MP -MF .deps/ta_CDLIDENTICAL3CROWS.Tpo -c -o ta_CDLIDENTICAL3CROWS.lo ta_CDLIDENTICAL3CROWS.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLIDENTICAL3CROWS.lo -MD -MP -MF .deps/ta_CDLIDENTICAL3CROWS.Tpo -c ta_CDLIDENTICAL3CROWS.c -fPIC -DPIC -o .libs/ta_CDLIDENTICAL3CROWS.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLIDENTICAL3CROWS.lo -MD -MP -MF .deps/ta_CDLIDENTICAL3CROWS.Tpo -c ta_CDLIDENTICAL3CROWS.c -o ta_CDLIDENTICAL3CROWS.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLIDENTICAL3CROWS.Tpo .deps/ta_CDLIDENTICAL3CROWS.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLINNECK.lo -MD -MP -MF .deps/ta_CDLINNECK.Tpo -c -o ta_CDLINNECK.lo ta_CDLINNECK.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLINNECK.lo -MD -MP -MF .deps/ta_CDLINNECK.Tpo -c ta_CDLINNECK.c -fPIC -DPIC -o .libs/ta_CDLINNECK.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLINNECK.lo -MD -MP -MF .deps/ta_CDLINNECK.Tpo -c ta_CDLINNECK.c -o ta_CDLINNECK.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLINNECK.Tpo .deps/ta_CDLINNECK.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLINVERTEDHAMMER.lo -MD -MP -MF .deps/ta_CDLINVERTEDHAMMER.Tpo -c -o ta_CDLINVERTEDHAMMER.lo ta_CDLINVERTEDHAMMER.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLINVERTEDHAMMER.lo -MD -MP -MF .deps/ta_CDLINVERTEDHAMMER.Tpo -c ta_CDLINVERTEDHAMMER.c -fPIC -DPIC -o .libs/ta_CDLINVERTEDHAMMER.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLINVERTEDHAMMER.lo -MD -MP -MF .deps/ta_CDLINVERTEDHAMMER.Tpo -c ta_CDLINVERTEDHAMMER.c -o ta_CDLINVERTEDHAMMER.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLINVERTEDHAMMER.Tpo .deps/ta_CDLINVERTEDHAMMER.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLKICKING.lo -MD -MP -MF .deps/ta_CDLKICKING.Tpo -c -o ta_CDLKICKING.lo ta_CDLKICKING.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLKICKING.lo -MD -MP -MF .deps/ta_CDLKICKING.Tpo -c ta_CDLKICKING.c -fPIC -DPIC -o .libs/ta_CDLKICKING.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLKICKING.lo -MD -MP -MF .deps/ta_CDLKICKING.Tpo -c ta_CDLKICKING.c -o ta_CDLKICKING.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLKICKING.Tpo .deps/ta_CDLKICKING.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLKICKINGBYLENGTH.lo -MD -MP -MF .deps/ta_CDLKICKINGBYLENGTH.Tpo -c -o ta_CDLKICKINGBYLENGTH.lo ta_CDLKICKINGBYLENGTH.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLKICKINGBYLENGTH.lo -MD -MP -MF .deps/ta_CDLKICKINGBYLENGTH.Tpo -c ta_CDLKICKINGBYLENGTH.c -fPIC -DPIC -o .libs/ta_CDLKICKINGBYLENGTH.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLKICKINGBYLENGTH.lo -MD -MP -MF .deps/ta_CDLKICKINGBYLENGTH.Tpo -c ta_CDLKICKINGBYLENGTH.c -o ta_CDLKICKINGBYLENGTH.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLKICKINGBYLENGTH.Tpo .deps/ta_CDLKICKINGBYLENGTH.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLLADDERBOTTOM.lo -MD -MP -MF .deps/ta_CDLLADDERBOTTOM.Tpo -c -o ta_CDLLADDERBOTTOM.lo ta_CDLLADDERBOTTOM.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLLADDERBOTTOM.lo -MD -MP -MF .deps/ta_CDLLADDERBOTTOM.Tpo -c ta_CDLLADDERBOTTOM.c -fPIC -DPIC -o .libs/ta_CDLLADDERBOTTOM.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLLADDERBOTTOM.lo -MD -MP -MF .deps/ta_CDLLADDERBOTTOM.Tpo -c ta_CDLLADDERBOTTOM.c -o ta_CDLLADDERBOTTOM.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLLADDERBOTTOM.Tpo .deps/ta_CDLLADDERBOTTOM.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLLONGLEGGEDDOJI.lo -MD -MP -MF .deps/ta_CDLLONGLEGGEDDOJI.Tpo -c -o ta_CDLLONGLEGGEDDOJI.lo ta_CDLLONGLEGGEDDOJI.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLLONGLEGGEDDOJI.lo -MD -MP -MF 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ta_CDLMATCHINGLOW.lo -MD -MP -MF .deps/ta_CDLMATCHINGLOW.Tpo -c ta_CDLMATCHINGLOW.c -fPIC -DPIC -o .libs/ta_CDLMATCHINGLOW.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLMATCHINGLOW.lo -MD -MP -MF .deps/ta_CDLMATCHINGLOW.Tpo -c ta_CDLMATCHINGLOW.c -o ta_CDLMATCHINGLOW.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLMATCHINGLOW.Tpo .deps/ta_CDLMATCHINGLOW.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLMATHOLD.lo -MD -MP -MF .deps/ta_CDLMATHOLD.Tpo -c -o ta_CDLMATHOLD.lo ta_CDLMATHOLD.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLMATHOLD.lo -MD -MP -MF .deps/ta_CDLMATHOLD.Tpo -c ta_CDLMATHOLD.c -fPIC -DPIC -o .libs/ta_CDLMATHOLD.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLMATHOLD.lo -MD -MP -MF .deps/ta_CDLMATHOLD.Tpo -c ta_CDLMATHOLD.c -o ta_CDLMATHOLD.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLMATHOLD.Tpo 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" gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLMORNINGSTAR.lo -MD -MP -MF .deps/ta_CDLMORNINGSTAR.Tpo -c ta_CDLMORNINGSTAR.c -fPIC -DPIC -o .libs/ta_CDLMORNINGSTAR.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLMORNINGSTAR.lo -MD -MP -MF .deps/ta_CDLMORNINGSTAR.Tpo -c ta_CDLMORNINGSTAR.c -o ta_CDLMORNINGSTAR.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLMORNINGSTAR.Tpo .deps/ta_CDLMORNINGSTAR.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLONNECK.lo -MD -MP -MF .deps/ta_CDLONNECK.Tpo -c -o ta_CDLONNECK.lo ta_CDLONNECK.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLONNECK.lo -MD -MP -MF .deps/ta_CDLONNECK.Tpo -c ta_CDLONNECK.c -fPIC -DPIC -o .libs/ta_CDLONNECK.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLONNECK.lo -MD -MP -MF .deps/ta_CDLONNECK.Tpo -c ta_CDLONNECK.c -o 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-I../../include -I../ta_common/ -g -O2 -MT ta_CDLRICKSHAWMAN.lo -MD -MP -MF .deps/ta_CDLRICKSHAWMAN.Tpo -c ta_CDLRICKSHAWMAN.c -fPIC -DPIC -o .libs/ta_CDLRICKSHAWMAN.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLRICKSHAWMAN.lo -MD -MP -MF .deps/ta_CDLRICKSHAWMAN.Tpo -c ta_CDLRICKSHAWMAN.c -o ta_CDLRICKSHAWMAN.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLRICKSHAWMAN.Tpo .deps/ta_CDLRICKSHAWMAN.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLRISEFALL3METHODS.lo -MD -MP -MF .deps/ta_CDLRISEFALL3METHODS.Tpo -c -o ta_CDLRISEFALL3METHODS.lo ta_CDLRISEFALL3METHODS.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLRISEFALL3METHODS.lo -MD -MP -MF .deps/ta_CDLRISEFALL3METHODS.Tpo -c ta_CDLRISEFALL3METHODS.c -fPIC -DPIC -o .libs/ta_CDLRISEFALL3METHODS.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLRISEFALL3METHODS.lo -MD -MP -MF .deps/ta_CDLRISEFALL3METHODS.Tpo -c ta_CDLRISEFALL3METHODS.c -o ta_CDLRISEFALL3METHODS.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLRISEFALL3METHODS.Tpo .deps/ta_CDLRISEFALL3METHODS.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSEPARATINGLINES.lo -MD -MP -MF .deps/ta_CDLSEPARATINGLINES.Tpo -c -o ta_CDLSEPARATINGLINES.lo ta_CDLSEPARATINGLINES.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSEPARATINGLINES.lo -MD -MP -MF .deps/ta_CDLSEPARATINGLINES.Tpo -c ta_CDLSEPARATINGLINES.c -fPIC -DPIC -o .libs/ta_CDLSEPARATINGLINES.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSEPARATINGLINES.lo -MD -MP -MF .deps/ta_CDLSEPARATINGLINES.Tpo -c ta_CDLSEPARATINGLINES.c -o ta_CDLSEPARATINGLINES.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLSEPARATINGLINES.Tpo .deps/ta_CDLSEPARATINGLINES.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSHOOTINGSTAR.lo -MD -MP -MF .deps/ta_CDLSHOOTINGSTAR.Tpo -c -o ta_CDLSHOOTINGSTAR.lo ta_CDLSHOOTINGSTAR.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSHOOTINGSTAR.lo -MD -MP -MF .deps/ta_CDLSHOOTINGSTAR.Tpo -c ta_CDLSHOOTINGSTAR.c -fPIC -DPIC -o .libs/ta_CDLSHOOTINGSTAR.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSHOOTINGSTAR.lo -MD -MP -MF .deps/ta_CDLSHOOTINGSTAR.Tpo -c ta_CDLSHOOTINGSTAR.c -o ta_CDLSHOOTINGSTAR.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLSHOOTINGSTAR.Tpo .deps/ta_CDLSHOOTINGSTAR.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSHORTLINE.lo -MD -MP -MF .deps/ta_CDLSHORTLINE.Tpo -c -o ta_CDLSHORTLINE.lo ta_CDLSHORTLINE.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSHORTLINE.lo -MD -MP -MF .deps/ta_CDLSHORTLINE.Tpo -c ta_CDLSHORTLINE.c -fPIC -DPIC -o .libs/ta_CDLSHORTLINE.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSHORTLINE.lo -MD -MP -MF .deps/ta_CDLSHORTLINE.Tpo -c ta_CDLSHORTLINE.c -o ta_CDLSHORTLINE.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLSHORTLINE.Tpo .deps/ta_CDLSHORTLINE.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSPINNINGTOP.lo -MD -MP -MF .deps/ta_CDLSPINNINGTOP.Tpo -c -o ta_CDLSPINNINGTOP.lo ta_CDLSPINNINGTOP.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSPINNINGTOP.lo -MD -MP -MF .deps/ta_CDLSPINNINGTOP.Tpo -c ta_CDLSPINNINGTOP.c -fPIC -DPIC -o .libs/ta_CDLSPINNINGTOP.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSPINNINGTOP.lo -MD -MP -MF .deps/ta_CDLSPINNINGTOP.Tpo -c ta_CDLSPINNINGTOP.c -o ta_CDLSPINNINGTOP.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLSPINNINGTOP.Tpo .deps/ta_CDLSPINNINGTOP.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSTALLEDPATTERN.lo -MD -MP -MF .deps/ta_CDLSTALLEDPATTERN.Tpo -c -o ta_CDLSTALLEDPATTERN.lo ta_CDLSTALLEDPATTERN.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSTALLEDPATTERN.lo -MD -MP -MF .deps/ta_CDLSTALLEDPATTERN.Tpo -c ta_CDLSTALLEDPATTERN.c -fPIC -DPIC -o .libs/ta_CDLSTALLEDPATTERN.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSTALLEDPATTERN.lo -MD -MP -MF .deps/ta_CDLSTALLEDPATTERN.Tpo -c ta_CDLSTALLEDPATTERN.c -o ta_CDLSTALLEDPATTERN.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLSTALLEDPATTERN.Tpo .deps/ta_CDLSTALLEDPATTERN.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSTICKSANDWICH.lo -MD -MP -MF .deps/ta_CDLSTICKSANDWICH.Tpo -c -o ta_CDLSTICKSANDWICH.lo ta_CDLSTICKSANDWICH.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSTICKSANDWICH.lo -MD -MP -MF .deps/ta_CDLSTICKSANDWICH.Tpo -c ta_CDLSTICKSANDWICH.c -fPIC -DPIC -o .libs/ta_CDLSTICKSANDWICH.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLSTICKSANDWICH.lo -MD -MP -MF .deps/ta_CDLSTICKSANDWICH.Tpo -c ta_CDLSTICKSANDWICH.c -o ta_CDLSTICKSANDWICH.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLSTICKSANDWICH.Tpo .deps/ta_CDLSTICKSANDWICH.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLTAKURI.lo -MD -MP -MF .deps/ta_CDLTAKURI.Tpo -c -o ta_CDLTAKURI.lo ta_CDLTAKURI.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLTAKURI.lo -MD -MP -MF .deps/ta_CDLTAKURI.Tpo -c ta_CDLTAKURI.c -fPIC -DPIC -o .libs/ta_CDLTAKURI.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLTAKURI.lo -MD -MP -MF .deps/ta_CDLTAKURI.Tpo -c ta_CDLTAKURI.c -o ta_CDLTAKURI.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLTAKURI.Tpo .deps/ta_CDLTAKURI.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLTASUKIGAP.lo -MD -MP -MF .deps/ta_CDLTASUKIGAP.Tpo -c -o ta_CDLTASUKIGAP.lo ta_CDLTASUKIGAP.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLTASUKIGAP.lo -MD -MP -MF .deps/ta_CDLTASUKIGAP.Tpo -c ta_CDLTASUKIGAP.c -fPIC -DPIC -o .libs/ta_CDLTASUKIGAP.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLTASUKIGAP.lo -MD -MP -MF .deps/ta_CDLTASUKIGAP.Tpo -c ta_CDLTASUKIGAP.c -o ta_CDLTASUKIGAP.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLTASUKIGAP.Tpo .deps/ta_CDLTASUKIGAP.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLTHRUSTING.lo -MD -MP -MF .deps/ta_CDLTHRUSTING.Tpo -c -o ta_CDLTHRUSTING.lo ta_CDLTHRUSTING.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLTHRUSTING.lo -MD -MP -MF .deps/ta_CDLTHRUSTING.Tpo -c ta_CDLTHRUSTING.c -fPIC -DPIC -o .libs/ta_CDLTHRUSTING.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLTHRUSTING.lo -MD -MP -MF .deps/ta_CDLTHRUSTING.Tpo -c ta_CDLTHRUSTING.c -o ta_CDLTHRUSTING.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLTHRUSTING.Tpo .deps/ta_CDLTHRUSTING.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLTRISTAR.lo -MD -MP -MF .deps/ta_CDLTRISTAR.Tpo -c -o ta_CDLTRISTAR.lo ta_CDLTRISTAR.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLTRISTAR.lo -MD -MP -MF .deps/ta_CDLTRISTAR.Tpo -c ta_CDLTRISTAR.c -fPIC -DPIC -o .libs/ta_CDLTRISTAR.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLTRISTAR.lo -MD -MP -MF .deps/ta_CDLTRISTAR.Tpo -c ta_CDLTRISTAR.c -o ta_CDLTRISTAR.o >/dev/null 2>&1\n", "mv -f 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gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLUPSIDEGAP2CROWS.lo -MD -MP -MF .deps/ta_CDLUPSIDEGAP2CROWS.Tpo -c ta_CDLUPSIDEGAP2CROWS.c -fPIC -DPIC -o .libs/ta_CDLUPSIDEGAP2CROWS.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLUPSIDEGAP2CROWS.lo -MD -MP -MF .deps/ta_CDLUPSIDEGAP2CROWS.Tpo -c ta_CDLUPSIDEGAP2CROWS.c -o ta_CDLUPSIDEGAP2CROWS.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLUPSIDEGAP2CROWS.Tpo .deps/ta_CDLUPSIDEGAP2CROWS.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLXSIDEGAP3METHODS.lo -MD -MP -MF .deps/ta_CDLXSIDEGAP3METHODS.Tpo -c -o ta_CDLXSIDEGAP3METHODS.lo ta_CDLXSIDEGAP3METHODS.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLXSIDEGAP3METHODS.lo -MD -MP -MF .deps/ta_CDLXSIDEGAP3METHODS.Tpo -c ta_CDLXSIDEGAP3METHODS.c -fPIC -DPIC -o .libs/ta_CDLXSIDEGAP3METHODS.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CDLXSIDEGAP3METHODS.lo -MD -MP -MF .deps/ta_CDLXSIDEGAP3METHODS.Tpo -c ta_CDLXSIDEGAP3METHODS.c -o ta_CDLXSIDEGAP3METHODS.o >/dev/null 2>&1\n", "mv -f .deps/ta_CDLXSIDEGAP3METHODS.Tpo .deps/ta_CDLXSIDEGAP3METHODS.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CEIL.lo -MD -MP -MF .deps/ta_CEIL.Tpo -c -o ta_CEIL.lo ta_CEIL.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CEIL.lo -MD -MP -MF .deps/ta_CEIL.Tpo -c ta_CEIL.c -fPIC -DPIC -o .libs/ta_CEIL.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CEIL.lo -MD -MP -MF .deps/ta_CEIL.Tpo -c ta_CEIL.c -o ta_CEIL.o >/dev/null 2>&1\n", "mv -f .deps/ta_CEIL.Tpo .deps/ta_CEIL.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CMO.lo -MD -MP -MF .deps/ta_CMO.Tpo -c -o ta_CMO.lo ta_CMO.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CMO.lo -MD -MP -MF .deps/ta_CMO.Tpo -c ta_CMO.c -fPIC -DPIC -o .libs/ta_CMO.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CMO.lo -MD -MP -MF .deps/ta_CMO.Tpo -c ta_CMO.c -o ta_CMO.o >/dev/null 2>&1\n", "mv -f .deps/ta_CMO.Tpo .deps/ta_CMO.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CORREL.lo -MD -MP -MF .deps/ta_CORREL.Tpo -c -o ta_CORREL.lo ta_CORREL.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CORREL.lo -MD -MP -MF .deps/ta_CORREL.Tpo -c ta_CORREL.c -fPIC -DPIC -o .libs/ta_CORREL.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_CORREL.lo -MD -MP -MF .deps/ta_CORREL.Tpo -c ta_CORREL.c -o ta_CORREL.o >/dev/null 2>&1\n", "mv -f .deps/ta_CORREL.Tpo .deps/ta_CORREL.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_COS.lo -MD -MP -MF .deps/ta_COS.Tpo -c -o ta_COS.lo ta_COS.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_COS.lo -MD -MP -MF .deps/ta_COS.Tpo -c ta_COS.c -fPIC -DPIC -o .libs/ta_COS.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_COS.lo -MD -MP -MF .deps/ta_COS.Tpo -c ta_COS.c -o ta_COS.o >/dev/null 2>&1\n", "mv -f .deps/ta_COS.Tpo .deps/ta_COS.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_COSH.lo -MD -MP -MF .deps/ta_COSH.Tpo -c -o ta_COSH.lo ta_COSH.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_COSH.lo -MD -MP -MF .deps/ta_COSH.Tpo -c ta_COSH.c -fPIC -DPIC -o .libs/ta_COSH.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_COSH.lo -MD -MP -MF .deps/ta_COSH.Tpo -c ta_COSH.c -o ta_COSH.o >/dev/null 2>&1\n", "mv -f .deps/ta_COSH.Tpo 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-I../../include -I../ta_common/ -g -O2 -MT ta_EMA.lo -MD -MP -MF .deps/ta_EMA.Tpo -c ta_EMA.c -o ta_EMA.o >/dev/null 2>&1\n", "mv -f .deps/ta_EMA.Tpo .deps/ta_EMA.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_EXP.lo -MD -MP -MF .deps/ta_EXP.Tpo -c -o ta_EXP.lo ta_EXP.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_EXP.lo -MD -MP -MF .deps/ta_EXP.Tpo -c ta_EXP.c -fPIC -DPIC -o .libs/ta_EXP.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_EXP.lo -MD -MP -MF .deps/ta_EXP.Tpo -c ta_EXP.c -o ta_EXP.o >/dev/null 2>&1\n", "mv -f .deps/ta_EXP.Tpo .deps/ta_EXP.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_FLOOR.lo -MD -MP -MF .deps/ta_FLOOR.Tpo -c -o ta_FLOOR.lo ta_FLOOR.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_FLOOR.lo -MD -MP -MF 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-I../../include -I../ta_common/ -g -O2 -MT ta_HT_DCPHASE.lo -MD -MP -MF .deps/ta_HT_DCPHASE.Tpo -c -o ta_HT_DCPHASE.lo ta_HT_DCPHASE.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_HT_DCPHASE.lo -MD -MP -MF .deps/ta_HT_DCPHASE.Tpo -c ta_HT_DCPHASE.c -fPIC -DPIC -o .libs/ta_HT_DCPHASE.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_HT_DCPHASE.lo -MD -MP -MF .deps/ta_HT_DCPHASE.Tpo -c ta_HT_DCPHASE.c -o ta_HT_DCPHASE.o >/dev/null 2>&1\n", "mv -f .deps/ta_HT_DCPHASE.Tpo .deps/ta_HT_DCPHASE.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_HT_PHASOR.lo -MD -MP -MF .deps/ta_HT_PHASOR.Tpo -c -o ta_HT_PHASOR.lo ta_HT_PHASOR.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_HT_PHASOR.lo -MD -MP -MF .deps/ta_HT_PHASOR.Tpo -c ta_HT_PHASOR.c -fPIC -DPIC -o .libs/ta_HT_PHASOR.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_HT_PHASOR.lo -MD -MP -MF .deps/ta_HT_PHASOR.Tpo -c ta_HT_PHASOR.c -o ta_HT_PHASOR.o >/dev/null 2>&1\n", "mv -f .deps/ta_HT_PHASOR.Tpo .deps/ta_HT_PHASOR.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_HT_SINE.lo -MD -MP -MF .deps/ta_HT_SINE.Tpo -c -o ta_HT_SINE.lo ta_HT_SINE.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_HT_SINE.lo -MD -MP -MF .deps/ta_HT_SINE.Tpo -c ta_HT_SINE.c -fPIC -DPIC -o .libs/ta_HT_SINE.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_HT_SINE.lo -MD -MP -MF .deps/ta_HT_SINE.Tpo -c ta_HT_SINE.c -o ta_HT_SINE.o >/dev/null 2>&1\n", "mv -f .deps/ta_HT_SINE.Tpo .deps/ta_HT_SINE.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_HT_TRENDLINE.lo -MD -MP -MF .deps/ta_HT_TRENDLINE.Tpo -c -o ta_HT_TRENDLINE.lo ta_HT_TRENDLINE.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_HT_TRENDLINE.lo -MD -MP -MF .deps/ta_HT_TRENDLINE.Tpo -c ta_HT_TRENDLINE.c -fPIC -DPIC -o .libs/ta_HT_TRENDLINE.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_HT_TRENDLINE.lo -MD -MP -MF .deps/ta_HT_TRENDLINE.Tpo -c ta_HT_TRENDLINE.c -o ta_HT_TRENDLINE.o >/dev/null 2>&1\n", "mv -f .deps/ta_HT_TRENDLINE.Tpo .deps/ta_HT_TRENDLINE.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_HT_TRENDMODE.lo -MD -MP -MF .deps/ta_HT_TRENDMODE.Tpo -c -o ta_HT_TRENDMODE.lo ta_HT_TRENDMODE.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_HT_TRENDMODE.lo -MD -MP -MF .deps/ta_HT_TRENDMODE.Tpo -c ta_HT_TRENDMODE.c -fPIC -DPIC -o .libs/ta_HT_TRENDMODE.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_HT_TRENDMODE.lo -MD -MP -MF .deps/ta_HT_TRENDMODE.Tpo 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ta_LINEARREG_SLOPE.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_LINEARREG_SLOPE.lo -MD -MP -MF .deps/ta_LINEARREG_SLOPE.Tpo -c ta_LINEARREG_SLOPE.c -fPIC -DPIC -o .libs/ta_LINEARREG_SLOPE.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_LINEARREG_SLOPE.lo -MD -MP -MF .deps/ta_LINEARREG_SLOPE.Tpo -c ta_LINEARREG_SLOPE.c -o ta_LINEARREG_SLOPE.o >/dev/null 2>&1\n", "mv -f .deps/ta_LINEARREG_SLOPE.Tpo .deps/ta_LINEARREG_SLOPE.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_LN.lo -MD -MP -MF .deps/ta_LN.Tpo -c -o ta_LN.lo ta_LN.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_LN.lo -MD -MP -MF .deps/ta_LN.Tpo -c ta_LN.c -fPIC -DPIC -o .libs/ta_LN.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_LN.lo -MD -MP -MF .deps/ta_LN.Tpo -c ta_LN.c -o ta_LN.o >/dev/null 2>&1\n", "mv -f .deps/ta_LN.Tpo 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ta_MAMA.lo ta_MAMA.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_MAMA.lo -MD -MP -MF .deps/ta_MAMA.Tpo -c ta_MAMA.c -fPIC -DPIC -o .libs/ta_MAMA.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_MAMA.lo -MD -MP -MF .deps/ta_MAMA.Tpo -c ta_MAMA.c -o ta_MAMA.o >/dev/null 2>&1\n", "mv -f .deps/ta_MAMA.Tpo .deps/ta_MAMA.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_MAVP.lo -MD -MP -MF .deps/ta_MAVP.Tpo -c -o ta_MAVP.lo ta_MAVP.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_MAVP.lo -MD -MP -MF .deps/ta_MAVP.Tpo -c ta_MAVP.c -fPIC -DPIC -o .libs/ta_MAVP.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_MAVP.lo -MD -MP -MF .deps/ta_MAVP.Tpo -c ta_MAVP.c -o ta_MAVP.o >/dev/null 2>&1\n", "mv -f .deps/ta_MAVP.Tpo .deps/ta_MAVP.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc 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gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_OBV.lo -MD -MP -MF .deps/ta_OBV.Tpo -c ta_OBV.c -o ta_OBV.o >/dev/null 2>&1\n", "mv -f .deps/ta_OBV.Tpo .deps/ta_OBV.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_PLUS_DI.lo -MD -MP -MF .deps/ta_PLUS_DI.Tpo -c -o ta_PLUS_DI.lo ta_PLUS_DI.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_PLUS_DI.lo -MD -MP -MF .deps/ta_PLUS_DI.Tpo -c ta_PLUS_DI.c -fPIC -DPIC -o .libs/ta_PLUS_DI.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_PLUS_DI.lo -MD -MP -MF .deps/ta_PLUS_DI.Tpo -c ta_PLUS_DI.c -o ta_PLUS_DI.o >/dev/null 2>&1\n", "mv -f .deps/ta_PLUS_DI.Tpo .deps/ta_PLUS_DI.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_PLUS_DM.lo -MD -MP -MF .deps/ta_PLUS_DM.Tpo -c -o ta_PLUS_DM.lo ta_PLUS_DM.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_PLUS_DM.lo -MD -MP -MF .deps/ta_PLUS_DM.Tpo -c ta_PLUS_DM.c -fPIC -DPIC -o .libs/ta_PLUS_DM.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_PLUS_DM.lo -MD -MP -MF .deps/ta_PLUS_DM.Tpo -c ta_PLUS_DM.c -o ta_PLUS_DM.o >/dev/null 2>&1\n", "mv -f .deps/ta_PLUS_DM.Tpo .deps/ta_PLUS_DM.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_PPO.lo -MD -MP -MF .deps/ta_PPO.Tpo -c -o ta_PPO.lo ta_PPO.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_PPO.lo -MD -MP -MF .deps/ta_PPO.Tpo -c ta_PPO.c -fPIC -DPIC -o .libs/ta_PPO.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_PPO.lo -MD -MP -MF .deps/ta_PPO.Tpo -c ta_PPO.c -o ta_PPO.o >/dev/null 2>&1\n", "mv -f .deps/ta_PPO.Tpo .deps/ta_PPO.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ROC.lo -MD -MP -MF .deps/ta_ROC.Tpo -c -o ta_ROC.lo ta_ROC.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ROC.lo -MD -MP -MF .deps/ta_ROC.Tpo -c ta_ROC.c -fPIC -DPIC -o .libs/ta_ROC.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ROC.lo -MD -MP -MF .deps/ta_ROC.Tpo -c ta_ROC.c -o ta_ROC.o >/dev/null 2>&1\n", "mv -f .deps/ta_ROC.Tpo .deps/ta_ROC.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ROCP.lo -MD -MP -MF .deps/ta_ROCP.Tpo -c -o ta_ROCP.lo ta_ROCP.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ROCP.lo -MD -MP -MF .deps/ta_ROCP.Tpo -c ta_ROCP.c -fPIC -DPIC -o .libs/ta_ROCP.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ROCP.lo -MD -MP -MF .deps/ta_ROCP.Tpo -c ta_ROCP.c -o ta_ROCP.o >/dev/null 2>&1\n", "mv -f .deps/ta_ROCP.Tpo 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-g -O2 -MT ta_ROCR100.lo -MD -MP -MF .deps/ta_ROCR100.Tpo -c ta_ROCR100.c -o ta_ROCR100.o >/dev/null 2>&1\n", "mv -f .deps/ta_ROCR100.Tpo .deps/ta_ROCR100.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_RSI.lo -MD -MP -MF .deps/ta_RSI.Tpo -c -o ta_RSI.lo ta_RSI.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_RSI.lo -MD -MP -MF .deps/ta_RSI.Tpo -c ta_RSI.c -fPIC -DPIC -o .libs/ta_RSI.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_RSI.lo -MD -MP -MF .deps/ta_RSI.Tpo -c ta_RSI.c -o ta_RSI.o >/dev/null 2>&1\n", "mv -f .deps/ta_RSI.Tpo .deps/ta_RSI.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SAR.lo -MD -MP -MF .deps/ta_SAR.Tpo -c -o ta_SAR.lo ta_SAR.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SAR.lo -MD -MP -MF .deps/ta_SAR.Tpo -c ta_SAR.c -fPIC -DPIC -o .libs/ta_SAR.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SAR.lo -MD -MP -MF .deps/ta_SAR.Tpo -c ta_SAR.c -o ta_SAR.o >/dev/null 2>&1\n", "mv -f .deps/ta_SAR.Tpo .deps/ta_SAR.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SAREXT.lo -MD -MP -MF .deps/ta_SAREXT.Tpo -c -o ta_SAREXT.lo ta_SAREXT.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SAREXT.lo -MD -MP -MF .deps/ta_SAREXT.Tpo -c ta_SAREXT.c -fPIC -DPIC -o .libs/ta_SAREXT.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SAREXT.lo -MD -MP -MF .deps/ta_SAREXT.Tpo -c ta_SAREXT.c -o ta_SAREXT.o >/dev/null 2>&1\n", "mv -f .deps/ta_SAREXT.Tpo .deps/ta_SAREXT.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SIN.lo -MD -MP -MF .deps/ta_SIN.Tpo -c -o ta_SIN.lo ta_SIN.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SIN.lo -MD -MP -MF .deps/ta_SIN.Tpo -c ta_SIN.c -fPIC -DPIC -o .libs/ta_SIN.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SIN.lo -MD -MP -MF .deps/ta_SIN.Tpo -c ta_SIN.c -o ta_SIN.o >/dev/null 2>&1\n", "mv -f .deps/ta_SIN.Tpo .deps/ta_SIN.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SINH.lo -MD -MP -MF .deps/ta_SINH.Tpo -c -o ta_SINH.lo ta_SINH.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SINH.lo -MD -MP -MF .deps/ta_SINH.Tpo -c ta_SINH.c -fPIC -DPIC -o .libs/ta_SINH.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SINH.lo -MD -MP -MF .deps/ta_SINH.Tpo -c ta_SINH.c -o ta_SINH.o >/dev/null 2>&1\n", "mv -f .deps/ta_SINH.Tpo .deps/ta_SINH.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SMA.lo -MD -MP -MF .deps/ta_SMA.Tpo -c -o ta_SMA.lo ta_SMA.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SMA.lo -MD -MP -MF .deps/ta_SMA.Tpo -c ta_SMA.c -fPIC -DPIC -o .libs/ta_SMA.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SMA.lo -MD -MP -MF .deps/ta_SMA.Tpo -c ta_SMA.c -o ta_SMA.o >/dev/null 2>&1\n", "mv -f .deps/ta_SMA.Tpo .deps/ta_SMA.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SQRT.lo -MD -MP -MF .deps/ta_SQRT.Tpo -c -o ta_SQRT.lo ta_SQRT.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SQRT.lo -MD -MP -MF .deps/ta_SQRT.Tpo -c ta_SQRT.c -fPIC -DPIC -o .libs/ta_SQRT.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SQRT.lo -MD -MP -MF .deps/ta_SQRT.Tpo -c ta_SQRT.c -o ta_SQRT.o >/dev/null 2>&1\n", "mv -f .deps/ta_SQRT.Tpo .deps/ta_SQRT.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_STDDEV.lo -MD -MP -MF .deps/ta_STDDEV.Tpo -c -o ta_STDDEV.lo ta_STDDEV.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_STDDEV.lo -MD -MP -MF .deps/ta_STDDEV.Tpo -c ta_STDDEV.c -fPIC -DPIC -o .libs/ta_STDDEV.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_STDDEV.lo -MD -MP -MF .deps/ta_STDDEV.Tpo -c ta_STDDEV.c -o ta_STDDEV.o >/dev/null 2>&1\n", "mv -f .deps/ta_STDDEV.Tpo .deps/ta_STDDEV.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_STOCH.lo -MD -MP -MF .deps/ta_STOCH.Tpo -c -o ta_STOCH.lo ta_STOCH.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_STOCH.lo -MD -MP -MF .deps/ta_STOCH.Tpo -c ta_STOCH.c -fPIC -DPIC -o .libs/ta_STOCH.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_STOCH.lo -MD -MP -MF .deps/ta_STOCH.Tpo -c ta_STOCH.c -o ta_STOCH.o >/dev/null 2>&1\n", "mv -f .deps/ta_STOCH.Tpo .deps/ta_STOCH.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_STOCHF.lo -MD -MP -MF .deps/ta_STOCHF.Tpo -c -o ta_STOCHF.lo ta_STOCHF.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_STOCHF.lo -MD -MP -MF .deps/ta_STOCHF.Tpo -c ta_STOCHF.c -fPIC -DPIC -o .libs/ta_STOCHF.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_STOCHF.lo -MD -MP -MF .deps/ta_STOCHF.Tpo -c ta_STOCHF.c -o ta_STOCHF.o >/dev/null 2>&1\n", "mv -f .deps/ta_STOCHF.Tpo .deps/ta_STOCHF.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_STOCHRSI.lo -MD -MP -MF .deps/ta_STOCHRSI.Tpo -c -o ta_STOCHRSI.lo ta_STOCHRSI.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_STOCHRSI.lo -MD -MP -MF .deps/ta_STOCHRSI.Tpo -c ta_STOCHRSI.c -fPIC -DPIC -o .libs/ta_STOCHRSI.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_STOCHRSI.lo -MD -MP -MF .deps/ta_STOCHRSI.Tpo -c ta_STOCHRSI.c -o ta_STOCHRSI.o >/dev/null 2>&1\n", "mv -f .deps/ta_STOCHRSI.Tpo .deps/ta_STOCHRSI.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SUB.lo -MD -MP -MF .deps/ta_SUB.Tpo -c -o ta_SUB.lo ta_SUB.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SUB.lo -MD -MP -MF .deps/ta_SUB.Tpo -c ta_SUB.c -fPIC -DPIC -o .libs/ta_SUB.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SUB.lo -MD -MP -MF .deps/ta_SUB.Tpo -c ta_SUB.c -o ta_SUB.o >/dev/null 2>&1\n", "mv -f .deps/ta_SUB.Tpo .deps/ta_SUB.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_SUM.lo -MD -MP 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-I../../include -I../ta_common/ -g -O2 -MT ta_TAN.lo -MD -MP -MF .deps/ta_TAN.Tpo -c -o ta_TAN.lo ta_TAN.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TAN.lo -MD -MP -MF .deps/ta_TAN.Tpo -c ta_TAN.c -fPIC -DPIC -o .libs/ta_TAN.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TAN.lo -MD -MP -MF .deps/ta_TAN.Tpo -c ta_TAN.c -o ta_TAN.o >/dev/null 2>&1\n", "mv -f .deps/ta_TAN.Tpo .deps/ta_TAN.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TANH.lo -MD -MP -MF .deps/ta_TANH.Tpo -c -o ta_TANH.lo ta_TANH.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TANH.lo -MD -MP -MF .deps/ta_TANH.Tpo -c ta_TANH.c -fPIC -DPIC -o .libs/ta_TANH.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TANH.lo -MD -MP -MF .deps/ta_TANH.Tpo -c ta_TANH.c -o ta_TANH.o >/dev/null 2>&1\n", "mv -f .deps/ta_TANH.Tpo .deps/ta_TANH.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TEMA.lo -MD -MP -MF .deps/ta_TEMA.Tpo -c -o ta_TEMA.lo ta_TEMA.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TEMA.lo -MD -MP -MF .deps/ta_TEMA.Tpo -c ta_TEMA.c -fPIC -DPIC -o .libs/ta_TEMA.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TEMA.lo -MD -MP -MF .deps/ta_TEMA.Tpo -c ta_TEMA.c -o ta_TEMA.o >/dev/null 2>&1\n", "mv -f .deps/ta_TEMA.Tpo .deps/ta_TEMA.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TRANGE.lo -MD -MP -MF .deps/ta_TRANGE.Tpo -c -o ta_TRANGE.lo ta_TRANGE.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TRANGE.lo -MD -MP -MF .deps/ta_TRANGE.Tpo -c ta_TRANGE.c -fPIC -DPIC -o .libs/ta_TRANGE.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TRANGE.lo -MD -MP -MF .deps/ta_TRANGE.Tpo -c ta_TRANGE.c -o ta_TRANGE.o >/dev/null 2>&1\n", "mv -f .deps/ta_TRANGE.Tpo .deps/ta_TRANGE.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TRIMA.lo -MD -MP -MF .deps/ta_TRIMA.Tpo -c -o ta_TRIMA.lo ta_TRIMA.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TRIMA.lo -MD -MP -MF .deps/ta_TRIMA.Tpo -c ta_TRIMA.c -fPIC -DPIC -o .libs/ta_TRIMA.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TRIMA.lo -MD -MP -MF .deps/ta_TRIMA.Tpo -c ta_TRIMA.c -o ta_TRIMA.o >/dev/null 2>&1\n", "mv -f .deps/ta_TRIMA.Tpo .deps/ta_TRIMA.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TRIX.lo -MD -MP -MF .deps/ta_TRIX.Tpo -c -o ta_TRIX.lo ta_TRIX.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TRIX.lo -MD -MP -MF .deps/ta_TRIX.Tpo -c ta_TRIX.c -fPIC -DPIC -o .libs/ta_TRIX.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TRIX.lo -MD -MP -MF .deps/ta_TRIX.Tpo -c ta_TRIX.c -o ta_TRIX.o >/dev/null 2>&1\n", "mv -f .deps/ta_TRIX.Tpo .deps/ta_TRIX.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TSF.lo -MD -MP -MF .deps/ta_TSF.Tpo -c -o ta_TSF.lo ta_TSF.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TSF.lo -MD -MP -MF .deps/ta_TSF.Tpo -c ta_TSF.c -fPIC -DPIC -o .libs/ta_TSF.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TSF.lo -MD -MP -MF .deps/ta_TSF.Tpo -c ta_TSF.c -o ta_TSF.o >/dev/null 2>&1\n", "mv -f .deps/ta_TSF.Tpo .deps/ta_TSF.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TYPPRICE.lo -MD -MP -MF .deps/ta_TYPPRICE.Tpo -c -o ta_TYPPRICE.lo ta_TYPPRICE.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TYPPRICE.lo -MD -MP -MF .deps/ta_TYPPRICE.Tpo -c ta_TYPPRICE.c -fPIC -DPIC -o .libs/ta_TYPPRICE.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_TYPPRICE.lo -MD -MP -MF .deps/ta_TYPPRICE.Tpo -c ta_TYPPRICE.c -o ta_TYPPRICE.o >/dev/null 2>&1\n", "mv -f .deps/ta_TYPPRICE.Tpo .deps/ta_TYPPRICE.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ULTOSC.lo -MD -MP -MF .deps/ta_ULTOSC.Tpo -c -o ta_ULTOSC.lo ta_ULTOSC.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ULTOSC.lo -MD -MP -MF .deps/ta_ULTOSC.Tpo -c ta_ULTOSC.c -fPIC -DPIC -o .libs/ta_ULTOSC.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_ULTOSC.lo -MD -MP -MF .deps/ta_ULTOSC.Tpo -c ta_ULTOSC.c -o ta_ULTOSC.o >/dev/null 2>&1\n", "mv -f .deps/ta_ULTOSC.Tpo .deps/ta_ULTOSC.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_VAR.lo -MD -MP -MF .deps/ta_VAR.Tpo -c -o ta_VAR.lo ta_VAR.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_VAR.lo -MD -MP -MF .deps/ta_VAR.Tpo -c ta_VAR.c -fPIC -DPIC -o .libs/ta_VAR.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_VAR.lo -MD -MP -MF .deps/ta_VAR.Tpo -c ta_VAR.c -o ta_VAR.o >/dev/null 2>&1\n", "mv -f .deps/ta_VAR.Tpo .deps/ta_VAR.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_WCLPRICE.lo -MD -MP -MF .deps/ta_WCLPRICE.Tpo -c -o ta_WCLPRICE.lo ta_WCLPRICE.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_WCLPRICE.lo -MD -MP -MF .deps/ta_WCLPRICE.Tpo -c ta_WCLPRICE.c -fPIC -DPIC -o .libs/ta_WCLPRICE.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_WCLPRICE.lo -MD -MP -MF .deps/ta_WCLPRICE.Tpo -c ta_WCLPRICE.c -o ta_WCLPRICE.o >/dev/null 2>&1\n", "mv -f .deps/ta_WCLPRICE.Tpo .deps/ta_WCLPRICE.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_WILLR.lo -MD -MP -MF .deps/ta_WILLR.Tpo -c -o ta_WILLR.lo ta_WILLR.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_WILLR.lo -MD -MP -MF .deps/ta_WILLR.Tpo -c ta_WILLR.c -fPIC -DPIC -o .libs/ta_WILLR.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_WILLR.lo -MD -MP -MF .deps/ta_WILLR.Tpo -c ta_WILLR.c -o ta_WILLR.o >/dev/null 2>&1\n", "mv -f .deps/ta_WILLR.Tpo .deps/ta_WILLR.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=compile gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_WMA.lo -MD -MP -MF .deps/ta_WMA.Tpo -c -o ta_WMA.lo ta_WMA.c\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_WMA.lo -MD -MP -MF .deps/ta_WMA.Tpo -c ta_WMA.c -fPIC -DPIC -o .libs/ta_WMA.o\n", " gcc -DHAVE_CONFIG_H -I. -I../../include -I../ta_common/ -g -O2 -MT ta_WMA.lo -MD -MP -MF .deps/ta_WMA.Tpo -c ta_WMA.c -o ta_WMA.o >/dev/null 2>&1\n", "mv -f .deps/ta_WMA.Tpo .deps/ta_WMA.Plo\n", "/bin/bash ../../libtool --tag=CC --mode=link gcc -g -O2 -version-info 0:0:0 -o libta_func.la ta_utility.lo ta_ACOS.lo ta_AD.lo ta_ADD.lo ta_ADOSC.lo ta_ADX.lo ta_ADXR.lo ta_APO.lo ta_AROON.lo ta_AROONOSC.lo ta_ASIN.lo ta_ATAN.lo ta_ATR.lo ta_AVGPRICE.lo ta_BBANDS.lo ta_BETA.lo ta_BOP.lo ta_CCI.lo ta_CDL2CROWS.lo ta_CDL3BLACKCROWS.lo ta_CDL3INSIDE.lo ta_CDL3LINESTRIKE.lo ta_CDL3OUTSIDE.lo ta_CDL3STARSINSOUTH.lo ta_CDL3WHITESOLDIERS.lo ta_CDLABANDONEDBABY.lo ta_CDLADVANCEBLOCK.lo ta_CDLBELTHOLD.lo ta_CDLBREAKAWAY.lo ta_CDLCLOSINGMARUBOZU.lo ta_CDLCONCEALBABYSWALL.lo ta_CDLCOUNTERATTACK.lo ta_CDLDARKCLOUDCOVER.lo ta_CDLDOJI.lo ta_CDLDOJISTAR.lo ta_CDLDRAGONFLYDOJI.lo ta_CDLENGULFING.lo ta_CDLEVENINGDOJISTAR.lo ta_CDLEVENINGSTAR.lo ta_CDLGAPSIDESIDEWHITE.lo ta_CDLGRAVESTONEDOJI.lo ta_CDLHAMMER.lo ta_CDLHANGINGMAN.lo ta_CDLHARAMI.lo ta_CDLHARAMICROSS.lo ta_CDLHIGHWAVE.lo ta_CDLHIKKAKE.lo ta_CDLHIKKAKEMOD.lo ta_CDLHOMINGPIGEON.lo ta_CDLIDENTICAL3CROWS.lo ta_CDLINNECK.lo ta_CDLINVERTEDHAMMER.lo ta_CDLKICKING.lo ta_CDLKICKINGBYLENGTH.lo ta_CDLLADDERBOTTOM.lo ta_CDLLONGLEGGEDDOJI.lo ta_CDLLONGLINE.lo ta_CDLMARUBOZU.lo ta_CDLMATCHINGLOW.lo ta_CDLMATHOLD.lo ta_CDLMORNINGDOJISTAR.lo ta_CDLMORNINGSTAR.lo ta_CDLONNECK.lo ta_CDLPIERCING.lo ta_CDLRICKSHAWMAN.lo ta_CDLRISEFALL3METHODS.lo ta_CDLSEPARATINGLINES.lo ta_CDLSHOOTINGSTAR.lo ta_CDLSHORTLINE.lo ta_CDLSPINNINGTOP.lo ta_CDLSTALLEDPATTERN.lo ta_CDLSTICKSANDWICH.lo ta_CDLTAKURI.lo ta_CDLTASUKIGAP.lo ta_CDLTHRUSTING.lo ta_CDLTRISTAR.lo ta_CDLUNIQUE3RIVER.lo ta_CDLUPSIDEGAP2CROWS.lo ta_CDLXSIDEGAP3METHODS.lo ta_CEIL.lo ta_CMO.lo ta_CORREL.lo ta_COS.lo ta_COSH.lo ta_DEMA.lo ta_DIV.lo ta_DX.lo ta_EMA.lo ta_EXP.lo ta_FLOOR.lo ta_HT_DCPERIOD.lo ta_HT_DCPHASE.lo ta_HT_PHASOR.lo ta_HT_SINE.lo ta_HT_TRENDLINE.lo ta_HT_TRENDMODE.lo ta_KAMA.lo ta_LINEARREG.lo ta_LINEARREG_ANGLE.lo ta_LINEARREG_INTERCEPT.lo ta_LINEARREG_SLOPE.lo ta_LN.lo ta_LOG10.lo ta_MA.lo ta_MACD.lo ta_MACDEXT.lo ta_MACDFIX.lo ta_MAMA.lo ta_MAVP.lo ta_MAX.lo ta_MAXINDEX.lo ta_MEDPRICE.lo ta_MFI.lo ta_MIDPOINT.lo ta_MIDPRICE.lo ta_MIN.lo ta_MININDEX.lo ta_MINMAX.lo ta_MINMAXINDEX.lo ta_MINUS_DI.lo ta_MINUS_DM.lo ta_MOM.lo ta_MULT.lo ta_NATR.lo ta_OBV.lo ta_PLUS_DI.lo ta_PLUS_DM.lo ta_PPO.lo ta_ROC.lo ta_ROCP.lo ta_ROCR.lo ta_ROCR100.lo ta_RSI.lo ta_SAR.lo ta_SAREXT.lo ta_SIN.lo ta_SINH.lo ta_SMA.lo ta_SQRT.lo ta_STDDEV.lo ta_STOCH.lo ta_STOCHF.lo ta_STOCHRSI.lo ta_SUB.lo ta_SUM.lo ta_T3.lo ta_TAN.lo ta_TANH.lo ta_TEMA.lo ta_TRANGE.lo ta_TRIMA.lo ta_TRIX.lo ta_TSF.lo ta_TYPPRICE.lo ta_ULTOSC.lo ta_VAR.lo ta_WCLPRICE.lo ta_WILLR.lo ta_WMA.lo -lpthread -ldl \n", "libtool: link: warning: `-version-info/-version-number' is ignored for convenience libraries\n", "ar cru .libs/libta_func.a .libs/ta_utility.o .libs/ta_ACOS.o .libs/ta_AD.o .libs/ta_ADD.o .libs/ta_ADOSC.o .libs/ta_ADX.o .libs/ta_ADXR.o .libs/ta_APO.o .libs/ta_AROON.o .libs/ta_AROONOSC.o .libs/ta_ASIN.o .libs/ta_ATAN.o .libs/ta_ATR.o .libs/ta_AVGPRICE.o .libs/ta_BBANDS.o .libs/ta_BETA.o .libs/ta_BOP.o .libs/ta_CCI.o .libs/ta_CDL2CROWS.o .libs/ta_CDL3BLACKCROWS.o .libs/ta_CDL3INSIDE.o .libs/ta_CDL3LINESTRIKE.o .libs/ta_CDL3OUTSIDE.o .libs/ta_CDL3STARSINSOUTH.o .libs/ta_CDL3WHITESOLDIERS.o .libs/ta_CDLABANDONEDBABY.o .libs/ta_CDLADVANCEBLOCK.o .libs/ta_CDLBELTHOLD.o .libs/ta_CDLBREAKAWAY.o .libs/ta_CDLCLOSINGMARUBOZU.o .libs/ta_CDLCONCEALBABYSWALL.o .libs/ta_CDLCOUNTERATTACK.o .libs/ta_CDLDARKCLOUDCOVER.o .libs/ta_CDLDOJI.o .libs/ta_CDLDOJISTAR.o .libs/ta_CDLDRAGONFLYDOJI.o .libs/ta_CDLENGULFING.o .libs/ta_CDLEVENINGDOJISTAR.o .libs/ta_CDLEVENINGSTAR.o .libs/ta_CDLGAPSIDESIDEWHITE.o .libs/ta_CDLGRAVESTONEDOJI.o .libs/ta_CDLHAMMER.o .libs/ta_CDLHANGINGMAN.o .libs/ta_CDLHARAMI.o .libs/ta_CDLHARAMICROSS.o .libs/ta_CDLHIGHWAVE.o .libs/ta_CDLHIKKAKE.o .libs/ta_CDLHIKKAKEMOD.o .libs/ta_CDLHOMINGPIGEON.o .libs/ta_CDLIDENTICAL3CROWS.o .libs/ta_CDLINNECK.o .libs/ta_CDLINVERTEDHAMMER.o .libs/ta_CDLKICKING.o .libs/ta_CDLKICKINGBYLENGTH.o .libs/ta_CDLLADDERBOTTOM.o .libs/ta_CDLLONGLEGGEDDOJI.o .libs/ta_CDLLONGLINE.o .libs/ta_CDLMARUBOZU.o .libs/ta_CDLMATCHINGLOW.o .libs/ta_CDLMATHOLD.o .libs/ta_CDLMORNINGDOJISTAR.o .libs/ta_CDLMORNINGSTAR.o .libs/ta_CDLONNECK.o .libs/ta_CDLPIERCING.o .libs/ta_CDLRICKSHAWMAN.o .libs/ta_CDLRISEFALL3METHODS.o .libs/ta_CDLSEPARATINGLINES.o .libs/ta_CDLSHOOTINGSTAR.o .libs/ta_CDLSHORTLINE.o .libs/ta_CDLSPINNINGTOP.o .libs/ta_CDLSTALLEDPATTERN.o .libs/ta_CDLSTICKSANDWICH.o .libs/ta_CDLTAKURI.o .libs/ta_CDLTASUKIGAP.o .libs/ta_CDLTHRUSTING.o .libs/ta_CDLTRISTAR.o .libs/ta_CDLUNIQUE3RIVER.o .libs/ta_CDLUPSIDEGAP2CROWS.o .libs/ta_CDLXSIDEGAP3METHODS.o .libs/ta_CEIL.o .libs/ta_CMO.o .libs/ta_CORREL.o .libs/ta_COS.o .libs/ta_COSH.o .libs/ta_DEMA.o .libs/ta_DIV.o .libs/ta_DX.o .libs/ta_EMA.o .libs/ta_EXP.o .libs/ta_FLOOR.o .libs/ta_HT_DCPERIOD.o .libs/ta_HT_DCPHASE.o .libs/ta_HT_PHASOR.o .libs/ta_HT_SINE.o .libs/ta_HT_TRENDLINE.o .libs/ta_HT_TRENDMODE.o .libs/ta_KAMA.o .libs/ta_LINEARREG.o .libs/ta_LINEARREG_ANGLE.o .libs/ta_LINEARREG_INTERCEPT.o .libs/ta_LINEARREG_SLOPE.o .libs/ta_LN.o .libs/ta_LOG10.o .libs/ta_MA.o .libs/ta_MACD.o .libs/ta_MACDEXT.o .libs/ta_MACDFIX.o .libs/ta_MAMA.o .libs/ta_MAVP.o .libs/ta_MAX.o .libs/ta_MAXINDEX.o .libs/ta_MEDPRICE.o .libs/ta_MFI.o .libs/ta_MIDPOINT.o .libs/ta_MIDPRICE.o .libs/ta_MIN.o .libs/ta_MININDEX.o .libs/ta_MINMAX.o .libs/ta_MINMAXINDEX.o .libs/ta_MINUS_DI.o .libs/ta_MINUS_DM.o .libs/ta_MOM.o .libs/ta_MULT.o .libs/ta_NATR.o .libs/ta_OBV.o .libs/ta_PLUS_DI.o .libs/ta_PLUS_DM.o .libs/ta_PPO.o .libs/ta_ROC.o .libs/ta_ROCP.o .libs/ta_ROCR.o .libs/ta_ROCR100.o .libs/ta_RSI.o .libs/ta_SAR.o .libs/ta_SAREXT.o .libs/ta_SIN.o .libs/ta_SINH.o .libs/ta_SMA.o .libs/ta_SQRT.o .libs/ta_STDDEV.o .libs/ta_STOCH.o .libs/ta_STOCHF.o .libs/ta_STOCHRSI.o .libs/ta_SUB.o .libs/ta_SUM.o .libs/ta_T3.o .libs/ta_TAN.o .libs/ta_TANH.o .libs/ta_TEMA.o .libs/ta_TRANGE.o .libs/ta_TRIMA.o .libs/ta_TRIX.o .libs/ta_TSF.o .libs/ta_TYPPRICE.o .libs/ta_ULTOSC.o .libs/ta_VAR.o .libs/ta_WCLPRICE.o .libs/ta_WILLR.o .libs/ta_WMA.o\n", "ar: `u' modifier ignored since `D' is the default (see `U')\n", "ranlib .libs/libta_func.a\n", "creating libta_func.la\n", "(cd .libs && rm -f libta_func.la && ln -s ../libta_func.la libta_func.la)\n", "make[2]: Leaving directory '/content/ta-lib/src/ta_func'\n", "make[2]: Entering directory '/content/ta-lib/src'\n", "/bin/bash ../libtool --tag=CC --mode=link gcc -g -O2 -version-info 0:0:0 -o libta_lib.la -rpath /usr/lib ta_abstract/libta_abstract.la ta_func/libta_func.la ta_common/libta_common.la -lpthread -ldl \n", "mkdir .libs\n", "gcc -shared -Wl,--whole-archive ta_abstract/.libs/libta_abstract.a ta_func/.libs/libta_func.a ta_common/.libs/libta_common.a -Wl,--no-whole-archive -lpthread -ldl -Wl,-soname -Wl,libta_lib.so.0 -o .libs/libta_lib.so.0.0.0\n", "(cd .libs && rm -f libta_lib.so.0 && ln -s libta_lib.so.0.0.0 libta_lib.so.0)\n", "(cd .libs && rm -f libta_lib.so && ln -s libta_lib.so.0.0.0 libta_lib.so)\n", "rm -fr .libs/libta_lib.lax\n", "mkdir .libs/libta_lib.lax\n", "rm -fr .libs/libta_lib.lax/libta_abstract.a\n", "mkdir .libs/libta_lib.lax/libta_abstract.a\n", "(cd .libs/libta_lib.lax/libta_abstract.a && ar x /content/ta-lib/src/ta_abstract/.libs/libta_abstract.a)\n", "rm -fr .libs/libta_lib.lax/libta_func.a\n", "mkdir .libs/libta_lib.lax/libta_func.a\n", "(cd .libs/libta_lib.lax/libta_func.a && ar x /content/ta-lib/src/ta_func/.libs/libta_func.a)\n", "rm -fr .libs/libta_lib.lax/libta_common.a\n", "mkdir .libs/libta_lib.lax/libta_common.a\n", "(cd .libs/libta_lib.lax/libta_common.a && ar x /content/ta-lib/src/ta_common/.libs/libta_common.a)\n", "ar cru .libs/libta_lib.a .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_h.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_e.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_a.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-ta_group_idx.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_t.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_b.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_q.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_g.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_x.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_k.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_n.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_w.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_u.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_s.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_j.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-ta_frame.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_d.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_r.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_c.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_m.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_v.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_i.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-ta_def_ui.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-ta_func_api.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-ta_abstract.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_y.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_z.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_l.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_p.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_o.o .libs/libta_lib.lax/libta_abstract.a/libta_abstract_la-table_f.o .libs/libta_lib.lax/libta_func.a/ta_MULT.o .libs/libta_lib.lax/libta_func.a/ta_CDLCLOSINGMARUBOZU.o .libs/libta_lib.lax/libta_func.a/ta_CDLSTALLEDPATTERN.o .libs/libta_lib.lax/libta_func.a/ta_SMA.o .libs/libta_lib.lax/libta_func.a/ta_WILLR.o .libs/libta_lib.lax/libta_func.a/ta_CDLLONGLINE.o .libs/libta_lib.lax/libta_func.a/ta_TANH.o .libs/libta_lib.lax/libta_func.a/ta_HT_DCPERIOD.o .libs/libta_lib.lax/libta_func.a/ta_MACDEXT.o .libs/libta_lib.lax/libta_func.a/ta_HT_DCPHASE.o .libs/libta_lib.lax/libta_func.a/ta_CEIL.o .libs/libta_lib.lax/libta_func.a/ta_CDLKICKING.o .libs/libta_lib.lax/libta_func.a/ta_MINUS_DM.o .libs/libta_lib.lax/libta_func.a/ta_MFI.o .libs/libta_lib.lax/libta_func.a/ta_CDLBREAKAWAY.o .libs/libta_lib.lax/libta_func.a/ta_CDLMARUBOZU.o .libs/libta_lib.lax/libta_func.a/ta_STDDEV.o .libs/libta_lib.lax/libta_func.a/ta_CDL3STARSINSOUTH.o .libs/libta_lib.lax/libta_func.a/ta_MACD.o .libs/libta_lib.lax/libta_func.a/ta_TAN.o .libs/libta_lib.lax/libta_func.a/ta_CDLMATCHINGLOW.o .libs/libta_lib.lax/libta_func.a/ta_CDLTRISTAR.o .libs/libta_lib.lax/libta_func.a/ta_MEDPRICE.o .libs/libta_lib.lax/libta_func.a/ta_ATR.o .libs/libta_lib.lax/libta_func.a/ta_MIDPOINT.o .libs/libta_lib.lax/libta_func.a/ta_EXP.o .libs/libta_lib.lax/libta_func.a/ta_CDLRICKSHAWMAN.o .libs/libta_lib.lax/libta_func.a/ta_LINEARREG_INTERCEPT.o .libs/libta_lib.lax/libta_func.a/ta_CDLHIKKAKE.o .libs/libta_lib.lax/libta_func.a/ta_MAXINDEX.o .libs/libta_lib.lax/libta_func.a/ta_utility.o .libs/libta_lib.lax/libta_func.a/ta_MINUS_DI.o .libs/libta_lib.lax/libta_func.a/ta_SIN.o .libs/libta_lib.lax/libta_func.a/ta_LN.o .libs/libta_lib.lax/libta_func.a/ta_ADD.o .libs/libta_lib.lax/libta_func.a/ta_MAMA.o .libs/libta_lib.lax/libta_func.a/ta_BETA.o .libs/libta_lib.lax/libta_func.a/ta_OBV.o .libs/libta_lib.lax/libta_func.a/ta_ASIN.o .libs/libta_lib.lax/libta_func.a/ta_CDLHAMMER.o .libs/libta_lib.lax/libta_func.a/ta_HT_PHASOR.o .libs/libta_lib.lax/libta_func.a/ta_CDLEVENINGSTAR.o .libs/libta_lib.lax/libta_func.a/ta_DIV.o .libs/libta_lib.lax/libta_func.a/ta_KAMA.o .libs/libta_lib.lax/libta_func.a/ta_CDLSEPARATINGLINES.o .libs/libta_lib.lax/libta_func.a/ta_FLOOR.o .libs/libta_lib.lax/libta_func.a/ta_CDLDOJI.o .libs/libta_lib.lax/libta_func.a/ta_TRIX.o .libs/libta_lib.lax/libta_func.a/ta_CDLGAPSIDESIDEWHITE.o .libs/libta_lib.lax/libta_func.a/ta_BBANDS.o .libs/libta_lib.lax/libta_func.a/ta_WCLPRICE.o .libs/libta_lib.lax/libta_func.a/ta_AVGPRICE.o .libs/libta_lib.lax/libta_func.a/ta_TRANGE.o .libs/libta_lib.lax/libta_func.a/ta_CDLRISEFALL3METHODS.o .libs/libta_lib.lax/libta_func.a/ta_CDLHANGINGMAN.o .libs/libta_lib.lax/libta_func.a/ta_SINH.o .libs/libta_lib.lax/libta_func.a/ta_CDLMORNINGDOJISTAR.o .libs/libta_lib.lax/libta_func.a/ta_CDLIDENTICAL3CROWS.o .libs/libta_lib.lax/libta_func.a/ta_CDLHIKKAKEMOD.o .libs/libta_lib.lax/libta_func.a/ta_COSH.o .libs/libta_lib.lax/libta_func.a/ta_VAR.o .libs/libta_lib.lax/libta_func.a/ta_MA.o .libs/libta_lib.lax/libta_func.a/ta_CDL3BLACKCROWS.o .libs/libta_lib.lax/libta_func.a/ta_MOM.o .libs/libta_lib.lax/libta_func.a/ta_CDLCOUNTERATTACK.o .libs/libta_lib.lax/libta_func.a/ta_CDLADVANCEBLOCK.o .libs/libta_lib.lax/libta_func.a/ta_CDLDRAGONFLYDOJI.o .libs/libta_lib.lax/libta_func.a/ta_CDLMORNINGSTAR.o .libs/libta_lib.lax/libta_func.a/ta_SUM.o .libs/libta_lib.lax/libta_func.a/ta_CDLONNECK.o .libs/libta_lib.lax/libta_func.a/ta_CDLTASUKIGAP.o .libs/libta_lib.lax/libta_func.a/ta_APO.o .libs/libta_lib.lax/libta_func.a/ta_SUB.o .libs/libta_lib.lax/libta_func.a/ta_CDLINVERTEDHAMMER.o .libs/libta_lib.lax/libta_func.a/ta_MIDPRICE.o .libs/libta_lib.lax/libta_func.a/ta_WMA.o .libs/libta_lib.lax/libta_func.a/ta_ADOSC.o .libs/libta_lib.lax/libta_func.a/ta_RSI.o .libs/libta_lib.lax/libta_func.a/ta_CORREL.o .libs/libta_lib.lax/libta_func.a/ta_AROON.o .libs/libta_lib.lax/libta_func.a/ta_DEMA.o .libs/libta_lib.lax/libta_func.a/ta_CDLKICKINGBYLENGTH.o .libs/libta_lib.lax/libta_func.a/ta_SAR.o .libs/libta_lib.lax/libta_func.a/ta_CDLDOJISTAR.o .libs/libta_lib.lax/libta_func.a/ta_ULTOSC.o .libs/libta_lib.lax/libta_func.a/ta_PLUS_DI.o .libs/libta_lib.lax/libta_func.a/ta_CDLSTICKSANDWICH.o .libs/libta_lib.lax/libta_func.a/ta_CDLTAKURI.o .libs/libta_lib.lax/libta_func.a/ta_SQRT.o .libs/libta_lib.lax/libta_func.a/ta_CDLTHRUSTING.o .libs/libta_lib.lax/libta_func.a/ta_LINEARREG_ANGLE.o .libs/libta_lib.lax/libta_func.a/ta_CDLINNECK.o .libs/libta_lib.lax/libta_func.a/ta_T3.o .libs/libta_lib.lax/libta_func.a/ta_LINEARREG.o .libs/libta_lib.lax/libta_func.a/ta_CDLUNIQUE3RIVER.o .libs/libta_lib.lax/libta_func.a/ta_HT_TRENDMODE.o .libs/libta_lib.lax/libta_func.a/ta_EMA.o .libs/libta_lib.lax/libta_func.a/ta_PLUS_DM.o .libs/libta_lib.lax/libta_func.a/ta_BOP.o .libs/libta_lib.lax/libta_func.a/ta_CDLHOMINGPIGEON.o .libs/libta_lib.lax/libta_func.a/ta_CDLCONCEALBABYSWALL.o .libs/libta_lib.lax/libta_func.a/ta_ROCP.o .libs/libta_lib.lax/libta_func.a/ta_CDL2CROWS.o .libs/libta_lib.lax/libta_func.a/ta_MIN.o .libs/libta_lib.lax/libta_func.a/ta_CDLEVENINGDOJISTAR.o .libs/libta_lib.lax/libta_func.a/ta_CDLSPINNINGTOP.o .libs/libta_lib.lax/libta_func.a/ta_COS.o .libs/libta_lib.lax/libta_func.a/ta_CDL3OUTSIDE.o .libs/libta_lib.lax/libta_func.a/ta_AD.o .libs/libta_lib.lax/libta_func.a/ta_CDLENGULFING.o .libs/libta_lib.lax/libta_func.a/ta_CDLHARAMI.o .libs/libta_lib.lax/libta_func.a/ta_PPO.o .libs/libta_lib.lax/libta_func.a/ta_MINMAXINDEX.o .libs/libta_lib.lax/libta_func.a/ta_CDLPIERCING.o .libs/libta_lib.lax/libta_func.a/ta_CDLABANDONEDBABY.o .libs/libta_lib.lax/libta_func.a/ta_ROCR.o .libs/libta_lib.lax/libta_func.a/ta_ADXR.o .libs/libta_lib.lax/libta_func.a/ta_CDL3LINESTRIKE.o .libs/libta_lib.lax/libta_func.a/ta_HT_SINE.o .libs/libta_lib.lax/libta_func.a/ta_STOCH.o .libs/libta_lib.lax/libta_func.a/ta_CDLSHORTLINE.o .libs/libta_lib.lax/libta_func.a/ta_SAREXT.o .libs/libta_lib.lax/libta_func.a/ta_HT_TRENDLINE.o .libs/libta_lib.lax/libta_func.a/ta_ACOS.o .libs/libta_lib.lax/libta_func.a/ta_ATAN.o .libs/libta_lib.lax/libta_func.a/ta_DX.o .libs/libta_lib.lax/libta_func.a/ta_CDLLADDERBOTTOM.o .libs/libta_lib.lax/libta_func.a/ta_TEMA.o .libs/libta_lib.lax/libta_func.a/ta_ADX.o .libs/libta_lib.lax/libta_func.a/ta_LOG10.o .libs/libta_lib.lax/libta_func.a/ta_CDL3WHITESOLDIERS.o .libs/libta_lib.lax/libta_func.a/ta_MAX.o .libs/libta_lib.lax/libta_func.a/ta_STOCHRSI.o .libs/libta_lib.lax/libta_func.a/ta_CDLHIGHWAVE.o .libs/libta_lib.lax/libta_func.a/ta_MINMAX.o .libs/libta_lib.lax/libta_func.a/ta_CMO.o .libs/libta_lib.lax/libta_func.a/ta_CDLUPSIDEGAP2CROWS.o .libs/libta_lib.lax/libta_func.a/ta_CDLDARKCLOUDCOVER.o .libs/libta_lib.lax/libta_func.a/ta_CDLMATHOLD.o .libs/libta_lib.lax/libta_func.a/ta_MAVP.o .libs/libta_lib.lax/libta_func.a/ta_ROC.o .libs/libta_lib.lax/libta_func.a/ta_CDLSHOOTINGSTAR.o .libs/libta_lib.lax/libta_func.a/ta_MACDFIX.o .libs/libta_lib.lax/libta_func.a/ta_CDLHARAMICROSS.o .libs/libta_lib.lax/libta_func.a/ta_CDLXSIDEGAP3METHODS.o .libs/libta_lib.lax/libta_func.a/ta_CDLGRAVESTONEDOJI.o .libs/libta_lib.lax/libta_func.a/ta_MININDEX.o .libs/libta_lib.lax/libta_func.a/ta_TYPPRICE.o .libs/libta_lib.lax/libta_func.a/ta_CDLLONGLEGGEDDOJI.o .libs/libta_lib.lax/libta_func.a/ta_NATR.o .libs/libta_lib.lax/libta_func.a/ta_LINEARREG_SLOPE.o .libs/libta_lib.lax/libta_func.a/ta_TRIMA.o .libs/libta_lib.lax/libta_func.a/ta_TSF.o .libs/libta_lib.lax/libta_func.a/ta_CCI.o .libs/libta_lib.lax/libta_func.a/ta_CDL3INSIDE.o .libs/libta_lib.lax/libta_func.a/ta_AROONOSC.o .libs/libta_lib.lax/libta_func.a/ta_ROCR100.o .libs/libta_lib.lax/libta_func.a/ta_CDLBELTHOLD.o .libs/libta_lib.lax/libta_func.a/ta_STOCHF.o .libs/libta_lib.lax/libta_common.a/ta_version.o .libs/libta_lib.lax/libta_common.a/ta_global.o .libs/libta_lib.lax/libta_common.a/ta_retcode.o \n", "ar: `u' modifier ignored since `D' is the default (see `U')\n", "ranlib .libs/libta_lib.a\n", "rm -fr .libs/libta_lib.lax\n", "creating libta_lib.la\n", "(cd .libs && rm -f libta_lib.la && ln -s ../libta_lib.la libta_lib.la)\n", "make[2]: Leaving directory '/content/ta-lib/src'\n", "make[1]: Leaving directory '/content/ta-lib/src'\n", "Making all in src/tools\n", "make[1]: Entering directory '/content/ta-lib/src/tools'\n", "Making all in gen_code\n", "make[2]: Entering directory '/content/ta-lib/src/tools/gen_code'\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_common -g -O2 -MT gen_code-gen_code.o -MD -MP -MF .deps/gen_code-gen_code.Tpo -c -o gen_code-gen_code.o `test -f 'gen_code.c' || echo './'`gen_code.c\n", "\u001b[01m\u001b[Kgen_code.c:\u001b[m\u001b[K In function ‘\u001b[01m\u001b[KprintFuncHeaderDoc\u001b[m\u001b[K’:\n", "\u001b[01m\u001b[Kgen_code.c:3456:4:\u001b[m\u001b[K \u001b[01;35m\u001b[Kwarning: \u001b[m\u001b[Kformat not a string literal and no format arguments [\u001b[01;35m\u001b[K\u001b]8;;https://gcc.gnu.org/onlinedocs/gcc/Warning-Options.html#index-Wformat-security\u0007-Wformat-security\u001b]8;;\u0007\u001b[m\u001b[K]\n", " 3456 | \u001b[01;35m\u001b[Kfprintf\u001b[m\u001b[K( out, prefix );\n", " | \u001b[01;35m\u001b[K^~~~~~~\u001b[m\u001b[K\n", "mv -f .deps/gen_code-gen_code.Tpo .deps/gen_code-gen_code.Po\n", "/bin/bash ../../../libtool --tag=CC --mode=link gcc -g -O2 -L../../ta_common -L../../ta_abstract -L../../ta_func -o gen_code gen_code-gen_code.o -lta_common -lta_abstract_gc -lta_func -lm -lpthread -ldl \n", "mkdir .libs\n", "gcc -g -O2 -o gen_code gen_code-gen_code.o -L/content/ta-lib/src/ta_common -L/content/ta-lib/src/ta_abstract -L/content/ta-lib/src/ta_func /content/ta-lib/src/ta_common/.libs/libta_common.a /content/ta-lib/src/ta_abstract/.libs/libta_abstract_gc.a /content/ta-lib/src/ta_func/.libs/libta_func.a -lm -lpthread -ldl\n", "make gen_code\n", "make[3]: Entering directory '/content/ta-lib/src/tools/gen_code'\n", "make[3]: 'gen_code' is up to date.\n", "make[3]: Leaving directory '/content/ta-lib/src/tools/gen_code'\n", "cp gen_code ../../../bin\n", "make[2]: Leaving directory '/content/ta-lib/src/tools/gen_code'\n", "Making all in ta_regtest\n", "make[2]: Entering directory '/content/ta-lib/src/tools/ta_regtest'\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-ta_regtest.o -MD -MP -MF .deps/ta_regtest-ta_regtest.Tpo -c -o ta_regtest-ta_regtest.o `test -f 'ta_regtest.c' || echo './'`ta_regtest.c\n", "mv -f .deps/ta_regtest-ta_regtest.Tpo .deps/ta_regtest-ta_regtest.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_data.o -MD -MP -MF .deps/ta_regtest-test_data.Tpo -c -o ta_regtest-test_data.o `test -f 'test_data.c' || echo './'`test_data.c\n", "mv -f .deps/ta_regtest-test_data.Tpo .deps/ta_regtest-test_data.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_util.o -MD -MP -MF .deps/ta_regtest-test_util.Tpo -c -o ta_regtest-test_util.o `test -f 'test_util.c' || echo './'`test_util.c\n", "mv -f .deps/ta_regtest-test_util.Tpo .deps/ta_regtest-test_util.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_abstract.o -MD -MP -MF .deps/ta_regtest-test_abstract.Tpo -c -o ta_regtest-test_abstract.o `test -f 'test_abstract.c' || echo './'`test_abstract.c\n", "mv -f .deps/ta_regtest-test_abstract.Tpo .deps/ta_regtest-test_abstract.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_adx.o -MD -MP -MF .deps/ta_regtest-test_adx.Tpo -c -o ta_regtest-test_adx.o `test -f 'ta_test_func/test_adx.c' || echo './'`ta_test_func/test_adx.c\n", "mv -f .deps/ta_regtest-test_adx.Tpo .deps/ta_regtest-test_adx.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_mom.o -MD -MP -MF .deps/ta_regtest-test_mom.Tpo -c -o ta_regtest-test_mom.o `test -f 'ta_test_func/test_mom.c' || echo './'`ta_test_func/test_mom.c\n", "mv -f .deps/ta_regtest-test_mom.Tpo .deps/ta_regtest-test_mom.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_sar.o -MD -MP -MF .deps/ta_regtest-test_sar.Tpo -c -o ta_regtest-test_sar.o `test -f 'ta_test_func/test_sar.c' || echo './'`ta_test_func/test_sar.c\n", "mv -f .deps/ta_regtest-test_sar.Tpo .deps/ta_regtest-test_sar.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_rsi.o -MD -MP -MF .deps/ta_regtest-test_rsi.Tpo -c -o ta_regtest-test_rsi.o `test -f 'ta_test_func/test_rsi.c' || echo './'`ta_test_func/test_rsi.c\n", "mv -f .deps/ta_regtest-test_rsi.Tpo .deps/ta_regtest-test_rsi.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_candlestick.o -MD -MP -MF .deps/ta_regtest-test_candlestick.Tpo -c -o ta_regtest-test_candlestick.o `test -f 'ta_test_func/test_candlestick.c' || echo './'`ta_test_func/test_candlestick.c\n", "mv -f .deps/ta_regtest-test_candlestick.Tpo .deps/ta_regtest-test_candlestick.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_per_ema.o -MD -MP -MF .deps/ta_regtest-test_per_ema.Tpo -c -o ta_regtest-test_per_ema.o `test -f 'ta_test_func/test_per_ema.c' || echo './'`ta_test_func/test_per_ema.c\n", "mv -f .deps/ta_regtest-test_per_ema.Tpo .deps/ta_regtest-test_per_ema.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_per_hlc.o -MD -MP -MF .deps/ta_regtest-test_per_hlc.Tpo -c -o ta_regtest-test_per_hlc.o `test -f 'ta_test_func/test_per_hlc.c' || echo './'`ta_test_func/test_per_hlc.c\n", "mv -f .deps/ta_regtest-test_per_hlc.Tpo .deps/ta_regtest-test_per_hlc.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_stoch.o -MD -MP -MF .deps/ta_regtest-test_stoch.Tpo -c -o ta_regtest-test_stoch.o `test -f 'ta_test_func/test_stoch.c' || echo './'`ta_test_func/test_stoch.c\n", "mv -f .deps/ta_regtest-test_stoch.Tpo .deps/ta_regtest-test_stoch.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_macd.o -MD -MP -MF .deps/ta_regtest-test_macd.Tpo -c -o ta_regtest-test_macd.o `test -f 'ta_test_func/test_macd.c' || echo './'`ta_test_func/test_macd.c\n", "mv -f .deps/ta_regtest-test_macd.Tpo .deps/ta_regtest-test_macd.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_minmax.o -MD -MP -MF .deps/ta_regtest-test_minmax.Tpo -c -o ta_regtest-test_minmax.o `test -f 'ta_test_func/test_minmax.c' || echo './'`ta_test_func/test_minmax.c\n", "mv -f .deps/ta_regtest-test_minmax.Tpo .deps/ta_regtest-test_minmax.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_per_hlcv.o -MD -MP -MF .deps/ta_regtest-test_per_hlcv.Tpo -c -o ta_regtest-test_per_hlcv.o `test -f 'ta_test_func/test_per_hlcv.c' || echo './'`ta_test_func/test_per_hlcv.c\n", "mv -f .deps/ta_regtest-test_per_hlcv.Tpo .deps/ta_regtest-test_per_hlcv.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_1in_1out.o -MD -MP -MF .deps/ta_regtest-test_1in_1out.Tpo -c -o ta_regtest-test_1in_1out.o `test -f 'ta_test_func/test_1in_1out.c' || echo './'`ta_test_func/test_1in_1out.c\n", "mv -f .deps/ta_regtest-test_1in_1out.Tpo .deps/ta_regtest-test_1in_1out.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_1in_2out.o -MD -MP -MF .deps/ta_regtest-test_1in_2out.Tpo -c -o ta_regtest-test_1in_2out.o `test -f 'ta_test_func/test_1in_2out.c' || echo './'`ta_test_func/test_1in_2out.c\n", "mv -f .deps/ta_regtest-test_1in_2out.Tpo .deps/ta_regtest-test_1in_2out.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_per_ohlc.o -MD -MP -MF .deps/ta_regtest-test_per_ohlc.Tpo -c -o ta_regtest-test_per_ohlc.o `test -f 'ta_test_func/test_per_ohlc.c' || echo './'`ta_test_func/test_per_ohlc.c\n", "mv -f .deps/ta_regtest-test_per_ohlc.Tpo .deps/ta_regtest-test_per_ohlc.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_stddev.o -MD -MP -MF .deps/ta_regtest-test_stddev.Tpo -c -o ta_regtest-test_stddev.o `test -f 'ta_test_func/test_stddev.c' || echo './'`ta_test_func/test_stddev.c\n", "mv -f .deps/ta_regtest-test_stddev.Tpo .deps/ta_regtest-test_stddev.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_bbands.o -MD -MP -MF .deps/ta_regtest-test_bbands.Tpo -c -o ta_regtest-test_bbands.o `test -f 'ta_test_func/test_bbands.c' || echo './'`ta_test_func/test_bbands.c\n", "mv -f .deps/ta_regtest-test_bbands.Tpo .deps/ta_regtest-test_bbands.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_ma.o -MD -MP -MF .deps/ta_regtest-test_ma.Tpo -c -o ta_regtest-test_ma.o `test -f 'ta_test_func/test_ma.c' || echo './'`ta_test_func/test_ma.c\n", "mv -f .deps/ta_regtest-test_ma.Tpo .deps/ta_regtest-test_ma.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_po.o -MD -MP -MF .deps/ta_regtest-test_po.Tpo -c -o ta_regtest-test_po.o `test -f 'ta_test_func/test_po.c' || echo './'`ta_test_func/test_po.c\n", "mv -f .deps/ta_regtest-test_po.Tpo .deps/ta_regtest-test_po.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_per_hl.o -MD -MP -MF .deps/ta_regtest-test_per_hl.Tpo -c -o ta_regtest-test_per_hl.o `test -f 'ta_test_func/test_per_hl.c' || echo './'`ta_test_func/test_per_hl.c\n", "mv -f .deps/ta_regtest-test_per_hl.Tpo .deps/ta_regtest-test_per_hl.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_trange.o -MD -MP -MF .deps/ta_regtest-test_trange.Tpo -c -o ta_regtest-test_trange.o `test -f 'ta_test_func/test_trange.c' || echo './'`ta_test_func/test_trange.c\n", "mv -f .deps/ta_regtest-test_trange.Tpo .deps/ta_regtest-test_trange.Po\n", "gcc -DHAVE_CONFIG_H -I. -I../../../include -I../../ta_func -I../../ta_common/trio -I../../ta_common/mt -I../../ta_common -I../../ta_abstract -g -O2 -MT ta_regtest-test_internals.o -MD -MP -MF .deps/ta_regtest-test_internals.Tpo -c -o ta_regtest-test_internals.o `test -f 'test_internals.c' || echo './'`test_internals.c\n", "mv -f .deps/ta_regtest-test_internals.Tpo .deps/ta_regtest-test_internals.Po\n", "/bin/bash ../../../libtool --tag=CC --mode=link gcc -g -O2 -L../.. -lta_lib -lm -o ta_regtest ta_regtest-ta_regtest.o ta_regtest-test_data.o ta_regtest-test_util.o ta_regtest-test_abstract.o ta_regtest-test_adx.o ta_regtest-test_mom.o ta_regtest-test_sar.o ta_regtest-test_rsi.o ta_regtest-test_candlestick.o ta_regtest-test_per_ema.o ta_regtest-test_per_hlc.o ta_regtest-test_stoch.o ta_regtest-test_macd.o ta_regtest-test_minmax.o ta_regtest-test_per_hlcv.o ta_regtest-test_1in_1out.o ta_regtest-test_1in_2out.o ta_regtest-test_per_ohlc.o ta_regtest-test_stddev.o ta_regtest-test_bbands.o ta_regtest-test_ma.o ta_regtest-test_po.o ta_regtest-test_per_hl.o ta_regtest-test_trange.o ta_regtest-test_internals.o -lpthread -ldl \n", "mkdir .libs\n", "gcc -g -O2 -o .libs/ta_regtest ta_regtest-ta_regtest.o ta_regtest-test_data.o ta_regtest-test_util.o ta_regtest-test_abstract.o ta_regtest-test_adx.o ta_regtest-test_mom.o ta_regtest-test_sar.o ta_regtest-test_rsi.o ta_regtest-test_candlestick.o ta_regtest-test_per_ema.o ta_regtest-test_per_hlc.o ta_regtest-test_stoch.o ta_regtest-test_macd.o ta_regtest-test_minmax.o ta_regtest-test_per_hlcv.o ta_regtest-test_1in_1out.o ta_regtest-test_1in_2out.o ta_regtest-test_per_ohlc.o ta_regtest-test_stddev.o ta_regtest-test_bbands.o ta_regtest-test_ma.o ta_regtest-test_po.o ta_regtest-test_per_hl.o ta_regtest-test_trange.o ta_regtest-test_internals.o -L/content/ta-lib/src /content/ta-lib/src/.libs/libta_lib.so -lm -lpthread -ldl\n", "creating ta_regtest\n", "make[2]: Leaving directory '/content/ta-lib/src/tools/ta_regtest'\n", "make[2]: Entering directory '/content/ta-lib/src/tools'\n", "make[2]: Nothing to be done for 'all-am'.\n", "make[2]: Leaving directory '/content/ta-lib/src/tools'\n", "make[1]: Leaving directory '/content/ta-lib/src/tools'\n", "make[1]: Entering directory '/content/ta-lib'\n", "make[1]: Nothing to be done for 'all-am'.\n", "make[1]: Leaving directory '/content/ta-lib'\n", "Making install in src\n", "make[1]: Entering directory '/content/ta-lib/src'\n", "Making install in ta_abstract\n", "make[2]: Entering directory '/content/ta-lib/src/ta_abstract'\n", "make[3]: Entering directory '/content/ta-lib/src/ta_abstract'\n", "make[3]: Nothing to be done for 'install-exec-am'.\n", "test -z \"/usr/include/ta-lib/\" || /usr/bin/mkdir -p \"/usr/include/ta-lib/\"\n", " /usr/bin/install -c -m 644 '../../include/ta_defs.h' '/usr/include/ta-lib//ta_defs.h'\n", " /usr/bin/install -c -m 644 '../../include/ta_libc.h' '/usr/include/ta-lib//ta_libc.h'\n", " /usr/bin/install -c -m 644 '../../include/ta_abstract.h' '/usr/include/ta-lib//ta_abstract.h'\n", "make[3]: Leaving directory '/content/ta-lib/src/ta_abstract'\n", "make[2]: Leaving directory '/content/ta-lib/src/ta_abstract'\n", "Making install in ta_common\n", "make[2]: Entering directory '/content/ta-lib/src/ta_common'\n", "make[3]: Entering directory '/content/ta-lib/src/ta_common'\n", "make[3]: Nothing to be done for 'install-exec-am'.\n", "test -z \"/usr/include/ta-lib/\" || /usr/bin/mkdir -p \"/usr/include/ta-lib/\"\n", " /usr/bin/install -c -m 644 '../../include/ta_defs.h' '/usr/include/ta-lib//ta_defs.h'\n", " /usr/bin/install -c -m 644 '../../include/ta_libc.h' '/usr/include/ta-lib//ta_libc.h'\n", " /usr/bin/install -c -m 644 '../../include/ta_common.h' '/usr/include/ta-lib//ta_common.h'\n", "make[3]: Leaving directory '/content/ta-lib/src/ta_common'\n", "make[2]: Leaving directory '/content/ta-lib/src/ta_common'\n", "Making install in ta_func\n", "make[2]: Entering directory '/content/ta-lib/src/ta_func'\n", "make[3]: Entering directory '/content/ta-lib/src/ta_func'\n", "make[3]: Nothing to be done for 'install-exec-am'.\n", "test -z \"/usr/include/ta-lib/\" || /usr/bin/mkdir -p \"/usr/include/ta-lib/\"\n", " /usr/bin/install -c -m 644 '../../include/ta_defs.h' '/usr/include/ta-lib//ta_defs.h'\n", " /usr/bin/install -c -m 644 '../../include/ta_libc.h' '/usr/include/ta-lib//ta_libc.h'\n", " /usr/bin/install -c -m 644 '../../include/ta_func.h' '/usr/include/ta-lib//ta_func.h'\n", "make[3]: Leaving directory '/content/ta-lib/src/ta_func'\n", "make[2]: Leaving directory '/content/ta-lib/src/ta_func'\n", "make[2]: Entering directory '/content/ta-lib/src'\n", "make[3]: Entering directory '/content/ta-lib/src'\n", "test -z \"/usr/lib\" || /usr/bin/mkdir -p \"/usr/lib\"\n", " /bin/bash ../libtool --mode=install /usr/bin/install -c 'libta_lib.la' '/usr/lib/libta_lib.la'\n", "/usr/bin/install -c .libs/libta_lib.so.0.0.0 /usr/lib/libta_lib.so.0.0.0\n", "(cd /usr/lib && { ln -s -f libta_lib.so.0.0.0 libta_lib.so.0 || { rm -f libta_lib.so.0 && ln -s libta_lib.so.0.0.0 libta_lib.so.0; }; })\n", "(cd /usr/lib && { ln -s -f libta_lib.so.0.0.0 libta_lib.so || { rm -f libta_lib.so && ln -s libta_lib.so.0.0.0 libta_lib.so; }; })\n", "/usr/bin/install -c .libs/libta_lib.lai /usr/lib/libta_lib.la\n", "/usr/bin/install -c .libs/libta_lib.a /usr/lib/libta_lib.a\n", "chmod 644 /usr/lib/libta_lib.a\n", "ranlib /usr/lib/libta_lib.a\n", "PATH=\"$PATH:/sbin\" ldconfig -n /usr/lib\n", "----------------------------------------------------------------------\n", "Libraries have been installed in:\n", " /usr/lib\n", "\n", "If you ever happen to want to link against installed libraries\n", "in a given directory, LIBDIR, you must either use libtool, and\n", "specify the full pathname of the library, or use the `-LLIBDIR'\n", "flag during linking and do at least one of the following:\n", " - add LIBDIR to the `LD_LIBRARY_PATH' environment variable\n", " during execution\n", " - add LIBDIR to the `LD_RUN_PATH' environment variable\n", " during linking\n", " - use the `-Wl,--rpath -Wl,LIBDIR' linker flag\n", " - have your system administrator add LIBDIR to `/etc/ld.so.conf'\n", "\n", "See any operating system documentation about shared libraries for\n", "more information, such as the ld(1) and ld.so(8) manual pages.\n", "----------------------------------------------------------------------\n", "make[3]: Nothing to be done for 'install-data-am'.\n", "make[3]: Leaving directory '/content/ta-lib/src'\n", "make[2]: Leaving directory '/content/ta-lib/src'\n", "make[1]: Leaving directory '/content/ta-lib/src'\n", "Making install in src/tools\n", "make[1]: Entering directory '/content/ta-lib/src/tools'\n", "Making install in gen_code\n", "make[2]: Entering directory '/content/ta-lib/src/tools/gen_code'\n", "make gen_code\n", "make[3]: Entering directory '/content/ta-lib/src/tools/gen_code'\n", "make[3]: 'gen_code' is up to date.\n", "make[3]: Leaving directory '/content/ta-lib/src/tools/gen_code'\n", "cp gen_code ../../../bin\n", "make[3]: Entering directory '/content/ta-lib/src/tools/gen_code'\n", "make[3]: Nothing to be done for 'install-exec-am'.\n", "make[3]: Nothing to be done for 'install-data-am'.\n", "make[3]: Leaving directory '/content/ta-lib/src/tools/gen_code'\n", "make[2]: Leaving directory '/content/ta-lib/src/tools/gen_code'\n", "Making install in ta_regtest\n", "make[2]: Entering directory '/content/ta-lib/src/tools/ta_regtest'\n", "make[3]: Entering directory '/content/ta-lib/src/tools/ta_regtest'\n", "make[3]: Nothing to be done for 'install-exec-am'.\n", "make[3]: Nothing to be done for 'install-data-am'.\n", "make[3]: Leaving directory '/content/ta-lib/src/tools/ta_regtest'\n", "make[2]: Leaving directory '/content/ta-lib/src/tools/ta_regtest'\n", "make[2]: Entering directory '/content/ta-lib/src/tools'\n", "make[3]: Entering directory '/content/ta-lib/src/tools'\n", "make[3]: Nothing to be done for 'install-exec-am'.\n", "make[3]: Nothing to be done for 'install-data-am'.\n", "make[3]: Leaving directory '/content/ta-lib/src/tools'\n", "make[2]: Leaving directory '/content/ta-lib/src/tools'\n", "make[1]: Leaving directory '/content/ta-lib/src/tools'\n", "make[1]: Entering directory '/content/ta-lib'\n", "make[2]: Entering directory '/content/ta-lib'\n", "test -z \"/usr/bin\" || /usr/bin/mkdir -p \"/usr/bin\"\n", " /usr/bin/install -c 'ta-lib-config' '/usr/bin/ta-lib-config'\n", "make[2]: Nothing to be done for 'install-data-am'.\n", "make[2]: Leaving directory '/content/ta-lib'\n", "make[1]: Leaving directory '/content/ta-lib'\n", "Collecting TA-Lib\n", " Downloading TA-Lib-0.4.32.tar.gz (368 kB)\n", "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m368.5/368.5 kB\u001b[0m \u001b[31m6.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25h Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from TA-Lib) (1.26.4)\n", "Building wheels for collected packages: TA-Lib\n", " Building wheel for TA-Lib (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", " Created wheel for TA-Lib: filename=TA_Lib-0.4.32-cp310-cp310-linux_x86_64.whl size=2063335 sha256=a6788b9306aadb6c706ac2dc035844a3fcf21a18869d04a6a91c93f0ed7ba4a4\n", " Stored in directory: /root/.cache/pip/wheels/c3/21/bd/ca95eb09997c2a18fce271b98b10ffa9fcafbaa161be864dd7\n", "Successfully built TA-Lib\n", "Installing collected packages: TA-Lib\n", "Successfully installed TA-Lib-0.4.32\n", "/content\n" ] } ], "source": [ "# Download TA-Lib\n", "!wget http://prdownloads.sourceforge.net/ta-lib/ta-lib-0.4.0-src.tar.gz\n", "!tar -xzvf ta-lib-0.4.0-src.tar.gz\n", "%cd ta-lib\n", "\n", "# Compile and install\n", "!./configure --prefix=/usr\n", "!make\n", "!make install\n", "\n", "# Install the Python wrapper\n", "!pip install TA-Lib\n", "\n", "# Go back to the main directory\n", "%cd ../\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "0fFTp_WtFHNM" }, "outputs": [], "source": [ "!pip install stable-baselines3 -q" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "tSaGwXKiFKxB", "outputId": "52019d3d-aa5d-4285-a3a0-c8a40dc74d7d" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/434.7 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K 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\u001b[32m1.7/1.7 MB\u001b[0m \u001b[31m16.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25h Building wheel for AutoROM.accept-rom-license (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n" ] } ], "source": [ "!pip install \"stable-baselines3[extra]>=2.0.0a4\" -q" ] }, { "cell_type": "markdown", "metadata": { "id": "fVRXisZbL8lk" }, "source": [ "### Momentum Indicators\n", "- **RSI (Relative Strength Index)**: This tool helps us gauge the speed and changes in price movements. If RSI reads above 70, it suggests that the stock might be overbought, and readings below 30 indicate it could be oversold. This is based on a standard 14-day period.\n", "- **MACD (Moving Average Convergence Divergence)**: This indicator helps track the momentum and trend of the stock by comparing two moving averages. It’s like watching two runners (a fast one and a slow one) to see who leads or lags, which can signal potential buying or selling opportunities.\n", "- **Stochastic Oscillator (%K and %D)**: This tool checks if the stock is overbought or oversold by comparing its closing price to its price range over a certain period. It’s a bit like checking if today’s temperature is unusual for this time of year by comparing it to the historical range.\n", "\n", "### Volume Indicators\n", "- **OBV (On-Balance Volume)**: This indicator uses volume flow to predict changes in stock price, operating on the idea that shifts in volume can hint at future price movements. Think of it as listening to the crowd; a louder cheer might mean more action.\n", "\n", "### Volatility Indicators\n", "- **Bollinger Bands**: These bands help measure how wild or calm the market is. The stock price typically moves within an upper and lower boundary, which can help traders figure out when the stock might be stretching too far from its average.\n", "- **Average True Range (ATR)**: This set of indicators shows how much a stock typically moves in a day, over various time frames (like comparing the range of temperature swings in a day versus a week or a month).\n", "\n", "### Trend Indicators\n", "- **ADX (Average Directional Index)**: This index measures how strong a trend is. A higher value means a stronger trend, whether the stock is moving up or down.\n", "- **Directional Movement Indicators (+DI and -DI)**: These help point out which way the market is moving. +DI tracks upward trends, while -DI tracks downward trends, offering clues on potential market direction.\n", "- **CCI (Commodity Channel Index)**: This tool spots cyclical trends in a stock’s price to understand how it moves within a particular cycle.\n", "\n", "### Other Indicators\n", "- **DLR (Daily Log Return)**: This measures how much the stock price changes each day, offering a more stable view of price movements.\n", "- **TWAP (Time-Weighted Average Price)**: This gives an average price of the stock over time, smoothing out short-term fluctuations.\n", "- **VWAP (Volume-Weighted Average Price)**: This is like TWAP but considers how much stock was traded at each price, helping to understand at what price most shares changed hands, thus offering a fairness gauge for traders.\n", "\n" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "id": "wwJ2HoS_AXtb" }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import talib as ta\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "class TechnicalIndicators:\n", " def __init__(self, data):\n", " self.data = data\n", "\n", " def add_momentum_indicators(self):\n", " self.data['RSI'] = ta.RSI(self.data['Close'], timeperiod=14)\n", " self.data['MACD'], self.data['MACD_signal'], self.data['MACD_hist'] = ta.MACD(self.data['Close'], fastperiod=12, slowperiod=26, signalperiod=9)\n", " self.data['Stoch_k'], self.data['Stoch_d'] = ta.STOCH(self.data['High'], self.data['Low'], self.data['Close'],\n", " fastk_period=14, slowk_period=3, slowd_period=3)\n", "\n", " def add_volume_indicators(self):\n", " self.data['OBV'] = ta.OBV(self.data['Close'], self.data['Volume'])\n", "\n", " def add_volatility_indicators(self):\n", " self.data['Upper_BB'], self.data['Middle_BB'], self.data['Lower_BB'] = ta.BBANDS(self.data['Close'], timeperiod=20)\n", " self.data['ATR_1'] = ta.ATR(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=1)\n", " self.data['ATR_2'] = ta.ATR(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=2)\n", " self.data['ATR_5'] = ta.ATR(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=5)\n", " self.data['ATR_10'] = ta.ATR(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=10)\n", " self.data['ATR_20'] = ta.ATR(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=20)\n", "\n", " def add_trend_indicators(self):\n", " self.data['ADX'] = ta.ADX(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=14)\n", " self.data['+DI'] = ta.PLUS_DI(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=14)\n", " self.data['-DI'] = ta.MINUS_DI(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=14)\n", " self.data['CCI'] = ta.CCI(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=5)\n", "\n", " def add_other_indicators(self):\n", " self.data['DLR'] = np.log(self.data['Close'] / self.data['Close'].shift(1))\n", " self.data['TWAP'] = self.data['Close'].expanding().mean()\n", " self.data['VWAP'] = (self.data['Volume'] * (self.data['High'] + self.data['Low']) / 2).cumsum() / self.data['Volume'].cumsum()\n", "\n", " def add_all_indicators(self):\n", " self.add_momentum_indicators()\n", " self.add_volume_indicators()\n", " self.add_volatility_indicators()\n", " self.add_trend_indicators()\n", " self.add_other_indicators()\n", " return self.data" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "id": "lKtJOHJhAXtb" }, "outputs": [], "source": [ "data = pd.read_csv('/content/xnas-itch-20230703.tbbo (1).csv')\n", "\n", "# Preprocessing to create necessary columns\n", "data['price']=data['price']/1e9\n", "data['bid_px_00']=data['bid_px_00']/1e9\n", "data['ask_px_00']=data['ask_px_00']/1e9\n", "\n", "data['Close'] = data['price']\n", "data['Volume'] = data['size']\n", "data['High'] = data[['bid_px_00', 'ask_px_00']].max(axis=1)\n", "data['Low'] = data[['bid_px_00', 'ask_px_00']].min(axis=1)\n", "data['Open'] = data['Close'].shift(1).fillna(data['Close'])\n", "\n", "\n", "ti = TechnicalIndicators(data)\n", "df_with_indicators = ti.add_all_indicators()\n", "market_features_df = df_with_indicators[35:]" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 255 }, "id": "qYG2y9aaP_kf", "outputId": "b45ae514-5bb4-45f0-99bf-f78655397441" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " ts_recv ts_event rtype publisher_id \\\n", "0 1688371200660869841 1688371200660704717 1 2 \n", "1 1688371201201402566 1688371201201237816 1 2 \n", "2 1688371201233688992 1688371201233524761 1 2 \n", "3 1688371201317556361 1688371201317392163 1 2 \n", "4 1688371201478520666 1688371201478356044 1 2 \n", "\n", " instrument_id action side depth price size ... ATR_5 ATR_10 ATR_20 \\\n", "0 32 T B 0 194.12 1 ... NaN NaN NaN \n", "1 32 T B 0 194.11 2 ... NaN NaN NaN \n", "2 32 T B 0 194.11 8 ... NaN NaN NaN \n", "3 32 T B 0 194.11 2 ... NaN NaN NaN \n", "4 32 T B 0 194.00 7 ... NaN NaN NaN \n", "\n", " ADX +DI -DI CCI DLR TWAP VWAP \n", "0 NaN NaN NaN NaN NaN 194.120000 193.875000 \n", "1 NaN NaN NaN NaN -0.000052 194.115000 193.961667 \n", "2 NaN NaN NaN NaN 0.000000 194.113333 193.993182 \n", "3 NaN NaN NaN NaN 0.000000 194.112500 193.995000 \n", "4 NaN NaN NaN -74.468085 -0.000567 194.090000 193.979250 \n", "\n", "[5 rows x 47 columns]" ], "text/html": [ "\n", "
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ts_recvts_eventrtypepublisher_idinstrument_idactionsidedepthpricesize...ATR_5ATR_10ATR_20ADX+DI-DICCIDLRTWAPVWAP
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1168837120120140256616883712012012378161232TB0194.112...NaNNaNNaNNaNNaNNaNNaN-0.000052194.115000193.961667
2168837120123368899216883712012335247611232TB0194.118...NaNNaNNaNNaNNaNNaNNaN0.000000194.113333193.993182
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\n" }, "metadata": {} } ], "source": [ "plt.plot(data.bid_px_00, drawstyle=\"steps-post\", label=\"bid\")\n", "plt.plot(data.ask_px_00, drawstyle=\"steps-post\", label=\"ask\")\n", "plt.plot(data[data.action == \"T\"].price, linestyle=\"None\", marker=\".\", label=\"trade\")\n", "plt.legend()\n", "plt.xlabel(\"Time (UTC)\")\n", "plt.ylabel(\"Price\")\n", "plt.title(\"AAPL\")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "9W82Zu0ZAXtb" }, "source": [ "Checking the dataset:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "tuvv4Th-AXtc", "outputId": "cfaf8e30-4c9b-4e01-ef5e-0a351c88e118" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " ts_recv ts_event rtype publisher_id \\\n", "35 1688371214386057385 1688371214385893078 1 2 \n", "36 1688371214386063777 1688371214385899379 1 2 \n", "37 1688371215804852019 1688371215804687301 1 2 \n", "38 1688371219671476629 1688371219671312224 1 2 \n", "39 1688371223368835585 1688371223368671235 1 2 \n", "40 1688371229849940201 1688371229849775570 1 2 \n", "41 1688371230451172473 1688371230451005195 1 2 \n", "42 1688371230451172473 1688371230451005195 1 2 \n", "43 1688371230451172473 1688371230451005195 1 2 \n", "44 1688371230451995982 1688371230451829005 1 2 \n", "45 1688371230451995982 1688371230451829005 1 2 \n", "46 1688371230451995982 1688371230451829005 1 2 \n", "47 1688371230451995982 1688371230451829005 1 2 \n", "48 1688371230566546422 1688371230566381995 1 2 \n", "49 1688371237858109689 1688371237857944791 1 2 \n", "50 1688371242324266534 1688371242324101963 1 2 \n", "51 1688371247317894640 1688371247317729998 1 2 \n", "52 1688371257325756491 1688371257325590403 1 2 \n", "53 1688371257325756491 1688371257325590403 1 2 \n", "54 1688371259762706298 1688371259762541862 1 2 \n", "55 1688371259998644855 1688371259998480243 1 2 \n", "56 1688371262030749190 1688371262030585068 1 2 \n", "57 1688371262738878803 1688371262738714506 1 2 \n", "58 1688371262738976817 1688371262738812696 1 2 \n", "59 1688371262739005935 1688371262738841844 1 2 \n", "60 1688371262739229179 1688371262739065129 1 2 \n", "61 1688371262739239338 1688371262739074592 1 2 \n", "62 1688371270151139658 1688371270150974638 1 2 \n", "63 1688371271298128899 1688371271297964469 1 2 \n", "64 1688371271609555288 1688371271609390022 1 2 \n", "65 1688371272249175548 1688371272249009974 1 2 \n", "66 1688371272249760640 1688371272249596259 1 2 \n", "67 1688371272250210772 1688371272250045693 1 2 \n", "68 1688371272250210772 1688371272250045693 1 2 \n", "69 1688371272377490201 1688371272377325167 1 2 \n", "\n", " instrument_id action side depth price size flags ts_in_delta \\\n", "35 32 T N 0 194.05 50 130 164307 \n", "36 32 T N 0 194.05 50 130 164398 \n", "37 32 T B 0 194.21 10 130 164718 \n", "38 32 T N 0 194.14 10 130 164405 \n", "39 32 T B 0 194.13 10 130 164350 \n", "40 32 T B 0 194.13 100 130 164631 \n", "41 32 T N 0 194.02 10 0 167278 \n", "42 32 T A 0 194.01 1 0 167278 \n", "43 32 T A 0 194.01 100 130 167278 \n", "44 32 T A 0 194.00 3075 0 166977 \n", "45 32 T A 0 194.00 4 0 166977 \n", "46 32 T A 0 194.00 5 0 166977 \n", "47 32 T A 0 194.00 16 130 166977 \n", "48 32 T N 0 194.09 10 130 164427 \n", "49 32 T B 0 194.12 10 130 164898 \n", "50 32 T B 0 194.15 10 130 164571 \n", "51 32 T B 0 194.10 10 130 164642 \n", "52 32 T A 0 194.10 1 0 166088 \n", "53 32 T A 0 194.10 1 130 166088 \n", "54 32 T B 0 194.12 50 130 164436 \n", "55 32 T B 0 194.12 4 130 164612 \n", "56 32 T B 0 194.12 3 130 164122 \n", "57 32 T B 0 194.12 75 130 164297 \n", "58 32 T B 0 194.12 18 130 164121 \n", "59 32 T B 0 194.12 10 130 164091 \n", "60 32 T B 0 194.12 75 130 164050 \n", "61 32 T B 0 194.12 9 130 164746 \n", "62 32 T B 0 194.18 1 130 165020 \n", "63 32 T B 0 194.18 2 130 164430 \n", "64 32 T B 0 194.18 1 130 165266 \n", "65 32 T B 0 194.18 6 130 165574 \n", "66 32 T B 0 194.20 1 130 164381 \n", "67 32 T B 0 194.26 9 0 165079 \n", "68 32 T B 0 194.26 50 130 165079 \n", "69 32 T N 0 194.28 1 130 165034 \n", "\n", " sequence bid_px_00 ask_px_00 bid_sz_00 ask_sz_00 bid_ct_00 \\\n", "35 326232 194.00 194.30 3101 19 4 \n", "36 326233 194.00 194.30 3101 19 4 \n", "37 328131 194.00 194.21 3101 29 4 \n", "38 331406 194.00 194.16 3101 400 4 \n", "39 334235 194.00 194.13 3101 400 4 \n", "40 339055 194.01 194.13 101 390 2 \n", "41 339547 194.01 194.16 101 400 2 \n", "42 339548 194.01 194.16 101 400 2 \n", "43 339549 194.01 194.16 100 400 1 \n", "44 339553 194.00 194.16 3119 400 5 \n", "45 339554 194.00 194.16 44 400 4 \n", "46 339555 194.00 194.16 40 400 3 \n", "47 339556 194.00 194.16 35 400 2 \n", "48 339623 194.00 194.16 19 400 2 \n", "49 346965 194.02 194.12 80 400 1 \n", "50 350459 194.02 194.15 180 400 2 \n", "51 354918 194.06 194.10 100 10 1 \n", "52 363515 194.10 194.12 101 244 2 \n", "53 363516 194.10 194.12 100 244 1 \n", "54 366351 194.10 194.12 99 244 1 \n", "55 367018 194.10 194.12 99 194 1 \n", "56 370717 194.11 194.12 200 190 1 \n", "57 372529 194.11 194.12 200 187 1 \n", "58 372534 194.11 194.12 200 112 1 \n", "59 372547 194.11 194.12 200 94 1 \n", "60 372566 194.11 194.12 200 84 1 \n", "61 372567 194.11 194.12 200 9 1 \n", "62 378624 194.11 194.18 200 10 1 \n", "63 379579 194.12 194.18 1 9 1 \n", "64 380000 194.12 194.18 3 7 1 \n", "65 380446 194.15 194.18 99 6 1 \n", "66 380449 194.15 194.20 99 1 1 \n", "67 380450 194.15 194.26 99 59 1 \n", "68 380451 194.15 194.26 99 50 1 \n", "69 380534 194.15 194.29 99 400 1 \n", "\n", " ask_ct_00 symbol Close Volume High Low Open RSI \\\n", "35 10 AAPL 194.05 50 194.30 194.00 194.05 54.544543 \n", "36 10 AAPL 194.05 50 194.30 194.00 194.05 54.544543 \n", "37 1 AAPL 194.21 10 194.21 194.00 194.05 85.890753 \n", "38 1 AAPL 194.14 10 194.16 194.00 194.21 64.827662 \n", "39 1 AAPL 194.13 10 194.13 194.00 194.14 62.470772 \n", "40 1 AAPL 194.13 100 194.13 194.01 194.13 62.470772 \n", "41 1 AAPL 194.02 10 194.16 194.01 194.13 42.676806 \n", "42 1 AAPL 194.01 1 194.16 194.01 194.02 41.392784 \n", "43 1 AAPL 194.01 100 194.16 194.01 194.01 41.392784 \n", "44 1 AAPL 194.00 3075 194.16 194.00 194.01 39.997126 \n", "45 1 AAPL 194.00 4 194.16 194.00 194.00 39.997126 \n", "46 1 AAPL 194.00 5 194.16 194.00 194.00 39.997126 \n", "47 1 AAPL 194.00 16 194.16 194.00 194.00 39.997126 \n", "48 1 AAPL 194.09 10 194.16 194.00 194.00 57.389307 \n", "49 1 AAPL 194.12 10 194.12 194.02 194.09 61.405134 \n", "50 1 AAPL 194.15 10 194.15 194.02 194.12 64.961352 \n", "51 1 AAPL 194.10 10 194.10 194.06 194.15 55.742466 \n", "52 1 AAPL 194.10 1 194.12 194.10 194.10 55.742466 \n", "53 1 AAPL 194.10 1 194.12 194.10 194.10 55.742466 \n", "54 1 AAPL 194.12 50 194.12 194.10 194.10 58.672524 \n", "55 1 AAPL 194.12 4 194.12 194.10 194.12 58.672524 \n", "56 1 AAPL 194.12 3 194.12 194.11 194.12 58.672524 \n", "57 1 AAPL 194.12 75 194.12 194.11 194.12 58.672524 \n", "58 1 AAPL 194.12 18 194.12 194.11 194.12 58.672524 \n", "59 1 AAPL 194.12 10 194.12 194.11 194.12 58.672524 \n", "60 1 AAPL 194.12 75 194.12 194.11 194.12 58.672524 \n", "61 1 AAPL 194.12 9 194.12 194.11 194.12 58.672524 \n", "62 1 AAPL 194.18 1 194.18 194.11 194.12 69.597068 \n", "63 1 AAPL 194.18 2 194.18 194.12 194.18 69.597068 \n", "64 1 AAPL 194.18 1 194.18 194.12 194.18 69.597068 \n", "65 1 AAPL 194.18 6 194.18 194.15 194.18 69.597068 \n", "66 1 AAPL 194.20 1 194.20 194.15 194.18 72.818542 \n", "67 2 AAPL 194.26 9 194.26 194.15 194.20 79.750541 \n", "68 1 AAPL 194.26 50 194.26 194.15 194.26 79.750541 \n", "69 1 AAPL 194.28 1 194.29 194.15 194.26 81.567778 \n", "\n", " MACD MACD_signal MACD_hist Stoch_k Stoch_d OBV \\\n", "35 0.006271 -0.003130 0.009401 5.252525e+01 61.952862 -266.0 \n", "36 0.007108 -0.001082 0.008190 3.838384e+01 52.525253 -266.0 \n", "37 0.020446 0.003223 0.017223 4.040404e+01 43.771044 -256.0 \n", "38 0.025079 0.007594 0.017484 4.949495e+01 42.760943 -266.0 \n", "39 0.027625 0.011601 0.016025 5.757576e+01 49.158249 -276.0 \n", "40 0.029305 0.015141 0.014164 4.949495e+01 52.188552 -276.0 \n", "41 0.021513 0.016416 0.005097 3.454545e+01 47.205387 -286.0 \n", "42 0.014365 0.016006 -0.001641 1.949495e+01 34.511785 -287.0 \n", "43 0.008601 0.014525 -0.005924 4.444444e+00 19.494949 -287.0 \n", "44 0.003189 0.012257 -0.009069 2.222222e+00 8.720539 -3362.0 \n", "45 -0.001087 0.009588 -0.010676 1.111111e+00 2.592593 -3362.0 \n", "46 -0.004425 0.006786 -0.011211 -4.736952e-15 1.111111 -3362.0 \n", "47 -0.006990 0.004030 -0.011021 -4.736952e-15 0.370370 -3362.0 \n", "48 -0.001741 0.002876 -0.004617 1.000000e+01 3.333333 -3352.0 \n", "49 0.004785 0.003258 0.001527 2.333333e+01 11.111111 -3342.0 \n", "50 0.012237 0.005054 0.007183 4.714286e+01 26.825397 -3332.0 \n", "51 0.013947 0.006833 0.007115 5.797619e+01 42.817460 -3342.0 \n", "52 0.015128 0.008492 0.006636 6.547619e+01 56.865079 -3342.0 \n", "53 0.015881 0.009969 0.005911 6.250000e+01 61.984127 -3342.0 \n", "54 0.017885 0.011553 0.006332 6.666667e+01 64.880952 -3292.0 \n", "55 0.019251 0.013092 0.006159 7.083333e+01 66.666667 -3292.0 \n", "56 0.020103 0.014494 0.005608 7.500000e+01 70.833333 -3292.0 \n", "57 0.020540 0.015704 0.004837 7.500000e+01 73.611111 -3292.0 \n", "58 0.020649 0.016693 0.003957 7.500000e+01 75.000000 -3292.0 \n", "59 0.020499 0.017454 0.003045 7.500000e+01 75.000000 -3292.0 \n", "60 0.020148 0.017993 0.002155 7.500000e+01 75.000000 -3292.0 \n", "61 0.019644 0.018323 0.001321 7.500000e+01 75.000000 -3292.0 \n", "62 0.023811 0.019421 0.004390 8.333333e+01 77.777778 -3291.0 \n", "63 0.026804 0.020897 0.005907 9.166667e+01 83.333333 -3291.0 \n", "64 0.028844 0.022487 0.006357 1.000000e+02 91.666667 -3291.0 \n", "65 0.030113 0.024012 0.006101 1.000000e+02 97.222222 -3291.0 \n", "66 0.032360 0.025682 0.006679 1.000000e+02 100.000000 -3290.0 \n", "67 0.038538 0.028253 0.010285 1.000000e+02 100.000000 -3281.0 \n", "68 0.042939 0.031190 0.011749 1.000000e+02 100.000000 -3281.0 \n", "69 0.047493 0.034451 0.013043 9.814815e+01 99.382716 -3280.0 \n", "\n", " Upper_BB Middle_BB Lower_BB ATR_1 ATR_2 ATR_5 ATR_10 \\\n", "35 194.065621 194.0170 193.968379 0.30 0.175078 0.098615 0.075141 \n", "36 194.068990 194.0200 193.971010 0.30 0.237539 0.138892 0.097627 \n", "37 194.125889 194.0305 193.935111 0.21 0.223770 0.153114 0.108864 \n", "38 194.142928 194.0375 193.932072 0.21 0.216885 0.164491 0.118978 \n", "39 194.155247 194.0440 193.932753 0.14 0.178442 0.159593 0.121080 \n", "40 194.165821 194.0505 193.935179 0.12 0.149221 0.151674 0.120972 \n", "41 194.165390 194.0515 193.937610 0.15 0.149611 0.151339 0.123875 \n", "42 194.165066 194.0520 193.938934 0.15 0.149805 0.151071 0.126487 \n", "43 194.164727 194.0525 193.940273 0.15 0.149903 0.150857 0.128839 \n", "44 194.164727 194.0525 193.940273 0.16 0.154951 0.152686 0.131955 \n", "45 194.164727 194.0525 193.940273 0.16 0.157476 0.154149 0.134759 \n", "46 194.164727 194.0525 193.940273 0.16 0.158738 0.155319 0.137283 \n", "47 194.164727 194.0525 193.940273 0.16 0.159369 0.156255 0.139555 \n", "48 194.167653 194.0570 193.946347 0.16 0.159684 0.157004 0.141600 \n", "49 194.174425 194.0605 193.946575 0.10 0.129842 0.145603 0.137440 \n", "50 194.185746 194.0655 193.945254 0.13 0.129921 0.142483 0.136696 \n", "51 194.188930 194.0680 193.947070 0.09 0.109961 0.131986 0.132026 \n", "52 194.191904 194.0705 193.949096 0.02 0.064980 0.109589 0.120823 \n", "53 194.194672 194.0730 193.951328 0.02 0.042490 0.091671 0.110741 \n", "54 194.199345 194.0765 193.953655 0.02 0.031245 0.077337 0.101667 \n", "55 194.203612 194.0800 193.956388 0.02 0.025623 0.065870 0.093500 \n", "56 194.207480 194.0835 193.959520 0.01 0.017811 0.054696 0.085150 \n", "57 194.190158 194.0790 193.967842 0.01 0.013906 0.045756 0.077635 \n", "58 194.187289 194.0780 193.968711 0.01 0.011953 0.038605 0.070872 \n", "59 194.185920 194.0775 193.969080 0.01 0.010976 0.032884 0.064785 \n", "60 194.184536 194.0770 193.969464 0.01 0.010488 0.028307 0.059306 \n", "61 194.187754 194.0820 193.976246 0.01 0.010244 0.024646 0.054375 \n", "62 194.199031 194.0905 193.981969 0.07 0.040122 0.033717 0.055938 \n", "63 194.207609 194.0990 193.990391 0.06 0.050061 0.038973 0.056344 \n", "64 194.212038 194.1080 194.003962 0.06 0.055031 0.043179 0.056710 \n", "65 194.212937 194.1170 194.021063 0.03 0.042515 0.040543 0.054039 \n", "66 194.213279 194.1270 194.040721 0.05 0.046258 0.042434 0.053635 \n", "67 194.224143 194.1400 194.055857 0.11 0.078129 0.055947 0.059271 \n", "68 194.244265 194.1485 194.052735 0.11 0.094064 0.066758 0.064344 \n", "69 194.267003 194.1565 194.045997 0.14 0.117032 0.081406 0.071910 \n", "\n", " ATR_20 ADX +DI -DI CCI DLR \\\n", "35 0.072403 97.257397 30.435801 0.196362 166.666667 0.000000 \n", "36 0.083783 97.361721 22.989295 0.148320 83.333333 0.000000 \n", "37 0.090094 97.458593 19.409454 0.125224 79.268293 0.000824 \n", "38 0.096089 97.548546 16.622008 0.107240 -3.205128 -0.000360 \n", "39 0.098285 97.632074 15.068361 0.097216 -113.095238 -0.000052 \n", "40 0.099370 97.709636 13.871534 0.089495 -64.102564 0.000000 \n", "41 0.101902 97.793820 14.463498 0.080850 -113.425926 -0.000567 \n", "42 0.104307 97.871992 13.100725 0.073232 -90.909091 -0.000052 \n", "43 0.106591 97.944580 11.893862 0.066486 -61.224490 0.000000 \n", "44 0.109262 97.267563 10.755675 0.658220 -81.081081 -0.000052 \n", "45 0.111799 96.638905 9.750792 0.596723 -83.333333 0.000000 \n", "46 0.114209 96.055151 8.859404 0.542173 -55.555556 0.000000 \n", "47 0.116498 95.513093 8.065375 0.493580 -41.666667 0.000000 \n", "48 0.118673 95.009754 7.355430 0.450133 166.666667 0.000464 \n", "49 0.117740 94.542368 6.944020 0.424956 90.643275 0.000155 \n", "50 0.118353 94.270606 8.115584 0.394096 107.142857 0.000155 \n", "51 0.116935 94.018256 7.698755 0.373855 18.518519 -0.000258 \n", "52 0.112088 93.871355 8.819513 0.369315 83.333333 0.000000 \n", "53 0.107484 93.734948 8.705674 0.364548 55.555556 0.000000 \n", "54 0.103110 93.608283 8.586320 0.359550 89.743590 0.000103 \n", "55 0.098954 93.490667 8.461391 0.354319 71.428571 0.000000 \n", "56 0.094507 93.381451 8.395616 0.351564 95.238095 0.000000 \n", "57 0.090281 93.280037 8.325915 0.348646 83.333333 0.000000 \n", "58 0.086267 93.185866 8.252135 0.345556 55.555556 0.000000 \n", "59 0.082454 93.098422 8.174129 0.342290 41.666667 0.000000 \n", "60 0.078831 93.017224 8.091754 0.338840 0.000000 0.000000 \n", "61 0.075390 92.941826 8.004880 0.335203 0.000000 0.000000 \n", "62 0.075120 93.132535 13.823288 0.310105 166.666667 0.000309 \n", "63 0.074364 93.309621 12.929663 0.290057 88.888889 0.000000 \n", "64 0.073646 93.474059 12.088099 0.271178 59.210526 0.000000 \n", "65 0.071464 93.626751 11.678789 0.261996 80.246914 0.000000 \n", "66 0.070390 93.821556 13.301406 0.246985 135.416667 0.000103 \n", "67 0.072371 94.094475 18.230801 0.217466 152.777778 0.000309 \n", "68 0.074252 94.347900 16.151871 0.192668 83.333333 0.000000 \n", "69 0.077540 94.611861 16.865129 0.166625 85.106383 0.000103 \n", "\n", " TWAP VWAP \n", "35 194.020000 194.021894 \n", "36 194.020811 194.025188 \n", "37 194.025789 194.025596 \n", "38 194.028718 194.025873 \n", "39 194.031250 194.026071 \n", "40 194.033659 194.028188 \n", "41 194.033333 194.028460 \n", "42 194.032791 194.028488 \n", "43 194.032273 194.031073 \n", "44 194.031556 194.059670 \n", "45 194.030870 194.059686 \n", "46 194.030213 194.059705 \n", "47 194.029583 194.059766 \n", "48 194.030816 194.059805 \n", "49 194.032600 194.059824 \n", "50 194.034902 194.059871 \n", "51 194.036154 194.059909 \n", "52 194.037358 194.059918 \n", "53 194.038519 194.059928 \n", "54 194.040000 194.060393 \n", "55 194.041429 194.060430 \n", "56 194.042807 194.060461 \n", "57 194.044138 194.061210 \n", "58 194.045424 194.061386 \n", "59 194.046667 194.061484 \n", "60 194.047869 194.062206 \n", "61 194.049032 194.062291 \n", "62 194.051111 194.062306 \n", "63 194.053125 194.062337 \n", "64 194.055077 194.062353 \n", "65 194.056970 194.062463 \n", "66 194.059104 194.062483 \n", "67 194.062059 194.062713 \n", "68 194.064928 194.063974 \n", "69 194.068000 194.064001 " ], "text/html": [ "\n", "
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" ] }, "metadata": {}, "execution_count": 34 } ], "source": [ "df_with_indicators.isna().sum()" ] }, { "cell_type": "markdown", "metadata": { "id": "ysqxo36OAXtc" }, "source": [ "#### Create the Trading Environment class for the PPO Agent\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "id": "nt04RWvNAXtc" }, "outputs": [], "source": [ "import gym\n", "from gym import spaces\n", "import numpy as np\n", "import pandas as pd\n", "\n", "class TradingEnvironment(gym.Env):\n", " metadata = {'render.modes': ['human']}\n", "\n", " def __init__(self, data, daily_trading_limit):\n", " super(TradingEnvironment, self).__init__()\n", " self.data = data\n", " self.daily_trading_limit = daily_trading_limit\n", " self.current_step = 0\n", "\n", " # Extract state columns\n", " self.state_columns = ['Close', 'Volume', 'RSI', 'MACD', 'MACD_signal', 'MACD_hist', 'Stoch_k', 'Stoch_d',\n", " 'OBV', 'Upper_BB', 'Middle_BB', 'Lower_BB', 'ATR_1', 'ADX', '+DI', '-DI', 'CCI']\n", "\n", " # Initialize balance, shares held, and total shares traded\n", " self.balance = 10_000_000.0 # $10 million\n", " self.shares_held = 0\n", " self.total_shares_traded = 0\n", "\n", " # Define action space: [Hold, Buy, Sell]\n", " self.action_space = spaces.Discrete(3)\n", "\n", " # Define observation space based on state columns\n", " self.observation_space = spaces.Box(\n", " low=-np.inf, high=np.inf, shape=(len(self.state_columns),), dtype=np.float32\n", " )\n", "\n", " def reset(self):\n", " self.current_step = 0\n", " self.balance = 10_000_000.0 # $10 million\n", " self.shares_held = 0\n", " self.total_shares_traded = 0\n", " self.cumulative_reward = 0\n", " self.trades = []\n", " return self._next_observation()\n", "\n", " def _next_observation(self):\n", " return self.data[self.state_columns].iloc[self.current_step].values\n", "\n", " def step(self, action):\n", " expected_price = self.data.iloc[self.current_step]['ask_px_00']\n", " actual_price = self.data.iloc[self.current_step]['price']\n", " transaction_time = self.data.iloc[self.current_step]['ts_in_delta']\n", " self._take_action(action)\n", " reward = 0\n", "\n", " if self.current_step >= len(self.data) - 1:\n", " self.current_step = 0\n", " if action != 0:\n", " transaction_cost= self._calculate_transaction_cost(self.data.iloc[self.current_step]['Volume'], 0.3, self.data['Volume'].mean())\n", " reward = self._calculate_reward(expected_price, actual_price, transaction_time, transaction_cost)\n", " self.cumulative_reward += reward\n", " if self.trades:\n", " self.trades[-1]['reward'] = reward\n", " self.trades[-1]['transaction_cost'] = transaction_cost\n", " self.trades[-1]['slippage'] = expected_price - actual_price\n", " self.trades[-1]['time_penalty'] = 100*transaction_time/1e9\n", " done = self.current_step == len(self.data) - 1\n", " obs = self._next_observation()\n", " info = {\n", " 'step': self.current_step,\n", " 'action': action,\n", " 'price': actual_price,\n", " 'shares': self.trades[-1]['shares'] if self.trades else 0\n", " }\n", " self.current_step += 1\n", "\n", " return obs, reward, done, info\n", "\n", " def _take_action(self, action):\n", " current_price = self.data.iloc[self.current_step]['Close']\n", " current_time = pd.to_datetime(self.data.iloc[self.current_step]['ts_event'])\n", " trade_info = {'step': self.current_step, 'timestamp': current_time, 'action': action, 'price': current_price, 'shares': 0, 'reward': 0, 'transaction_cost': 0, 'slippage': 0, 'time_penalty': 0}\n", "\n", " if action == 1: # and self.total_shares_traded < self.daily_trading_limit: # Buy\n", " shares_bought = (self.balance * np.random.uniform(0.001, 0.005)) // current_price\n", " self.balance -= shares_bought * current_price\n", " self.shares_held += shares_bought\n", " self.total_shares_traded += shares_bought\n", " trade_info['shares'] = shares_bought\n", " if(shares_bought>0):\n", " self.trades.append(trade_info)\n", " elif action == 2: # and self.total_shares_traded < self.daily_trading_limit: # Sell\n", " shares_sold = min((self.balance * np.random.uniform(0.001, 0.005)) // current_price, self.shares_held)\n", " self.balance += shares_sold * current_price\n", " self.shares_held -= shares_sold\n", " self.total_shares_traded -= shares_sold\n", " trade_info['shares'] = shares_sold\n", " if(shares_sold>0):\n", " self.trades.append(trade_info)\n", "\n", " def _calculate_reward(self, expected_price, actual_price, transaction_time, transaction_cost):\n", " slippage = expected_price - actual_price\n", " time_penalty = 100*transaction_time/1e9\n", " reward = - (slippage + time_penalty + transaction_cost)\n", " return reward\n", "\n", " def _calculate_transaction_cost(self, volume, volatility, daily_volume):\n", " return volatility * np.sqrt(volume / daily_volume)\n", "\n", " def run(self):\n", " self.reset()\n", " for _ in range(len(self.data)):\n", " self.step()\n", " return self.cumulative_reward, self.trades\n", "\n", " def render(self, mode='human', close=False):\n", " print(f'Step: {self.current_step}')\n", " print(f'Balance: {self.balance}')\n", " print(f'Shares held: {self.shares_held}')\n", " print(f'Total shares traded: {self.total_shares_traded}')\n", " print(f'Total portfolio value: {self.balance + self.shares_held * self.data.iloc[self.current_step][\"Close\"]}')\n", " print(f'Cumulative reward: {self.cumulative_reward}')\n", " self.print_trades()\n", "\n", " def print_trades(self):\n", " # download all trades in a pandas dataframe using .csv\n", " trades_df = pd.DataFrame(self.trades)\n", " # Save a csv\n", " trades_df.to_csv('trades_ppo.csv', index=False)\n", " for trade in self.trades:\n", " print(f\"Step: {trade['step']}, Timestamp: {trade['timestamp']}, Action: {trade['action']}, Price: {trade['price']}, Shares: {trade['shares']}, Reward: {trade['reward']}, Transaction Cost: {trade['transaction_cost']}, Slippage: {trade['slippage']}, Time Penalty: {trade['time_penalty']}\")" ] }, { "cell_type": "markdown", "metadata": { "id": "dbWvCzp-AXtc" }, "source": [ "#### Train the PPO Agent with the environment and for different tickers." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "id": "4WJFZ1tcAXtc" }, "outputs": [], "source": [ "# Define the daily trading limit (total number of shares to trade per day)\n", "daily_trading_limit = 1000\n", "\n", "ticker = 'AAPL' # Specify the ticker you want to trade\n", "ticker_data = market_features_df[market_features_df['symbol'] == ticker]\n", "\n", "env = TradingEnvironment(ticker_data, daily_trading_limit) # Adjust window_size if needed" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "TfTi9hEXAXtc", "outputId": "0a5f4506-976f-4e49-9ef7-8d4919ef22b0" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Using cuda device\n", "Wrapping the env with a `Monitor` wrapper\n", "Wrapping the env in a DummyVecEnv.\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/stable_baselines3/common/vec_env/patch_gym.py:49: UserWarning: You provided an OpenAI Gym environment. We strongly recommend transitioning to Gymnasium environments. Stable-Baselines3 is automatically wrapping your environments in a compatibility layer, which could potentially cause issues.\n", " warnings.warn(\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "----------------------------\n", "| time/ | |\n", "| fps | 162 |\n", "| iterations | 1 |\n", "| time_elapsed | 3 |\n", "| total_timesteps | 512 |\n", "----------------------------\n", "----------------------------------------\n", "| time/ | |\n", "| fps | 172 |\n", "| iterations | 2 |\n", "| time_elapsed | 5 |\n", "| total_timesteps | 1024 |\n", "| train/ | |\n", "| approx_kl | 0.01101435 |\n", "| clip_fraction | 0.224 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -1.08 |\n", "| explained_variance | -0.194 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.0865 |\n", "| n_updates | 6 |\n", "| policy_gradient_loss | -0.0282 |\n", "| value_loss | 0.815 |\n", "----------------------------------------\n", "----------------------------------------\n", "| time/ | |\n", "| fps | 192 |\n", "| iterations | 3 |\n", "| time_elapsed | 7 |\n", "| total_timesteps | 1536 |\n", "| train/ | |\n", "| approx_kl | 0.01659061 |\n", "| clip_fraction | 0.249 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -1.05 |\n", "| explained_variance | 0 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.0567 |\n", "| n_updates | 12 |\n", "| policy_gradient_loss | -0.0229 |\n", "| value_loss | 0.402 |\n", "----------------------------------------\n", "-----------------------------------------\n", "| time/ | |\n", "| fps | 205 |\n", "| iterations | 4 |\n", "| time_elapsed | 9 |\n", "| total_timesteps | 2048 |\n", "| train/ | |\n", "| approx_kl | 0.020356527 |\n", "| clip_fraction | 0.196 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.982 |\n", "| explained_variance | -0.0363 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.41 |\n", "| n_updates | 18 |\n", "| policy_gradient_loss | -0.0186 |\n", "| value_loss | 1.28 |\n", "-----------------------------------------\n", "-----------------------------------------\n", "| time/ | |\n", "| fps | 212 |\n", "| iterations | 5 |\n", "| time_elapsed | 12 |\n", "| total_timesteps | 2560 |\n", "| train/ | |\n", "| approx_kl | 0.018895874 |\n", "| clip_fraction | 0.368 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.868 |\n", "| explained_variance | -1.19e-07 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.0167 |\n", "| n_updates | 24 |\n", "| policy_gradient_loss | -0.024 |\n", "| value_loss | 0.163 |\n", "-----------------------------------------\n", "-----------------------------------------\n", "| time/ | |\n", "| fps | 218 |\n", "| iterations | 6 |\n", "| time_elapsed | 14 |\n", "| total_timesteps | 3072 |\n", "| train/ | |\n", "| approx_kl | 0.026838439 |\n", "| clip_fraction | 0.331 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.711 |\n", "| explained_variance | 0 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.0207 |\n", "| n_updates | 30 |\n", "| policy_gradient_loss | -0.0281 |\n", "| value_loss | 0.122 |\n", "-----------------------------------------\n", "-----------------------------------------\n", "| time/ | |\n", "| fps | 222 |\n", "| iterations | 7 |\n", "| time_elapsed | 16 |\n", "| total_timesteps | 3584 |\n", "| train/ | |\n", "| approx_kl | 0.028004125 |\n", "| clip_fraction | 0.188 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.546 |\n", "| explained_variance | 0 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.0302 |\n", "| n_updates | 36 |\n", "| policy_gradient_loss | -0.0198 |\n", "| value_loss | 0.0933 |\n", "-----------------------------------------\n", "-----------------------------------------\n", "| time/ | |\n", "| fps | 224 |\n", "| iterations | 8 |\n", "| time_elapsed | 18 |\n", "| total_timesteps | 4096 |\n", "| train/ | |\n", "| approx_kl | 0.040314693 |\n", "| clip_fraction | 0.096 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.426 |\n", "| explained_variance | -1.19e-07 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.0199 |\n", "| n_updates | 42 |\n", "| policy_gradient_loss | -0.0139 |\n", "| value_loss | 0.0808 |\n", "-----------------------------------------\n", "------------------------------------------\n", "| time/ | |\n", "| fps | 225 |\n", "| iterations | 9 |\n", "| time_elapsed | 20 |\n", "| total_timesteps | 4608 |\n", "| train/ | |\n", "| approx_kl | 0.0020938162 |\n", "| clip_fraction | 0.00391 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.573 |\n", "| explained_variance | 0.755 |\n", "| learning_rate | 0.000993 |\n", "| loss | 1.04 |\n", "| n_updates | 48 |\n", "| policy_gradient_loss | -0.00134 |\n", "| value_loss | 2.79 |\n", "------------------------------------------\n", "-------------------------------------------\n", "| time/ | |\n", "| fps | 227 |\n", "| iterations | 10 |\n", "| time_elapsed | 22 |\n", "| total_timesteps | 5120 |\n", "| train/ | |\n", "| approx_kl | 0.00014157407 |\n", "| clip_fraction | 0 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.784 |\n", "| explained_variance | 0 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.722 |\n", "| n_updates | 54 |\n", "| policy_gradient_loss | 6.05e-05 |\n", "| value_loss | 5.87 |\n", "-------------------------------------------\n", "-------------------------------------------\n", "| time/ | |\n", "| fps | 228 |\n", "| iterations | 11 |\n", "| time_elapsed | 24 |\n", "| total_timesteps | 5632 |\n", "| train/ | |\n", "| approx_kl | 0.00049652136 |\n", "| clip_fraction | 0 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.775 |\n", "| explained_variance | 2.38e-07 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.573 |\n", "| n_updates | 60 |\n", "| policy_gradient_loss | -6.71e-05 |\n", "| value_loss | 7.89 |\n", "-------------------------------------------\n", "------------------------------------------\n", "| time/ | |\n", "| fps | 228 |\n", "| iterations | 12 |\n", "| time_elapsed | 26 |\n", "| total_timesteps | 6144 |\n", "| train/ | |\n", "| approx_kl | 0.0016644327 |\n", "| clip_fraction | 0 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.777 |\n", "| explained_variance | 0 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.431 |\n", "| n_updates | 66 |\n", "| policy_gradient_loss | -0.00136 |\n", "| value_loss | 3.94 |\n", "------------------------------------------\n", "------------------------------------------\n", "| time/ | |\n", "| fps | 229 |\n", "| iterations | 13 |\n", "| time_elapsed | 28 |\n", "| total_timesteps | 6656 |\n", "| train/ | |\n", "| approx_kl | 0.0018918458 |\n", "| clip_fraction | 0 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.792 |\n", "| explained_variance | 0 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.295 |\n", "| n_updates | 72 |\n", "| policy_gradient_loss | 2e-06 |\n", "| value_loss | 2.65 |\n", "------------------------------------------\n", "-----------------------------------------\n", "| time/ | |\n", "| fps | 230 |\n", "| iterations | 14 |\n", "| time_elapsed | 31 |\n", "| total_timesteps | 7168 |\n", "| train/ | |\n", "| approx_kl | 0.015265611 |\n", "| clip_fraction | 0.0186 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.792 |\n", "| explained_variance | -1.19e-07 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.312 |\n", "| n_updates | 78 |\n", "| policy_gradient_loss | -0.00288 |\n", "| value_loss | 1.13 |\n", "-----------------------------------------\n", "-----------------------------------------\n", "| time/ | |\n", "| fps | 231 |\n", "| iterations | 15 |\n", "| time_elapsed | 33 |\n", "| total_timesteps | 7680 |\n", "| train/ | |\n", "| approx_kl | 0.010393971 |\n", "| clip_fraction | 0.0111 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.765 |\n", "| explained_variance | 0 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.126 |\n", "| n_updates | 84 |\n", "| policy_gradient_loss | -0.00555 |\n", "| value_loss | 1.19 |\n", "-----------------------------------------\n", "-----------------------------------------\n", "| time/ | |\n", "| fps | 232 |\n", "| iterations | 16 |\n", "| time_elapsed | 35 |\n", "| total_timesteps | 8192 |\n", "| train/ | |\n", "| approx_kl | 0.005484334 |\n", "| clip_fraction | 0.068 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.683 |\n", "| explained_variance | -1.19e-07 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.24 |\n", "| n_updates | 90 |\n", "| policy_gradient_loss | -0.00369 |\n", "| value_loss | 0.896 |\n", "-----------------------------------------\n", "------------------------------------------\n", "| time/ | |\n", "| fps | 233 |\n", "| iterations | 17 |\n", "| time_elapsed | 37 |\n", "| total_timesteps | 8704 |\n", "| train/ | |\n", "| approx_kl | 0.0051165633 |\n", "| clip_fraction | 0.0719 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.708 |\n", "| explained_variance | 0 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.123 |\n", "| n_updates | 96 |\n", "| policy_gradient_loss | -0.00797 |\n", "| value_loss | 0.656 |\n", "------------------------------------------\n", "-----------------------------------------\n", "| time/ | |\n", "| fps | 234 |\n", "| iterations | 18 |\n", "| time_elapsed | 39 |\n", "| total_timesteps | 9216 |\n", "| train/ | |\n", "| approx_kl | 0.010817498 |\n", "| clip_fraction | 0.0492 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.679 |\n", "| explained_variance | 0 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.0807 |\n", "| n_updates | 102 |\n", "| policy_gradient_loss | -0.00359 |\n", "| value_loss | 0.263 |\n", "-----------------------------------------\n", "------------------------------------------\n", "| time/ | |\n", "| fps | 235 |\n", "| iterations | 19 |\n", "| time_elapsed | 41 |\n", "| total_timesteps | 9728 |\n", "| train/ | |\n", "| approx_kl | 0.0069649294 |\n", "| clip_fraction | 0.0501 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.68 |\n", "| explained_variance | 0 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.0682 |\n", "| n_updates | 108 |\n", "| policy_gradient_loss | -0.00883 |\n", "| value_loss | 0.6 |\n", "------------------------------------------\n", "-----------------------------------------\n", "| time/ | |\n", "| fps | 235 |\n", "| iterations | 20 |\n", "| time_elapsed | 43 |\n", "| total_timesteps | 10240 |\n", "| train/ | |\n", "| approx_kl | 0.009228839 |\n", "| clip_fraction | 0.0791 |\n", "| clip_range | 0.211 |\n", "| entropy_loss | -0.778 |\n", "| explained_variance | 1.19e-07 |\n", "| learning_rate | 0.000993 |\n", "| loss | 0.0504 |\n", "| n_updates | 114 |\n", "| policy_gradient_loss | -0.00485 |\n", "| value_loss | 0.203 |\n", "-----------------------------------------\n", "Step: 1\n", "Balance: 38202.21500000026\n", "Shares held: 51415.0\n", "Total shares traded: 51415.0\n", "Total portfolio value: 10015282.965\n", "Cumulative reward: -10571.16978481482\n", "Step: 3, Timestamp: 2023-07-03 08:00:19.671312224, Action: 1, Price: 194.14, Shares: 176.0, Reward: -0.11675671803555494, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0164405\n", "Step: 6, Timestamp: 2023-07-03 08:00:30.451005195, Action: 2, Price: 194.02, Shares: 163.0, Reward: -0.2370440180355311, Transaction Cost: 0.08031621803554471, Slippage: 0.13999999999998636, Time Penalty: 0.0167278\n", "Step: 7, Timestamp: 2023-07-03 08:00:30.451005195, Action: 2, Price: 194.01, Shares: 13.0, Reward: -0.04183631820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164381\n", "Step: 33, Timestamp: 2023-07-03 08:01:12.250045693, Action: 1, Price: 194.26, Shares: 160.0, Reward: -0.19610042322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165079\n", "Step: 35, Timestamp: 2023-07-03 08:01:12.692506346, Action: 2, Price: 194.15, Shares: 160.0, Reward: -0.12678341803554585, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0164672\n", "Step: 137, Timestamp: 2023-07-03 08:06:18.408863244, Action: 1, Price: 194.07, Shares: 86.0, Reward: -0.3078421575185475, Transaction Cost: 0.18137955751853382, Slippage: 0.11000000000001364, Time Penalty: 0.0164626\n", "Step: 138, Timestamp: 2023-07-03 08:06:18.654901929, Action: 1, Price: 194.13, Shares: 63.0, Reward: -0.11044440435158248, Transaction Cost: 0.04399100435157111, Slippage: 0.05000000000001137, Time Penalty: 0.0164534\n", "Step: 139, Timestamp: 2023-07-03 08:06:26.517259528, Action: 1, Price: 194.11, Shares: 121.0, Reward: -0.11234061820429475, Transaction Cost: 0.025398218204301576, Slippage: 0.06999999999999318, Time Penalty: 0.0169424\n", "Step: 143, Timestamp: 2023-07-03 08:06:26.517259528, Action: 2, Price: 194.0, Shares: 79.0, Reward: -0.437891054106641, Transaction Cost: 0.24094865410663419, Slippage: 0.18000000000000682, Time Penalty: 0.0169424\n", "Step: 147, Timestamp: 2023-07-03 08:06:38.329620530, Action: 2, Price: 194.07, Shares: 172.0, Reward: -0.04185891820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164607\n", "Step: 148, Timestamp: 2023-07-03 08:06:39.826437098, Action: 2, Price: 194.05, Shares: 19.0, Reward: -0.17855737804102545, Transaction Cost: 0.09157457804103226, Slippage: 0.06999999999999318, Time Penalty: 0.0169828\n", "Step: 158, Timestamp: 2023-07-03 08:06:43.388629770, Action: 1, Price: 194.07, Shares: 223.0, Reward: -0.041866318204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164681\n", "Step: 161, Timestamp: 2023-07-03 08:07:01.455192703, Action: 2, Price: 194.07, Shares: 114.0, Reward: -0.08372286911273545, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.0165255\n", "Step: 162, Timestamp: 2023-07-03 08:07:04.643817077, Action: 2, Price: 194.07, Shares: 109.0, Reward: -0.09367606911272636, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.0164787\n", "Step: 175, Timestamp: 2023-07-03 08:07:29.602061828, Action: 1, Price: 194.16, Shares: 192.0, Reward: -0.06041420435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0164232\n", "Step: 176, Timestamp: 2023-07-03 08:07:30.447356491, Action: 1, Price: 194.16, Shares: 250.0, Reward: -0.04187901820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164808\n", "Step: 177, Timestamp: 2023-07-03 08:07:32.687326469, Action: 2, Price: 194.16, Shares: 249.0, Reward: -0.07323174241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0164396\n", "Step: 178, Timestamp: 2023-07-03 08:07:34.737986629, Action: 2, Price: 194.16, Shares: 149.0, Reward: -0.12422051393390357, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.016465\n", "Step: 180, Timestamp: 2023-07-03 08:07:35.477451215, Action: 2, Price: 194.16, Shares: 44.0, Reward: -0.3500494560820702, Transaction Cost: 0.18314915608206453, Slippage: 0.15000000000000568, Time Penalty: 0.0169003\n", "Step: 194, Timestamp: 2023-07-03 08:07:55.827897014, Action: 1, Price: 194.07, Shares: 54.0, Reward: -0.09673021803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.016414\n", "Step: 196, Timestamp: 2023-07-03 08:08:02.523837858, Action: 2, Price: 194.14, Shares: 54.0, Reward: -0.39575784644632706, Transaction Cost: 0.35918504644634525, Slippage: 0.01999999999998181, Time Penalty: 0.0165728\n", "Step: 203, Timestamp: 2023-07-03 08:08:27.782289263, Action: 1, Price: 194.1, Shares: 201.0, Reward: -0.041846318204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164481\n", "Step: 204, Timestamp: 2023-07-03 08:08:35.298678941, Action: 2, Price: 194.07, Shares: 195.0, Reward: -0.07208021820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.016682\n", "Step: 205, Timestamp: 2023-07-03 08:08:35.298678941, Action: 2, Price: 194.06, Shares: 6.0, Reward: -0.1745262139338865, Transaction Cost: 0.10775551393390358, Slippage: 0.04999999999998295, Time Penalty: 0.0167707\n", "Step: 209, Timestamp: 2023-07-03 08:08:35.299423264, Action: 1, Price: 194.04, Shares: 153.0, Reward: -0.15708691803554697, Transaction Cost: 0.08031621803554471, Slippage: 0.060000000000002274, Time Penalty: 0.0167707\n", "Step: 210, Timestamp: 2023-07-03 08:08:35.299423264, Action: 2, Price: 194.03, Shares: 145.0, Reward: -0.14356284241218414, Transaction Cost: 0.056792142412190966, Slippage: 0.06999999999999318, Time Penalty: 0.0167707\n", "Step: 211, Timestamp: 2023-07-03 08:08:43.196226286, Action: 2, Price: 194.09, Shares: 8.0, Reward: -0.13698861803553675, Transaction Cost: 0.08031621803554471, Slippage: 0.03999999999999204, Time Penalty: 0.0166724\n", "Step: 215, Timestamp: 2023-07-03 08:08:53.343838795, Action: 1, Price: 194.07, Shares: 140.0, Reward: -0.17864541305471446, Transaction Cost: 0.13197301305471332, Slippage: 0.030000000000001137, Time Penalty: 0.0166724\n", "Step: 216, Timestamp: 2023-07-03 08:08:54.262741699, Action: 2, Price: 194.05, Shares: 140.0, Reward: -0.3204599820429987, Transaction Cost: 0.25398218204301576, Slippage: 0.04999999999998295, Time Penalty: 0.0164778\n", "Step: 217, Timestamp: 2023-07-03 08:09:08.750322440, Action: 1, Price: 194.05, Shares: 243.0, Reward: -0.14678441803552766, Transaction Cost: 0.08031621803554471, Slippage: 0.04999999999998295, Time Penalty: 0.0164682\n", "Step: 219, Timestamp: 2023-07-03 08:09:23.513448135, Action: 1, Price: 194.1, Shares: 163.0, Reward: -0.285285699905633, Transaction Cost: 0.24885069990562278, Slippage: 0.020000000000010232, Time Penalty: 0.016435\n", "Step: 221, Timestamp: 2023-07-03 08:09:28.098380390, Action: 2, Price: 194.01, Shares: 110.0, Reward: -0.13676211803556518, Transaction Cost: 0.08031621803554471, Slippage: 0.040000000000020464, Time Penalty: 0.0164459\n", "Step: 223, Timestamp: 2023-07-03 08:09:44.674267162, Action: 2, Price: 194.0, Shares: 245.0, Reward: -0.49754065573566464, Transaction Cost: 0.4507736557356635, Slippage: 0.030000000000001137, Time Penalty: 0.016767\n", "Step: 224, Timestamp: 2023-07-03 08:09:44.674267162, Action: 1, Price: 194.0, Shares: 196.0, Reward: -0.1139643691127366, Transaction Cost: 0.06719736911273545, Slippage: 0.030000000000001137, Time Penalty: 0.016767\n", "Step: 225, Timestamp: 2023-07-03 08:09:44.674267162, Action: 2, Price: 194.0, Shares: 185.0, Reward: -0.09756343640860429, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.016767\n", "Step: 226, Timestamp: 2023-07-03 08:09:44.674267162, Action: 2, Price: 194.0, Shares: 62.0, Reward: -0.08237731820429361, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0169791\n", "Step: 245, Timestamp: 2023-07-03 08:10:23.350394016, Action: 1, Price: 193.96, Shares: 229.0, Reward: -0.14855367804102432, Transaction Cost: 0.09157457804103226, Slippage: 0.03999999999999204, Time Penalty: 0.0169791\n", "Step: 246, Timestamp: 2023-07-03 08:10:24.065359402, Action: 2, Price: 193.98, Shares: 99.0, Reward: -0.08049330435158134, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0165023\n", "Step: 248, Timestamp: 2023-07-03 08:10:35.266623411, Action: 2, Price: 193.97, Shares: 130.0, Reward: -0.13695051803553676, Transaction Cost: 0.08031621803554471, Slippage: 0.03999999999999204, Time Penalty: 0.0166343\n", "Step: 286, Timestamp: 2023-07-03 08:11:53.827974700, Action: 1, Price: 194.13, Shares: 117.0, Reward: -0.18574607030934442, Transaction Cost: 0.13911177030934327, Slippage: 0.030000000000001137, Time Penalty: 0.0166343\n", "Step: 288, Timestamp: 2023-07-03 08:12:20.534334413, Action: 2, Price: 194.1, Shares: 107.0, Reward: -0.07720383640862248, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.0164074\n", "Step: 289, Timestamp: 2023-07-03 08:12:25.584954214, Action: 1, Price: 194.09, Shares: 101.0, Reward: -0.0620037182043118, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0166055\n", "Step: 290, Timestamp: 2023-07-03 08:12:25.584954214, Action: 2, Price: 194.09, Shares: 68.0, Reward: -0.0620037182043118, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0166055\n", "Step: 291, Timestamp: 2023-07-03 08:12:25.584954214, Action: 2, Price: 194.09, Shares: 43.0, Reward: -0.08059650435158133, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0166055\n", "Step: 296, Timestamp: 2023-07-03 08:13:29.552902527, Action: 1, Price: 194.11, Shares: 101.0, Reward: -0.24073498961120618, Transaction Cost: 0.22431098961120619, Slippage: 0.0, Time Penalty: 0.016424\n", "Step: 297, Timestamp: 2023-07-03 08:13:30.034845490, Action: 1, Price: 194.11, Shares: 249.0, Reward: -0.06047120435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0164802\n", "Step: 299, Timestamp: 2023-07-03 08:13:36.245226028, Action: 2, Price: 194.09, Shares: 174.0, Reward: -0.062137518204311806, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0167393\n", "Step: 300, Timestamp: 2023-07-03 08:13:36.245226028, Action: 2, Price: 194.09, Shares: 146.0, Reward: -0.21633182322318284, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0167393\n", "Step: 301, Timestamp: 2023-07-03 08:13:36.245226028, Action: 2, Price: 194.09, Shares: 30.0, Reward: -0.09895197497641592, Transaction Cost: 0.062212674976405695, Slippage: 0.020000000000010232, Time Penalty: 0.0167393\n", "Step: 307, Timestamp: 2023-07-03 08:13:54.998109423, Action: 1, Price: 194.05, Shares: 121.0, Reward: -0.2563220232231749, Transaction Cost: 0.17959252322317262, Slippage: 0.060000000000002274, Time Penalty: 0.0167295\n", "Step: 310, Timestamp: 2023-07-03 08:14:13.810494734, Action: 2, Price: 194.11, Shares: 121.0, Reward: -0.26669442322316583, Transaction Cost: 0.17959252322317262, Slippage: 0.06999999999999318, Time Penalty: 0.0171019\n", "Step: 319, Timestamp: 2023-07-03 08:14:27.759016393, Action: 1, Price: 194.02, Shares: 237.0, Reward: -0.35108408204299985, Transaction Cost: 0.25398218204301576, Slippage: 0.07999999999998408, Time Penalty: 0.0171019\n", "Step: 320, Timestamp: 2023-07-03 08:14:27.759016393, Action: 2, Price: 194.02, Shares: 190.0, Reward: -0.17741811803552882, Transaction Cost: 0.08031621803554471, Slippage: 0.07999999999998408, Time Penalty: 0.0171019\n", "Step: 321, Timestamp: 2023-07-03 08:14:27.759016393, Action: 2, Price: 194.01, Shares: 47.0, Reward: -0.10870710928925087, Transaction Cost: 0.07183700928926906, Slippage: 0.01999999999998181, Time Penalty: 0.0168701\n", "Step: 333, Timestamp: 2023-07-03 08:15:02.866333162, Action: 1, Price: 194.04, Shares: 100.0, Reward: -0.12117123635882071, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.0164517\n", "Step: 335, Timestamp: 2023-07-03 08:15:34.818372344, Action: 2, Price: 194.05, Shares: 64.0, Reward: -0.16487497612858498, Transaction Cost: 0.09836687612860205, Slippage: 0.04999999999998295, Time Penalty: 0.0165081\n", "Step: 337, Timestamp: 2023-07-03 08:15:48.500381446, Action: 1, Price: 194.05, Shares: 199.0, Reward: -0.4256459464463282, Transaction Cost: 0.35918504644634525, Slippage: 0.04999999999998295, Time Penalty: 0.0164609\n", "Step: 339, Timestamp: 2023-07-03 08:16:05.159436941, Action: 1, Price: 194.03, Shares: 99.0, Reward: -0.2662979232231658, Transaction Cost: 0.17959252322317262, Slippage: 0.06999999999999318, Time Penalty: 0.0167054\n", "Step: 341, Timestamp: 2023-07-03 08:16:12.491633984, Action: 2, Price: 194.05, Shares: 158.0, Reward: -0.12865867497638864, Transaction Cost: 0.062212674976405695, Slippage: 0.04999999999998295, Time Penalty: 0.016446\n", "Step: 342, Timestamp: 2023-07-03 08:16:13.914513303, Action: 2, Price: 194.02, Shares: 69.0, Reward: -0.2998780456343967, Transaction Cost: 0.2031857456344126, Slippage: 0.07999999999998408, Time Penalty: 0.0166923\n", "Step: 343, Timestamp: 2023-07-03 08:16:13.914513303, Action: 2, Price: 194.02, Shares: 107.0, Reward: -0.1770085180355288, Transaction Cost: 0.08031621803554471, Slippage: 0.07999999999998408, Time Penalty: 0.0166923\n", "Step: 346, Timestamp: 2023-07-03 08:16:13.914513303, Action: 1, Price: 194.02, Shares: 55.0, Reward: -0.35106448204299984, Transaction Cost: 0.25398218204301576, Slippage: 0.07999999999998408, Time Penalty: 0.0170823\n", "Step: 347, Timestamp: 2023-07-03 08:16:13.914513303, Action: 2, Price: 194.02, Shares: 55.0, Reward: -0.1773985180355288, Transaction Cost: 0.08031621803554471, Slippage: 0.07999999999998408, Time Penalty: 0.0170823\n", "Step: 350, Timestamp: 2023-07-03 08:16:13.914513303, Action: 1, Price: 194.02, Shares: 233.0, Reward: -0.1773985180355288, Transaction Cost: 0.08031621803554471, Slippage: 0.07999999999998408, Time Penalty: 0.0170823\n", "Step: 353, Timestamp: 2023-07-03 08:16:27.882453290, Action: 2, Price: 194.01, Shares: 163.0, Reward: -0.06265730464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0167388\n", "Step: 358, Timestamp: 2023-07-03 08:16:27.882453290, Action: 2, Price: 194.0, Shares: 70.0, Reward: -0.09224441820431295, Transaction Cost: 0.025398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0168462\n", "Step: 364, Timestamp: 2023-07-03 08:16:34.421319166, Action: 1, Price: 193.97, Shares: 104.0, Reward: -0.09224441820431295, Transaction Cost: 0.025398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0168462\n", "Step: 369, Timestamp: 2023-07-03 08:16:43.264965245, Action: 2, Price: 193.94, Shares: 104.0, Reward: -0.11244491820429475, Transaction Cost: 0.025398218204301576, Slippage: 0.06999999999999318, Time Penalty: 0.0170467\n", "Step: 370, Timestamp: 2023-07-03 08:16:43.264965245, Action: 1, Price: 193.93, Shares: 122.0, Reward: -0.12244491820428566, Transaction Cost: 0.025398218204301576, Slippage: 0.07999999999998408, Time Penalty: 0.0170467\n", "Step: 372, Timestamp: 2023-07-03 08:16:43.264965245, Action: 2, Price: 193.91, Shares: 122.0, Reward: -0.06190541820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0165072\n", "Step: 379, Timestamp: 2023-07-03 08:17:13.876550409, Action: 1, Price: 194.02, Shares: 145.0, Reward: -0.2679491325124417, Transaction Cost: 0.25142953251244166, Slippage: 0.0, Time Penalty: 0.0165196\n", "Step: 380, Timestamp: 2023-07-03 08:17:20.959388580, Action: 2, Price: 193.9, Shares: 145.0, Reward: -0.052366018204292486, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0169678\n", "Step: 389, Timestamp: 2023-07-03 08:17:25.912153251, Action: 1, Price: 193.9, Shares: 112.0, Reward: -0.10684831803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0165321\n", "Step: 391, Timestamp: 2023-07-03 08:17:29.577495606, Action: 2, Price: 193.89, Shares: 57.0, Reward: -0.06192421820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.016526\n", "Step: 392, Timestamp: 2023-07-03 08:17:33.863491286, Action: 2, Price: 193.85, Shares: 55.0, Reward: -0.09243820464462657, Transaction Cost: 0.03591850464463453, Slippage: 0.03999999999999204, Time Penalty: 0.0165197\n", "Step: 395, Timestamp: 2023-07-03 08:17:47.816930682, Action: 1, Price: 193.88, Shares: 221.0, Reward: -0.10680691803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0164907\n", "Step: 396, Timestamp: 2023-07-03 08:17:48.329696447, Action: 2, Price: 193.88, Shares: 186.0, Reward: -0.10676671803553561, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0164505\n", "Step: 397, Timestamp: 2023-07-03 08:17:54.774687334, Action: 2, Price: 193.9, Shares: 35.0, Reward: -0.27043958204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164574\n", "Step: 408, Timestamp: 2023-07-03 08:19:37.914899610, Action: 1, Price: 193.82, Shares: 96.0, Reward: -0.3004603820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0164782\n", "Step: 410, Timestamp: 2023-07-03 08:20:12.662344247, Action: 2, Price: 193.83, Shares: 96.0, Reward: -0.2330942545014985, Transaction Cost: 0.16654725450151556, Slippage: 0.04999999999998295, Time Penalty: 0.016547\n", "Step: 424, Timestamp: 2023-07-03 08:21:16.742075233, Action: 1, Price: 193.82, Shares: 104.0, Reward: -0.16080406012724469, Transaction Cost: 0.08423636012724241, Slippage: 0.060000000000002274, Time Penalty: 0.0165677\n", "Step: 425, Timestamp: 2023-07-03 08:21:18.206205953, Action: 2, Price: 193.82, Shares: 104.0, Reward: -0.07318814241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.016396\n", "Step: 461, Timestamp: 2023-07-03 08:22:37.058940039, Action: 1, Price: 193.84, Shares: 93.0, Reward: -0.5943857241219005, Transaction Cost: 0.5679214241219096, Slippage: 0.009999999999990905, Time Penalty: 0.0164643\n", "Step: 464, Timestamp: 2023-07-03 08:23:16.384196725, Action: 2, Price: 193.78, Shares: 93.0, Reward: -0.07215921820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.016761\n", "Step: 471, Timestamp: 2023-07-03 08:24:45.289544720, Action: 1, Price: 193.77, Shares: 130.0, Reward: -0.11395836911273659, Transaction Cost: 0.06719736911273545, Slippage: 0.030000000000001137, Time Penalty: 0.016761\n", "Step: 472, Timestamp: 2023-07-03 08:25:10.406070845, Action: 2, Price: 193.8, Shares: 130.0, Reward: -0.07255401820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0171558\n", "Step: 479, Timestamp: 2023-07-03 08:25:38.346434624, Action: 1, Price: 193.77, Shares: 154.0, Reward: -0.2137030545015167, Transaction Cost: 0.16654725450151556, Slippage: 0.030000000000001137, Time Penalty: 0.0171558\n", "Step: 481, Timestamp: 2023-07-03 08:25:38.346434624, Action: 2, Price: 193.76, Shares: 117.0, Reward: -0.10114680435159157, Transaction Cost: 0.04399100435157111, Slippage: 0.040000000000020464, Time Penalty: 0.0171558\n", "Step: 482, Timestamp: 2023-07-03 08:25:48.132483533, Action: 2, Price: 193.76, Shares: 37.0, Reward: -0.060654404351571115, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0166634\n", "Step: 507, Timestamp: 2023-07-03 08:28:18.741968789, Action: 1, Price: 193.78, Shares: 75.0, Reward: -0.04185871820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164605\n", "Step: 508, Timestamp: 2023-07-03 08:28:41.168657744, Action: 2, Price: 193.76, Shares: 55.0, Reward: -0.08117740435158136, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0171864\n", "Step: 509, Timestamp: 2023-07-03 08:28:41.168657744, Action: 2, Price: 193.75, Shares: 20.0, Reward: -0.13364696911274682, Transaction Cost: 0.06719736911273545, Slippage: 0.05000000000001137, Time Penalty: 0.0164496\n", "Step: 519, Timestamp: 2023-07-03 08:29:42.783672090, Action: 1, Price: 193.73, Shares: 238.0, Reward: -0.17162453635883207, Transaction Cost: 0.10471953635882071, Slippage: 0.05000000000001137, Time Penalty: 0.016905\n", "Step: 520, Timestamp: 2023-07-03 08:29:42.783672090, Action: 2, Price: 193.73, Shares: 145.0, Reward: -0.09230321820431295, Transaction Cost: 0.025398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.016905\n", "Step: 522, Timestamp: 2023-07-03 08:29:42.783672090, Action: 1, Price: 193.72, Shares: 57.0, Reward: -0.10230321820430385, Transaction Cost: 0.025398218204301576, Slippage: 0.060000000000002274, Time Penalty: 0.016905\n", "Step: 523, Timestamp: 2023-07-03 08:29:42.783672090, Action: 2, Price: 193.72, Shares: 150.0, Reward: -0.1731134319490582, Transaction Cost: 0.15656513194905822, Slippage: 0.0, Time Penalty: 0.0165483\n", "Step: 529, Timestamp: 2023-07-03 08:30:58.498786972, Action: 1, Price: 193.76, Shares: 117.0, Reward: -0.1448168761286032, Transaction Cost: 0.09836687612860205, Slippage: 0.030000000000001137, Time Penalty: 0.01645\n", "Step: 531, Timestamp: 2023-07-03 08:31:34.440580231, Action: 2, Price: 193.76, Shares: 117.0, Reward: -0.21632062322315443, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0167281\n", "Step: 534, Timestamp: 2023-07-03 08:31:39.554299736, Action: 1, Price: 193.78, Shares: 150.0, Reward: -0.10683771803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0165215\n", "Step: 535, Timestamp: 2023-07-03 08:31:39.554299736, Action: 2, Price: 193.79, Shares: 150.0, Reward: -0.05193821820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.01654\n", "Step: 538, Timestamp: 2023-07-03 08:31:48.417944485, Action: 1, Price: 193.77, Shares: 243.0, Reward: -0.11273465461288654, Transaction Cost: 0.07619465461290473, Slippage: 0.01999999999998181, Time Penalty: 0.01654\n", "Step: 539, Timestamp: 2023-07-03 08:31:53.103271413, Action: 1, Price: 193.79, Shares: 127.0, Reward: -0.19783795751853384, Transaction Cost: 0.18137955751853382, Slippage: 0.0, Time Penalty: 0.0164584\n", "Step: 540, Timestamp: 2023-07-03 08:31:59.514866138, Action: 2, Price: 193.79, Shares: 161.0, Reward: -0.19790485751853382, Transaction Cost: 0.18137955751853382, Slippage: 0.0, Time Penalty: 0.0165253\n", "Step: 542, Timestamp: 2023-07-03 08:31:59.731725458, Action: 2, Price: 193.76, Shares: 178.0, Reward: -0.12711731803554585, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0168011\n", "Step: 545, Timestamp: 2023-07-03 08:32:05.234260334, Action: 2, Price: 193.76, Shares: 31.0, Reward: -0.09720393640860428, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0164075\n", "Step: 554, Timestamp: 2023-07-03 08:33:23.564095886, Action: 1, Price: 193.82, Shares: 118.0, Reward: -0.10912597497640683, Transaction Cost: 0.062212674976405695, Slippage: 0.030000000000001137, Time Penalty: 0.0169133\n", "Step: 556, Timestamp: 2023-07-03 08:33:23.564095886, Action: 2, Price: 193.85, Shares: 118.0, Reward: -0.09722951803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0169133\n", "Step: 558, Timestamp: 2023-07-03 08:33:23.564095886, Action: 1, Price: 193.86, Shares: 164.0, Reward: -0.20470082743010193, Transaction Cost: 0.17778752743011103, Slippage: 0.009999999999990905, Time Penalty: 0.0169133\n", "Step: 560, Timestamp: 2023-07-03 08:33:50.507869604, Action: 2, Price: 193.84, Shares: 164.0, Reward: -0.14421931393388537, Transaction Cost: 0.10775551393390358, Slippage: 0.01999999999998181, Time Penalty: 0.0164638\n", "Step: 569, Timestamp: 2023-07-03 08:34:43.834857018, Action: 1, Price: 193.86, Shares: 112.0, Reward: -0.15008528482436373, Transaction Cost: 0.11358428482438193, Slippage: 0.01999999999998181, Time Penalty: 0.016501\n", "Step: 570, Timestamp: 2023-07-03 08:34:44.040774308, Action: 2, Price: 193.83, Shares: 58.0, Reward: -0.09197151820428452, Transaction Cost: 0.025398218204301576, Slippage: 0.04999999999998295, Time Penalty: 0.0165733\n", "Step: 572, Timestamp: 2023-07-03 08:35:24.829128484, Action: 1, Price: 193.85, Shares: 210.0, Reward: -0.09675601803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0164398\n", "Step: 573, Timestamp: 2023-07-03 08:35:27.128370539, Action: 2, Price: 193.85, Shares: 136.0, Reward: -0.041853518204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164553\n", "Step: 574, Timestamp: 2023-07-03 08:35:46.001247295, Action: 2, Price: 193.85, Shares: 61.0, Reward: -0.17921264657157165, Transaction Cost: 0.16262794657157165, Slippage: 0.0, Time Penalty: 0.0165847\n", "Step: 575, Timestamp: 2023-07-03 08:35:46.001247295, Action: 2, Price: 193.85, Shares: 54.0, Reward: -0.0787973749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0165847\n", "Step: 580, Timestamp: 2023-07-03 08:35:59.803858966, Action: 2, Price: 193.83, Shares: 13.0, Reward: -0.19296985450150647, Transaction Cost: 0.16654725450151556, Slippage: 0.009999999999990905, Time Penalty: 0.0164226\n", "Step: 605, Timestamp: 2023-07-03 08:38:16.388548412, Action: 1, Price: 193.81, Shares: 88.0, Reward: -0.05223261820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0168344\n", "Step: 608, Timestamp: 2023-07-03 08:38:16.388548412, Action: 2, Price: 193.79, Shares: 88.0, Reward: -0.06724393640860316, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.0164475\n", "Step: 613, Timestamp: 2023-07-03 08:39:01.583174339, Action: 1, Price: 193.78, Shares: 75.0, Reward: -0.1887104968449926, Transaction Cost: 0.1722590968449926, Slippage: 0.0, Time Penalty: 0.0164514\n", "Step: 614, Timestamp: 2023-07-03 08:39:02.500669010, Action: 2, Price: 193.79, Shares: 75.0, Reward: -0.5165469435157133, Transaction Cost: 0.43991004351571106, Slippage: 0.060000000000002274, Time Penalty: 0.0166369\n", "Step: 623, Timestamp: 2023-07-03 08:39:44.663825099, Action: 1, Price: 193.74, Shares: 206.0, Reward: -0.15695311803554698, Transaction Cost: 0.08031621803554471, Slippage: 0.060000000000002274, Time Penalty: 0.0166369\n", "Step: 624, Timestamp: 2023-07-03 08:39:44.663825099, Action: 2, Price: 193.74, Shares: 81.0, Reward: -0.15695311803554698, Transaction Cost: 0.08031621803554471, Slippage: 0.060000000000002274, Time Penalty: 0.0166369\n", "Step: 628, Timestamp: 2023-07-03 08:39:59.122781697, Action: 2, Price: 193.79, Shares: 91.0, Reward: -0.07049540435159043, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.0165044\n", "Step: 629, Timestamp: 2023-07-03 08:40:18.503900490, Action: 2, Price: 193.79, Shares: 34.0, Reward: -0.09211451820431295, Transaction Cost: 0.025398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0167163\n", "Step: 641, Timestamp: 2023-07-03 08:42:18.788148605, Action: 1, Price: 193.74, Shares: 208.0, Reward: -0.24119458151058948, Transaction Cost: 0.20476698151060765, Slippage: 0.01999999999998181, Time Penalty: 0.0164276\n", "Step: 642, Timestamp: 2023-07-03 08:42:21.574282065, Action: 2, Price: 193.74, Shares: 87.0, Reward: -0.33165862838578797, Transaction Cost: 0.29510062838580614, Slippage: 0.01999999999998181, Time Penalty: 0.016558\n", "Step: 645, Timestamp: 2023-07-03 08:43:22.001047613, Action: 2, Price: 193.76, Shares: 103.0, Reward: -0.08191221820432204, Transaction Cost: 0.025398218204301576, Slippage: 0.040000000000020464, Time Penalty: 0.016514\n", "Step: 647, Timestamp: 2023-07-03 08:43:45.358663537, Action: 2, Price: 193.76, Shares: 18.0, Reward: -0.08186471820432203, Transaction Cost: 0.025398218204301576, Slippage: 0.040000000000020464, Time Penalty: 0.0164665\n", "Step: 648, Timestamp: 2023-07-03 08:43:54.182072346, Action: 1, Price: 193.76, Shares: 199.0, Reward: -0.1550062761286225, Transaction Cost: 0.09836687612860205, Slippage: 0.040000000000020464, Time Penalty: 0.0166394\n", "Step: 650, Timestamp: 2023-07-03 08:44:23.658106968, Action: 2, Price: 193.8, Shares: 199.0, Reward: -0.29414880956191186, Transaction Cost: 0.2475512095619107, Slippage: 0.030000000000001137, Time Penalty: 0.0165976\n", "Step: 662, Timestamp: 2023-07-03 08:45:10.778573412, Action: 1, Price: 193.82, Shares: 100.0, Reward: -0.10801077804103226, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.0164362\n", "Step: 663, Timestamp: 2023-07-03 08:45:15.379082918, Action: 2, Price: 193.8, Shares: 100.0, Reward: -0.061840018204283385, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0164418\n", "Step: 677, Timestamp: 2023-07-03 08:47:49.817877973, Action: 1, Price: 193.78, Shares: 173.0, Reward: -0.170341184824374, Transaction Cost: 0.11358428482438193, Slippage: 0.03999999999999204, Time Penalty: 0.0167569\n", "Step: 683, Timestamp: 2023-07-03 08:48:37.565117559, Action: 1, Price: 193.8, Shares: 166.0, Reward: -0.06726563640860315, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.0164692\n", "Step: 684, Timestamp: 2023-07-03 08:48:41.844135161, Action: 1, Price: 193.8, Shares: 193.0, Reward: -0.09671681803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0164006\n", "Step: 685, Timestamp: 2023-07-03 08:48:44.098418644, Action: 2, Price: 193.79, Shares: 97.0, Reward: -0.4056327464463464, Transaction Cost: 0.35918504644634525, Slippage: 0.030000000000001137, Time Penalty: 0.0164477\n", "Step: 686, Timestamp: 2023-07-03 08:49:07.384654721, Action: 2, Price: 193.81, Shares: 194.0, Reward: -0.13119193635881163, Transaction Cost: 0.10471953635882071, Slippage: 0.009999999999990905, Time Penalty: 0.0164724\n", "Step: 691, Timestamp: 2023-07-03 08:50:49.558331490, Action: 2, Price: 193.8, Shares: 54.0, Reward: -0.07327894241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0164868\n", "Step: 694, Timestamp: 2023-07-03 08:51:13.239748934, Action: 1, Price: 193.8, Shares: 161.0, Reward: -0.1182249728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.0166321\n", "Step: 695, Timestamp: 2023-07-03 08:51:39.677978705, Action: 2, Price: 193.8, Shares: 224.0, Reward: -0.24077728961120617, Transaction Cost: 0.22431098961120619, Slippage: 0.0, Time Penalty: 0.0164663\n", "Step: 696, Timestamp: 2023-07-03 08:51:42.376164006, Action: 1, Price: 193.8, Shares: 201.0, Reward: -0.05239040464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164719\n", "Step: 698, Timestamp: 2023-07-03 08:52:01.616803107, Action: 1, Price: 193.79, Shares: 225.0, Reward: -0.06254480464465385, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0166263\n", "Step: 699, Timestamp: 2023-07-03 08:52:01.616803107, Action: 1, Price: 193.79, Shares: 81.0, Reward: -0.18523812184876845, Transaction Cost: 0.1586118218487491, Slippage: 0.010000000000019327, Time Penalty: 0.0166263\n", "Step: 700, Timestamp: 2023-07-03 08:52:09.903200926, Action: 1, Price: 193.8, Shares: 197.0, Reward: -0.06731523640860315, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.0165188\n", "Step: 702, Timestamp: 2023-07-03 08:52:17.484259624, Action: 2, Price: 193.81, Shares: 146.0, Reward: -0.13485497612861228, Transaction Cost: 0.09836687612860205, Slippage: 0.020000000000010232, Time Penalty: 0.0164881\n", "Step: 703, Timestamp: 2023-07-03 08:52:29.229890047, Action: 1, Price: 193.82, Shares: 116.0, Reward: -0.10692451803556405, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.0166083\n", "Step: 704, Timestamp: 2023-07-03 08:52:29.229890047, Action: 2, Price: 193.82, Shares: 123.0, Reward: -0.08340044241221028, Transaction Cost: 0.056792142412190966, Slippage: 0.010000000000019327, Time Penalty: 0.0166083\n", "Step: 706, Timestamp: 2023-07-03 08:52:31.750577660, Action: 2, Price: 193.8, Shares: 71.0, Reward: -0.22780985751853494, Transaction Cost: 0.18137955751853382, Slippage: 0.030000000000001137, Time Penalty: 0.0164303\n", "Step: 708, Timestamp: 2023-07-03 08:53:17.307160511, Action: 2, Price: 193.81, Shares: 193.0, Reward: -0.11481647612860205, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.0164496\n", "Step: 709, Timestamp: 2023-07-03 08:53:39.720170118, Action: 2, Price: 193.81, Shares: 180.0, Reward: -0.2507389018705839, Transaction Cost: 0.2341600018705839, Slippage: 0.0, Time Penalty: 0.0165789\n", "Step: 710, Timestamp: 2023-07-03 08:53:39.720170118, Action: 2, Price: 193.81, Shares: 82.0, Reward: -0.27056108204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165789\n", "Step: 711, Timestamp: 2023-07-03 08:53:47.537888507, Action: 2, Price: 193.8, Shares: 149.0, Reward: -0.2665272232231658, Transaction Cost: 0.17959252322317262, Slippage: 0.06999999999999318, Time Penalty: 0.0169347\n", "Step: 734, Timestamp: 2023-07-03 08:56:05.489716639, Action: 1, Price: 193.77, Shares: 144.0, Reward: -0.1671617664985377, Transaction Cost: 0.11070826649854565, Slippage: 0.03999999999999204, Time Penalty: 0.0164535\n", "Step: 736, Timestamp: 2023-07-03 08:56:09.195364308, Action: 1, Price: 193.77, Shares: 169.0, Reward: -0.31042848204300777, Transaction Cost: 0.25398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0164463\n", "Step: 738, Timestamp: 2023-07-03 08:56:22.856688513, Action: 2, Price: 193.78, Shares: 102.0, Reward: -0.061835818204311804, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164376\n", "Step: 739, Timestamp: 2023-07-03 08:56:50.581338347, Action: 2, Price: 193.78, Shares: 163.0, Reward: -0.04202191820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0166237\n", "Step: 740, Timestamp: 2023-07-03 08:56:50.581338347, Action: 2, Price: 193.8, Shares: 48.0, Reward: -0.22643282322317376, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0168403\n", "Step: 751, Timestamp: 2023-07-03 08:57:39.253074375, Action: 1, Price: 193.76, Shares: 73.0, Reward: -0.07223851820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0168403\n", "Step: 752, Timestamp: 2023-07-03 08:57:39.253074375, Action: 2, Price: 193.74, Shares: 73.0, Reward: -0.14446526911273772, Transaction Cost: 0.06719736911273545, Slippage: 0.060000000000002274, Time Penalty: 0.0172679\n", "Step: 755, Timestamp: 2023-07-03 08:57:39.253074375, Action: 1, Price: 193.73, Shares: 214.0, Reward: -0.10266611820430385, Transaction Cost: 0.025398218204301576, Slippage: 0.060000000000002274, Time Penalty: 0.0172679\n", "Step: 756, Timestamp: 2023-07-03 08:57:39.253074375, Action: 2, Price: 193.73, Shares: 151.0, Reward: -0.10266611820430385, Transaction Cost: 0.025398218204301576, Slippage: 0.060000000000002274, Time Penalty: 0.0172679\n", "Step: 757, Timestamp: 2023-07-03 08:57:39.253074375, Action: 2, Price: 193.72, Shares: 58.0, Reward: -0.20365715743821053, Transaction Cost: 0.11638925743821735, Slippage: 0.06999999999999318, Time Penalty: 0.0172679\n", "Step: 758, Timestamp: 2023-07-03 08:57:39.407638669, Action: 2, Price: 193.72, Shares: 5.0, Reward: -0.04184091820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164427\n", "Step: 784, Timestamp: 2023-07-03 09:01:13.020704370, Action: 1, Price: 193.74, Shares: 129.0, Reward: -0.05233330464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164148\n", "Step: 786, Timestamp: 2023-07-03 09:01:14.016822523, Action: 2, Price: 193.74, Shares: 129.0, Reward: -0.09261380464462657, Transaction Cost: 0.03591850464463453, Slippage: 0.03999999999999204, Time Penalty: 0.0166953\n", "Step: 825, Timestamp: 2023-07-03 09:08:08.473492163, Action: 1, Price: 193.7, Shares: 85.0, Reward: -0.0523229182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0169247\n", "Step: 827, Timestamp: 2023-07-03 09:08:08.473492163, Action: 1, Price: 193.7, Shares: 157.0, Reward: -0.0523229182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0169247\n", "Step: 830, Timestamp: 2023-07-03 09:08:08.473492163, Action: 2, Price: 193.7, Shares: 154.0, Reward: -0.0523229182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0169247\n", "Step: 831, Timestamp: 2023-07-03 09:08:08.473512361, Action: 2, Price: 193.7, Shares: 88.0, Reward: -0.052342318204320906, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0169441\n", "Step: 835, Timestamp: 2023-07-03 09:08:08.473512361, Action: 1, Price: 193.7, Shares: 145.0, Reward: -0.06286260464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0169441\n", "Step: 837, Timestamp: 2023-07-03 09:08:08.473667274, Action: 2, Price: 193.7, Shares: 145.0, Reward: -0.22644517012656007, Transaction Cost: 0.19998577012654073, Slippage: 0.010000000000019327, Time Penalty: 0.0164594\n", "Step: 842, Timestamp: 2023-07-03 09:08:08.474097984, Action: 1, Price: 193.7, Shares: 105.0, Reward: -0.28044408204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164619\n", "Step: 844, Timestamp: 2023-07-03 09:08:10.049228948, Action: 2, Price: 193.69, Shares: 105.0, Reward: -0.11708291803555494, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0167667\n", "Step: 845, Timestamp: 2023-07-03 09:08:10.049228948, Action: 1, Price: 193.69, Shares: 243.0, Reward: -0.07268520464464476, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0167667\n", "Step: 846, Timestamp: 2023-07-03 09:08:10.049228948, Action: 2, Price: 193.69, Shares: 184.0, Reward: -0.0621649182043118, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0167667\n", "Step: 847, Timestamp: 2023-07-03 09:08:10.462553664, Action: 2, Price: 193.69, Shares: 59.0, Reward: -0.13292445743821735, Transaction Cost: 0.11638925743821735, Slippage: 0.0, Time Penalty: 0.0165352\n", "Step: 850, Timestamp: 2023-07-03 09:08:21.136328120, Action: 1, Price: 193.71, Shares: 71.0, Reward: -0.09241580464462656, Transaction Cost: 0.03591850464463453, Slippage: 0.03999999999999204, Time Penalty: 0.0164973\n", "Step: 851, Timestamp: 2023-07-03 09:09:30.735278425, Action: 2, Price: 193.71, Shares: 71.0, Reward: -0.04192921820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.016531\n", "Step: 879, Timestamp: 2023-07-03 09:11:47.705096276, Action: 1, Price: 193.8, Shares: 228.0, Reward: -0.09268335461290472, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.0164887\n", "Step: 880, Timestamp: 2023-07-03 09:11:52.262867095, Action: 2, Price: 193.8, Shares: 75.0, Reward: -0.041875218204301574, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.016477\n", "Step: 881, Timestamp: 2023-07-03 09:11:57.212632904, Action: 2, Price: 193.82, Shares: 153.0, Reward: -0.0518841182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164859\n", "Step: 882, Timestamp: 2023-07-03 09:12:11.465689588, Action: 1, Price: 193.81, Shares: 204.0, Reward: -0.20299255450152578, Transaction Cost: 0.16654725450151556, Slippage: 0.020000000000010232, Time Penalty: 0.0164453\n", "Step: 885, Timestamp: 2023-07-03 09:12:33.094328546, Action: 2, Price: 193.85, Shares: 191.0, Reward: -0.09688191803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0165657\n", "Step: 886, Timestamp: 2023-07-03 09:12:33.094328546, Action: 1, Price: 193.85, Shares: 72.0, Reward: -0.09276035461290473, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.0165657\n", "Step: 887, Timestamp: 2023-07-03 09:13:05.755173941, Action: 1, Price: 193.84, Shares: 117.0, Reward: -0.05184551820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164473\n", "Step: 890, Timestamp: 2023-07-03 09:14:07.692502759, Action: 2, Price: 193.81, Shares: 177.0, Reward: -0.23602462322316467, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.0164321\n", "Step: 892, Timestamp: 2023-07-03 09:14:16.440008338, Action: 2, Price: 193.8, Shares: 25.0, Reward: -0.1468118180355561, Transaction Cost: 0.08031621803554471, Slippage: 0.05000000000001137, Time Penalty: 0.0164956\n", "Step: 948, Timestamp: 2023-07-03 09:24:27.124206383, Action: 1, Price: 193.73, Shares: 157.0, Reward: -0.12213731820431409, Transaction Cost: 0.025398218204301576, Slippage: 0.0800000000000125, Time Penalty: 0.0167391\n", "Step: 949, Timestamp: 2023-07-03 09:24:27.124206383, Action: 1, Price: 193.71, Shares: 62.0, Reward: -0.1421373182042959, Transaction Cost: 0.025398218204301576, Slippage: 0.09999999999999432, Time Penalty: 0.0167391\n", "Step: 950, Timestamp: 2023-07-03 09:24:59.608953357, Action: 2, Price: 193.71, Shares: 77.0, Reward: -0.08199731820429362, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0165991\n", "Step: 951, Timestamp: 2023-07-03 09:24:59.609175978, Action: 1, Price: 193.71, Shares: 251.0, Reward: -0.06049820435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0165072\n", "Step: 954, Timestamp: 2023-07-03 09:26:38.596613423, Action: 2, Price: 193.7, Shares: 131.0, Reward: -0.3244510274301349, Transaction Cost: 0.17778752743011103, Slippage: 0.13000000000002387, Time Penalty: 0.0166635\n", "Step: 956, Timestamp: 2023-07-03 09:26:38.596613423, Action: 2, Price: 193.7, Shares: 209.0, Reward: -0.43846681117012987, Transaction Cost: 0.291803311170106, Slippage: 0.13000000000002387, Time Penalty: 0.0166635\n", "Step: 957, Timestamp: 2023-07-03 09:27:16.482374286, Action: 1, Price: 193.79, Shares: 97.0, Reward: -0.1327056546129252, Transaction Cost: 0.07619465461290473, Slippage: 0.040000000000020464, Time Penalty: 0.016511\n", "Step: 958, Timestamp: 2023-07-03 09:27:31.099657790, Action: 1, Price: 193.79, Shares: 161.0, Reward: -0.08190371820432205, Transaction Cost: 0.025398218204301576, Slippage: 0.040000000000020464, Time Penalty: 0.0165055\n", "Step: 960, Timestamp: 2023-07-03 09:28:36.845717971, Action: 2, Price: 193.76, Shares: 82.0, Reward: -0.09319194241220119, Transaction Cost: 0.056792142412190966, Slippage: 0.020000000000010232, Time Penalty: 0.0163998\n", "Step: 962, Timestamp: 2023-07-03 09:28:42.723983405, Action: 2, Price: 193.78, Shares: 217.0, Reward: -0.06728073640860316, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.0164843\n", "Step: 963, Timestamp: 2023-07-03 09:28:45.345689339, Action: 1, Price: 193.78, Shares: 86.0, Reward: -0.0790377749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0168251\n", "Step: 964, Timestamp: 2023-07-03 09:28:45.345689339, Action: 2, Price: 193.78, Shares: 98.0, Reward: -0.1227591046446277, Transaction Cost: 0.03591850464463453, Slippage: 0.06999999999999318, Time Penalty: 0.0168406\n", "Step: 972, Timestamp: 2023-07-03 09:29:09.296451346, Action: 1, Price: 193.72, Shares: 136.0, Reward: -0.11223881820429475, Transaction Cost: 0.025398218204301576, Slippage: 0.06999999999999318, Time Penalty: 0.0168406\n", "Step: 973, Timestamp: 2023-07-03 09:29:09.296451346, Action: 2, Price: 193.72, Shares: 120.0, Reward: -0.1671568180355379, Transaction Cost: 0.08031621803554471, Slippage: 0.06999999999999318, Time Penalty: 0.0168406\n", "Step: 975, Timestamp: 2023-07-03 09:29:23.051301969, Action: 2, Price: 193.72, Shares: 16.0, Reward: -0.08453226911273545, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.0173349\n", "Step: 981, Timestamp: 2023-07-03 09:30:16.768913671, Action: 1, Price: 193.79, Shares: 223.0, Reward: -0.13914047550016448, Transaction Cost: 0.12180557550016448, Slippage: 0.0, Time Penalty: 0.0173349\n", "Step: 983, Timestamp: 2023-07-03 09:30:16.768913671, Action: 2, Price: 193.79, Shares: 107.0, Reward: -0.07273311820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0173349\n", "Step: 984, Timestamp: 2023-07-03 09:30:16.768913671, Action: 1, Price: 193.79, Shares: 234.0, Reward: -0.22692742322317377, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0173349\n", "Step: 985, Timestamp: 2023-07-03 09:30:16.768913671, Action: 2, Price: 193.8, Shares: 71.0, Reward: -0.15372415743819917, Transaction Cost: 0.11638925743821735, Slippage: 0.01999999999998181, Time Penalty: 0.0173349\n", "Step: 988, Timestamp: 2023-07-03 09:31:29.483206634, Action: 2, Price: 193.79, Shares: 192.0, Reward: -0.06187481820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164766\n", "Step: 991, Timestamp: 2023-07-03 09:31:48.529075852, Action: 2, Price: 193.74, Shares: 78.0, Reward: -0.13758771803553677, Transaction Cost: 0.08031621803554471, Slippage: 0.03999999999999204, Time Penalty: 0.0172715\n", "Step: 993, Timestamp: 2023-07-03 09:31:48.529075852, Action: 2, Price: 193.71, Shares: 9.0, Reward: -0.20366075743821052, Transaction Cost: 0.11638925743821735, Slippage: 0.06999999999999318, Time Penalty: 0.0172715\n", "Step: 1001, Timestamp: 2023-07-03 09:33:35.810644027, Action: 1, Price: 193.75, Shares: 161.0, Reward: -0.041881018204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164828\n", "Step: 1003, Timestamp: 2023-07-03 09:34:12.147900824, Action: 1, Price: 193.72, Shares: 171.0, Reward: -0.12680721803554584, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.016491\n", "Step: 1004, Timestamp: 2023-07-03 09:34:12.147908013, Action: 2, Price: 193.71, Shares: 156.0, Reward: -0.13714201803553677, Transaction Cost: 0.08031621803554471, Slippage: 0.03999999999999204, Time Penalty: 0.0168258\n", "Step: 1005, Timestamp: 2023-07-03 09:34:12.147908013, Action: 1, Price: 193.7, Shares: 203.0, Reward: -0.33441263293993406, Transaction Cost: 0.2675868329399227, Slippage: 0.05000000000001137, Time Penalty: 0.0168258\n", "Step: 1007, Timestamp: 2023-07-03 09:34:12.147908013, Action: 2, Price: 193.7, Shares: 51.0, Reward: -0.09222401820431295, Transaction Cost: 0.025398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0168258\n", "Step: 1008, Timestamp: 2023-07-03 09:34:12.147908013, Action: 2, Price: 193.7, Shares: 166.0, Reward: -0.09257931820431295, Transaction Cost: 0.025398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0171811\n", "Step: 1009, Timestamp: 2023-07-03 09:34:12.147908013, Action: 2, Price: 193.7, Shares: 162.0, Reward: -0.09257931820431295, Transaction Cost: 0.025398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0171811\n", "Step: 1010, Timestamp: 2023-07-03 09:34:12.147908013, Action: 1, Price: 193.7, Shares: 94.0, Reward: -0.09257931820431295, Transaction Cost: 0.025398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0171811\n", "Step: 1012, Timestamp: 2023-07-03 09:34:12.147908013, Action: 2, Price: 193.7, Shares: 94.0, Reward: -0.08275571820429362, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0173575\n", "Step: 1037, Timestamp: 2023-07-03 09:37:28.763847951, Action: 1, Price: 193.62, Shares: 241.0, Reward: -0.08275571820429362, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0173575\n", "Step: 1038, Timestamp: 2023-07-03 09:37:28.763847951, Action: 2, Price: 193.62, Shares: 90.0, Reward: -0.13767371803553674, Transaction Cost: 0.08031621803554471, Slippage: 0.03999999999999204, Time Penalty: 0.0173575\n", "Step: 1040, Timestamp: 2023-07-03 09:37:57.888657884, Action: 2, Price: 193.62, Shares: 151.0, Reward: -0.060473004351571116, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.016482\n", "Step: 1042, Timestamp: 2023-07-03 09:38:25.342295404, Action: 1, Price: 193.62, Shares: 58.0, Reward: -0.041860018204301574, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164618\n", "Step: 1045, Timestamp: 2023-07-03 09:38:30.768434691, Action: 1, Price: 193.62, Shares: 212.0, Reward: -0.19796655751853381, Transaction Cost: 0.18137955751853382, Slippage: 0.0, Time Penalty: 0.016587\n", "Step: 1046, Timestamp: 2023-07-03 09:38:37.110706821, Action: 2, Price: 193.61, Shares: 93.0, Reward: -0.14018288482437283, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.0165986\n", "Step: 1048, Timestamp: 2023-07-03 09:38:37.111008068, Action: 2, Price: 193.6, Shares: 177.0, Reward: -0.1180768728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.016484\n", "Step: 1072, Timestamp: 2023-07-03 09:40:07.223884580, Action: 1, Price: 193.6, Shares: 172.0, Reward: -0.08723663640861339, Transaction Cost: 0.05079643640860315, Slippage: 0.020000000000010232, Time Penalty: 0.0164402\n", "Step: 1073, Timestamp: 2023-07-03 09:40:15.747666580, Action: 2, Price: 193.62, Shares: 172.0, Reward: -0.5902829324927386, Transaction Cost: 0.5535413324927283, Slippage: 0.020000000000010232, Time Penalty: 0.0167416\n", "Step: 1082, Timestamp: 2023-07-03 09:40:48.758479190, Action: 1, Price: 193.6, Shares: 187.0, Reward: -0.07266010464464476, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0167416\n", "Step: 1083, Timestamp: 2023-07-03 09:40:48.758479190, Action: 2, Price: 193.6, Shares: 179.0, Reward: -0.15032588482439216, Transaction Cost: 0.11358428482438193, Slippage: 0.020000000000010232, Time Penalty: 0.0167416\n", "Step: 1087, Timestamp: 2023-07-03 09:40:49.761934850, Action: 2, Price: 193.57, Shares: 8.0, Reward: -0.09222861820431294, Transaction Cost: 0.025398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0168304\n", "Step: 1088, Timestamp: 2023-07-03 09:40:49.761934850, Action: 1, Price: 193.57, Shares: 155.0, Reward: -0.14714661803555606, Transaction Cost: 0.08031621803554471, Slippage: 0.05000000000001137, Time Penalty: 0.0168304\n", "Step: 1095, Timestamp: 2023-07-03 09:41:09.100383307, Action: 2, Price: 193.55, Shares: 155.0, Reward: -0.08217711820429362, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0167789\n", "Step: 1099, Timestamp: 2023-07-03 09:41:17.895750669, Action: 1, Price: 193.53, Shares: 242.0, Reward: -0.2213781663836527, Transaction Cost: 0.16459926638366065, Slippage: 0.03999999999999204, Time Penalty: 0.0167789\n", "Step: 1100, Timestamp: 2023-07-03 09:41:35.793224672, Action: 2, Price: 193.5, Shares: 86.0, Reward: -0.1073240364085952, Transaction Cost: 0.05079643640860315, Slippage: 0.03999999999999204, Time Penalty: 0.0165276\n", "Step: 1101, Timestamp: 2023-07-03 09:41:37.214602140, Action: 2, Price: 193.5, Shares: 144.0, Reward: -0.09235340464462657, Transaction Cost: 0.03591850464463453, Slippage: 0.03999999999999204, Time Penalty: 0.0164349\n", "Step: 1102, Timestamp: 2023-07-03 09:41:51.409845989, Action: 1, Price: 193.52, Shares: 151.0, Reward: -0.13008368482438193, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0164994\n", "Step: 1103, Timestamp: 2023-07-03 09:41:51.943711777, Action: 2, Price: 193.54, Shares: 137.0, Reward: -0.08240400464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0164855\n", "Step: 1104, Timestamp: 2023-07-03 09:41:51.958487229, Action: 2, Price: 193.5, Shares: 26.0, Reward: -0.3329770616065081, Transaction Cost: 0.24624486160651493, Slippage: 0.06999999999999318, Time Penalty: 0.0167322\n", "Step: 1106, Timestamp: 2023-07-03 09:41:51.958487229, Action: 1, Price: 193.5, Shares: 206.0, Reward: -0.11213041820429476, Transaction Cost: 0.025398218204301576, Slippage: 0.06999999999999318, Time Penalty: 0.0167322\n", "Step: 1108, Timestamp: 2023-07-03 09:42:14.311397876, Action: 2, Price: 193.5, Shares: 206.0, Reward: -0.08222821820429362, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.01683\n", "Step: 1109, Timestamp: 2023-07-03 09:42:14.311397876, Action: 1, Price: 193.5, Shares: 256.0, Reward: -0.08222821820429362, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.01683\n", "Step: 1110, Timestamp: 2023-07-03 09:42:14.311397876, Action: 2, Price: 193.5, Shares: 251.0, Reward: -0.16458551393389562, Transaction Cost: 0.10775551393390358, Slippage: 0.03999999999999204, Time Penalty: 0.01683\n", "Step: 1113, Timestamp: 2023-07-03 09:42:52.280609497, Action: 2, Price: 193.55, Shares: 5.0, Reward: -0.08198201820432204, Transaction Cost: 0.025398218204301576, Slippage: 0.040000000000020464, Time Penalty: 0.0165838\n", "Step: 1120, Timestamp: 2023-07-03 09:45:03.787000467, Action: 1, Price: 193.54, Shares: 247.0, Reward: -0.05188821820432091, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.01649\n", "Step: 1124, Timestamp: 2023-07-03 09:46:02.328977342, Action: 2, Price: 193.54, Shares: 247.0, Reward: -0.08324904241221029, Transaction Cost: 0.056792142412190966, Slippage: 0.010000000000019327, Time Penalty: 0.0164569\n", "Step: 1126, Timestamp: 2023-07-03 09:47:13.273616529, Action: 1, Price: 193.54, Shares: 178.0, Reward: -0.16113863822549024, Transaction Cost: 0.1343947382254709, Slippage: 0.010000000000019327, Time Penalty: 0.0167439\n", "Step: 1130, Timestamp: 2023-07-03 09:47:16.193351667, Action: 1, Price: 193.53, Shares: 195.0, Reward: -0.1755347703093535, Transaction Cost: 0.13911177030934327, Slippage: 0.020000000000010232, Time Penalty: 0.016423\n", "Step: 1133, Timestamp: 2023-07-03 09:48:49.765949513, Action: 1, Price: 193.55, Shares: 108.0, Reward: -0.04192631820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165281\n", "Step: 1135, Timestamp: 2023-07-03 09:49:17.412335245, Action: 2, Price: 193.54, Shares: 92.0, Reward: -0.051849018204320904, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164508\n", "Step: 1136, Timestamp: 2023-07-03 09:49:17.470261422, Action: 2, Price: 193.55, Shares: 182.0, Reward: -0.21885870733820634, Transaction Cost: 0.20159210733820634, Slippage: 0.0, Time Penalty: 0.0172666\n", "Step: 1138, Timestamp: 2023-07-03 09:49:17.470261422, Action: 2, Price: 193.55, Shares: 97.0, Reward: -0.06125760435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0172666\n", "Step: 1140, Timestamp: 2023-07-03 09:49:17.470261422, Action: 1, Price: 193.56, Shares: 133.0, Reward: -0.10758281803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0172666\n", "Step: 1141, Timestamp: 2023-07-03 09:49:17.470261422, Action: 2, Price: 193.56, Shares: 152.0, Reward: -0.10758281803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0172666\n", "Step: 1144, Timestamp: 2023-07-03 09:49:17.470261422, Action: 2, Price: 193.57, Shares: 91.0, Reward: -0.22685912322317375, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0172666\n", "Step: 1145, Timestamp: 2023-07-03 09:49:17.470261422, Action: 1, Price: 193.57, Shares: 253.0, Reward: -0.12346125461290586, Transaction Cost: 0.07619465461290473, Slippage: 0.030000000000001137, Time Penalty: 0.0172666\n", "Step: 1146, Timestamp: 2023-07-03 09:50:14.000920811, Action: 2, Price: 193.57, Shares: 102.0, Reward: -0.04185611820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164579\n", "Step: 1147, Timestamp: 2023-07-03 09:50:39.952547747, Action: 1, Price: 193.58, Shares: 78.0, Reward: -0.11726441803552652, Transaction Cost: 0.08031621803554471, Slippage: 0.01999999999998181, Time Penalty: 0.0169482\n", "Step: 1150, Timestamp: 2023-07-03 09:50:39.952547747, Action: 2, Price: 193.59, Shares: 97.0, Reward: -0.20654072322316352, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0169482\n", "Step: 1151, Timestamp: 2023-07-03 09:50:39.952547747, Action: 2, Price: 193.6, Shares: 132.0, Reward: -0.05188461820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164864\n", "Step: 1156, Timestamp: 2023-07-03 09:52:22.671016805, Action: 1, Price: 193.57, Shares: 244.0, Reward: -0.09269265461290473, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.016498\n", "Step: 1157, Timestamp: 2023-07-03 09:52:22.671494945, Action: 2, Price: 193.6, Shares: 182.0, Reward: -0.14865291305471331, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.0166799\n", "Step: 1159, Timestamp: 2023-07-03 09:52:22.671494945, Action: 2, Price: 193.6, Shares: 62.0, Reward: -0.15627457030934327, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.0171628\n", "Step: 1170, Timestamp: 2023-07-03 09:57:03.674346603, Action: 1, Price: 193.62, Shares: 95.0, Reward: -0.19128421147430968, Transaction Cost: 0.17412141147430968, Slippage: 0.0, Time Penalty: 0.0171628\n", "Step: 1171, Timestamp: 2023-07-03 09:57:03.674346603, Action: 2, Price: 193.62, Shares: 95.0, Reward: -0.10798657804103226, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.016412\n", "Step: 1179, Timestamp: 2023-07-03 09:59:09.246911988, Action: 1, Price: 193.62, Shares: 207.0, Reward: -0.04184061820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164424\n", "Step: 1180, Timestamp: 2023-07-03 09:59:12.732626652, Action: 2, Price: 193.62, Shares: 207.0, Reward: -0.04184031820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164421\n", "Step: 1187, Timestamp: 2023-07-03 09:59:31.942141476, Action: 1, Price: 193.62, Shares: 226.0, Reward: -0.04185221820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.016454\n", "Step: 1191, Timestamp: 2023-07-03 10:00:12.996251499, Action: 2, Price: 193.58, Shares: 133.0, Reward: -0.11321554241218301, Transaction Cost: 0.056792142412190966, Slippage: 0.03999999999999204, Time Penalty: 0.0164234\n", "Step: 1192, Timestamp: 2023-07-03 10:00:12.999711476, Action: 2, Price: 193.58, Shares: 93.0, Reward: -0.23941276024596064, Transaction Cost: 0.22286846024596063, Slippage: 0.0, Time Penalty: 0.0165443\n", "Step: 1196, Timestamp: 2023-07-03 10:01:30.782736419, Action: 1, Price: 193.61, Shares: 57.0, Reward: -0.20608262322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0164901\n", "Step: 1201, Timestamp: 2023-07-03 10:02:00.978617853, Action: 2, Price: 193.62, Shares: 57.0, Reward: -0.04190171820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165035\n", "Step: 1207, Timestamp: 2023-07-03 10:02:43.024556818, Action: 1, Price: 193.67, Shares: 202.0, Reward: -0.04219951820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0168013\n", "Step: 1209, Timestamp: 2023-07-03 10:02:55.558252524, Action: 2, Price: 193.67, Shares: 202.0, Reward: -0.2227447174062856, Transaction Cost: 0.17596401740628445, Slippage: 0.030000000000001137, Time Penalty: 0.0167807\n", "Step: 1215, Timestamp: 2023-07-03 10:04:04.826599767, Action: 1, Price: 193.7, Shares: 121.0, Reward: -0.13747931803556518, Transaction Cost: 0.08031621803554471, Slippage: 0.040000000000020464, Time Penalty: 0.0171631\n", "Step: 1216, Timestamp: 2023-07-03 10:04:04.826599767, Action: 2, Price: 193.7, Shares: 84.0, Reward: -0.13747931803556518, Transaction Cost: 0.08031621803554471, Slippage: 0.040000000000020464, Time Penalty: 0.0171631\n", "Step: 1217, Timestamp: 2023-07-03 10:04:04.826599767, Action: 1, Price: 193.69, Shares: 141.0, Reward: -0.09256131820431295, Transaction Cost: 0.025398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0171631\n", "Step: 1219, Timestamp: 2023-07-03 10:04:04.826599767, Action: 2, Price: 193.68, Shares: 178.0, Reward: -0.09733103640860429, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0165346\n", "Step: 1227, Timestamp: 2023-07-03 10:04:52.041605379, Action: 1, Price: 193.63, Shares: 80.0, Reward: -0.1834684424122046, Transaction Cost: 0.056792142412190966, Slippage: 0.11000000000001364, Time Penalty: 0.0166763\n", "Step: 1228, Timestamp: 2023-07-03 10:04:52.041605379, Action: 2, Price: 193.63, Shares: 80.0, Reward: -0.40092258204301123, Transaction Cost: 0.25398218204301576, Slippage: 0.12999999999999545, Time Penalty: 0.0169404\n", "Step: 1232, Timestamp: 2023-07-03 10:04:54.370384129, Action: 1, Price: 193.6, Shares: 111.0, Reward: -0.18233861820431635, Transaction Cost: 0.025398218204301576, Slippage: 0.14000000000001478, Time Penalty: 0.0169404\n", "Step: 1235, Timestamp: 2023-07-03 10:04:54.370384129, Action: 2, Price: 193.58, Shares: 60.0, Reward: -0.24877740928926564, Transaction Cost: 0.07183700928926906, Slippage: 0.1599999999999966, Time Penalty: 0.0169404\n", "Step: 1236, Timestamp: 2023-07-03 10:04:57.609134588, Action: 2, Price: 193.57, Shares: 51.0, Reward: -0.19134890435156657, Transaction Cost: 0.04399100435157111, Slippage: 0.12999999999999545, Time Penalty: 0.0173579\n", "Step: 1262, Timestamp: 2023-07-03 10:05:00.755824002, Action: 1, Price: 193.5, Shares: 90.0, Reward: -0.27434899102150334, Transaction Cost: 0.12699109102150788, Slippage: 0.12999999999999545, Time Penalty: 0.0173579\n", "Step: 1263, Timestamp: 2023-07-03 10:05:02.275625184, Action: 2, Price: 193.5, Shares: 90.0, Reward: -0.36653132175785097, Transaction Cost: 0.21995502175785553, Slippage: 0.12999999999999545, Time Penalty: 0.0165763\n", "Step: 1264, Timestamp: 2023-07-03 10:05:02.275625184, Action: 1, Price: 193.5, Shares: 63.0, Reward: -0.29467208856406213, Transaction Cost: 0.1480957885640667, Slippage: 0.12999999999999545, Time Penalty: 0.0165763\n", "Step: 1267, Timestamp: 2023-07-03 10:05:19.783024741, Action: 2, Price: 193.5, Shares: 63.0, Reward: -0.5418900307550282, Transaction Cost: 0.09503143075502138, Slippage: 0.4300000000000068, Time Penalty: 0.0168586\n", "Step: 1311, Timestamp: 2023-07-03 10:05:28.199821099, Action: 1, Price: 193.0, Shares: 245.0, Reward: -0.48225681820429933, Transaction Cost: 0.025398218204301576, Slippage: 0.4399999999999977, Time Penalty: 0.0168586\n", "Step: 1313, Timestamp: 2023-07-03 10:05:28.199821099, Action: 2, Price: 193.0, Shares: 116.0, Reward: -0.5082772364086009, Transaction Cost: 0.05079643640860315, Slippage: 0.4399999999999977, Time Penalty: 0.0174808\n", "Step: 1314, Timestamp: 2023-07-03 10:05:28.199821099, Action: 2, Price: 193.0, Shares: 129.0, Reward: -0.5377970180355425, Transaction Cost: 0.08031621803554471, Slippage: 0.4399999999999977, Time Penalty: 0.0174808\n", "Step: 1316, Timestamp: 2023-07-03 10:05:28.199821099, Action: 1, Price: 193.0, Shares: 104.0, Reward: -0.48287901820429935, Transaction Cost: 0.025398218204301576, Slippage: 0.4399999999999977, Time Penalty: 0.0174808\n", "Step: 1317, Timestamp: 2023-07-03 10:05:28.199821099, Action: 2, Price: 193.0, Shares: 104.0, Reward: -0.0968130180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0164968\n", "Step: 1330, Timestamp: 2023-07-03 10:05:53.464666191, Action: 1, Price: 193.3, Shares: 216.0, Reward: -0.07318734241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0163952\n", "Step: 1331, Timestamp: 2023-07-03 10:05:53.523841282, Action: 1, Price: 193.3, Shares: 188.0, Reward: -0.07863247497640569, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0164198\n", "Step: 1332, Timestamp: 2023-07-03 10:05:56.401758502, Action: 2, Price: 193.25, Shares: 223.0, Reward: -0.11197651820429476, Transaction Cost: 0.025398218204301576, Slippage: 0.06999999999999318, Time Penalty: 0.0165783\n", "Step: 1333, Timestamp: 2023-07-03 10:05:56.401758502, Action: 2, Price: 193.24, Shares: 137.0, Reward: -0.1768945180355288, Transaction Cost: 0.08031621803554471, Slippage: 0.07999999999998408, Time Penalty: 0.0165783\n", "Step: 1334, Timestamp: 2023-07-03 10:05:56.737741292, Action: 2, Price: 193.27, Shares: 44.0, Reward: -0.04187341820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164752\n", "Step: 1367, Timestamp: 2023-07-03 10:09:16.679883161, Action: 1, Price: 193.35, Shares: 163.0, Reward: -0.05252310464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0166046\n", "Step: 1368, Timestamp: 2023-07-03 10:09:23.715945706, Action: 1, Price: 193.37, Shares: 164.0, Reward: -0.04187441820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164762\n", "Step: 1371, Timestamp: 2023-07-03 10:09:41.277594819, Action: 2, Price: 193.35, Shares: 148.0, Reward: -0.10216381820430384, Transaction Cost: 0.025398218204301576, Slippage: 0.060000000000002274, Time Penalty: 0.0167656\n", "Step: 1372, Timestamp: 2023-07-03 10:09:41.277594819, Action: 2, Price: 193.35, Shares: 179.0, Reward: -0.14736641803552766, Transaction Cost: 0.08031621803554471, Slippage: 0.04999999999998295, Time Penalty: 0.0170502\n", "Step: 1380, Timestamp: 2023-07-03 10:09:49.421468443, Action: 1, Price: 193.35, Shares: 181.0, Reward: -0.4111116036609515, Transaction Cost: 0.3340614036609492, Slippage: 0.060000000000002274, Time Penalty: 0.0170502\n", "Step: 1381, Timestamp: 2023-07-03 10:09:51.255611655, Action: 2, Price: 193.37, Shares: 181.0, Reward: -0.11675621803555494, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.01644\n", "Step: 1383, Timestamp: 2023-07-03 10:10:02.668264701, Action: 1, Price: 193.35, Shares: 52.0, Reward: -0.10255721820430386, Transaction Cost: 0.025398218204301576, Slippage: 0.060000000000002274, Time Penalty: 0.017159\n", "Step: 1384, Timestamp: 2023-07-03 10:10:02.668264701, Action: 2, Price: 193.35, Shares: 52.0, Reward: -0.09744103640860428, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0166446\n", "Step: 1417, Timestamp: 2023-07-03 10:12:23.637130006, Action: 1, Price: 193.45, Shares: 87.0, Reward: -0.06186021820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.016462\n", "Step: 1418, Timestamp: 2023-07-03 10:12:25.343109239, Action: 2, Price: 193.42, Shares: 87.0, Reward: -0.12065676012722422, Transaction Cost: 0.08423636012724241, Slippage: 0.01999999999998181, Time Penalty: 0.0164204\n", "Step: 1434, Timestamp: 2023-07-03 10:12:49.978917888, Action: 1, Price: 193.4, Shares: 54.0, Reward: -0.12071366012722422, Transaction Cost: 0.08423636012724241, Slippage: 0.01999999999998181, Time Penalty: 0.0164773\n", "Step: 1435, Timestamp: 2023-07-03 10:12:49.982283539, Action: 2, Price: 193.4, Shares: 54.0, Reward: -0.04194361820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165454\n", "Step: 1445, Timestamp: 2023-07-03 10:12:50.008484026, Action: 1, Price: 193.42, Shares: 130.0, Reward: -0.11686161803555495, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0165454\n", "Step: 1446, Timestamp: 2023-07-03 10:12:50.008532686, Action: 2, Price: 193.36, Shares: 130.0, Reward: -0.042065418204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0166672\n", "Step: 1504, Timestamp: 2023-07-03 10:22:28.524083389, Action: 1, Price: 193.47, Shares: 176.0, Reward: -0.042065418204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0166672\n", "Step: 1505, Timestamp: 2023-07-03 10:22:28.524083389, Action: 2, Price: 193.47, Shares: 146.0, Reward: -0.09746363640860428, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0166672\n", "Step: 1506, Timestamp: 2023-07-03 10:22:37.259607851, Action: 2, Price: 193.47, Shares: 30.0, Reward: -0.1173523364085861, Transaction Cost: 0.05079643640860315, Slippage: 0.04999999999998295, Time Penalty: 0.0165559\n", "Step: 1526, Timestamp: 2023-07-03 10:24:38.567398017, Action: 1, Price: 193.5, Shares: 195.0, Reward: -0.11687571803555495, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0165595\n", "Step: 1531, Timestamp: 2023-07-03 10:25:11.650956883, Action: 2, Price: 193.44, Shares: 168.0, Reward: -0.07736143640859405, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.016565\n", "Step: 1532, Timestamp: 2023-07-03 10:25:15.517274535, Action: 2, Price: 193.43, Shares: 27.0, Reward: -0.09692141803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0166052\n", "Step: 1548, Timestamp: 2023-07-03 10:26:17.525679475, Action: 1, Price: 193.53, Shares: 230.0, Reward: -0.3266887232231681, Transaction Cost: 0.17959252322317262, Slippage: 0.12999999999999545, Time Penalty: 0.0170962\n", "Step: 1550, Timestamp: 2023-07-03 10:26:17.525679475, Action: 2, Price: 193.52, Shares: 132.0, Reward: -0.2374124180355311, Transaction Cost: 0.08031621803554471, Slippage: 0.13999999999998636, Time Penalty: 0.0170962\n", "Step: 1551, Timestamp: 2023-07-03 10:26:17.525679475, Action: 2, Price: 193.52, Shares: 81.0, Reward: -0.2374124180355311, Transaction Cost: 0.08031621803554471, Slippage: 0.13999999999998636, Time Penalty: 0.0170962\n", "Step: 1552, Timestamp: 2023-07-03 10:26:17.525679475, Action: 2, Price: 193.51, Shares: 17.0, Reward: -0.2550782087031479, Transaction Cost: 0.08798200870314223, Slippage: 0.15000000000000568, Time Penalty: 0.0170962\n", "Step: 1554, Timestamp: 2023-07-03 10:26:17.525679475, Action: 1, Price: 193.47, Shares: 59.0, Reward: -0.2324944182042993, Transaction Cost: 0.025398218204301576, Slippage: 0.18999999999999773, Time Penalty: 0.0170962\n", "Step: 1556, Timestamp: 2023-07-03 10:26:22.251450644, Action: 2, Price: 193.52, Shares: 59.0, Reward: -0.10191701820430385, Transaction Cost: 0.025398218204301576, Slippage: 0.060000000000002274, Time Penalty: 0.0165188\n", "Step: 1559, Timestamp: 2023-07-03 10:31:11.278713740, Action: 1, Price: 193.53, Shares: 158.0, Reward: -0.11222501820429476, Transaction Cost: 0.025398218204301576, Slippage: 0.06999999999999318, Time Penalty: 0.0168268\n", "Step: 1560, Timestamp: 2023-07-03 10:31:11.278713740, Action: 2, Price: 193.53, Shares: 158.0, Reward: -0.2004110848243751, Transaction Cost: 0.11358428482438193, Slippage: 0.06999999999999318, Time Penalty: 0.0168268\n", "Step: 1563, Timestamp: 2023-07-03 10:31:11.282067178, Action: 1, Price: 193.52, Shares: 110.0, Reward: -0.12232281820428566, Transaction Cost: 0.025398218204301576, Slippage: 0.07999999999998408, Time Penalty: 0.0169246\n", "Step: 1566, Timestamp: 2023-07-03 10:31:11.282067178, Action: 2, Price: 193.52, Shares: 110.0, Reward: -0.0518639182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164657\n", "Step: 1571, Timestamp: 2023-07-03 10:32:15.707646442, Action: 1, Price: 193.52, Shares: 81.0, Reward: -0.052400304644634535, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164818\n", "Step: 1572, Timestamp: 2023-07-03 10:32:36.648113222, Action: 2, Price: 193.59, Shares: 81.0, Reward: -0.16557267030933417, Transaction Cost: 0.13911177030934327, Slippage: 0.009999999999990905, Time Penalty: 0.0164609\n", "Step: 1577, Timestamp: 2023-07-03 10:34:08.614373159, Action: 1, Price: 193.58, Shares: 176.0, Reward: -0.186714185245203, Transaction Cost: 0.15025788524522118, Slippage: 0.01999999999998181, Time Penalty: 0.0164563\n", "Step: 1583, Timestamp: 2023-07-03 10:36:17.331857267, Action: 2, Price: 193.58, Shares: 176.0, Reward: -0.14346584241221255, Transaction Cost: 0.056792142412190966, Slippage: 0.0700000000000216, Time Penalty: 0.0166737\n", "Step: 1599, Timestamp: 2023-07-03 10:39:01.420278423, Action: 1, Price: 193.5, Shares: 118.0, Reward: -0.12255071820431408, Transaction Cost: 0.025398218204301576, Slippage: 0.0800000000000125, Time Penalty: 0.0171525\n", "Step: 1601, Timestamp: 2023-07-03 10:39:01.420278423, Action: 2, Price: 193.5, Shares: 100.0, Reward: -0.12255071820431408, Transaction Cost: 0.025398218204301576, Slippage: 0.0800000000000125, Time Penalty: 0.0171525\n", "Step: 1602, Timestamp: 2023-07-03 10:39:01.420278423, Action: 2, Price: 193.5, Shares: 18.0, Reward: -0.06193351820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0165353\n", "Step: 1634, Timestamp: 2023-07-03 10:43:34.842202344, Action: 1, Price: 193.44, Shares: 87.0, Reward: -0.04209731820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0166991\n", "Step: 1639, Timestamp: 2023-07-03 10:44:20.895271705, Action: 2, Price: 193.47, Shares: 87.0, Reward: -0.041846318204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164481\n", "Step: 1659, Timestamp: 2023-07-03 10:49:17.874276294, Action: 1, Price: 193.44, Shares: 162.0, Reward: -0.052337704644634525, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164192\n", "Step: 1660, Timestamp: 2023-07-03 10:49:17.874410839, Action: 2, Price: 193.45, Shares: 162.0, Reward: -0.14350999102150788, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0165189\n", "Step: 1673, Timestamp: 2023-07-03 10:50:53.767089568, Action: 1, Price: 193.49, Shares: 227.0, Reward: -0.05182651820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164283\n", "Step: 1674, Timestamp: 2023-07-03 10:51:28.284166149, Action: 2, Price: 193.46, Shares: 158.0, Reward: -0.13701981803553676, Transaction Cost: 0.08031621803554471, Slippage: 0.03999999999999204, Time Penalty: 0.0167036\n", "Step: 1676, Timestamp: 2023-07-03 10:51:28.284166149, Action: 2, Price: 193.45, Shares: 69.0, Reward: -0.07220881820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0168106\n", "Step: 1686, Timestamp: 2023-07-03 10:51:40.482095321, Action: 1, Price: 193.4, Shares: 83.0, Reward: -0.11436826911273659, Transaction Cost: 0.06719736911273545, Slippage: 0.030000000000001137, Time Penalty: 0.0171709\n", "Step: 1690, Timestamp: 2023-07-03 10:52:31.321277722, Action: 2, Price: 193.39, Shares: 83.0, Reward: -0.07188001820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0164818\n", "Step: 1698, Timestamp: 2023-07-03 10:54:48.252443864, Action: 1, Price: 193.39, Shares: 175.0, Reward: -0.051970718204320906, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0165725\n", "Step: 1701, Timestamp: 2023-07-03 10:55:10.951691572, Action: 1, Price: 193.38, Shares: 78.0, Reward: -0.11326704241218301, Transaction Cost: 0.056792142412190966, Slippage: 0.03999999999999204, Time Penalty: 0.0164749\n", "Step: 1706, Timestamp: 2023-07-03 10:55:38.967180527, Action: 2, Price: 193.36, Shares: 191.0, Reward: -0.23682612322316465, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.0172336\n", "Step: 1707, Timestamp: 2023-07-03 10:55:38.967180527, Action: 2, Price: 193.36, Shares: 62.0, Reward: -0.12402574241220234, Transaction Cost: 0.056792142412190966, Slippage: 0.05000000000001137, Time Penalty: 0.0172336\n", "Step: 1712, Timestamp: 2023-07-03 10:55:38.967180527, Action: 1, Price: 193.35, Shares: 234.0, Reward: -0.09305941820431295, Transaction Cost: 0.025398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0176612\n", "Step: 1713, Timestamp: 2023-07-03 10:55:38.967180527, Action: 1, Price: 193.35, Shares: 194.0, Reward: -0.247253723223184, Transaction Cost: 0.17959252322317262, Slippage: 0.05000000000001137, Time Penalty: 0.0176612\n", "Step: 1716, Timestamp: 2023-07-03 10:55:38.967180527, Action: 2, Price: 193.33, Shares: 65.0, Reward: -0.11305941820429476, Transaction Cost: 0.025398218204301576, Slippage: 0.06999999999999318, Time Penalty: 0.0176612\n", "Step: 1718, Timestamp: 2023-07-03 10:56:00.022450179, Action: 2, Price: 193.37, Shares: 224.0, Reward: -0.04199431820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165961\n", "Step: 1720, Timestamp: 2023-07-03 10:56:14.095301900, Action: 2, Price: 193.35, Shares: 139.0, Reward: -0.14728661803552767, Transaction Cost: 0.08031621803554471, Slippage: 0.04999999999998295, Time Penalty: 0.0169704\n", "Step: 1723, Timestamp: 2023-07-03 10:56:14.095301900, Action: 1, Price: 193.33, Shares: 212.0, Reward: -0.25656292322314644, Transaction Cost: 0.17959252322317262, Slippage: 0.05999999999997385, Time Penalty: 0.0169704\n", "Step: 1726, Timestamp: 2023-07-03 10:56:14.095301900, Action: 1, Price: 193.32, Shares: 257.0, Reward: -0.1677167180355379, Transaction Cost: 0.08031621803554471, Slippage: 0.06999999999999318, Time Penalty: 0.0174005\n", "Step: 1727, Timestamp: 2023-07-03 10:56:14.095301900, Action: 2, Price: 193.32, Shares: 122.0, Reward: -0.2669930232231658, Transaction Cost: 0.17959252322317262, Slippage: 0.06999999999999318, Time Penalty: 0.0174005\n", "Step: 1729, Timestamp: 2023-07-03 10:56:14.095301900, Action: 2, Price: 193.32, Shares: 229.0, Reward: -0.2217952382254641, Transaction Cost: 0.1343947382254709, Slippage: 0.06999999999999318, Time Penalty: 0.0174005\n", "Step: 1730, Timestamp: 2023-07-03 10:56:43.034449414, Action: 2, Price: 193.33, Shares: 110.0, Reward: -0.10046770435156316, Transaction Cost: 0.04399100435157111, Slippage: 0.03999999999999204, Time Penalty: 0.0164767\n", "Step: 1731, Timestamp: 2023-07-03 10:57:24.682935877, Action: 2, Price: 193.33, Shares: 8.0, Reward: -0.07221521820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.016817\n", "Step: 1737, Timestamp: 2023-07-03 10:57:51.340193639, Action: 1, Price: 193.31, Shares: 257.0, Reward: -0.3006541820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.016672\n", "Step: 1738, Timestamp: 2023-07-03 10:57:51.340193639, Action: 2, Price: 193.31, Shares: 92.0, Reward: -0.0720702182043027, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.016672\n", "Step: 1740, Timestamp: 2023-07-03 10:57:51.772473293, Action: 2, Price: 193.31, Shares: 165.0, Reward: -0.09277095461290473, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.0165763\n", "Step: 1744, Timestamp: 2023-07-03 10:58:19.238524629, Action: 1, Price: 193.31, Shares: 247.0, Reward: -0.08198751820429362, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0165893\n", "Step: 1745, Timestamp: 2023-07-03 10:58:19.238524629, Action: 2, Price: 193.31, Shares: 96.0, Reward: -0.09250780464462657, Transaction Cost: 0.03591850464463453, Slippage: 0.03999999999999204, Time Penalty: 0.0165893\n", "Step: 1746, Timestamp: 2023-07-03 10:58:19.238550037, Action: 2, Price: 193.31, Shares: 71.0, Reward: -0.35129733155446474, Transaction Cost: 0.2940056315544727, Slippage: 0.03999999999999204, Time Penalty: 0.0172917\n", "Step: 1747, Timestamp: 2023-07-03 10:58:19.238550037, Action: 2, Price: 193.3, Shares: 80.0, Reward: -0.15709051803554697, Transaction Cost: 0.08031621803554471, Slippage: 0.060000000000002274, Time Penalty: 0.0167743\n", "Step: 1760, Timestamp: 2023-07-03 10:58:19.238996862, Action: 1, Price: 193.29, Shares: 70.0, Reward: -0.13356644241219323, Transaction Cost: 0.056792142412190966, Slippage: 0.060000000000002274, Time Penalty: 0.0167743\n", "Step: 1761, Timestamp: 2023-07-03 10:58:19.238996862, Action: 2, Price: 193.29, Shares: 70.0, Reward: -0.06257330464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0166548\n", "Step: 1777, Timestamp: 2023-07-03 10:58:39.484291995, Action: 1, Price: 193.24, Shares: 191.0, Reward: -0.062400804644625434, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0164823\n", "Step: 1779, Timestamp: 2023-07-03 10:58:42.215822871, Action: 2, Price: 193.23, Shares: 148.0, Reward: -0.21605192322318284, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0164594\n", "Step: 1780, Timestamp: 2023-07-03 10:58:42.229183555, Action: 2, Price: 193.21, Shares: 43.0, Reward: -0.11884807497639774, Transaction Cost: 0.062212674976405695, Slippage: 0.03999999999999204, Time Penalty: 0.0166354\n", "Step: 1804, Timestamp: 2023-07-03 11:00:00.156273028, Action: 1, Price: 193.35, Shares: 205.0, Reward: -0.20456068856405873, Transaction Cost: 0.1480957885640667, Slippage: 0.03999999999999204, Time Penalty: 0.0164649\n", "Step: 1809, Timestamp: 2023-07-03 11:00:00.156355818, Action: 2, Price: 193.37, Shares: 111.0, Reward: -0.11673311803552652, Transaction Cost: 0.08031621803554471, Slippage: 0.01999999999998181, Time Penalty: 0.0164169\n", "Step: 1810, Timestamp: 2023-07-03 11:00:00.156397154, Action: 2, Price: 193.37, Shares: 94.0, Reward: -0.19300143194906844, Transaction Cost: 0.15656513194905822, Slippage: 0.020000000000010232, Time Penalty: 0.0164363\n", "Step: 1818, Timestamp: 2023-07-03 11:00:00.161078334, Action: 1, Price: 193.5, Shares: 146.0, Reward: -0.042048718204301574, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0166505\n", "Step: 1819, Timestamp: 2023-07-03 11:00:00.161131689, Action: 2, Price: 193.38, Shares: 146.0, Reward: -0.27063148204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166493\n", "Step: 1821, Timestamp: 2023-07-03 11:00:00.161767835, Action: 1, Price: 193.55, Shares: 225.0, Reward: -0.27063148204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166493\n", "Step: 1827, Timestamp: 2023-07-03 11:00:00.162747824, Action: 2, Price: 193.59, Shares: 186.0, Reward: -0.430054837608419, Transaction Cost: 0.413453037608419, Slippage: 0.0, Time Penalty: 0.0166018\n", "Step: 1829, Timestamp: 2023-07-03 11:00:00.163964300, Action: 2, Price: 193.46, Shares: 39.0, Reward: -0.3171460360710758, Transaction Cost: 0.16063243607108943, Slippage: 0.13999999999998636, Time Penalty: 0.0165136\n", "Step: 1830, Timestamp: 2023-07-03 11:00:00.168295523, Action: 1, Price: 193.46, Shares: 187.0, Reward: -0.23830481803553105, Transaction Cost: 0.08031621803554471, Slippage: 0.13999999999998636, Time Penalty: 0.0179886\n", "Step: 1831, Timestamp: 2023-07-03 11:00:00.168295523, Action: 2, Price: 193.46, Shares: 123.0, Reward: -0.28749461023420764, Transaction Cost: 0.12950601023422126, Slippage: 0.13999999999998636, Time Penalty: 0.0179886\n", "Step: 1834, Timestamp: 2023-07-03 11:00:00.448786625, Action: 2, Price: 193.44, Shares: 64.0, Reward: -0.09718141803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0168652\n", "Step: 1841, Timestamp: 2023-07-03 11:00:00.448796733, Action: 1, Price: 193.44, Shares: 227.0, Reward: -0.09688311803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0165669\n", "Step: 1842, Timestamp: 2023-07-03 11:00:00.448885763, Action: 2, Price: 193.44, Shares: 227.0, Reward: -0.1181672728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.0165744\n", "Step: 1847, Timestamp: 2023-07-03 11:00:00.946625283, Action: 1, Price: 193.49, Shares: 67.0, Reward: -0.2216261307550066, Transaction Cost: 0.09503143075502138, Slippage: 0.10999999999998522, Time Penalty: 0.0165947\n", "Step: 1849, Timestamp: 2023-07-03 11:00:04.618750167, Action: 2, Price: 193.46, Shares: 67.0, Reward: -0.2661599232231658, Transaction Cost: 0.17959252322317262, Slippage: 0.06999999999999318, Time Penalty: 0.0165674\n", "Step: 1865, Timestamp: 2023-07-03 11:00:20.675674538, Action: 1, Price: 193.41, Shares: 242.0, Reward: -0.286136723223176, Transaction Cost: 0.17959252322317262, Slippage: 0.09000000000000341, Time Penalty: 0.0165442\n", "Step: 1868, Timestamp: 2023-07-03 11:00:29.727036732, Action: 2, Price: 193.47, Shares: 202.0, Reward: -0.042775818204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0173776\n", "Step: 1870, Timestamp: 2023-07-03 11:00:29.727036732, Action: 2, Price: 193.49, Shares: 40.0, Reward: -0.22697012322317375, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0173776\n", "Step: 1874, Timestamp: 2023-07-03 11:00:29.727036732, Action: 1, Price: 193.5, Shares: 64.0, Reward: -0.11769381803555495, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0173776\n", "Step: 1877, Timestamp: 2023-07-03 11:00:35.368867118, Action: 2, Price: 193.45, Shares: 64.0, Reward: -0.23657492322316467, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.0169824\n", "Step: 1919, Timestamp: 2023-07-03 11:02:37.314022910, Action: 1, Price: 193.43, Shares: 144.0, Reward: -0.23657492322316467, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.0169824\n", "Step: 1920, Timestamp: 2023-07-03 11:02:37.314022910, Action: 1, Price: 193.42, Shares: 88.0, Reward: -0.1472986180355561, Transaction Cost: 0.08031621803554471, Slippage: 0.05000000000001137, Time Penalty: 0.0169824\n", "Step: 1923, Timestamp: 2023-07-03 11:02:43.315694883, Action: 2, Price: 193.47, Shares: 213.0, Reward: -0.246147523223184, Transaction Cost: 0.17959252322317262, Slippage: 0.05000000000001137, Time Penalty: 0.016555\n", "Step: 1924, Timestamp: 2023-07-03 11:02:43.315991145, Action: 2, Price: 193.47, Shares: 19.0, Reward: -0.17722733607108943, Transaction Cost: 0.16063243607108943, Slippage: 0.0, Time Penalty: 0.0165949\n", "Step: 1927, Timestamp: 2023-07-03 11:02:45.505829632, Action: 1, Price: 193.52, Shares: 108.0, Reward: -0.05252050464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.016602\n", "Step: 1928, Timestamp: 2023-07-03 11:02:47.140286419, Action: 2, Price: 193.52, Shares: 92.0, Reward: -0.1769696180355288, Transaction Cost: 0.08031621803554471, Slippage: 0.07999999999998408, Time Penalty: 0.0166534\n", "Step: 1931, Timestamp: 2023-07-03 11:02:47.261307958, Action: 2, Price: 193.51, Shares: 16.0, Reward: -0.24788619419729446, Transaction Cost: 0.14141129419729104, Slippage: 0.09000000000000341, Time Penalty: 0.0164749\n", "Step: 1932, Timestamp: 2023-07-03 11:02:47.389856399, Action: 1, Price: 193.51, Shares: 240.0, Reward: -0.20806017281720973, Transaction Cost: 0.1015928728172063, Slippage: 0.09000000000000341, Time Penalty: 0.0164673\n", "Step: 1936, Timestamp: 2023-07-03 11:03:03.439717686, Action: 2, Price: 193.54, Shares: 80.0, Reward: -0.3204533820430271, Transaction Cost: 0.25398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0164712\n", "Step: 1937, Timestamp: 2023-07-03 11:03:12.821735900, Action: 2, Price: 193.51, Shares: 60.0, Reward: -0.22636082322317375, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0167683\n", "Step: 1938, Timestamp: 2023-07-03 11:03:12.821735900, Action: 2, Price: 193.5, Shares: 100.0, Reward: -0.13708451803553676, Transaction Cost: 0.08031621803554471, Slippage: 0.03999999999999204, Time Penalty: 0.0167683\n", "Step: 1940, Timestamp: 2023-07-03 11:03:12.821735900, Action: 1, Price: 193.5, Shares: 177.0, Reward: -0.13708451803553676, Transaction Cost: 0.08031621803554471, Slippage: 0.03999999999999204, Time Penalty: 0.0167683\n", "Step: 1942, Timestamp: 2023-07-03 11:03:33.733399227, Action: 2, Price: 193.54, Shares: 92.0, Reward: -0.4156810464463657, Transaction Cost: 0.35918504644634525, Slippage: 0.040000000000020464, Time Penalty: 0.016496\n", "Step: 1943, Timestamp: 2023-07-03 11:03:37.208586047, Action: 2, Price: 193.52, Shares: 85.0, Reward: -0.24610032322318398, Transaction Cost: 0.17959252322317262, Slippage: 0.05000000000001137, Time Penalty: 0.0165078\n", "Step: 1986, Timestamp: 2023-07-03 11:05:38.564899710, Action: 1, Price: 193.46, Shares: 54.0, Reward: -0.15689971803554698, Transaction Cost: 0.08031621803554471, Slippage: 0.060000000000002274, Time Penalty: 0.0165835\n", "Step: 1990, Timestamp: 2023-07-03 11:05:38.797404862, Action: 1, Price: 193.47, Shares: 159.0, Reward: -0.04183961820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164414\n", "Step: 1992, Timestamp: 2023-07-03 11:05:58.196434906, Action: 2, Price: 193.41, Shares: 195.0, Reward: -0.1900738848243842, Transaction Cost: 0.11358428482438193, Slippage: 0.060000000000002274, Time Penalty: 0.0164896\n", "Step: 1995, Timestamp: 2023-07-03 11:06:16.644055639, Action: 2, Price: 193.46, Shares: 18.0, Reward: -0.10719061803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.0168744\n", "Step: 2003, Timestamp: 2023-07-03 11:06:18.989157268, Action: 1, Price: 193.54, Shares: 97.0, Reward: -0.20646692322319196, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0168744\n", "Step: 2004, Timestamp: 2023-07-03 11:06:18.989157268, Action: 1, Price: 193.55, Shares: 169.0, Reward: -0.3064586423785022, Transaction Cost: 0.28958424237850217, Slippage: 0.0, Time Penalty: 0.0168744\n", "Step: 2007, Timestamp: 2023-07-03 11:06:41.785263324, Action: 2, Price: 193.55, Shares: 101.0, Reward: -0.08184721820429361, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.016449\n", "Step: 2008, Timestamp: 2023-07-03 11:07:30.758704154, Action: 2, Price: 193.51, Shares: 119.0, Reward: -0.2361135232231931, Transaction Cost: 0.17959252322317262, Slippage: 0.040000000000020464, Time Penalty: 0.016521\n", "Step: 2009, Timestamp: 2023-07-03 11:07:30.777655342, Action: 2, Price: 193.5, Shares: 46.0, Reward: -0.06193661820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0165384\n", "Step: 2012, Timestamp: 2023-07-03 11:07:41.846720117, Action: 1, Price: 193.46, Shares: 159.0, Reward: -0.12047100435157337, Transaction Cost: 0.04399100435157111, Slippage: 0.060000000000002274, Time Penalty: 0.01648\n", "Step: 2014, Timestamp: 2023-07-03 11:07:57.036320093, Action: 2, Price: 193.46, Shares: 159.0, Reward: -0.3005828905612526, Transaction Cost: 0.21400919056125942, Slippage: 0.06999999999999318, Time Penalty: 0.0165737\n", "Step: 2026, Timestamp: 2023-07-03 11:08:14.699396724, Action: 1, Price: 193.4, Shares: 114.0, Reward: -0.22334729083772092, Transaction Cost: 0.13677359083772775, Slippage: 0.06999999999999318, Time Penalty: 0.0165737\n", "Step: 2027, Timestamp: 2023-07-03 11:08:24.950565224, Action: 2, Price: 193.42, Shares: 114.0, Reward: -0.20573940293688361, Transaction Cost: 0.11912820293689044, Slippage: 0.06999999999999318, Time Penalty: 0.0166112\n", "Step: 2034, Timestamp: 2023-07-03 11:08:47.383968822, Action: 1, Price: 193.4, Shares: 193.0, Reward: -0.16703651803553787, Transaction Cost: 0.08031621803554471, Slippage: 0.06999999999999318, Time Penalty: 0.0167203\n", "Step: 2035, Timestamp: 2023-07-03 11:08:47.383968822, Action: 2, Price: 193.4, Shares: 108.0, Reward: -0.2663128232231658, Transaction Cost: 0.17959252322317262, Slippage: 0.06999999999999318, Time Penalty: 0.0167203\n", "Step: 2040, Timestamp: 2023-07-03 11:09:43.128776297, Action: 2, Price: 193.47, Shares: 85.0, Reward: -0.04190751820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165093\n", "Step: 2042, Timestamp: 2023-07-03 11:09:58.681776098, Action: 1, Price: 193.48, Shares: 112.0, Reward: -0.17712873607108942, Transaction Cost: 0.16063243607108943, Slippage: 0.0, Time Penalty: 0.0164963\n", "Step: 2043, Timestamp: 2023-07-03 11:09:59.390007624, Action: 2, Price: 193.45, Shares: 105.0, Reward: -0.0718666182043027, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0164684\n", "Step: 2044, Timestamp: 2023-07-03 11:10:03.156761813, Action: 2, Price: 193.45, Shares: 7.0, Reward: -0.16075820435156543, Transaction Cost: 0.04399100435157111, Slippage: 0.09999999999999432, Time Penalty: 0.0167672\n", "Step: 2069, Timestamp: 2023-07-03 11:12:04.162440992, Action: 1, Price: 193.49, Shares: 69.0, Reward: -0.1520790182042868, Transaction Cost: 0.025398218204301576, Slippage: 0.10999999999998522, Time Penalty: 0.0166808\n", "Step: 2073, Timestamp: 2023-07-03 11:12:05.406787626, Action: 2, Price: 193.45, Shares: 69.0, Reward: -0.10214401820430385, Transaction Cost: 0.025398218204301576, Slippage: 0.060000000000002274, Time Penalty: 0.0167458\n", "Step: 2077, Timestamp: 2023-07-03 11:12:11.740179832, Action: 1, Price: 193.45, Shares: 155.0, Reward: -0.10214401820430385, Transaction Cost: 0.025398218204301576, Slippage: 0.060000000000002274, Time Penalty: 0.0167458\n", "Step: 2079, Timestamp: 2023-07-03 11:12:22.326429914, Action: 1, Price: 193.44, Shares: 80.0, Reward: -0.06185891820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164607\n", "Step: 2082, Timestamp: 2023-07-03 11:12:38.408866101, Action: 2, Price: 193.43, Shares: 105.0, Reward: -0.09242830464462658, Transaction Cost: 0.03591850464463453, Slippage: 0.03999999999999204, Time Penalty: 0.0165098\n", "Step: 2083, Timestamp: 2023-07-03 11:12:42.004574603, Action: 2, Price: 193.4, Shares: 130.0, Reward: -0.26619012322319424, Transaction Cost: 0.17959252322317262, Slippage: 0.0700000000000216, Time Penalty: 0.0165976\n", "Step: 2101, Timestamp: 2023-07-03 11:14:16.990608548, Action: 1, Price: 193.45, Shares: 90.0, Reward: -0.06193301820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0165348\n", "Step: 2102, Timestamp: 2023-07-03 11:14:25.496918884, Action: 2, Price: 193.45, Shares: 90.0, Reward: -0.21612202322318286, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0165295\n", "Step: 2113, Timestamp: 2023-07-03 11:15:10.363896347, Action: 1, Price: 193.43, Shares: 88.0, Reward: -0.23610012322316465, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.0165076\n", "Step: 2114, Timestamp: 2023-07-03 11:15:14.173970288, Action: 1, Price: 193.43, Shares: 165.0, Reward: -0.19618982322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165973\n", "Step: 2115, Timestamp: 2023-07-03 11:15:14.173970288, Action: 2, Price: 193.46, Shares: 168.0, Reward: -0.20618982322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0165973\n", "Step: 2117, Timestamp: 2023-07-03 11:15:14.173982638, Action: 2, Price: 193.47, Shares: 85.0, Reward: -0.1978885941973115, Transaction Cost: 0.14141129419729104, Slippage: 0.040000000000020464, Time Penalty: 0.0164773\n", "Step: 2124, Timestamp: 2023-07-03 11:15:14.176286471, Action: 1, Price: 193.49, Shares: 198.0, Reward: -0.22669572322317377, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0171032\n", "Step: 2126, Timestamp: 2023-07-03 11:15:14.176286471, Action: 1, Price: 193.5, Shares: 241.0, Reward: -0.11741941803555495, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0171032\n", "Step: 2134, Timestamp: 2023-07-03 11:15:14.194322910, Action: 2, Price: 193.51, Shares: 163.0, Reward: -0.1730049555850723, Transaction Cost: 0.145901655585053, Slippage: 0.010000000000019327, Time Penalty: 0.0171033\n", "Step: 2137, Timestamp: 2023-07-03 11:15:14.194322910, Action: 1, Price: 193.52, Shares: 110.0, Reward: -0.09741951803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0171033\n", "Step: 2139, Timestamp: 2023-07-03 11:15:14.194322910, Action: 2, Price: 193.52, Shares: 186.0, Reward: -0.2766958232231567, Transaction Cost: 0.17959252322317262, Slippage: 0.07999999999998408, Time Penalty: 0.0171033\n", "Step: 2141, Timestamp: 2023-07-03 11:15:14.195384114, Action: 2, Price: 193.57, Shares: 200.0, Reward: -0.22611492322317375, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0165224\n", "Step: 2142, Timestamp: 2023-07-03 11:15:19.425620052, Action: 1, Price: 193.51, Shares: 198.0, Reward: -0.10687641803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.0165602\n", "Step: 2146, Timestamp: 2023-07-03 11:15:49.310642194, Action: 2, Price: 193.55, Shares: 198.0, Reward: -0.23492032025446777, Transaction Cost: 0.16847272025448481, Slippage: 0.04999999999998295, Time Penalty: 0.0164476\n", "Step: 2150, Timestamp: 2023-07-03 11:16:25.947779794, Action: 1, Price: 193.51, Shares: 56.0, Reward: -0.041917018204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165188\n", "Step: 2151, Timestamp: 2023-07-03 11:16:25.947799704, Action: 2, Price: 193.51, Shares: 56.0, Reward: -0.10046440435159157, Transaction Cost: 0.04399100435157111, Slippage: 0.040000000000020464, Time Penalty: 0.0164734\n", "Step: 2153, Timestamp: 2023-07-03 11:16:38.495522716, Action: 1, Price: 193.46, Shares: 139.0, Reward: -0.157126018035547, Transaction Cost: 0.08031621803554471, Slippage: 0.060000000000002274, Time Penalty: 0.0168098\n", "Step: 2156, Timestamp: 2023-07-03 11:16:38.495522716, Action: 2, Price: 193.45, Shares: 57.0, Reward: -0.13760623640862474, Transaction Cost: 0.05079643640860315, Slippage: 0.0700000000000216, Time Penalty: 0.0168098\n", "Step: 2157, Timestamp: 2023-07-03 11:16:56.540958821, Action: 2, Price: 193.47, Shares: 82.0, Reward: -0.042006218204301574, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.016608\n", "Step: 2159, Timestamp: 2023-07-03 11:17:13.727403330, Action: 1, Price: 193.47, Shares: 197.0, Reward: -0.09210031820431294, Transaction Cost: 0.025398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0167021\n", "Step: 2161, Timestamp: 2023-07-03 11:17:31.060816095, Action: 2, Price: 193.47, Shares: 68.0, Reward: -0.041952218204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.016554\n", "Step: 2163, Timestamp: 2023-07-03 11:18:20.678448943, Action: 2, Price: 193.52, Shares: 87.0, Reward: -0.09699851803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0166823\n", "Step: 2166, Timestamp: 2023-07-03 11:18:50.453958876, Action: 2, Price: 193.52, Shares: 42.0, Reward: -0.1670144180355379, Transaction Cost: 0.08031621803554471, Slippage: 0.06999999999999318, Time Penalty: 0.0166982\n", "Step: 2167, Timestamp: 2023-07-03 11:18:59.211968027, Action: 1, Price: 193.52, Shares: 239.0, Reward: -0.3516723828330934, Transaction Cost: 0.2651651828331002, Slippage: 0.06999999999999318, Time Penalty: 0.0165072\n", "Step: 2168, Timestamp: 2023-07-03 11:19:00.717730437, Action: 2, Price: 193.53, Shares: 69.0, Reward: -0.2564397232231749, Transaction Cost: 0.17959252322317262, Slippage: 0.060000000000002274, Time Penalty: 0.0168472\n", "Step: 2169, Timestamp: 2023-07-03 11:19:00.717730437, Action: 2, Price: 193.53, Shares: 140.0, Reward: -0.2564397232231749, Transaction Cost: 0.17959252322317262, Slippage: 0.060000000000002274, Time Penalty: 0.0168472\n", "Step: 2170, Timestamp: 2023-07-03 11:19:00.717730437, Action: 2, Price: 193.53, Shares: 30.0, Reward: -0.12199701820428566, Transaction Cost: 0.025398218204301576, Slippage: 0.07999999999998408, Time Penalty: 0.0165988\n", "Step: 2177, Timestamp: 2023-07-03 11:21:22.360006932, Action: 1, Price: 193.53, Shares: 193.0, Reward: -0.24691082723657518, Transaction Cost: 0.1703764272365729, Slippage: 0.060000000000002274, Time Penalty: 0.0165344\n", "Step: 2179, Timestamp: 2023-07-03 11:21:43.279088913, Action: 2, Price: 193.53, Shares: 64.0, Reward: -0.3985408304049771, Transaction Cost: 0.312098530404984, Slippage: 0.06999999999999318, Time Penalty: 0.0164423\n", "Step: 2181, Timestamp: 2023-07-03 11:21:49.152915484, Action: 2, Price: 193.53, Shares: 125.0, Reward: -0.1667873180355379, Transaction Cost: 0.08031621803554471, Slippage: 0.06999999999999318, Time Penalty: 0.0164711\n", "Step: 2182, Timestamp: 2023-07-03 11:21:53.091986444, Action: 2, Price: 193.53, Shares: 4.0, Reward: -0.2429924319490514, Transaction Cost: 0.15656513194905822, Slippage: 0.06999999999999318, Time Penalty: 0.0164273\n", "Step: 2193, Timestamp: 2023-07-03 11:23:06.319114628, Action: 1, Price: 193.53, Shares: 139.0, Reward: -0.16707941803553789, Transaction Cost: 0.08031621803554471, Slippage: 0.06999999999999318, Time Penalty: 0.0167632\n", "Step: 2194, Timestamp: 2023-07-03 11:23:06.319115141, Action: 2, Price: 193.53, Shares: 77.0, Reward: -0.1670281180355379, Transaction Cost: 0.08031621803554471, Slippage: 0.06999999999999318, Time Penalty: 0.0167119\n", "Step: 2198, Timestamp: 2023-07-03 11:23:06.319282103, Action: 2, Price: 193.53, Shares: 62.0, Reward: -0.37563324644634527, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0164482\n", "Step: 2208, Timestamp: 2023-07-03 11:23:47.215474353, Action: 1, Price: 193.53, Shares: 89.0, Reward: -0.638581449764057, Transaction Cost: 0.6221267497640569, Slippage: 0.0, Time Penalty: 0.0164547\n", "Step: 2213, Timestamp: 2023-07-03 11:24:20.723957720, Action: 2, Price: 193.57, Shares: 89.0, Reward: -0.04186011820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164619\n", "Step: 2238, Timestamp: 2023-07-03 11:27:44.316231245, Action: 1, Price: 193.61, Shares: 243.0, Reward: -0.12681281803551742, Transaction Cost: 0.08031621803554471, Slippage: 0.029999999999972715, Time Penalty: 0.0164966\n", "Step: 2239, Timestamp: 2023-07-03 11:28:09.512008853, Action: 2, Price: 193.6, Shares: 243.0, Reward: -0.08200611820429361, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0166079\n", "Step: 2240, Timestamp: 2023-07-03 11:28:09.512008853, Action: 1, Price: 193.6, Shares: 140.0, Reward: -0.08200611820429361, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0166079\n", "Step: 2243, Timestamp: 2023-07-03 11:28:40.343301316, Action: 2, Price: 193.64, Shares: 65.0, Reward: -0.09713531803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0168191\n", "Step: 2244, Timestamp: 2023-07-03 11:28:40.343301316, Action: 1, Price: 193.64, Shares: 54.0, Reward: -0.25910265991224773, Transaction Cost: 0.24228355991224776, Slippage: 0.0, Time Penalty: 0.0168191\n", "Step: 2245, Timestamp: 2023-07-03 11:28:40.352240318, Action: 2, Price: 193.64, Shares: 129.0, Reward: -0.2860618232231476, Transaction Cost: 0.17959252322317262, Slippage: 0.08999999999997499, Time Penalty: 0.0164693\n", "Step: 2258, Timestamp: 2023-07-03 11:31:25.115665823, Action: 1, Price: 193.53, Shares: 97.0, Reward: -0.25813779419728533, Transaction Cost: 0.14141129419729104, Slippage: 0.09999999999999432, Time Penalty: 0.0167265\n", "Step: 2259, Timestamp: 2023-07-03 11:31:25.115665823, Action: 2, Price: 193.53, Shares: 97.0, Reward: -0.1035057424121921, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0167136\n", "Step: 2282, Timestamp: 2023-07-03 11:31:33.052932983, Action: 1, Price: 193.47, Shares: 207.0, Reward: -0.09205661820431295, Transaction Cost: 0.025398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0166584\n", "Step: 2285, Timestamp: 2023-07-03 11:31:42.079540319, Action: 1, Price: 193.48, Shares: 97.0, Reward: -0.13710501803556518, Transaction Cost: 0.08031621803554471, Slippage: 0.040000000000020464, Time Penalty: 0.0167888\n", "Step: 2287, Timestamp: 2023-07-03 11:31:50.007809082, Action: 2, Price: 193.52, Shares: 162.0, Reward: -0.08194571820429361, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0165475\n", "Step: 2288, Timestamp: 2023-07-03 11:31:50.008275382, Action: 2, Price: 193.52, Shares: 96.0, Reward: -0.09235690464462656, Transaction Cost: 0.03591850464463453, Slippage: 0.03999999999999204, Time Penalty: 0.0164384\n", "Step: 2290, Timestamp: 2023-07-03 11:31:50.009209657, Action: 2, Price: 193.52, Shares: 46.0, Reward: -0.08235460464463566, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0164361\n", "Step: 2301, Timestamp: 2023-07-03 11:31:50.014237178, Action: 1, Price: 193.53, Shares: 184.0, Reward: -0.08236380464463566, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0164453\n", "Step: 2302, Timestamp: 2023-07-03 11:31:50.014675457, Action: 2, Price: 193.53, Shares: 108.0, Reward: -0.08236040464463566, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0164419\n", "Step: 2308, Timestamp: 2023-07-03 11:31:50.017409487, Action: 2, Price: 193.53, Shares: 76.0, Reward: -0.1024299046446459, Transaction Cost: 0.03591850464463453, Slippage: 0.05000000000001137, Time Penalty: 0.0165114\n", "Step: 2316, Timestamp: 2023-07-03 11:31:50.020832433, Action: 1, Price: 193.51, Shares: 175.0, Reward: -0.1023619046446459, Transaction Cost: 0.03591850464463453, Slippage: 0.05000000000001137, Time Penalty: 0.0164434\n", "Step: 2317, Timestamp: 2023-07-03 11:31:50.021302555, Action: 2, Price: 193.51, Shares: 138.0, Reward: -0.1023676046446459, Transaction Cost: 0.03591850464463453, Slippage: 0.05000000000001137, Time Penalty: 0.0164491\n", "Step: 2319, Timestamp: 2023-07-03 11:32:02.375127149, Action: 2, Price: 193.46, Shares: 37.0, Reward: -0.11203781820432318, Transaction Cost: 0.025398218204301576, Slippage: 0.0700000000000216, Time Penalty: 0.0166396\n", "Step: 2322, Timestamp: 2023-07-03 11:32:05.069196684, Action: 1, Price: 193.43, Shares: 70.0, Reward: -0.286225623223176, Transaction Cost: 0.17959252322317262, Slippage: 0.09000000000000341, Time Penalty: 0.0166331\n", "Step: 2324, Timestamp: 2023-07-03 11:32:05.069196684, Action: 2, Price: 193.43, Shares: 70.0, Reward: -0.11738351803555494, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0170673\n", "Step: 2336, Timestamp: 2023-07-03 11:38:53.512123198, Action: 1, Price: 193.47, Shares: 83.0, Reward: -0.06246551820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0170673\n", "Step: 2337, Timestamp: 2023-07-03 11:38:53.512123198, Action: 2, Price: 193.47, Shares: 83.0, Reward: -0.668590249764058, Transaction Cost: 0.6221267497640569, Slippage: 0.030000000000001137, Time Penalty: 0.0164635\n", "Step: 2382, Timestamp: 2023-07-03 11:42:37.184240980, Action: 1, Price: 193.56, Shares: 211.0, Reward: -0.3004550820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0164729\n", "Step: 2385, Timestamp: 2023-07-03 11:42:45.105521759, Action: 2, Price: 193.56, Shares: 191.0, Reward: -0.0973733364086043, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0165769\n", "Step: 2390, Timestamp: 2023-07-03 11:43:10.567326765, Action: 2, Price: 193.53, Shares: 20.0, Reward: -0.22623342322317375, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0166409\n", "Step: 2392, Timestamp: 2023-07-03 11:43:27.100731268, Action: 1, Price: 193.51, Shares: 197.0, Reward: -0.22623342322317375, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0166409\n", "Step: 2393, Timestamp: 2023-07-03 11:44:16.692293658, Action: 1, Price: 193.53, Shares: 125.0, Reward: -0.22613922322317376, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0165467\n", "Step: 2395, Timestamp: 2023-07-03 11:44:58.983114331, Action: 2, Price: 193.58, Shares: 198.0, Reward: -0.060457004351571114, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.016466\n", "Step: 2396, Timestamp: 2023-07-03 11:45:05.704090497, Action: 2, Price: 193.55, Shares: 110.0, Reward: -0.08239090464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0164724\n", "Step: 2397, Timestamp: 2023-07-03 11:45:22.678334873, Action: 1, Price: 193.51, Shares: 163.0, Reward: -0.20620762322319194, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0166151\n", "Step: 2398, Timestamp: 2023-07-03 11:45:22.678334873, Action: 2, Price: 193.51, Shares: 124.0, Reward: -0.20620762322319194, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0166151\n", "Step: 2399, Timestamp: 2023-07-03 11:45:24.769473499, Action: 2, Price: 193.5, Shares: 53.0, Reward: -0.12326594241220233, Transaction Cost: 0.056792142412190966, Slippage: 0.05000000000001137, Time Penalty: 0.0164738\n", "Step: 2410, Timestamp: 2023-07-03 11:46:42.984542504, Action: 1, Price: 193.53, Shares: 248.0, Reward: -0.13402036911274684, Transaction Cost: 0.06719736911273545, Slippage: 0.05000000000001137, Time Penalty: 0.016823\n", "Step: 2411, Timestamp: 2023-07-03 11:46:42.984542504, Action: 1, Price: 193.53, Shares: 174.0, Reward: -0.19381409102151925, Transaction Cost: 0.12699109102150788, Slippage: 0.05000000000001137, Time Penalty: 0.016823\n", "Step: 2412, Timestamp: 2023-07-03 11:46:42.984542504, Action: 2, Price: 193.53, Shares: 190.0, Reward: -0.11081400435158248, Transaction Cost: 0.04399100435157111, Slippage: 0.05000000000001137, Time Penalty: 0.016823\n", "Step: 2413, Timestamp: 2023-07-03 11:47:32.067008856, Action: 2, Price: 193.55, Shares: 178.0, Reward: -0.041836118204301574, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164379\n", "Step: 2414, Timestamp: 2023-07-03 11:47:53.607727309, Action: 2, Price: 193.55, Shares: 54.0, Reward: -0.08207371820432204, Transaction Cost: 0.025398218204301576, Slippage: 0.040000000000020464, Time Penalty: 0.0166755\n", "Step: 2416, Timestamp: 2023-07-03 11:48:00.926679918, Action: 1, Price: 193.51, Shares: 176.0, Reward: -0.08207371820432204, Transaction Cost: 0.025398218204301576, Slippage: 0.040000000000020464, Time Penalty: 0.0166755\n", "Step: 2417, Timestamp: 2023-07-03 11:48:00.926679918, Action: 2, Price: 193.51, Shares: 176.0, Reward: -0.24703082322318398, Transaction Cost: 0.17959252322317262, Slippage: 0.05000000000001137, Time Penalty: 0.0174383\n", "Step: 2443, Timestamp: 2023-07-03 11:52:56.047101274, Action: 1, Price: 193.47, Shares: 158.0, Reward: -0.08250880464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0165903\n", "Step: 2444, Timestamp: 2023-07-03 11:53:11.150765784, Action: 1, Price: 193.47, Shares: 172.0, Reward: -0.290586082043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0166039\n", "Step: 2446, Timestamp: 2023-07-03 11:53:18.020058367, Action: 2, Price: 193.47, Shares: 51.0, Reward: -0.12173883635882071, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.0170193\n", "Step: 2447, Timestamp: 2023-07-03 11:53:20.819981711, Action: 2, Price: 193.47, Shares: 68.0, Reward: -0.22630432322317376, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0167118\n", "Step: 2449, Timestamp: 2023-07-03 11:53:20.819981711, Action: 1, Price: 193.46, Shares: 86.0, Reward: -0.22897089684498464, Transaction Cost: 0.1722590968449926, Slippage: 0.03999999999999204, Time Penalty: 0.0167118\n", "Step: 2450, Timestamp: 2023-07-03 11:53:44.942369934, Action: 2, Price: 193.48, Shares: 143.0, Reward: -0.23619662322319307, Transaction Cost: 0.17959252322317262, Slippage: 0.040000000000020464, Time Penalty: 0.0166041\n", "Step: 2452, Timestamp: 2023-07-03 11:54:48.095894051, Action: 2, Price: 193.49, Shares: 154.0, Reward: -0.11695211803555494, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0166359\n", "Step: 2459, Timestamp: 2023-07-03 11:55:08.594988149, Action: 1, Price: 193.45, Shares: 232.0, Reward: -0.07206111820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0166629\n", "Step: 2462, Timestamp: 2023-07-03 11:55:08.682861269, Action: 2, Price: 193.46, Shares: 219.0, Reward: -0.20600942322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0164169\n", "Step: 2463, Timestamp: 2023-07-03 11:55:08.998464583, Action: 2, Price: 193.46, Shares: 13.0, Reward: -0.10400176911271726, Transaction Cost: 0.06719736911273545, Slippage: 0.01999999999998181, Time Penalty: 0.0168044\n", "Step: 2481, Timestamp: 2023-07-03 11:55:48.124668022, Action: 1, Price: 193.4, Shares: 54.0, Reward: -0.06220261820428338, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0168044\n", "Step: 2483, Timestamp: 2023-07-03 11:56:01.225836062, Action: 1, Price: 193.42, Shares: 230.0, Reward: -0.04196131820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165631\n", "Step: 2484, Timestamp: 2023-07-03 11:56:09.214025241, Action: 2, Price: 193.43, Shares: 52.0, Reward: -0.23643702322316468, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.0168445\n", "Step: 2485, Timestamp: 2023-07-03 11:56:09.214025241, Action: 2, Price: 193.42, Shares: 144.0, Reward: -0.14716071803555608, Transaction Cost: 0.08031621803554471, Slippage: 0.05000000000001137, Time Penalty: 0.0168445\n", "Step: 2486, Timestamp: 2023-07-03 11:56:09.214025241, Action: 2, Price: 193.41, Shares: 88.0, Reward: -0.34119598204300894, Transaction Cost: 0.25398218204301576, Slippage: 0.06999999999999318, Time Penalty: 0.0172138\n", "Step: 2497, Timestamp: 2023-07-03 11:56:09.214037897, Action: 1, Price: 193.4, Shares: 63.0, Reward: -0.11261201820429476, Transaction Cost: 0.025398218204301576, Slippage: 0.06999999999999318, Time Penalty: 0.0172138\n", "Step: 2500, Timestamp: 2023-07-03 11:56:46.018290449, Action: 1, Price: 193.38, Shares: 82.0, Reward: -0.21612292322318286, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0165304\n", "Step: 2501, Timestamp: 2023-07-03 11:56:46.021704838, Action: 2, Price: 193.36, Shares: 145.0, Reward: -0.1961098232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165173\n", "Step: 2513, Timestamp: 2023-07-03 11:57:35.324078032, Action: 1, Price: 193.41, Shares: 74.0, Reward: -0.09678981803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0164736\n", "Step: 2514, Timestamp: 2023-07-03 11:57:54.575220344, Action: 2, Price: 193.42, Shares: 74.0, Reward: -0.13002508482438194, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0164408\n", "Step: 2517, Timestamp: 2023-07-03 11:59:03.720246209, Action: 1, Price: 193.41, Shares: 123.0, Reward: -0.04183191820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164337\n", "Step: 2519, Timestamp: 2023-07-03 11:59:07.686348719, Action: 2, Price: 193.4, Shares: 93.0, Reward: -0.09214291820428452, Transaction Cost: 0.025398218204301576, Slippage: 0.04999999999998295, Time Penalty: 0.0167447\n", "Step: 2521, Timestamp: 2023-07-03 11:59:07.686348719, Action: 1, Price: 193.4, Shares: 142.0, Reward: -0.10266320464461748, Transaction Cost: 0.03591850464463453, Slippage: 0.04999999999998295, Time Penalty: 0.0167447\n", "Step: 2522, Timestamp: 2023-07-03 11:59:07.737802358, Action: 1, Price: 193.4, Shares: 138.0, Reward: -0.19600052322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.016408\n", "Step: 2523, Timestamp: 2023-07-03 11:59:08.241127084, Action: 2, Price: 193.41, Shares: 230.0, Reward: -0.20614722322316353, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0165547\n", "Step: 2524, Timestamp: 2023-07-03 11:59:08.241127084, Action: 2, Price: 193.41, Shares: 80.0, Reward: -0.1855794703093444, Transaction Cost: 0.13911177030934327, Slippage: 0.030000000000001137, Time Penalty: 0.0164677\n", "Step: 2540, Timestamp: 2023-07-03 12:00:44.319805035, Action: 1, Price: 193.32, Shares: 106.0, Reward: -0.14346809102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.016477\n", "Step: 2541, Timestamp: 2023-07-03 12:00:49.740419617, Action: 2, Price: 193.32, Shares: 106.0, Reward: -0.23636822175785552, Transaction Cost: 0.21995502175785553, Slippage: 0.0, Time Penalty: 0.0164132\n", "Step: 2542, Timestamp: 2023-07-03 12:01:06.305780396, Action: 1, Price: 193.37, Shares: 157.0, Reward: -0.041928518204301574, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165303\n", "Step: 2547, Timestamp: 2023-07-03 12:01:33.488486760, Action: 2, Price: 193.35, Shares: 157.0, Reward: -0.290906182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.016924\n", "Step: 2556, Timestamp: 2023-07-03 12:01:54.064005173, Action: 1, Price: 193.31, Shares: 78.0, Reward: -0.07232221820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.016924\n", "Step: 2557, Timestamp: 2023-07-03 12:01:54.064005173, Action: 2, Price: 193.31, Shares: 78.0, Reward: -0.07232221820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.016924\n", "Step: 2559, Timestamp: 2023-07-03 12:01:54.064005173, Action: 1, Price: 193.31, Shares: 81.0, Reward: -0.1037161424121921, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.016924\n", "Step: 2561, Timestamp: 2023-07-03 12:01:54.076881770, Action: 2, Price: 193.3, Shares: 81.0, Reward: -0.4114137978316935, Transaction Cost: 0.3750001978317117, Slippage: 0.01999999999998181, Time Penalty: 0.0164136\n", "Step: 2566, Timestamp: 2023-07-03 12:02:08.949188345, Action: 1, Price: 193.32, Shares: 106.0, Reward: -0.041959218204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.016561\n", "Step: 2567, Timestamp: 2023-07-03 12:02:20.466174999, Action: 1, Price: 193.34, Shares: 135.0, Reward: -0.12691881803554583, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0166026\n", "Step: 2568, Timestamp: 2023-07-03 12:02:20.466174999, Action: 2, Price: 193.34, Shares: 127.0, Reward: -0.12691881803554583, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0166026\n", "Step: 2569, Timestamp: 2023-07-03 12:02:34.253352502, Action: 1, Price: 193.32, Shares: 71.0, Reward: -0.1534978910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.0165068\n", "Step: 2573, Timestamp: 2023-07-03 12:02:34.672643385, Action: 2, Price: 193.33, Shares: 185.0, Reward: -0.11695831803555495, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0166421\n", "Step: 2599, Timestamp: 2023-07-03 12:03:42.618071816, Action: 1, Price: 193.28, Shares: 167.0, Reward: -0.08729193640861338, Transaction Cost: 0.05079643640860315, Slippage: 0.020000000000010232, Time Penalty: 0.0164955\n", "Step: 2600, Timestamp: 2023-07-03 12:04:06.183491861, Action: 2, Price: 193.29, Shares: 167.0, Reward: -0.20619592322319194, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0166034\n", "Step: 2610, Timestamp: 2023-07-03 12:04:10.393904750, Action: 1, Price: 193.29, Shares: 208.0, Reward: -0.11083976012726174, Transaction Cost: 0.08423636012724241, Slippage: 0.010000000000019327, Time Penalty: 0.0166034\n", "Step: 2611, Timestamp: 2023-07-03 12:04:20.034425251, Action: 1, Price: 193.3, Shares: 212.0, Reward: -0.39743527306452364, Transaction Cost: 0.38097327306452367, Slippage: 0.0, Time Penalty: 0.016462\n", "Step: 2613, Timestamp: 2023-07-03 12:04:21.456595219, Action: 2, Price: 193.3, Shares: 120.0, Reward: -0.27046928204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164871\n", "Step: 2614, Timestamp: 2023-07-03 12:04:21.456942203, Action: 2, Price: 193.3, Shares: 162.0, Reward: -0.2705884820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166063\n", "Step: 2616, Timestamp: 2023-07-03 12:04:22.303510263, Action: 2, Price: 193.31, Shares: 94.0, Reward: -0.20641842322316353, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0168259\n", "Step: 2618, Timestamp: 2023-07-03 12:05:03.503226946, Action: 2, Price: 193.37, Shares: 44.0, Reward: -0.20616332322319195, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0165708\n", "Step: 2637, Timestamp: 2023-07-03 12:07:32.511127935, Action: 1, Price: 193.32, Shares: 70.0, Reward: -0.10047070435159158, Transaction Cost: 0.04399100435157111, Slippage: 0.040000000000020464, Time Penalty: 0.0164797\n", "Step: 2638, Timestamp: 2023-07-03 12:07:45.165798495, Action: 2, Price: 193.33, Shares: 70.0, Reward: -0.3067510395131759, Transaction Cost: 0.25014343951315543, Slippage: 0.040000000000020464, Time Penalty: 0.0166076\n", "Step: 2640, Timestamp: 2023-07-03 12:07:45.167078909, Action: 1, Price: 193.3, Shares: 145.0, Reward: -0.08189971820429362, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0165015\n", "Step: 2641, Timestamp: 2023-07-03 12:08:00.845945081, Action: 2, Price: 193.32, Shares: 145.0, Reward: -0.0787118749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0164992\n", "Step: 2653, Timestamp: 2023-07-03 12:10:32.350262559, Action: 1, Price: 193.32, Shares: 104.0, Reward: -0.1032404424121921, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0164483\n", "Step: 2656, Timestamp: 2023-07-03 12:12:02.820368113, Action: 2, Price: 193.34, Shares: 104.0, Reward: -0.22625622322317376, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0166637\n", "Step: 2675, Timestamp: 2023-07-03 12:14:52.394815156, Action: 1, Price: 193.35, Shares: 200.0, Reward: -0.0518723182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164741\n", "Step: 2676, Timestamp: 2023-07-03 12:15:15.610206967, Action: 1, Price: 193.37, Shares: 232.0, Reward: -0.04192921820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.016531\n", "Step: 2677, Timestamp: 2023-07-03 12:15:25.093462532, Action: 2, Price: 193.35, Shares: 248.0, Reward: -0.3007898820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0168077\n", "Step: 2684, Timestamp: 2023-07-03 12:15:29.477154070, Action: 2, Price: 193.31, Shares: 96.0, Reward: -0.23664062322316465, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.0170481\n", "Step: 2685, Timestamp: 2023-07-03 12:15:29.477154070, Action: 2, Price: 193.31, Shares: 88.0, Reward: -0.21626082322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0166683\n", "Step: 2694, Timestamp: 2023-07-03 12:15:48.703589215, Action: 1, Price: 193.28, Shares: 184.0, Reward: -0.08834080928926906, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.0165038\n", "Step: 2696, Timestamp: 2023-07-03 12:16:20.844691441, Action: 1, Price: 193.3, Shares: 168.0, Reward: -0.10700981803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0166936\n", "Step: 2702, Timestamp: 2023-07-03 12:16:46.253314011, Action: 2, Price: 193.27, Shares: 231.0, Reward: -0.2781085329970833, Transaction Cost: 0.2214165329970913, Slippage: 0.03999999999999204, Time Penalty: 0.016692\n", "Step: 2703, Timestamp: 2023-07-03 12:17:03.360622265, Action: 2, Price: 193.29, Shares: 121.0, Reward: -0.17706373607108944, Transaction Cost: 0.16063243607108943, Slippage: 0.0, Time Penalty: 0.0164313\n", "Step: 2704, Timestamp: 2023-07-03 12:17:13.405976697, Action: 1, Price: 193.26, Shares: 152.0, Reward: -0.07220231820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0168041\n", "Step: 2708, Timestamp: 2023-07-03 12:17:25.506447511, Action: 2, Price: 193.27, Shares: 66.0, Reward: -0.21619822322315443, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0166057\n", "Step: 2712, Timestamp: 2023-07-03 12:17:52.098595524, Action: 2, Price: 193.29, Shares: 86.0, Reward: -0.08054790435155293, Transaction Cost: 0.04399100435157111, Slippage: 0.01999999999998181, Time Penalty: 0.0165569\n", "Step: 2724, Timestamp: 2023-07-03 12:18:51.992961419, Action: 1, Price: 193.29, Shares: 182.0, Reward: -0.051899218204320904, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.016501\n", "Step: 2725, Timestamp: 2023-07-03 12:19:05.255146851, Action: 1, Price: 193.29, Shares: 248.0, Reward: -0.07047190435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.0164809\n", "Step: 2726, Timestamp: 2023-07-03 12:19:50.781096461, Action: 2, Price: 193.29, Shares: 206.0, Reward: -0.04191131820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165131\n", "Step: 2730, Timestamp: 2023-07-03 12:20:01.897961291, Action: 2, Price: 193.3, Shares: 151.0, Reward: -0.10176785461290473, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.0255732\n", "Step: 2731, Timestamp: 2023-07-03 12:20:01.897961291, Action: 2, Price: 193.3, Shares: 73.0, Reward: -0.041907318204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165091\n", "Step: 2758, Timestamp: 2023-07-03 12:21:33.958731445, Action: 1, Price: 193.37, Shares: 140.0, Reward: -0.04186841820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164702\n", "Step: 2759, Timestamp: 2023-07-03 12:21:39.683135442, Action: 2, Price: 193.36, Shares: 114.0, Reward: -0.051881618204292476, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164834\n", "Step: 2761, Timestamp: 2023-07-03 12:21:51.822386874, Action: 2, Price: 193.37, Shares: 26.0, Reward: -0.08373286911273545, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.0165355\n", "Step: 2771, Timestamp: 2023-07-03 12:22:39.554451747, Action: 1, Price: 193.4, Shares: 92.0, Reward: -0.21622352322315444, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.016631\n", "Step: 2773, Timestamp: 2023-07-03 12:22:51.254904614, Action: 1, Price: 193.43, Shares: 219.0, Reward: -0.20611402322316352, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0165215\n", "Step: 2774, Timestamp: 2023-07-03 12:22:51.254904614, Action: 2, Price: 193.43, Shares: 77.0, Reward: -0.20611402322316352, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0165215\n", "Step: 2775, Timestamp: 2023-07-03 12:23:19.710261904, Action: 2, Price: 193.41, Shares: 234.0, Reward: -0.06201511820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0166169\n", "Step: 2776, Timestamp: 2023-07-03 12:23:54.865451964, Action: 1, Price: 193.41, Shares: 86.0, Reward: -0.05190271820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165045\n", "Step: 2778, Timestamp: 2023-07-03 12:23:54.867928228, Action: 2, Price: 193.42, Shares: 86.0, Reward: -0.11743361803555495, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0171174\n", "Step: 2788, Timestamp: 2023-07-03 12:24:06.170382298, Action: 1, Price: 193.44, Shares: 244.0, Reward: -0.11743361803555495, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0171174\n", "Step: 2789, Timestamp: 2023-07-03 12:24:06.170420674, Action: 2, Price: 193.44, Shares: 244.0, Reward: -0.06239520464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0164767\n", "Step: 2827, Timestamp: 2023-07-03 12:26:55.839375999, Action: 1, Price: 193.5, Shares: 74.0, Reward: -0.1534288910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.0164378\n", "Step: 2829, Timestamp: 2023-07-03 12:27:11.791221631, Action: 2, Price: 193.5, Shares: 74.0, Reward: -0.05192481820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165266\n", "Step: 2830, Timestamp: 2023-07-03 12:27:54.326827476, Action: 1, Price: 193.48, Shares: 232.0, Reward: -0.3004517820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0164696\n", "Step: 2831, Timestamp: 2023-07-03 12:27:54.327173830, Action: 2, Price: 193.48, Shares: 176.0, Reward: -0.05202191820432091, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0166237\n", "Step: 2832, Timestamp: 2023-07-03 12:27:54.327173830, Action: 1, Price: 193.48, Shares: 244.0, Reward: -0.05202191820432091, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0166237\n", "Step: 2834, Timestamp: 2023-07-03 12:28:01.831335300, Action: 2, Price: 193.45, Shares: 233.0, Reward: -0.06189201820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164938\n", "Step: 2835, Timestamp: 2023-07-03 12:28:54.973564437, Action: 2, Price: 193.46, Shares: 67.0, Reward: -0.10267475461289563, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.0164801\n", "Step: 2837, Timestamp: 2023-07-03 12:29:04.980161338, Action: 1, Price: 193.47, Shares: 130.0, Reward: -0.04238131820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0169831\n", "Step: 2838, Timestamp: 2023-07-03 12:29:13.962880928, Action: 1, Price: 193.49, Shares: 232.0, Reward: -0.05186621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.016468\n", "Step: 2839, Timestamp: 2023-07-03 12:29:14.532503103, Action: 2, Price: 193.49, Shares: 202.0, Reward: -0.20443722743010193, Transaction Cost: 0.17778752743011103, Slippage: 0.009999999999990905, Time Penalty: 0.0166497\n", "Step: 2840, Timestamp: 2023-07-03 12:29:14.532503103, Action: 2, Price: 193.49, Shares: 76.0, Reward: -0.20624222322316352, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0166497\n", "Step: 2842, Timestamp: 2023-07-03 12:29:16.520848776, Action: 1, Price: 193.5, Shares: 103.0, Reward: -0.28050628204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165241\n", "Step: 2843, Timestamp: 2023-07-03 12:29:16.521355733, Action: 1, Price: 193.5, Shares: 186.0, Reward: -0.5641350529018745, Transaction Cost: 0.5375789529018836, Slippage: 0.009999999999990905, Time Penalty: 0.0165561\n", "Step: 2845, Timestamp: 2023-07-03 12:29:16.521826850, Action: 1, Price: 193.5, Shares: 101.0, Reward: -0.46632424351570195, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.0164142\n", "Step: 2846, Timestamp: 2023-07-03 12:29:17.500082380, Action: 2, Price: 193.49, Shares: 160.0, Reward: -0.29056998204299755, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0165878\n", "Step: 2848, Timestamp: 2023-07-03 12:29:41.047320900, Action: 1, Price: 193.48, Shares: 101.0, Reward: -0.07185741820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0164592\n", "Step: 2849, Timestamp: 2023-07-03 12:29:51.005556962, Action: 2, Price: 193.5, Shares: 191.0, Reward: -0.2804320820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164499\n", "Step: 2851, Timestamp: 2023-07-03 12:30:08.450626711, Action: 1, Price: 193.45, Shares: 66.0, Reward: -0.07197511820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0165769\n", "Step: 2852, Timestamp: 2023-07-03 12:30:09.601986336, Action: 2, Price: 193.41, Shares: 199.0, Reward: -0.12726131803554586, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0169451\n", "Step: 2853, Timestamp: 2023-07-03 12:30:09.601986336, Action: 2, Price: 193.41, Shares: 91.0, Reward: -0.2229091174062856, Transaction Cost: 0.17596401740628445, Slippage: 0.030000000000001137, Time Penalty: 0.0169451\n", "Step: 2859, Timestamp: 2023-07-03 12:30:09.604609552, Action: 1, Price: 193.39, Shares: 151.0, Reward: -0.092928804644655, Transaction Cost: 0.03591850464463453, Slippage: 0.040000000000020464, Time Penalty: 0.0170103\n", "Step: 2860, Timestamp: 2023-07-03 12:30:15.348359503, Action: 2, Price: 193.4, Shares: 91.0, Reward: -0.05189171820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164935\n", "Step: 2862, Timestamp: 2023-07-03 12:30:56.992422941, Action: 2, Price: 193.42, Shares: 60.0, Reward: -0.1864712102342133, Transaction Cost: 0.12950601023422126, Slippage: 0.03999999999999204, Time Penalty: 0.0169652\n", "Step: 2889, Timestamp: 2023-07-03 12:36:13.152038952, Action: 1, Price: 193.42, Shares: 125.0, Reward: -0.0520094182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0166112\n", "Step: 2890, Timestamp: 2023-07-03 12:36:20.087244985, Action: 2, Price: 193.43, Shares: 125.0, Reward: -0.06193021820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.016532\n", "Step: 2895, Timestamp: 2023-07-03 12:37:34.179606681, Action: 1, Price: 193.37, Shares: 135.0, Reward: -0.05184531820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164471\n", "Step: 2896, Timestamp: 2023-07-03 12:37:40.545276050, Action: 1, Price: 193.35, Shares: 71.0, Reward: -0.12734031803554585, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0170241\n", "Step: 2897, Timestamp: 2023-07-03 12:37:40.545276050, Action: 2, Price: 193.35, Shares: 166.0, Reward: -0.12734031803554585, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0170241\n", "Step: 2898, Timestamp: 2023-07-03 12:37:40.545276050, Action: 2, Price: 193.35, Shares: 40.0, Reward: -0.12424661393390357, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.0164911\n", "Step: 2909, Timestamp: 2023-07-03 12:39:41.304234633, Action: 1, Price: 193.36, Shares: 139.0, Reward: -0.27044158204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164594\n", "Step: 2910, Timestamp: 2023-07-03 12:39:41.374872406, Action: 2, Price: 193.37, Shares: 139.0, Reward: -0.2692776803817272, Transaction Cost: 0.25270908038172724, Slippage: 0.0, Time Penalty: 0.0165686\n", "Step: 2924, Timestamp: 2023-07-03 12:42:01.842094558, Action: 1, Price: 193.4, Shares: 225.0, Reward: -0.47659834351569286, Transaction Cost: 0.43991004351571106, Slippage: 0.01999999999998181, Time Penalty: 0.0166883\n", "Step: 2925, Timestamp: 2023-07-03 12:42:01.842094558, Action: 1, Price: 193.4, Shares: 157.0, Reward: -0.06208651820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0166883\n", "Step: 2926, Timestamp: 2023-07-03 12:42:04.501292990, Action: 2, Price: 193.38, Shares: 176.0, Reward: -0.06187211820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164739\n", "Step: 2927, Timestamp: 2023-07-03 12:43:02.911785124, Action: 2, Price: 193.4, Shares: 117.0, Reward: -0.33302096661136427, Transaction Cost: 0.3162052666113643, Slippage: 0.0, Time Penalty: 0.0168157\n", "Step: 2928, Timestamp: 2023-07-03 12:43:02.911785124, Action: 2, Price: 193.4, Shares: 89.0, Reward: -0.08325384241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0164617\n", "Step: 2936, Timestamp: 2023-07-03 12:44:51.846958210, Action: 1, Price: 193.45, Shares: 213.0, Reward: -0.12724106649854566, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.0165328\n", "Step: 2937, Timestamp: 2023-07-03 12:44:51.846958210, Action: 2, Price: 193.45, Shares: 213.0, Reward: -0.1009697601272424, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.0167334\n", "Step: 2941, Timestamp: 2023-07-03 12:45:18.713287594, Action: 1, Price: 193.46, Shares: 186.0, Reward: -0.15584517030934328, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.0167334\n", "Step: 2942, Timestamp: 2023-07-03 12:45:18.713287594, Action: 2, Price: 193.46, Shares: 186.0, Reward: -0.10292805461289563, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.0167334\n", "Step: 2943, Timestamp: 2023-07-03 12:45:19.561499250, Action: 1, Price: 193.46, Shares: 68.0, Reward: -0.14010318482437284, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.0165189\n", "Step: 2945, Timestamp: 2023-07-03 12:45:19.561999742, Action: 2, Price: 193.46, Shares: 54.0, Reward: -0.20619542322316353, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0166029\n", "Step: 2947, Timestamp: 2023-07-03 12:45:19.562032079, Action: 1, Price: 193.46, Shares: 149.0, Reward: -0.15850811305470422, Transaction Cost: 0.13197301305471332, Slippage: 0.009999999999990905, Time Penalty: 0.0165351\n", "Step: 2951, Timestamp: 2023-07-03 12:45:21.119883797, Action: 1, Price: 193.46, Shares: 119.0, Reward: -0.2804241820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.016442\n", "Step: 2952, Timestamp: 2023-07-03 12:45:21.839563449, Action: 2, Price: 193.47, Shares: 69.0, Reward: -0.11488257612860206, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.0165157\n", "Step: 2954, Timestamp: 2023-07-03 12:45:26.829243423, Action: 2, Price: 193.46, Shares: 82.0, Reward: -0.04187681820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164786\n", "Step: 2955, Timestamp: 2023-07-03 12:45:27.211658657, Action: 2, Price: 193.46, Shares: 104.0, Reward: -0.2567674113272376, Transaction Cost: 0.23960631132723764, Slippage: 0.0, Time Penalty: 0.0171611\n", "Step: 2958, Timestamp: 2023-07-03 12:45:27.211658657, Action: 2, Price: 193.47, Shares: 27.0, Reward: -0.27042328204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164411\n", "Step: 2963, Timestamp: 2023-07-03 12:46:29.765456619, Action: 1, Price: 193.47, Shares: 195.0, Reward: -0.041899618204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165014\n", "Step: 2965, Timestamp: 2023-07-03 12:46:38.743755584, Action: 2, Price: 193.46, Shares: 195.0, Reward: -0.09707981803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0167636\n", "Step: 2979, Timestamp: 2023-07-03 12:48:49.120056038, Action: 1, Price: 193.52, Shares: 156.0, Reward: -0.04216181820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0167636\n", "Step: 2982, Timestamp: 2023-07-03 12:49:28.303849618, Action: 2, Price: 193.52, Shares: 156.0, Reward: -0.18494942025448483, Transaction Cost: 0.16847272025448481, Slippage: 0.0, Time Penalty: 0.0164767\n", "Step: 2986, Timestamp: 2023-07-03 12:50:02.616597919, Action: 1, Price: 193.54, Shares: 194.0, Reward: -0.04182591820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164277\n", "Step: 2987, Timestamp: 2023-07-03 12:50:07.414141247, Action: 2, Price: 193.54, Shares: 52.0, Reward: -0.07329034241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0164982\n", "Step: 2988, Timestamp: 2023-07-03 12:50:15.874586755, Action: 2, Price: 193.55, Shares: 142.0, Reward: -0.18302543194904913, Transaction Cost: 0.15656513194905822, Slippage: 0.009999999999990905, Time Penalty: 0.0164603\n", "Step: 3007, Timestamp: 2023-07-03 12:53:11.147894470, Action: 1, Price: 193.63, Shares: 136.0, Reward: -0.05196241820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165642\n", "Step: 3008, Timestamp: 2023-07-03 12:53:11.147894470, Action: 2, Price: 193.63, Shares: 87.0, Reward: -0.062482704644625436, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0165642\n", "Step: 3010, Timestamp: 2023-07-03 12:53:11.147923084, Action: 2, Price: 193.63, Shares: 49.0, Reward: -0.2130250545014883, Transaction Cost: 0.16654725450151556, Slippage: 0.029999999999972715, Time Penalty: 0.0164778\n", "Step: 3016, Timestamp: 2023-07-03 12:53:42.320140789, Action: 1, Price: 193.61, Shares: 51.0, Reward: -0.3005439820429885, Transaction Cost: 0.25398218204301576, Slippage: 0.029999999999972715, Time Penalty: 0.0165618\n", "Step: 3023, Timestamp: 2023-07-03 12:54:40.163032192, Action: 2, Price: 193.58, Shares: 51.0, Reward: -0.04207971820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0166815\n", "Step: 3027, Timestamp: 2023-07-03 12:54:40.988418023, Action: 1, Price: 193.66, Shares: 123.0, Reward: -0.12699771803554585, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0166815\n", "Step: 3029, Timestamp: 2023-07-03 12:55:10.918582213, Action: 2, Price: 193.57, Shares: 123.0, Reward: -0.11701101803555494, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0166948\n", "Step: 3033, Timestamp: 2023-07-03 12:55:10.918656516, Action: 1, Price: 193.5, Shares: 52.0, Reward: -0.12212831820431408, Transaction Cost: 0.025398218204301576, Slippage: 0.0800000000000125, Time Penalty: 0.0167301\n", "Step: 3034, Timestamp: 2023-07-03 12:55:10.918656516, Action: 2, Price: 193.5, Shares: 52.0, Reward: -0.12263471820431408, Transaction Cost: 0.025398218204301576, Slippage: 0.0800000000000125, Time Penalty: 0.0172365\n", "Step: 3035, Timestamp: 2023-07-03 12:55:10.918656516, Action: 1, Price: 193.49, Shares: 75.0, Reward: -0.3329808012532398, Transaction Cost: 0.2257443012532364, Slippage: 0.09000000000000341, Time Penalty: 0.0172365\n", "Step: 3036, Timestamp: 2023-07-03 12:55:10.918656516, Action: 2, Price: 193.49, Shares: 75.0, Reward: -0.20755271803555836, Transaction Cost: 0.08031621803554471, Slippage: 0.11000000000001364, Time Penalty: 0.0172365\n", "Step: 3039, Timestamp: 2023-07-03 12:55:10.918656516, Action: 1, Price: 193.45, Shares: 166.0, Reward: -0.20490764241221485, Transaction Cost: 0.056792142412190966, Slippage: 0.13000000000002387, Time Penalty: 0.0181155\n", "Step: 3040, Timestamp: 2023-07-03 12:55:10.918656516, Action: 1, Price: 193.42, Shares: 205.0, Reward: -0.23490764241221598, Transaction Cost: 0.056792142412190966, Slippage: 0.160000000000025, Time Penalty: 0.0181155\n", "Step: 3042, Timestamp: 2023-07-03 12:55:10.918656516, Action: 2, Price: 193.4, Shares: 214.0, Reward: -0.23403400464464136, Transaction Cost: 0.03591850464463453, Slippage: 0.18000000000000682, Time Penalty: 0.0181155\n", "Step: 3043, Timestamp: 2023-07-03 12:55:10.918656516, Action: 2, Price: 193.38, Shares: 157.0, Reward: -0.31403400464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.2600000000000193, Time Penalty: 0.0181155\n", "Step: 3050, Timestamp: 2023-07-03 12:55:10.918656516, Action: 1, Price: 193.31, Shares: 168.0, Reward: -0.4030302848243922, Transaction Cost: 0.11358428482438193, Slippage: 0.27000000000001023, Time Penalty: 0.019446\n", "Step: 3054, Timestamp: 2023-07-03 12:55:10.918656516, Action: 2, Price: 193.3, Shares: 168.0, Reward: -0.37484421820431413, Transaction Cost: 0.025398218204301576, Slippage: 0.3300000000000125, Time Penalty: 0.019446\n", "Step: 3064, Timestamp: 2023-07-03 12:55:10.918656516, Action: 1, Price: 193.24, Shares: 149.0, Reward: -0.385849318204305, Transaction Cost: 0.025398218204301576, Slippage: 0.3400000000000034, Time Penalty: 0.0204511\n", "Step: 3065, Timestamp: 2023-07-03 12:55:10.918656516, Action: 2, Price: 193.23, Shares: 120.0, Reward: -0.6244332820430385, Transaction Cost: 0.25398218204301576, Slippage: 0.35000000000002274, Time Penalty: 0.0204511\n", "Step: 3066, Timestamp: 2023-07-03 12:55:10.918656516, Action: 2, Price: 193.22, Shares: 29.0, Reward: -0.41584931820430615, Transaction Cost: 0.025398218204301576, Slippage: 0.37000000000000455, Time Penalty: 0.0204511\n", "Step: 3072, Timestamp: 2023-07-03 12:55:10.918656516, Action: 1, Price: 193.21, Shares: 74.0, Reward: -0.9492119004946393, Transaction Cost: 0.5587608004946347, Slippage: 0.37000000000000455, Time Penalty: 0.0204511\n", "Step: 3075, Timestamp: 2023-07-03 12:55:10.927263071, Action: 2, Price: 193.47, Shares: 74.0, Reward: -0.22264931740628557, Transaction Cost: 0.17596401740628445, Slippage: 0.030000000000001137, Time Penalty: 0.0166853\n", "Step: 3089, Timestamp: 2023-07-03 12:56:02.968947428, Action: 1, Price: 193.6, Shares: 84.0, Reward: -0.18317093194907755, Transaction Cost: 0.15656513194905822, Slippage: 0.010000000000019327, Time Penalty: 0.0166058\n", "Step: 3090, Timestamp: 2023-07-03 12:56:02.968947428, Action: 1, Price: 193.6, Shares: 71.0, Reward: -0.10692201803556405, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.0166058\n", "Step: 3093, Timestamp: 2023-07-03 12:56:16.791772081, Action: 2, Price: 193.62, Shares: 155.0, Reward: -0.06205901820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0166608\n", "Step: 3105, Timestamp: 2023-07-03 12:57:14.709494190, Action: 1, Price: 193.64, Shares: 166.0, Reward: -0.041966918204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165687\n", "Step: 3107, Timestamp: 2023-07-03 12:58:10.623896341, Action: 2, Price: 193.63, Shares: 136.0, Reward: -0.051940318204292485, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165421\n", "Step: 3110, Timestamp: 2023-07-03 12:58:16.814918561, Action: 2, Price: 193.61, Shares: 30.0, Reward: -0.30054658204298845, Transaction Cost: 0.25398218204301576, Slippage: 0.029999999999972715, Time Penalty: 0.0165644\n", "Step: 3111, Timestamp: 2023-07-03 12:58:16.815216213, Action: 1, Price: 193.6, Shares: 169.0, Reward: -0.06206581820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0166676\n", "Step: 3112, Timestamp: 2023-07-03 12:59:03.581800747, Action: 1, Price: 193.58, Shares: 78.0, Reward: -0.06189831820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0165001\n", "Step: 3115, Timestamp: 2023-07-03 12:59:16.042559235, Action: 2, Price: 193.57, Shares: 130.0, Reward: -0.11711521803555494, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.016799\n", "Step: 3116, Timestamp: 2023-07-03 12:59:16.042559235, Action: 1, Price: 193.57, Shares: 104.0, Reward: -0.06219721820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.016799\n", "Step: 3117, Timestamp: 2023-07-03 12:59:16.042559235, Action: 1, Price: 193.57, Shares: 104.0, Reward: -0.15038328482439217, Transaction Cost: 0.11358428482438193, Slippage: 0.020000000000010232, Time Penalty: 0.016799\n", "Step: 3118, Timestamp: 2023-07-03 12:59:16.042559235, Action: 2, Price: 193.57, Shares: 103.0, Reward: -0.24777244541146198, Transaction Cost: 0.21097344541145174, Slippage: 0.020000000000010232, Time Penalty: 0.016799\n", "Step: 3120, Timestamp: 2023-07-03 12:59:17.578756381, Action: 2, Price: 193.56, Shares: 137.0, Reward: -0.12702681803554586, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0167106\n", "Step: 3121, Timestamp: 2023-07-03 12:59:31.154776317, Action: 2, Price: 193.56, Shares: 78.0, Reward: -0.09686081803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0165446\n", "Step: 3123, Timestamp: 2023-07-03 12:59:58.252128251, Action: 2, Price: 193.54, Shares: 7.0, Reward: -0.07245110464464477, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0165326\n", "Step: 3165, Timestamp: 2023-07-03 13:04:19.411015912, Action: 1, Price: 193.51, Shares: 210.0, Reward: -0.05249640464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0165779\n", "Step: 3166, Timestamp: 2023-07-03 13:04:21.309063347, Action: 2, Price: 193.52, Shares: 110.0, Reward: -0.09703601803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0167198\n", "Step: 3167, Timestamp: 2023-07-03 13:04:21.309063347, Action: 1, Price: 193.52, Shares: 129.0, Reward: -0.042118018204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0167198\n", "Step: 3168, Timestamp: 2023-07-03 13:04:33.131259693, Action: 2, Price: 193.54, Shares: 229.0, Reward: -0.18359663194904913, Transaction Cost: 0.15656513194905822, Slippage: 0.009999999999990905, Time Penalty: 0.0170315\n", "Step: 3178, Timestamp: 2023-07-03 13:06:10.253144724, Action: 1, Price: 193.51, Shares: 178.0, Reward: -0.0519073182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0165091\n", "Step: 3180, Timestamp: 2023-07-03 13:07:07.522896486, Action: 2, Price: 193.55, Shares: 178.0, Reward: -0.20612362322319194, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0165311\n", "Step: 3202, Timestamp: 2023-07-03 13:08:52.146501122, Action: 1, Price: 193.58, Shares: 74.0, Reward: -0.10684631803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0165301\n", "Step: 3203, Timestamp: 2023-07-03 13:09:23.936488548, Action: 2, Price: 193.59, Shares: 74.0, Reward: -0.26681113951315544, Transaction Cost: 0.25014343951315543, Slippage: 0.0, Time Penalty: 0.0166677\n", "Step: 3206, Timestamp: 2023-07-03 13:09:27.567280111, Action: 1, Price: 193.6, Shares: 117.0, Reward: -0.13000818482438192, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0164239\n", "Step: 3213, Timestamp: 2023-07-03 13:10:10.185026114, Action: 2, Price: 193.62, Shares: 117.0, Reward: -0.0519671182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0165689\n", "Step: 3217, Timestamp: 2023-07-03 13:10:33.318965665, Action: 1, Price: 193.61, Shares: 254.0, Reward: -0.2946701406186865, Transaction Cost: 0.27822354061868654, Slippage: 0.0, Time Penalty: 0.0164466\n", "Step: 3219, Timestamp: 2023-07-03 13:10:52.683733814, Action: 2, Price: 193.58, Shares: 171.0, Reward: -0.08261900464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0167005\n", "Step: 3222, Timestamp: 2023-07-03 13:11:20.334551587, Action: 2, Price: 193.57, Shares: 83.0, Reward: -0.3171850892597903, Transaction Cost: 0.28053248925980845, Slippage: 0.01999999999998181, Time Penalty: 0.0166526\n", "Step: 3230, Timestamp: 2023-07-03 13:13:47.796294927, Action: 1, Price: 193.55, Shares: 201.0, Reward: -0.2904534820429976, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0164713\n", "Step: 3232, Timestamp: 2023-07-03 13:14:04.413982754, Action: 2, Price: 193.53, Shares: 68.0, Reward: -0.07100900435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.017018\n", "Step: 3234, Timestamp: 2023-07-03 13:14:12.859860621, Action: 2, Price: 193.54, Shares: 110.0, Reward: -0.15556227030934328, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.0164505\n", "Step: 3235, Timestamp: 2023-07-03 13:14:18.856780155, Action: 2, Price: 193.52, Shares: 23.0, Reward: -0.062000018204283386, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0166018\n", "Step: 3236, Timestamp: 2023-07-03 13:14:18.857560605, Action: 1, Price: 193.52, Shares: 96.0, Reward: -0.1645538885640667, Transaction Cost: 0.1480957885640667, Slippage: 0.0, Time Penalty: 0.0164581\n", "Step: 3239, Timestamp: 2023-07-03 13:14:29.702072784, Action: 2, Price: 193.52, Shares: 96.0, Reward: -0.04188401820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164858\n", "Step: 3245, Timestamp: 2023-07-03 13:14:31.459923236, Action: 1, Price: 193.5, Shares: 117.0, Reward: -0.0625617182043118, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0171635\n", "Step: 3246, Timestamp: 2023-07-03 13:14:31.460089595, Action: 2, Price: 193.49, Shares: 59.0, Reward: -0.07201281820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0166146\n", "Step: 3247, Timestamp: 2023-07-03 13:14:57.235929824, Action: 2, Price: 193.46, Shares: 58.0, Reward: -0.10713321803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.016817\n", "Step: 3251, Timestamp: 2023-07-03 13:15:30.053577827, Action: 1, Price: 193.45, Shares: 57.0, Reward: -0.06219961820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168014\n", "Step: 3253, Timestamp: 2023-07-03 13:15:30.053577827, Action: 2, Price: 193.45, Shares: 57.0, Reward: -0.23644312322316466, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.0168506\n", "Step: 3257, Timestamp: 2023-07-03 13:15:30.975329604, Action: 1, Price: 193.43, Shares: 66.0, Reward: -0.21309483194905027, Transaction Cost: 0.15656513194905822, Slippage: 0.03999999999999204, Time Penalty: 0.0165297\n", "Step: 3259, Timestamp: 2023-07-03 13:15:36.589303915, Action: 2, Price: 193.45, Shares: 66.0, Reward: -0.23627252322316467, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.01668\n", "Step: 3264, Timestamp: 2023-07-03 13:16:49.373719334, Action: 1, Price: 193.43, Shares: 61.0, Reward: -0.23627252322316467, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.01668\n", "Step: 3265, Timestamp: 2023-07-03 13:16:49.373719334, Action: 1, Price: 193.43, Shares: 205.0, Reward: -0.23627252322316467, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.01668\n", "Step: 3267, Timestamp: 2023-07-03 13:16:56.767646045, Action: 1, Price: 193.44, Shares: 250.0, Reward: -0.1733161319490582, Transaction Cost: 0.15656513194905822, Slippage: 0.0, Time Penalty: 0.016751\n", "Step: 3268, Timestamp: 2023-07-03 13:16:56.767646045, Action: 2, Price: 193.45, Shares: 89.0, Reward: -0.04214921820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.016751\n", "Step: 3269, Timestamp: 2023-07-03 13:16:56.767646045, Action: 2, Price: 193.45, Shares: 136.0, Reward: -0.22165281951925064, Transaction Cost: 0.1849018195192404, Slippage: 0.020000000000010232, Time Penalty: 0.016751\n", "Step: 3271, Timestamp: 2023-07-03 13:17:48.181806397, Action: 2, Price: 193.44, Shares: 100.0, Reward: -0.07193611820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0165379\n", "Step: 3272, Timestamp: 2023-07-03 13:18:00.074670006, Action: 2, Price: 193.45, Shares: 169.0, Reward: -0.10274395461292406, Transaction Cost: 0.07619465461290473, Slippage: 0.010000000000019327, Time Penalty: 0.0165493\n", "Step: 3273, Timestamp: 2023-07-03 13:18:12.564687920, Action: 2, Price: 193.45, Shares: 22.0, Reward: -0.11327834241218301, Transaction Cost: 0.056792142412190966, Slippage: 0.03999999999999204, Time Penalty: 0.0164862\n", "Step: 3282, Timestamp: 2023-07-03 13:18:25.906640458, Action: 1, Price: 193.42, Shares: 85.0, Reward: -0.06249161820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0170934\n", "Step: 3284, Timestamp: 2023-07-03 13:18:25.906640458, Action: 2, Price: 193.42, Shares: 85.0, Reward: -0.29107558204302597, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0170934\n", "Step: 3287, Timestamp: 2023-07-03 13:18:56.925307581, Action: 1, Price: 193.42, Shares: 182.0, Reward: -0.0518242182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.016426\n", "Step: 3289, Timestamp: 2023-07-03 13:18:57.225094672, Action: 2, Price: 193.41, Shares: 60.0, Reward: -0.07293160464464477, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0170131\n", "Step: 3290, Timestamp: 2023-07-03 13:18:57.225094672, Action: 2, Price: 193.41, Shares: 122.0, Reward: -0.21241321740626626, Transaction Cost: 0.17596401740628445, Slippage: 0.01999999999998181, Time Penalty: 0.0164492\n", "Step: 3305, Timestamp: 2023-07-03 13:19:44.822698506, Action: 1, Price: 193.39, Shares: 126.0, Reward: -0.37578734644634526, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0166023\n", "Step: 3307, Timestamp: 2023-07-03 13:19:46.030236108, Action: 2, Price: 193.4, Shares: 126.0, Reward: -0.10811477804103227, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.0165402\n", "Step: 3310, Timestamp: 2023-07-03 13:19:55.124502237, Action: 1, Price: 193.42, Shares: 92.0, Reward: -0.04186671820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164685\n", "Step: 3311, Timestamp: 2023-07-03 13:19:57.959531243, Action: 2, Price: 193.45, Shares: 92.0, Reward: -0.290666882043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0166847\n", "Step: 3312, Timestamp: 2023-07-03 13:19:57.959531243, Action: 1, Price: 193.45, Shares: 161.0, Reward: -0.290666882043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0166847\n", "Step: 3313, Timestamp: 2023-07-03 13:19:59.596974556, Action: 1, Price: 193.47, Shares: 162.0, Reward: -0.04199401820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165958\n", "Step: 3314, Timestamp: 2023-07-03 13:19:59.596974556, Action: 2, Price: 193.47, Shares: 138.0, Reward: -0.26930488038172723, Transaction Cost: 0.25270908038172724, Slippage: 0.0, Time Penalty: 0.0165958\n", "Step: 3315, Timestamp: 2023-07-03 13:20:00.134812024, Action: 2, Price: 193.47, Shares: 178.0, Reward: -0.44749735573561433, Transaction Cost: 0.4310220557356143, Slippage: 0.0, Time Penalty: 0.0164753\n", "Step: 3316, Timestamp: 2023-07-03 13:20:00.135604861, Action: 2, Price: 193.48, Shares: 7.0, Reward: -0.11692621803555495, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.01661\n", "Step: 3320, Timestamp: 2023-07-03 13:20:05.395501108, Action: 1, Price: 193.47, Shares: 194.0, Reward: -0.22652162322317376, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0169291\n", "Step: 3321, Timestamp: 2023-07-03 13:20:05.395501108, Action: 2, Price: 193.47, Shares: 69.0, Reward: -0.22652162322317376, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0169291\n", "Step: 3322, Timestamp: 2023-07-03 13:20:05.395501108, Action: 2, Price: 193.47, Shares: 57.0, Reward: -0.22652162322317376, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0169291\n", "Step: 3325, Timestamp: 2023-07-03 13:20:22.217645776, Action: 2, Price: 193.5, Shares: 68.0, Reward: -0.062481618204311806, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0170834\n", "Step: 3352, Timestamp: 2023-07-03 13:22:36.466269608, Action: 1, Price: 193.45, Shares: 142.0, Reward: -0.291065582043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0170834\n", "Step: 3353, Timestamp: 2023-07-03 13:22:36.466269608, Action: 2, Price: 193.45, Shares: 142.0, Reward: -0.10727491803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0169587\n", "Step: 3361, Timestamp: 2023-07-03 13:22:48.103935544, Action: 1, Price: 193.43, Shares: 104.0, Reward: -0.04228051820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0168823\n", "Step: 3364, Timestamp: 2023-07-03 13:22:48.103935544, Action: 2, Price: 193.46, Shares: 104.0, Reward: -0.17684008524521208, Transaction Cost: 0.15025788524522118, Slippage: 0.009999999999990905, Time Penalty: 0.0165822\n", "Step: 3372, Timestamp: 2023-07-03 13:23:09.105639300, Action: 1, Price: 193.47, Shares: 203.0, Reward: -0.3931743548433338, Transaction Cost: 0.37671645484333377, Slippage: 0.0, Time Penalty: 0.0164579\n", "Step: 3373, Timestamp: 2023-07-03 13:23:09.740155181, Action: 2, Price: 193.45, Shares: 115.0, Reward: -0.290464082043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164819\n", "Step: 3378, Timestamp: 2023-07-03 13:23:13.334941934, Action: 2, Price: 193.43, Shares: 88.0, Reward: -0.21299113194905026, Transaction Cost: 0.15656513194905822, Slippage: 0.03999999999999204, Time Penalty: 0.016426\n", "Step: 3379, Timestamp: 2023-07-03 13:23:13.334989487, Action: 1, Price: 193.43, Shares: 214.0, Reward: -0.21309533194905025, Transaction Cost: 0.15656513194905822, Slippage: 0.03999999999999204, Time Penalty: 0.0165302\n", "Step: 3380, Timestamp: 2023-07-03 13:23:13.335035836, Action: 2, Price: 193.43, Shares: 195.0, Reward: -0.21302823194905027, Transaction Cost: 0.15656513194905822, Slippage: 0.03999999999999204, Time Penalty: 0.0164631\n", "Step: 3383, Timestamp: 2023-07-03 13:23:14.890387642, Action: 2, Price: 193.43, Shares: 19.0, Reward: -0.20608642322316353, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0164939\n", "Step: 3398, Timestamp: 2023-07-03 13:23:58.056858994, Action: 1, Price: 193.43, Shares: 197.0, Reward: -0.20613402322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0165415\n", "Step: 3400, Timestamp: 2023-07-03 13:24:12.568880389, Action: 2, Price: 193.42, Shares: 196.0, Reward: -0.29090178204302597, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0169196\n", "Step: 3401, Timestamp: 2023-07-03 13:24:12.568880389, Action: 2, Price: 193.42, Shares: 1.0, Reward: -0.06231781820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0169196\n", "Step: 3402, Timestamp: 2023-07-03 13:24:12.568880389, Action: 1, Price: 193.41, Shares: 140.0, Reward: -0.22651212322317377, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0169196\n", "Step: 3403, Timestamp: 2023-07-03 13:24:12.568880389, Action: 2, Price: 193.41, Shares: 140.0, Reward: -0.08266101820429361, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0172628\n", "Step: 3410, Timestamp: 2023-07-03 13:24:12.569245941, Action: 1, Price: 193.41, Shares: 180.0, Reward: -0.21620102322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0166085\n", "Step: 3412, Timestamp: 2023-07-03 13:24:12.569515271, Action: 2, Price: 193.4, Shares: 64.0, Reward: -0.3004970820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0165149\n", "Step: 3413, Timestamp: 2023-07-03 13:24:17.370436054, Action: 1, Price: 193.38, Shares: 144.0, Reward: -0.5444837640860417, Transaction Cost: 0.5079643640860315, Slippage: 0.020000000000010232, Time Penalty: 0.0165194\n", "Step: 3415, Timestamp: 2023-07-03 13:24:18.669347568, Action: 1, Price: 193.38, Shares: 113.0, Reward: -0.08334784241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0165557\n", "Step: 3416, Timestamp: 2023-07-03 13:24:18.669347568, Action: 1, Price: 193.38, Shares: 86.0, Reward: -0.07735213640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0165557\n", "Step: 3417, Timestamp: 2023-07-03 13:24:18.704508994, Action: 2, Price: 193.38, Shares: 107.0, Reward: -0.14011238482437283, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.0165281\n", "Step: 3418, Timestamp: 2023-07-03 13:24:26.692771419, Action: 2, Price: 193.39, Shares: 223.0, Reward: -0.20624062322319195, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0166481\n", "Step: 3420, Timestamp: 2023-07-03 13:24:26.705588979, Action: 2, Price: 193.39, Shares: 129.0, Reward: -0.07078330435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0167923\n", "Step: 3425, Timestamp: 2023-07-03 13:24:26.706100594, Action: 1, Price: 193.42, Shares: 251.0, Reward: -0.04219051820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0167923\n", "Step: 3428, Timestamp: 2023-07-03 13:24:26.707240172, Action: 1, Price: 193.44, Shares: 242.0, Reward: -0.1893050968449926, Transaction Cost: 0.1722590968449926, Slippage: 0.0, Time Penalty: 0.017046\n", "Step: 3430, Timestamp: 2023-07-03 13:24:26.707240172, Action: 2, Price: 193.46, Shares: 71.0, Reward: -0.10736221803553561, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.017046\n", "Step: 3434, Timestamp: 2023-07-03 13:24:38.190445651, Action: 2, Price: 193.43, Shares: 119.0, Reward: -0.28057928204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165971\n", "Step: 3436, Timestamp: 2023-07-03 13:24:39.035935250, Action: 2, Price: 193.4, Shares: 115.0, Reward: -0.05192791820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165297\n", "Step: 3437, Timestamp: 2023-07-03 13:24:51.070065787, Action: 1, Price: 193.41, Shares: 165.0, Reward: -0.09264005461290473, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.0164454\n", "Step: 3439, Timestamp: 2023-07-03 13:24:51.083518549, Action: 2, Price: 193.4, Shares: 69.0, Reward: -0.09330694241217277, Transaction Cost: 0.056792142412190966, Slippage: 0.01999999999998181, Time Penalty: 0.0165148\n", "Step: 3441, Timestamp: 2023-07-03 13:24:51.103906442, Action: 2, Price: 193.42, Shares: 240.0, Reward: -0.21275951740629467, Transaction Cost: 0.17596401740628445, Slippage: 0.020000000000010232, Time Penalty: 0.0167955\n", "Step: 3442, Timestamp: 2023-07-03 13:24:51.103906442, Action: 2, Price: 193.44, Shares: 44.0, Reward: -0.05411780464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0181993\n", "Step: 3456, Timestamp: 2023-07-03 13:25:00.066134634, Action: 1, Price: 193.55, Shares: 238.0, Reward: -0.13178358482438193, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0181993\n", "Step: 3457, Timestamp: 2023-07-03 13:25:00.066134634, Action: 2, Price: 193.56, Shares: 109.0, Reward: -0.5261636640860315, Transaction Cost: 0.5079643640860315, Slippage: 0.0, Time Penalty: 0.0181993\n", "Step: 3458, Timestamp: 2023-07-03 13:25:00.066134634, Action: 2, Price: 193.58, Shares: 129.0, Reward: -0.3777889764509259, Transaction Cost: 0.2687894764509418, Slippage: 0.07999999999998408, Time Penalty: 0.0289995\n", "Step: 3463, Timestamp: 2023-07-03 13:25:00.066853056, Action: 1, Price: 193.57, Shares: 160.0, Reward: -0.3406722820430089, Transaction Cost: 0.25398218204301576, Slippage: 0.06999999999999318, Time Penalty: 0.0166901\n", "Step: 3464, Timestamp: 2023-07-03 13:25:00.066853056, Action: 2, Price: 193.56, Shares: 160.0, Reward: -0.24377126964876386, Transaction Cost: 0.22716856964876386, Slippage: 0.0, Time Penalty: 0.0166027\n", "Step: 3471, Timestamp: 2023-07-03 13:25:00.072011279, Action: 1, Price: 193.65, Shares: 110.0, Reward: -0.05304950464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.017131\n", "Step: 3472, Timestamp: 2023-07-03 13:25:00.072011279, Action: 1, Price: 193.65, Shares: 51.0, Reward: -0.06112200435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.017131\n", "Step: 3474, Timestamp: 2023-07-03 13:25:00.098545261, Action: 2, Price: 193.7, Shares: 159.0, Reward: -0.17118513002946378, Transaction Cost: 0.15449133002946377, Slippage: 0.0, Time Penalty: 0.0166938\n", "Step: 3475, Timestamp: 2023-07-03 13:25:00.098545261, Action: 2, Price: 193.7, Shares: 2.0, Reward: -0.042809818204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0174116\n", "Step: 3482, Timestamp: 2023-07-03 13:25:00.099402286, Action: 1, Price: 193.8, Shares: 111.0, Reward: -0.06140260435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0174116\n", "Step: 3484, Timestamp: 2023-07-03 13:25:00.099402286, Action: 2, Price: 193.8, Shares: 111.0, Reward: -0.06921403640860316, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.0184176\n", "Step: 3488, Timestamp: 2023-07-03 13:25:00.099402286, Action: 1, Price: 193.82, Shares: 248.0, Reward: -0.043815818204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0184176\n", "Step: 3489, Timestamp: 2023-07-03 13:25:00.099402286, Action: 2, Price: 193.83, Shares: 98.0, Reward: -0.05433610464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0184176\n", "Step: 3490, Timestamp: 2023-07-03 13:25:00.099402286, Action: 1, Price: 193.84, Shares: 215.0, Reward: -0.043815818204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0184176\n", "Step: 3492, Timestamp: 2023-07-03 13:25:00.099402286, Action: 1, Price: 193.85, Shares: 183.0, Reward: -0.043815818204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0184176\n", "Step: 3493, Timestamp: 2023-07-03 13:25:00.099402286, Action: 2, Price: 193.85, Shares: 160.0, Reward: -0.27239978204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0184176\n", "Step: 3494, Timestamp: 2023-07-03 13:25:00.099402286, Action: 1, Price: 193.85, Shares: 242.0, Reward: -0.09873381803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0184176\n", "Step: 3495, Timestamp: 2023-07-03 13:25:00.099402286, Action: 2, Price: 193.85, Shares: 174.0, Reward: -0.19369886638367997, Transaction Cost: 0.16459926638366065, Slippage: 0.010000000000019327, Time Penalty: 0.0190996\n", "Step: 3496, Timestamp: 2023-07-03 13:25:00.099402286, Action: 2, Price: 193.86, Shares: 226.0, Reward: -0.07589174241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0190996\n", "Step: 3497, Timestamp: 2023-07-03 13:25:00.099402286, Action: 1, Price: 193.86, Shares: 221.0, Reward: -0.07589174241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0190996\n", "Step: 3498, Timestamp: 2023-07-03 13:25:00.099402286, Action: 2, Price: 193.88, Shares: 188.0, Reward: -0.04449781820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0190996\n", "Step: 3499, Timestamp: 2023-07-03 13:25:00.099402286, Action: 2, Price: 193.88, Shares: 151.0, Reward: -0.25463298609204676, Transaction Cost: 0.23553338609204677, Slippage: 0.0, Time Penalty: 0.0190996\n", "Step: 3500, Timestamp: 2023-07-03 13:25:00.100560852, Action: 2, Price: 193.75, Shares: 71.0, Reward: -0.07867307497640569, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0164604\n", "Step: 3502, Timestamp: 2023-07-03 13:25:01.924023544, Action: 2, Price: 193.6, Shares: 41.0, Reward: -0.27043358204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164514\n", "Step: 3512, Timestamp: 2023-07-03 13:25:26.056950167, Action: 1, Price: 193.74, Shares: 63.0, Reward: -0.22623872322317376, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0166462\n", "Step: 3513, Timestamp: 2023-07-03 13:25:26.058426056, Action: 2, Price: 193.76, Shares: 63.0, Reward: -0.08867227497642502, Transaction Cost: 0.062212674976405695, Slippage: 0.010000000000019327, Time Penalty: 0.0164596\n", "Step: 3514, Timestamp: 2023-07-03 13:25:26.059983750, Action: 1, Price: 193.77, Shares: 247.0, Reward: -0.07342684241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0166347\n", "Step: 3515, Timestamp: 2023-07-03 13:25:33.321571113, Action: 2, Price: 193.77, Shares: 192.0, Reward: -0.45571784644632934, Transaction Cost: 0.35918504644634525, Slippage: 0.07999999999998408, Time Penalty: 0.0165328\n", "Step: 3517, Timestamp: 2023-07-03 13:25:40.049902229, Action: 2, Price: 193.79, Shares: 55.0, Reward: -0.4916893537751069, Transaction Cost: 0.4751571537751069, Slippage: 0.0, Time Penalty: 0.0165322\n", "Step: 3552, Timestamp: 2023-07-03 13:26:50.071832459, Action: 1, Price: 193.81, Shares: 84.0, Reward: -0.15136943635882183, Transaction Cost: 0.10471953635882071, Slippage: 0.030000000000001137, Time Penalty: 0.0166499\n", "Step: 3554, Timestamp: 2023-07-03 13:27:00.051444906, Action: 2, Price: 193.8, Shares: 84.0, Reward: -0.10053840435156317, Transaction Cost: 0.04399100435157111, Slippage: 0.03999999999999204, Time Penalty: 0.0165474\n", "Step: 3558, Timestamp: 2023-07-03 13:27:03.818035326, Action: 1, Price: 193.76, Shares: 175.0, Reward: -0.09727523640860429, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0164788\n", "Step: 3559, Timestamp: 2023-07-03 13:27:18.449478659, Action: 2, Price: 193.78, Shares: 175.0, Reward: -0.27185348204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0178713\n", "Step: 3579, Timestamp: 2023-07-03 13:27:40.061668248, Action: 1, Price: 193.88, Shares: 173.0, Reward: -0.39005690106959046, Transaction Cost: 0.37154390106959045, Slippage: 0.0, Time Penalty: 0.018513\n", "Step: 3580, Timestamp: 2023-07-03 13:27:40.061668248, Action: 2, Price: 193.88, Shares: 173.0, Reward: -0.37769804644634525, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.018513\n", "Step: 3582, Timestamp: 2023-07-03 13:27:40.061787082, Action: 1, Price: 193.86, Shares: 155.0, Reward: -0.13690201803553675, Transaction Cost: 0.08031621803554471, Slippage: 0.03999999999999204, Time Penalty: 0.0165858\n", "Step: 3583, Timestamp: 2023-07-03 13:27:40.061788702, Action: 2, Price: 193.86, Shares: 155.0, Reward: -0.23640952322316466, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.016817\n", "Step: 3584, Timestamp: 2023-07-03 13:27:40.061789117, Action: 1, Price: 193.86, Shares: 73.0, Reward: -0.13709171803553677, Transaction Cost: 0.08031621803554471, Slippage: 0.03999999999999204, Time Penalty: 0.0167755\n", "Step: 3587, Timestamp: 2023-07-03 13:27:40.062018302, Action: 2, Price: 193.86, Shares: 73.0, Reward: -0.2562362232231749, Transaction Cost: 0.17959252322317262, Slippage: 0.060000000000002274, Time Penalty: 0.0166437\n", "Step: 3590, Timestamp: 2023-07-03 13:27:40.062338210, Action: 1, Price: 193.8, Shares: 62.0, Reward: -0.19644232322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0168498\n", "Step: 3592, Timestamp: 2023-07-03 13:27:40.062341299, Action: 1, Price: 193.8, Shares: 135.0, Reward: -0.06800733640860315, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.0172109\n", "Step: 3593, Timestamp: 2023-07-03 13:27:40.063126954, Action: 2, Price: 193.8, Shares: 197.0, Reward: -0.16913800922580946, Transaction Cost: 0.15238930922580946, Slippage: 0.0, Time Penalty: 0.0167487\n", "Step: 3599, Timestamp: 2023-07-03 13:27:40.196390445, Action: 1, Price: 193.89, Shares: 81.0, Reward: -0.29280496922093335, Transaction Cost: 0.2758952692209334, Slippage: 0.0, Time Penalty: 0.0169097\n", "Step: 3601, Timestamp: 2023-07-03 13:27:40.196390445, Action: 2, Price: 193.9, Shares: 71.0, Reward: -0.042307918204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0169097\n", "Step: 3602, Timestamp: 2023-07-03 13:27:40.196390445, Action: 2, Price: 193.9, Shares: 10.0, Reward: -0.09720921803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.016893\n", "Step: 3623, Timestamp: 2023-07-03 13:28:00.063086462, Action: 1, Price: 193.88, Shares: 100.0, Reward: -0.22285701740628558, Transaction Cost: 0.17596401740628445, Slippage: 0.030000000000001137, Time Penalty: 0.016893\n", "Step: 3631, Timestamp: 2023-07-03 13:28:00.698006795, Action: 2, Price: 193.89, Shares: 84.0, Reward: -0.1634580910215181, Transaction Cost: 0.12699109102150788, Slippage: 0.020000000000010232, Time Penalty: 0.016467\n", "Step: 3632, Timestamp: 2023-07-03 13:28:00.743229354, Action: 2, Price: 193.89, Shares: 16.0, Reward: -0.34072288204300893, Transaction Cost: 0.25398218204301576, Slippage: 0.06999999999999318, Time Penalty: 0.0167407\n", "Step: 3645, Timestamp: 2023-07-03 13:28:03.011374283, Action: 1, Price: 193.79, Shares: 190.0, Reward: -0.21774261803554928, Transaction Cost: 0.08031621803554471, Slippage: 0.12000000000000455, Time Penalty: 0.0174264\n", "Step: 3647, Timestamp: 2023-07-03 13:28:03.011374283, Action: 2, Price: 193.77, Shares: 190.0, Reward: -0.6286051632294976, Transaction Cost: 0.27117876322949414, Slippage: 0.3400000000000034, Time Penalty: 0.0174264\n", "Step: 3652, Timestamp: 2023-07-03 13:28:04.027399823, Action: 1, Price: 193.81, Shares: 97.0, Reward: -0.23620192322316466, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.0166094\n", "Step: 3653, Timestamp: 2023-07-03 13:28:05.016037216, Action: 2, Price: 193.82, Shares: 59.0, Reward: -0.22616962322317374, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0165771\n", "Step: 3654, Timestamp: 2023-07-03 13:28:05.155209198, Action: 2, Price: 193.82, Shares: 38.0, Reward: -0.2128555174062947, Transaction Cost: 0.17596401740628445, Slippage: 0.020000000000010232, Time Penalty: 0.0168915\n", "Step: 3663, Timestamp: 2023-07-03 13:28:13.184039876, Action: 1, Price: 193.87, Shares: 193.0, Reward: -0.23629012322316467, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.0166976\n", "Step: 3665, Timestamp: 2023-07-03 13:28:13.184039876, Action: 2, Price: 193.85, Shares: 184.0, Reward: -0.33067978204301807, Transaction Cost: 0.25398218204301576, Slippage: 0.060000000000002274, Time Penalty: 0.0166976\n", "Step: 3666, Timestamp: 2023-07-03 13:28:13.184039876, Action: 2, Price: 193.85, Shares: 9.0, Reward: -0.1644264087031445, Transaction Cost: 0.08798200870314223, Slippage: 0.060000000000002274, Time Penalty: 0.0164444\n", "Step: 3669, Timestamp: 2023-07-03 13:28:20.020972550, Action: 1, Price: 193.88, Shares: 204.0, Reward: -0.4560192630212164, Transaction Cost: 0.4095339630212153, Slippage: 0.030000000000001137, Time Penalty: 0.0164853\n", "Step: 3670, Timestamp: 2023-07-03 13:28:23.014725534, Action: 2, Price: 193.87, Shares: 125.0, Reward: -0.08194291820429361, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0165447\n", "Step: 3671, Timestamp: 2023-07-03 13:28:23.746654879, Action: 1, Price: 193.87, Shares: 202.0, Reward: -0.4156651464463373, Transaction Cost: 0.35918504644634525, Slippage: 0.03999999999999204, Time Penalty: 0.0164801\n", "Step: 3672, Timestamp: 2023-07-03 13:28:24.027754587, Action: 2, Price: 193.88, Shares: 90.0, Reward: -0.16014918482438306, Transaction Cost: 0.11358428482438193, Slippage: 0.030000000000001137, Time Penalty: 0.0165649\n", "Step: 3680, Timestamp: 2023-07-03 13:28:36.381813627, Action: 2, Price: 193.87, Shares: 172.0, Reward: -0.2906339018705759, Transaction Cost: 0.2341600018705839, Slippage: 0.03999999999999204, Time Penalty: 0.0164739\n", "Step: 3681, Timestamp: 2023-07-03 13:28:37.081218048, Action: 2, Price: 193.88, Shares: 19.0, Reward: -0.39129719368998633, Transaction Cost: 0.3445181936899852, Slippage: 0.030000000000001137, Time Penalty: 0.016779\n", "Step: 3694, Timestamp: 2023-07-03 13:28:47.049952791, Action: 1, Price: 193.86, Shares: 212.0, Reward: -0.3254543204684255, Transaction Cost: 0.2590120204684425, Slippage: 0.04999999999998295, Time Penalty: 0.0164423\n", "Step: 3697, Timestamp: 2023-07-03 13:29:05.114797992, Action: 2, Price: 193.87, Shares: 212.0, Reward: -0.13324364241219325, Transaction Cost: 0.056792142412190966, Slippage: 0.060000000000002274, Time Penalty: 0.0164515\n", "Step: 3719, Timestamp: 2023-07-03 13:29:58.035910514, Action: 1, Price: 193.79, Shares: 122.0, Reward: -0.291116682043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0171345\n", "Step: 3722, Timestamp: 2023-07-03 13:29:58.035910514, Action: 1, Price: 193.8, Shares: 215.0, Reward: -0.15412559102149878, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.0171345\n", "Step: 3723, Timestamp: 2023-07-03 13:29:58.035910514, Action: 2, Price: 193.81, Shares: 160.0, Reward: -0.05305300464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0171345\n", "Step: 3725, Timestamp: 2023-07-03 13:29:58.280036069, Action: 2, Price: 193.81, Shares: 177.0, Reward: -0.28094608204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0169639\n", "Step: 3733, Timestamp: 2023-07-03 13:29:59.996242657, Action: 1, Price: 193.79, Shares: 206.0, Reward: -0.06236211820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0169639\n", "Step: 3734, Timestamp: 2023-07-03 13:29:59.996257564, Action: 2, Price: 193.78, Shares: 206.0, Reward: -0.30747012322318623, Transaction Cost: 0.17959252322317262, Slippage: 0.11000000000001364, Time Penalty: 0.0178776\n", "Step: 3744, Timestamp: 2023-07-03 13:30:00.003786251, Action: 1, Price: 193.73, Shares: 77.0, Reward: -0.32199238204302716, Transaction Cost: 0.25398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0180102\n", "Step: 3745, Timestamp: 2023-07-03 13:30:00.003786251, Action: 2, Price: 193.74, Shares: 74.0, Reward: -0.13832641803553675, Transaction Cost: 0.08031621803554471, Slippage: 0.03999999999999204, Time Penalty: 0.0180102\n", "Step: 3746, Timestamp: 2023-07-03 13:30:00.003786251, Action: 2, Price: 193.78, Shares: 3.0, Reward: -0.2948318301799517, Transaction Cost: 0.25650943017994143, Slippage: 0.020000000000010232, Time Penalty: 0.0183224\n", "Step: 3770, Timestamp: 2023-07-03 13:30:00.745406393, Action: 1, Price: 193.76, Shares: 146.0, Reward: -0.2734292301799414, Transaction Cost: 0.25650943017994143, Slippage: 0.0, Time Penalty: 0.0169198\n", "Step: 3771, Timestamp: 2023-07-03 13:30:00.776627676, Action: 2, Price: 193.76, Shares: 117.0, Reward: -0.42518939159016184, Transaction Cost: 0.4079557915901618, Slippage: 0.0, Time Penalty: 0.0172336\n", "Step: 3773, Timestamp: 2023-07-03 13:30:00.785776863, Action: 2, Price: 193.76, Shares: 29.0, Reward: -0.2833044820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0193223\n", "Step: 3805, Timestamp: 2023-07-03 13:30:01.089873140, Action: 1, Price: 193.79, Shares: 139.0, Reward: -0.09008013640861338, Transaction Cost: 0.05079643640860315, Slippage: 0.020000000000010232, Time Penalty: 0.0192837\n", "Step: 3807, Timestamp: 2023-07-03 13:30:01.091507015, Action: 2, Price: 193.79, Shares: 139.0, Reward: -0.2674366541066251, Transaction Cost: 0.24094865410663419, Slippage: 0.009999999999990905, Time Penalty: 0.016488\n", "Step: 3816, Timestamp: 2023-07-03 13:30:01.102078345, Action: 1, Price: 193.81, Shares: 186.0, Reward: -0.0917782749763966, Transaction Cost: 0.062212674976405695, Slippage: 0.009999999999990905, Time Penalty: 0.0195656\n", "Step: 3818, Timestamp: 2023-07-03 13:30:01.102078345, Action: 2, Price: 193.82, Shares: 186.0, Reward: -23.764158480859376, Transaction Cost: 23.686313480859386, Slippage: 0.009999999999990905, Time Penalty: 0.067845\n", "Step: 3821, Timestamp: 2023-07-03 13:30:01.128583615, Action: 1, Price: 193.82, Shares: 165.0, Reward: -0.16407327497642502, Transaction Cost: 0.062212674976405695, Slippage: 0.010000000000019327, Time Penalty: 0.0918606\n", "Step: 3822, Timestamp: 2023-07-03 13:30:01.128583615, Action: 2, Price: 193.82, Shares: 87.0, Reward: -0.1272588182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0918606\n", "Step: 3823, Timestamp: 2023-07-03 13:30:01.128583615, Action: 1, Price: 193.82, Shares: 247.0, Reward: -0.1526570364086225, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.0918606\n", "Step: 3824, Timestamp: 2023-07-03 13:30:01.129055973, Action: 1, Price: 193.83, Shares: 179.0, Reward: -0.5842290816418645, Transaction Cost: 0.48854448164187353, Slippage: 0.009999999999990905, Time Penalty: 0.0856846\n", "Step: 3828, Timestamp: 2023-07-03 13:30:01.129778228, Action: 1, Price: 193.84, Shares: 71.0, Reward: -0.33785464061868653, Transaction Cost: 0.27822354061868654, Slippage: 0.0, Time Penalty: 0.0596311\n", "Step: 3829, Timestamp: 2023-07-03 13:30:01.129778228, Action: 1, Price: 193.84, Shares: 240.0, Reward: -0.23922362322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0596311\n", "Step: 3830, Timestamp: 2023-07-03 13:30:01.129778228, Action: 1, Price: 193.84, Shares: 155.0, Reward: -0.41881614644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0596311\n", "Step: 3831, Timestamp: 2023-07-03 13:30:01.130439885, Action: 1, Price: 193.83, Shares: 82.0, Reward: -0.28697538204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0229932\n", "Step: 3832, Timestamp: 2023-07-03 13:30:01.130454335, Action: 2, Price: 193.84, Shares: 96.0, Reward: -0.09338520928926906, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.0215482\n", "Step: 3833, Timestamp: 2023-07-03 13:30:01.130553512, Action: 1, Price: 193.83, Shares: 246.0, Reward: -0.29084978204299755, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0168676\n", "Step: 3834, Timestamp: 2023-07-03 13:30:01.131505085, Action: 2, Price: 193.83, Shares: 138.0, Reward: -0.38595324644633616, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0167682\n", "Step: 3835, Timestamp: 2023-07-03 13:30:01.131505085, Action: 1, Price: 193.83, Shares: 135.0, Reward: -0.2452519341967164, Transaction Cost: 0.21848373419672548, Slippage: 0.009999999999990905, Time Penalty: 0.0167682\n", "Step: 3836, Timestamp: 2023-07-03 13:30:01.131583383, Action: 1, Price: 193.84, Shares: 148.0, Reward: -0.04235141820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0169532\n", "Step: 3837, Timestamp: 2023-07-03 13:30:01.131583383, Action: 1, Price: 193.84, Shares: 191.0, Reward: -0.37613824644634525, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0169532\n", "Step: 3838, Timestamp: 2023-07-03 13:30:01.132126545, Action: 1, Price: 193.84, Shares: 123.0, Reward: -0.3968475230200855, Transaction Cost: 0.3801257230200855, Slippage: 0.0, Time Penalty: 0.0167218\n", "Step: 3839, Timestamp: 2023-07-03 13:30:01.142119027, Action: 1, Price: 193.83, Shares: 134.0, Reward: -0.10366336911271726, Transaction Cost: 0.06719736911273545, Slippage: 0.01999999999998181, Time Penalty: 0.016466\n", "Step: 3840, Timestamp: 2023-07-03 13:30:01.145229368, Action: 1, Price: 193.85, Shares: 198.0, Reward: -0.04229651820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0168983\n", "Step: 3841, Timestamp: 2023-07-03 13:30:01.145229368, Action: 1, Price: 193.85, Shares: 141.0, Reward: -0.13048258482438194, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0168983\n", "Step: 3842, Timestamp: 2023-07-03 13:30:01.145229368, Action: 1, Price: 193.85, Shares: 190.0, Reward: -0.06769473640860316, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.0168983\n", "Step: 3843, Timestamp: 2023-07-03 13:30:01.145229368, Action: 1, Price: 193.85, Shares: 238.0, Reward: -0.3760833464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0168983\n", "Step: 3844, Timestamp: 2023-07-03 13:30:01.145229368, Action: 1, Price: 193.85, Shares: 237.0, Reward: -0.11574527612860205, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.0173784\n", "Step: 3846, Timestamp: 2023-07-03 13:30:01.145229368, Action: 1, Price: 193.85, Shares: 136.0, Reward: -0.11574527612860205, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.0173784\n", "Step: 3847, Timestamp: 2023-07-03 13:30:01.145229368, Action: 1, Price: 193.85, Shares: 94.0, Reward: -0.42533419159016184, Transaction Cost: 0.4079557915901618, Slippage: 0.0, Time Penalty: 0.0173784\n", "Step: 3848, Timestamp: 2023-07-03 13:30:01.145229368, Action: 1, Price: 193.85, Shares: 97.0, Reward: -0.18775482723657289, Transaction Cost: 0.1703764272365729, Slippage: 0.0, Time Penalty: 0.0173784\n", "Step: 3850, Timestamp: 2023-07-03 13:30:01.145229368, Action: 1, Price: 193.85, Shares: 207.0, Reward: -0.11327893075502138, Transaction Cost: 0.09503143075502138, Slippage: 0.0, Time Penalty: 0.0182475\n", "Step: 3851, Timestamp: 2023-07-03 13:30:01.145229368, Action: 1, Price: 193.85, Shares: 63.0, Reward: -0.05416600464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0182475\n", "Step: 3854, Timestamp: 2023-07-03 13:30:01.145229368, Action: 1, Price: 193.85, Shares: 55.0, Reward: -0.29530935061542596, Transaction Cost: 0.27706185061542593, Slippage: 0.0, Time Penalty: 0.0182475\n", "Step: 3855, Timestamp: 2023-07-03 13:30:01.182792085, Action: 1, Price: 193.85, Shares: 179.0, Reward: -0.11595727612860204, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.0175904\n", "Step: 3856, Timestamp: 2023-07-03 13:30:01.182816059, Action: 1, Price: 193.85, Shares: 222.0, Reward: -0.3625227158802356, Transaction Cost: 0.3454531158802356, Slippage: 0.0, Time Penalty: 0.0170696\n", "Step: 3857, Timestamp: 2023-07-03 13:30:01.200431716, Action: 1, Price: 193.86, Shares: 91.0, Reward: -0.09751931803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0172031\n", "Step: 3859, Timestamp: 2023-07-03 13:30:01.200431716, Action: 1, Price: 193.86, Shares: 58.0, Reward: -0.09751931803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0172031\n", "Step: 3861, Timestamp: 2023-07-03 13:30:01.219975887, Action: 1, Price: 193.86, Shares: 217.0, Reward: -0.2857977463137781, Transaction Cost: 0.24493154631377806, Slippage: 0.0, Time Penalty: 0.0408662\n", "Step: 3862, Timestamp: 2023-07-03 13:30:01.219975887, Action: 1, Price: 193.86, Shares: 114.0, Reward: -0.07678470464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0408662\n", "Step: 3863, Timestamp: 2023-07-03 13:30:01.219975887, Action: 1, Price: 193.86, Shares: 151.0, Reward: -0.09855104241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0417589\n", "Step: 3864, Timestamp: 2023-07-03 13:30:01.263145706, Action: 1, Price: 193.85, Shares: 204.0, Reward: -0.20602202322319196, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0164295\n", "Step: 3865, Timestamp: 2023-07-03 13:30:01.263263040, Action: 1, Price: 193.85, Shares: 93.0, Reward: -0.1216436307550407, Transaction Cost: 0.09503143075502138, Slippage: 0.010000000000019327, Time Penalty: 0.0166122\n", "Step: 3866, Timestamp: 2023-07-03 13:30:01.276364715, Action: 1, Price: 193.84, Shares: 159.0, Reward: -0.062007118204311804, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0166089\n", "Step: 3867, Timestamp: 2023-07-03 13:30:01.321912521, Action: 1, Price: 193.84, Shares: 231.0, Reward: -0.290784582043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168024\n", "Step: 3869, Timestamp: 2023-07-03 13:30:01.321912521, Action: 1, Price: 193.84, Shares: 184.0, Reward: -0.290784582043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168024\n", "Step: 3871, Timestamp: 2023-07-03 13:30:01.356361450, Action: 1, Price: 193.82, Shares: 119.0, Reward: -0.38391964556368746, Transaction Cost: 0.33598684556367725, Slippage: 0.020000000000010232, Time Penalty: 0.0279328\n", "Step: 3873, Timestamp: 2023-07-03 13:30:01.356492209, Action: 2, Price: 193.82, Shares: 187.0, Reward: -0.07403441820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0286362\n", "Step: 3874, Timestamp: 2023-07-03 13:30:01.356492209, Action: 2, Price: 193.82, Shares: 50.0, Reward: -0.09262720435158134, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0286362\n", "Step: 3875, Timestamp: 2023-07-03 13:30:01.356492209, Action: 1, Price: 193.82, Shares: 86.0, Reward: -0.1480655761286123, Transaction Cost: 0.09836687612860205, Slippage: 0.020000000000010232, Time Penalty: 0.0296987\n", "Step: 3876, Timestamp: 2023-07-03 13:30:01.356492209, Action: 2, Price: 193.82, Shares: 184.0, Reward: -0.23284785608207476, Transaction Cost: 0.18314915608206453, Slippage: 0.020000000000010232, Time Penalty: 0.0296987\n", "Step: 3877, Timestamp: 2023-07-03 13:30:01.356492209, Action: 1, Price: 193.82, Shares: 95.0, Reward: -0.303680882043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0296987\n", "Step: 3878, Timestamp: 2023-07-03 13:30:01.357521235, Action: 1, Price: 193.81, Shares: 69.0, Reward: -0.0725355182043027, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0171373\n", "Step: 3879, Timestamp: 2023-07-03 13:30:01.357521235, Action: 1, Price: 193.81, Shares: 100.0, Reward: -0.174128391021509, Transaction Cost: 0.12699109102150788, Slippage: 0.030000000000001137, Time Penalty: 0.0171373\n", "Step: 3880, Timestamp: 2023-07-03 13:30:01.357521235, Action: 1, Price: 193.81, Shares: 77.0, Reward: -0.9472524464503679, Transaction Cost: 0.9001151464503667, Slippage: 0.030000000000001137, Time Penalty: 0.0171373\n", "Step: 3881, Timestamp: 2023-07-03 13:30:01.357538486, Action: 1, Price: 193.81, Shares: 123.0, Reward: -0.22975945608206566, Transaction Cost: 0.18314915608206453, Slippage: 0.030000000000001137, Time Penalty: 0.0166103\n", "Step: 3882, Timestamp: 2023-07-03 13:30:01.378700267, Action: 1, Price: 193.81, Shares: 68.0, Reward: -0.20177696638367087, Transaction Cost: 0.16459926638366065, Slippage: 0.020000000000010232, Time Penalty: 0.0171777\n", "Step: 3884, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.81, Shares: 199.0, Reward: -0.292331482043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0183493\n", "Step: 3885, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.81, Shares: 188.0, Reward: -0.292331482043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0183493\n", "Step: 3888, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 101.0, Reward: -0.16193358482438308, Transaction Cost: 0.11358428482438193, Slippage: 0.030000000000001137, Time Penalty: 0.0183493\n", "Step: 3890, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 139.0, Reward: -0.11056197497640682, Transaction Cost: 0.062212674976405695, Slippage: 0.030000000000001137, Time Penalty: 0.0183493\n", "Step: 3891, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 200.0, Reward: -0.09234030435157226, Transaction Cost: 0.04399100435157111, Slippage: 0.030000000000001137, Time Penalty: 0.0183493\n", "Step: 3892, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 212.0, Reward: -0.07374751820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0183493\n", "Step: 3893, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 61.0, Reward: -0.09914573640860429, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0183493\n", "Step: 3894, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 174.0, Reward: -0.1051414424121921, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0183493\n", "Step: 3895, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 68.0, Reward: -0.07374751820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0183493\n", "Step: 3896, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 48.0, Reward: -0.07374751820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0183493\n", "Step: 3898, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 58.0, Reward: -0.07498891820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0195907\n", "Step: 3900, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 146.0, Reward: -0.08550920464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0195907\n", "Step: 3901, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 111.0, Reward: -0.13382706012724355, Transaction Cost: 0.08423636012724241, Slippage: 0.030000000000001137, Time Penalty: 0.0195907\n", "Step: 3902, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 65.0, Reward: -0.07498891820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0195907\n", "Step: 3904, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 127.0, Reward: -0.07498891820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0195907\n", "Step: 3907, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 133.0, Reward: -0.12578535461290585, Transaction Cost: 0.07619465461290473, Slippage: 0.030000000000001137, Time Penalty: 0.0195907\n", "Step: 3908, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 182.0, Reward: -0.08550920464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0195907\n", "Step: 3909, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 159.0, Reward: -0.08550920464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0195907\n", "Step: 3911, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 124.0, Reward: -0.07498891820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0195907\n", "Step: 3912, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 99.0, Reward: -0.07619471820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0207965\n", "Step: 3913, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 43.0, Reward: -0.11300917497640683, Transaction Cost: 0.062212674976405695, Slippage: 0.030000000000001137, Time Penalty: 0.0207965\n", "Step: 3914, Timestamp: 2023-07-03 13:30:01.378906673, Action: 2, Price: 193.8, Shares: 187.0, Reward: -0.07619471820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0207965\n", "Step: 3915, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 89.0, Reward: -0.07619471820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0207965\n", "Step: 3916, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 80.0, Reward: -0.07619471820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0207965\n", "Step: 3918, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 170.0, Reward: -0.07619471820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0207965\n", "Step: 3919, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 55.0, Reward: -0.07619471820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0207965\n", "Step: 3920, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 88.0, Reward: -0.07619471820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0207965\n", "Step: 3921, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 117.0, Reward: -0.11799386911273659, Transaction Cost: 0.06719736911273545, Slippage: 0.030000000000001137, Time Penalty: 0.0207965\n", "Step: 3922, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 118.0, Reward: -0.07619471820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0207965\n", "Step: 3923, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 69.0, Reward: -0.07619471820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0207965\n", "Step: 3925, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 49.0, Reward: -0.08671500464463566, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0207965\n", "Step: 3926, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 122.0, Reward: -0.09478750435157224, Transaction Cost: 0.04399100435157111, Slippage: 0.030000000000001137, Time Penalty: 0.0207965\n", "Step: 3930, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 103.0, Reward: -0.10291203640860429, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0221156\n", "Step: 3931, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 90.0, Reward: -0.07751381820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0221156\n", "Step: 3932, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 88.0, Reward: -0.07751381820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0221156\n", "Step: 3934, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 127.0, Reward: -0.10291203640860429, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0221156\n", "Step: 3935, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 45.0, Reward: -0.1089077424121921, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0221156\n", "Step: 3936, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 59.0, Reward: -0.1816216102342224, Transaction Cost: 0.12950601023422126, Slippage: 0.030000000000001137, Time Penalty: 0.0221156\n", "Step: 3937, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 96.0, Reward: -0.07751381820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0221156\n", "Step: 3939, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 122.0, Reward: -0.07751381820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0221156\n", "Step: 3940, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 157.0, Reward: -0.07751381820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0221156\n", "Step: 3941, Timestamp: 2023-07-03 13:30:01.378906673, Action: 2, Price: 193.8, Shares: 90.0, Reward: -0.07751381820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0221156\n", "Step: 3942, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 153.0, Reward: -0.07875771820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0233595\n", "Step: 3943, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 105.0, Reward: -0.1041559364086043, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0233595\n", "Step: 3944, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 169.0, Reward: -0.07875771820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0233595\n", "Step: 3945, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 120.0, Reward: -0.08927800464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0233595\n", "Step: 3946, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 130.0, Reward: -0.11015164241219211, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0233595\n", "Step: 3947, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 112.0, Reward: -0.1751650755001656, Transaction Cost: 0.12180557550016448, Slippage: 0.030000000000001137, Time Penalty: 0.0233595\n", "Step: 3948, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 62.0, Reward: -0.07875771820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0233595\n", "Step: 3949, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 68.0, Reward: -0.1041559364086043, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0233595\n", "Step: 3950, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 106.0, Reward: -0.11015164241219211, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0233595\n", "Step: 3951, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 56.0, Reward: -0.1041559364086043, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0233595\n", "Step: 3952, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 63.0, Reward: -0.07875771820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0233595\n", "Step: 3953, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 141.0, Reward: -0.07875771820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0233595\n", "Step: 3955, Timestamp: 2023-07-03 13:30:01.378906673, Action: 2, Price: 193.8, Shares: 142.0, Reward: -0.07875771820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0233595\n", "Step: 3956, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 61.0, Reward: -0.07875771820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0233595\n", "Step: 3958, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 178.0, Reward: -0.1050256364086043, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0242292\n", "Step: 3959, Timestamp: 2023-07-03 13:30:01.378906673, Action: 2, Price: 193.8, Shares: 178.0, Reward: -0.07962741820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0242292\n", "Step: 3960, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 102.0, Reward: -0.07962741820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0242292\n", "Step: 3961, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 120.0, Reward: -0.07962741820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0242292\n", "Step: 3962, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 169.0, Reward: -0.07962741820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0242292\n", "Step: 3963, Timestamp: 2023-07-03 13:30:01.378906673, Action: 1, Price: 193.8, Shares: 162.0, Reward: -0.07962741820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0242292\n", "Step: 3964, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 97.0, Reward: -0.08548080464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0195623\n", "Step: 3965, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 90.0, Reward: -0.12987851803554584, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0195623\n", "Step: 3966, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 145.0, Reward: -0.09355330435157225, Transaction Cost: 0.04399100435157111, Slippage: 0.030000000000001137, Time Penalty: 0.0195623\n", "Step: 3967, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 97.0, Reward: -0.07496051820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0195623\n", "Step: 3968, Timestamp: 2023-07-03 13:30:01.378986146, Action: 2, Price: 193.8, Shares: 148.0, Reward: -0.07496051820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0195623\n", "Step: 3969, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 60.0, Reward: -0.1167596691127366, Transaction Cost: 0.06719736911273545, Slippage: 0.030000000000001137, Time Penalty: 0.0195623\n", "Step: 3970, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 146.0, Reward: -0.08548080464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0195623\n", "Step: 3971, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 163.0, Reward: -0.1790683102342224, Transaction Cost: 0.12950601023422126, Slippage: 0.030000000000001137, Time Penalty: 0.0195623\n", "Step: 3972, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 181.0, Reward: -0.07496051820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0195623\n", "Step: 3973, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 110.0, Reward: -0.08548080464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0195623\n", "Step: 3974, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 126.0, Reward: -0.07496051820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0195623\n", "Step: 3975, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 83.0, Reward: -0.13506776012724353, Transaction Cost: 0.08423636012724241, Slippage: 0.030000000000001137, Time Penalty: 0.0208314\n", "Step: 3976, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 62.0, Reward: -0.08674990464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0208314\n", "Step: 3977, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 65.0, Reward: -0.08674990464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0208314\n", "Step: 3978, Timestamp: 2023-07-03 13:30:01.378986146, Action: 2, Price: 193.8, Shares: 169.0, Reward: -0.10162783640860429, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0208314\n", "Step: 3980, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 123.0, Reward: -0.08674990464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0208314\n", "Step: 3981, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 97.0, Reward: -0.1076235424121921, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0208314\n", "Step: 3982, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 172.0, Reward: -0.07622961820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0208314\n", "Step: 3983, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 55.0, Reward: -0.07622961820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0208314\n", "Step: 3985, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 129.0, Reward: -0.1076235424121921, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0208314\n", "Step: 3989, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 159.0, Reward: -0.10162783640860429, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0208314\n", "Step: 3990, Timestamp: 2023-07-03 13:30:01.378986146, Action: 2, Price: 193.8, Shares: 57.0, Reward: -0.07738611820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0219879\n", "Step: 3991, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 56.0, Reward: -0.09597890435157225, Transaction Cost: 0.04399100435157111, Slippage: 0.030000000000001137, Time Penalty: 0.0219879\n", "Step: 3992, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 43.0, Reward: -0.1191852691127366, Transaction Cost: 0.06719736911273545, Slippage: 0.030000000000001137, Time Penalty: 0.0219879\n", "Step: 3993, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 181.0, Reward: -0.07738611820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0219879\n", "Step: 3994, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 142.0, Reward: -0.07738611820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0219879\n", "Step: 3995, Timestamp: 2023-07-03 13:30:01.378986146, Action: 2, Price: 193.8, Shares: 48.0, Reward: -0.1027843364086043, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0219879\n", "Step: 3996, Timestamp: 2023-07-03 13:30:01.378986146, Action: 2, Price: 193.8, Shares: 139.0, Reward: -0.10878004241219211, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0219879\n", "Step: 3997, Timestamp: 2023-07-03 13:30:01.378986146, Action: 2, Price: 193.8, Shares: 84.0, Reward: -0.07738611820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0219879\n", "Step: 3998, Timestamp: 2023-07-03 13:30:01.378986146, Action: 2, Price: 193.8, Shares: 54.0, Reward: -0.08790640464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0219879\n", "Step: 3999, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 189.0, Reward: -0.07738611820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0219879\n", "Step: 4000, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 65.0, Reward: -0.07738611820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0219879\n", "Step: 4001, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 158.0, Reward: -0.1027843364086043, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0219879\n", "Step: 4002, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 170.0, Reward: -0.07738611820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0219879\n", "Step: 4003, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 117.0, Reward: -0.07738611820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0219879\n", "Step: 4004, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 183.0, Reward: -0.07738611820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0219879\n", "Step: 4005, Timestamp: 2023-07-03 13:30:01.378986146, Action: 2, Price: 193.8, Shares: 55.0, Reward: -0.07862381820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0232256\n", "Step: 4006, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 180.0, Reward: -0.09721660435157226, Transaction Cost: 0.04399100435157111, Slippage: 0.030000000000001137, Time Penalty: 0.0232256\n", "Step: 4008, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 47.0, Reward: -0.07862381820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0232256\n", "Step: 4009, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 107.0, Reward: -0.08914410464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0232256\n", "Step: 4010, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 163.0, Reward: -0.09721660435157226, Transaction Cost: 0.04399100435157111, Slippage: 0.030000000000001137, Time Penalty: 0.0232256\n", "Step: 4011, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 118.0, Reward: -0.08914410464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0232256\n", "Step: 4013, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 122.0, Reward: -0.07862381820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0232256\n", "Step: 4016, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 60.0, Reward: -0.13354181803554585, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0232256\n", "Step: 4017, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 180.0, Reward: -0.09721660435157226, Transaction Cost: 0.04399100435157111, Slippage: 0.030000000000001137, Time Penalty: 0.0232256\n", "Step: 4018, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 69.0, Reward: -0.07862381820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0232256\n", "Step: 4019, Timestamp: 2023-07-03 13:30:01.378986146, Action: 2, Price: 193.8, Shares: 160.0, Reward: -0.09721660435157226, Transaction Cost: 0.04399100435157111, Slippage: 0.030000000000001137, Time Penalty: 0.0232256\n", "Step: 4020, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 175.0, Reward: -0.1111434424121921, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0243513\n", "Step: 4023, Timestamp: 2023-07-03 13:30:01.378986146, Action: 2, Price: 193.8, Shares: 76.0, Reward: -0.09026980464463566, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0243513\n", "Step: 4024, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 142.0, Reward: -0.09026980464463566, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0243513\n", "Step: 4025, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 47.0, Reward: -0.1111434424121921, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0243513\n", "Step: 4026, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 143.0, Reward: -0.0797495182043027, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0243513\n", "Step: 4027, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 105.0, Reward: -0.0797495182043027, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0243513\n", "Step: 4028, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 52.0, Reward: -0.0797495182043027, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0243513\n", "Step: 4029, Timestamp: 2023-07-03 13:30:01.378986146, Action: 1, Price: 193.8, Shares: 163.0, Reward: -0.0797495182043027, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0243513\n", "Step: 4030, Timestamp: 2023-07-03 13:30:01.378986146, Action: 2, Price: 193.8, Shares: 132.0, Reward: -0.0797495182043027, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0243513\n", "Step: 4032, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 59.0, Reward: -0.08876813640858497, Transaction Cost: 0.05079643640860315, Slippage: 0.01999999999998181, Time Penalty: 0.0179717\n", "Step: 4033, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 111.0, Reward: -0.08876813640858497, Transaction Cost: 0.05079643640860315, Slippage: 0.01999999999998181, Time Penalty: 0.0179717\n", "Step: 4034, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 81.0, Reward: -0.06336991820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0179717\n", "Step: 4035, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 136.0, Reward: -0.06336991820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0179717\n", "Step: 4036, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 124.0, Reward: -0.06336991820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0179717\n", "Step: 4038, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 61.0, Reward: -0.12719550870312404, Transaction Cost: 0.08798200870314223, Slippage: 0.01999999999998181, Time Penalty: 0.0192135\n", "Step: 4040, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 69.0, Reward: -0.07513200464461633, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0192135\n", "Step: 4042, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 134.0, Reward: -0.06461171820428338, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0192135\n", "Step: 4043, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 129.0, Reward: -0.08320450435155292, Transaction Cost: 0.04399100435157111, Slippage: 0.01999999999998181, Time Penalty: 0.0192135\n", "Step: 4044, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 78.0, Reward: -0.13758037612858387, Transaction Cost: 0.09836687612860205, Slippage: 0.01999999999998181, Time Penalty: 0.0192135\n", "Step: 4045, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 101.0, Reward: -0.06461171820428338, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0192135\n", "Step: 4046, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 99.0, Reward: -0.06461171820428338, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0192135\n", "Step: 4047, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 51.0, Reward: -0.06461171820428338, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0192135\n", "Step: 4048, Timestamp: 2023-07-03 13:30:01.394161868, Action: 2, Price: 193.8, Shares: 120.0, Reward: -0.10641086911271727, Transaction Cost: 0.06719736911273545, Slippage: 0.01999999999998181, Time Penalty: 0.0192135\n", "Step: 4049, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 71.0, Reward: -0.06461171820428338, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0192135\n", "Step: 4050, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 98.0, Reward: -0.06461171820428338, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0192135\n", "Step: 4051, Timestamp: 2023-07-03 13:30:01.394161868, Action: 2, Price: 193.8, Shares: 44.0, Reward: -0.06461171820428338, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0192135\n", "Step: 4053, Timestamp: 2023-07-03 13:30:01.394161868, Action: 2, Price: 193.8, Shares: 119.0, Reward: -0.06563851820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0202403\n", "Step: 4054, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 150.0, Reward: -0.08423130435155293, Transaction Cost: 0.04399100435157111, Slippage: 0.01999999999998181, Time Penalty: 0.0202403\n", "Step: 4055, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 113.0, Reward: -0.06563851820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0202403\n", "Step: 4057, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 116.0, Reward: -0.06563851820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0202403\n", "Step: 4058, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 126.0, Reward: -0.06563851820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0202403\n", "Step: 4059, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 60.0, Reward: -0.06563851820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0202403\n", "Step: 4060, Timestamp: 2023-07-03 13:30:01.394161868, Action: 2, Price: 193.8, Shares: 43.0, Reward: -0.07615880464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0202403\n", "Step: 4061, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 150.0, Reward: -0.06563851820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0202403\n", "Step: 4062, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 148.0, Reward: -0.09703244241217278, Transaction Cost: 0.056792142412190966, Slippage: 0.01999999999998181, Time Penalty: 0.0202403\n", "Step: 4063, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 107.0, Reward: -0.06563851820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0202403\n", "Step: 4064, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 60.0, Reward: -0.06563851820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0202403\n", "Step: 4065, Timestamp: 2023-07-03 13:30:01.394161868, Action: 1, Price: 193.8, Shares: 143.0, Reward: -0.06563851820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0202403\n", "Step: 4067, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 63.0, Reward: -0.05434331820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0189451\n", "Step: 4068, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 148.0, Reward: -0.05434331820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0189451\n", "Step: 4069, Timestamp: 2023-07-03 13:30:01.399910217, Action: 2, Price: 193.8, Shares: 89.0, Reward: -0.06486360464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0189451\n", "Step: 4070, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 41.0, Reward: -0.05434331820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0189451\n", "Step: 4071, Timestamp: 2023-07-03 13:30:01.399910217, Action: 2, Price: 193.8, Shares: 142.0, Reward: -0.07293610435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0189451\n", "Step: 4073, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 108.0, Reward: -0.05434331820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0189451\n", "Step: 4074, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 75.0, Reward: -0.05434331820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0189451\n", "Step: 4075, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 93.0, Reward: -0.05434331820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0189451\n", "Step: 4076, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 150.0, Reward: -0.05434331820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0189451\n", "Step: 4077, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 59.0, Reward: -0.05434331820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0189451\n", "Step: 4079, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 46.0, Reward: -0.08117233640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0203759\n", "Step: 4082, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 136.0, Reward: -0.05577411820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0203759\n", "Step: 4083, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 114.0, Reward: -0.05577411820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0203759\n", "Step: 4084, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 146.0, Reward: -0.07436690435156201, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0203759\n", "Step: 4085, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 73.0, Reward: -0.05577411820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0203759\n", "Step: 4086, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 105.0, Reward: -0.06629440464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0203759\n", "Step: 4087, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 37.0, Reward: -0.16234891305470422, Transaction Cost: 0.13197301305471332, Slippage: 0.009999999999990905, Time Penalty: 0.0203759\n", "Step: 4088, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 141.0, Reward: -0.06629440464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0203759\n", "Step: 4089, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 56.0, Reward: -0.08117233640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0203759\n", "Step: 4090, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 46.0, Reward: -0.05577411820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0203759\n", "Step: 4091, Timestamp: 2023-07-03 13:30:01.399910217, Action: 2, Price: 193.8, Shares: 94.0, Reward: -0.05577411820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0203759\n", "Step: 4093, Timestamp: 2023-07-03 13:30:01.399910217, Action: 2, Price: 193.8, Shares: 128.0, Reward: -0.06753210464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0216136\n", "Step: 4094, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 59.0, Reward: -0.05701181820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0216136\n", "Step: 4097, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 62.0, Reward: -0.12318817804102317, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.0216136\n", "Step: 4098, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 72.0, Reward: -0.06753210464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0216136\n", "Step: 4099, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 136.0, Reward: -0.11192981803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0216136\n", "Step: 4100, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 127.0, Reward: -0.11192981803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0216136\n", "Step: 4101, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 66.0, Reward: -0.14519788482437285, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.0216136\n", "Step: 4102, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 64.0, Reward: -0.06753210464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0216136\n", "Step: 4103, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 146.0, Reward: -0.06753210464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0216136\n", "Step: 4104, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 109.0, Reward: -0.2855957820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0216136\n", "Step: 4106, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 59.0, Reward: -0.07560460435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0216136\n", "Step: 4107, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 49.0, Reward: -0.08840574241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0216136\n", "Step: 4108, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 39.0, Reward: -0.06893490464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0230164\n", "Step: 4109, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 62.0, Reward: -0.08381283640859405, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0230164\n", "Step: 4110, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 121.0, Reward: -0.1346092728171972, Transaction Cost: 0.1015928728172063, Slippage: 0.009999999999990905, Time Penalty: 0.0230164\n", "Step: 4111, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 77.0, Reward: -0.05841461820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0230164\n", "Step: 4112, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 151.0, Reward: -0.08980854241218186, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0230164\n", "Step: 4114, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 71.0, Reward: -0.05841461820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0230164\n", "Step: 4115, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 49.0, Reward: -0.07700740435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0230164\n", "Step: 4116, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 52.0, Reward: -0.05841461820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0230164\n", "Step: 4117, Timestamp: 2023-07-03 13:30:01.399910217, Action: 2, Price: 193.8, Shares: 90.0, Reward: -0.10921105461289562, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.0230164\n", "Step: 4118, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 146.0, Reward: -0.07700740435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0230164\n", "Step: 4119, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 141.0, Reward: -0.17212817030933417, Transaction Cost: 0.13911177030934327, Slippage: 0.009999999999990905, Time Penalty: 0.0230164\n", "Step: 4120, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 52.0, Reward: -0.21260892322316352, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0230164\n", "Step: 4121, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 122.0, Reward: -0.06893490464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0230164\n", "Step: 4122, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 121.0, Reward: -0.05841461820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0230164\n", "Step: 4124, Timestamp: 2023-07-03 13:30:01.399910217, Action: 2, Price: 193.8, Shares: 50.0, Reward: -0.05966761820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0242694\n", "Step: 4125, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 66.0, Reward: -0.11458561803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0242694\n", "Step: 4126, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 39.0, Reward: -0.05966761820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0242694\n", "Step: 4127, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 39.0, Reward: -0.07826040435156201, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0242694\n", "Step: 4128, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 83.0, Reward: -0.10610640928925996, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.0242694\n", "Step: 4129, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 88.0, Reward: -0.1358622728171972, Transaction Cost: 0.1015928728172063, Slippage: 0.009999999999990905, Time Penalty: 0.0242694\n", "Step: 4130, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 33.0, Reward: -0.05966761820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0242694\n", "Step: 4132, Timestamp: 2023-07-03 13:30:01.399910217, Action: 1, Price: 193.8, Shares: 145.0, Reward: -0.08506583640859405, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0242694\n", "Step: 4134, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 87.0, Reward: -0.07911243640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.018316\n", "Step: 4136, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 123.0, Reward: -0.07911243640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.018316\n", "Step: 4137, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 104.0, Reward: -0.10015300928925996, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.018316\n", "Step: 4138, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 102.0, Reward: -0.07230700435156201, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.018316\n", "Step: 4139, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 65.0, Reward: -0.07230700435156201, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.018316\n", "Step: 4140, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 133.0, Reward: -0.05371421820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.018316\n", "Step: 4141, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 64.0, Reward: -0.05371421820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.018316\n", "Step: 4142, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 140.0, Reward: -0.08643924241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0196471\n", "Step: 4144, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 33.0, Reward: -0.07363810435156201, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0196471\n", "Step: 4145, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 42.0, Reward: -0.05504531820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0196471\n", "Step: 4146, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 112.0, Reward: -0.14323138482437284, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.0196471\n", "Step: 4147, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 98.0, Reward: -0.10996331803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0196471\n", "Step: 4149, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 111.0, Reward: -0.05504531820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0196471\n", "Step: 4151, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 101.0, Reward: -0.05504531820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0196471\n", "Step: 4152, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 88.0, Reward: -0.06556560464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0196471\n", "Step: 4153, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 31.0, Reward: -0.11388346012723331, Transaction Cost: 0.08423636012724241, Slippage: 0.009999999999990905, Time Penalty: 0.0196471\n", "Step: 4154, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 120.0, Reward: -0.05504531820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0196471\n", "Step: 4155, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 85.0, Reward: -0.09684446911272636, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.0196471\n", "Step: 4156, Timestamp: 2023-07-03 13:30:01.400699382, Action: 2, Price: 193.8, Shares: 40.0, Reward: -0.06556560464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0196471\n", "Step: 4157, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 49.0, Reward: -0.10725145461289563, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.0210568\n", "Step: 4158, Timestamp: 2023-07-03 13:30:01.400699382, Action: 2, Price: 193.8, Shares: 102.0, Reward: -0.08784894241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0210568\n", "Step: 4159, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 36.0, Reward: -0.21243635751852474, Transaction Cost: 0.18137955751853382, Slippage: 0.009999999999990905, Time Penalty: 0.0210568\n", "Step: 4160, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 126.0, Reward: -0.08185323640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0210568\n", "Step: 4161, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 116.0, Reward: -0.05645501820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0210568\n", "Step: 4162, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 62.0, Reward: -0.2596407638387051, Transaction Cost: 0.22858396383871418, Slippage: 0.009999999999990905, Time Penalty: 0.0210568\n", "Step: 4163, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 126.0, Reward: -0.12942367612859296, Transaction Cost: 0.09836687612860205, Slippage: 0.009999999999990905, Time Penalty: 0.0210568\n", "Step: 4164, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 126.0, Reward: -0.05645501820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0210568\n", "Step: 4165, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 120.0, Reward: -0.06697530464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0210568\n", "Step: 4167, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 61.0, Reward: -0.08784894241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0210568\n", "Step: 4168, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 99.0, Reward: -0.11137301803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0210568\n", "Step: 4169, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 76.0, Reward: -0.08784894241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0210568\n", "Step: 4170, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 86.0, Reward: -0.28503898204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0210568\n", "Step: 4171, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 71.0, Reward: -0.06697530464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0210568\n", "Step: 4172, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 27.0, Reward: -0.34302557488201935, Transaction Cost: 0.31106337488202845, Slippage: 0.009999999999990905, Time Penalty: 0.0219622\n", "Step: 4173, Timestamp: 2023-07-03 13:30:01.400699382, Action: 1, Price: 193.8, Shares: 28.0, Reward: -0.3019489628953682, Transaction Cost: 0.2699867628953773, Slippage: 0.009999999999990905, Time Penalty: 0.0219622\n", "Step: 4174, Timestamp: 2023-07-03 13:30:01.400699382, Action: 2, Price: 193.8, Shares: 110.0, Reward: -0.500970403970967, Transaction Cost: 0.4690082039709761, Slippage: 0.009999999999990905, Time Penalty: 0.0219622\n", "Step: 4175, Timestamp: 2023-07-03 13:30:01.404809708, Action: 1, Price: 193.8, Shares: 130.0, Reward: -0.11287665461288654, Transaction Cost: 0.07619465461290473, Slippage: 0.01999999999998181, Time Penalty: 0.016682\n", "Step: 4176, Timestamp: 2023-07-03 13:30:01.478531656, Action: 1, Price: 193.81, Shares: 51.0, Reward: -0.19607052322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.016478\n", "Step: 4178, Timestamp: 2023-07-03 13:30:01.478542508, Action: 2, Price: 193.81, Shares: 85.0, Reward: -0.04192481820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165266\n", "Step: 4179, Timestamp: 2023-07-03 13:30:01.478550296, Action: 1, Price: 193.81, Shares: 60.0, Reward: -0.06104640435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0170554\n", "Step: 4180, Timestamp: 2023-07-03 13:30:01.478550712, Action: 1, Price: 193.81, Shares: 78.0, Reward: -0.1873902272365729, Transaction Cost: 0.1703764272365729, Slippage: 0.0, Time Penalty: 0.0170138\n", "Step: 4181, Timestamp: 2023-07-03 13:30:01.478598744, Action: 1, Price: 193.81, Shares: 39.0, Reward: -0.17931164657157164, Transaction Cost: 0.16262794657157165, Slippage: 0.0, Time Penalty: 0.0166837\n", "Step: 4182, Timestamp: 2023-07-03 13:30:01.490070479, Action: 1, Price: 193.8, Shares: 105.0, Reward: -0.12493117612859296, Transaction Cost: 0.09836687612860205, Slippage: 0.009999999999990905, Time Penalty: 0.0165643\n", "Step: 4183, Timestamp: 2023-07-03 13:30:01.490078331, Action: 1, Price: 193.8, Shares: 82.0, Reward: -0.07076270435156201, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0167717\n", "Step: 4184, Timestamp: 2023-07-03 13:30:01.490082884, Action: 1, Price: 193.8, Shares: 59.0, Reward: -0.23447477577919212, Transaction Cost: 0.20789337577920122, Slippage: 0.009999999999990905, Time Penalty: 0.0165814\n", "Step: 4186, Timestamp: 2023-07-03 13:30:01.495807762, Action: 2, Price: 193.8, Shares: 97.0, Reward: -0.06286800464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0169495\n", "Step: 4188, Timestamp: 2023-07-03 13:30:01.495807762, Action: 1, Price: 193.79, Shares: 81.0, Reward: -0.08094050435158134, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0169495\n", "Step: 4189, Timestamp: 2023-07-03 13:30:01.495807762, Action: 1, Price: 193.79, Shares: 69.0, Reward: -0.09479134241220119, Transaction Cost: 0.056792142412190966, Slippage: 0.020000000000010232, Time Penalty: 0.0179992\n", "Step: 4190, Timestamp: 2023-07-03 13:30:01.495807762, Action: 1, Price: 193.79, Shares: 83.0, Reward: -0.08199020435158134, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0179992\n", "Step: 4191, Timestamp: 2023-07-03 13:30:01.495807762, Action: 1, Price: 193.79, Shares: 127.0, Reward: -0.1649902910215181, Transaction Cost: 0.12699109102150788, Slippage: 0.020000000000010232, Time Penalty: 0.0179992\n", "Step: 4192, Timestamp: 2023-07-03 13:30:01.495807762, Action: 1, Price: 193.79, Shares: 33.0, Reward: -0.0633974182043118, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0179992\n", "Step: 4193, Timestamp: 2023-07-03 13:30:01.495807762, Action: 1, Price: 193.79, Shares: 123.0, Reward: -0.23473295225721433, Transaction Cost: 0.1967337522572041, Slippage: 0.020000000000010232, Time Penalty: 0.0179992\n", "Step: 4194, Timestamp: 2023-07-03 13:30:01.495807762, Action: 1, Price: 193.79, Shares: 39.0, Reward: -0.11831541803555495, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0179992\n", "Step: 4195, Timestamp: 2023-07-03 13:30:01.495807762, Action: 1, Price: 193.79, Shares: 47.0, Reward: -0.291981382043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0179992\n", "Step: 4196, Timestamp: 2023-07-03 13:30:01.495807762, Action: 1, Price: 193.79, Shares: 128.0, Reward: -0.291981382043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0179992\n", "Step: 4198, Timestamp: 2023-07-03 13:30:01.499233874, Action: 2, Price: 193.78, Shares: 110.0, Reward: -0.23388315225721434, Transaction Cost: 0.1967337522572041, Slippage: 0.020000000000010232, Time Penalty: 0.0171494\n", "Step: 4199, Timestamp: 2023-07-03 13:30:01.499233874, Action: 1, Price: 193.78, Shares: 63.0, Reward: -0.0625476182043118, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0171494\n", "Step: 4200, Timestamp: 2023-07-03 13:30:01.499233874, Action: 1, Price: 193.78, Shares: 68.0, Reward: -0.0625476182043118, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0171494\n", "Step: 4201, Timestamp: 2023-07-03 13:30:01.499233874, Action: 1, Price: 193.78, Shares: 57.0, Reward: -0.11389385461291496, Transaction Cost: 0.07619465461290473, Slippage: 0.020000000000010232, Time Penalty: 0.0176992\n", "Step: 4202, Timestamp: 2023-07-03 13:30:01.499233874, Action: 1, Price: 193.78, Shares: 49.0, Reward: -0.0630974182043118, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0176992\n", "Step: 4203, Timestamp: 2023-07-03 13:30:01.499233874, Action: 1, Price: 193.78, Shares: 32.0, Reward: -0.08169020435158134, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0176992\n", "Step: 4204, Timestamp: 2023-07-03 13:30:01.499233874, Action: 1, Price: 193.78, Shares: 29.0, Reward: -0.08169020435158134, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0176992\n", "Step: 4205, Timestamp: 2023-07-03 13:30:01.499233874, Action: 1, Price: 193.78, Shares: 77.0, Reward: -0.0630974182043118, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0176992\n", "Step: 4206, Timestamp: 2023-07-03 13:30:01.499233874, Action: 1, Price: 193.78, Shares: 80.0, Reward: -0.07447160464464476, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0185531\n", "Step: 4208, Timestamp: 2023-07-03 13:30:01.499233874, Action: 2, Price: 193.78, Shares: 104.0, Reward: -0.08934953640861339, Transaction Cost: 0.05079643640860315, Slippage: 0.020000000000010232, Time Penalty: 0.0185531\n", "Step: 4209, Timestamp: 2023-07-03 13:30:01.499233874, Action: 1, Price: 193.78, Shares: 35.0, Reward: -0.39773814644635547, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.0185531\n", "Step: 4210, Timestamp: 2023-07-03 13:30:01.499233874, Action: 1, Price: 193.78, Shares: 78.0, Reward: -0.10076577497641592, Transaction Cost: 0.062212674976405695, Slippage: 0.020000000000010232, Time Penalty: 0.0185531\n", "Step: 4211, Timestamp: 2023-07-03 13:30:01.499233874, Action: 1, Price: 193.78, Shares: 120.0, Reward: -0.16554419102151813, Transaction Cost: 0.12699109102150788, Slippage: 0.020000000000010232, Time Penalty: 0.0185531\n", "Step: 4212, Timestamp: 2023-07-03 13:30:01.505071295, Action: 1, Price: 193.77, Shares: 112.0, Reward: -0.06286960464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0169511\n", "Step: 4214, Timestamp: 2023-07-03 13:30:01.505071295, Action: 2, Price: 193.77, Shares: 79.0, Reward: -0.14053538482437283, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.0169511\n", "Step: 4215, Timestamp: 2023-07-03 13:30:01.505071295, Action: 1, Price: 193.77, Shares: 39.0, Reward: -0.1513764499528023, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.0169511\n", "Step: 4216, Timestamp: 2023-07-03 13:30:01.505071295, Action: 1, Price: 193.77, Shares: 41.0, Reward: -0.06340460464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0174861\n", "Step: 4217, Timestamp: 2023-07-03 13:30:01.505071295, Action: 1, Price: 193.77, Shares: 74.0, Reward: -0.07147710435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0174861\n", "Step: 4219, Timestamp: 2023-07-03 13:30:01.505071295, Action: 1, Price: 193.77, Shares: 88.0, Reward: -0.08427824241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0174861\n", "Step: 4220, Timestamp: 2023-07-03 13:30:01.505071295, Action: 1, Price: 193.77, Shares: 124.0, Reward: -0.06340460464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0174861\n", "Step: 4221, Timestamp: 2023-07-03 13:30:01.505071295, Action: 1, Price: 193.77, Shares: 108.0, Reward: -0.08493294241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0181408\n", "Step: 4222, Timestamp: 2023-07-03 13:30:01.505071295, Action: 2, Price: 193.77, Shares: 66.0, Reward: -0.07213180435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0181408\n", "Step: 4223, Timestamp: 2023-07-03 13:30:01.505071295, Action: 1, Price: 193.77, Shares: 60.0, Reward: -0.10845701803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0181408\n", "Step: 4224, Timestamp: 2023-07-03 13:30:01.505071295, Action: 2, Price: 193.77, Shares: 26.0, Reward: -0.10845701803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0181408\n", "Step: 4225, Timestamp: 2023-07-03 13:30:01.505071295, Action: 1, Price: 193.76, Shares: 25.0, Reward: -0.08213180435158135, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0181408\n", "Step: 4226, Timestamp: 2023-07-03 13:30:01.515082631, Action: 1, Price: 193.75, Shares: 72.0, Reward: -0.14196483075502253, Transaction Cost: 0.09503143075502138, Slippage: 0.030000000000001137, Time Penalty: 0.0169334\n", "Step: 4228, Timestamp: 2023-07-03 13:30:01.515082631, Action: 1, Price: 193.75, Shares: 31.0, Reward: -0.1037255424121921, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0169334\n", "Step: 4229, Timestamp: 2023-07-03 13:30:01.515082631, Action: 1, Price: 193.75, Shares: 40.0, Reward: -0.12312805461290587, Transaction Cost: 0.07619465461290473, Slippage: 0.030000000000001137, Time Penalty: 0.0169334\n", "Step: 4230, Timestamp: 2023-07-03 13:30:01.515082631, Action: 1, Price: 193.75, Shares: 122.0, Reward: -0.08408030464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0181618\n", "Step: 4231, Timestamp: 2023-07-03 13:30:01.515082631, Action: 2, Price: 193.75, Shares: 96.0, Reward: -0.07356001820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0181618\n", "Step: 4232, Timestamp: 2023-07-03 13:30:01.515082631, Action: 2, Price: 193.75, Shares: 70.0, Reward: -0.14319323075502252, Transaction Cost: 0.09503143075502138, Slippage: 0.030000000000001137, Time Penalty: 0.0181618\n", "Step: 4233, Timestamp: 2023-07-03 13:30:01.515082631, Action: 1, Price: 193.75, Shares: 110.0, Reward: -0.07356001820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0181618\n", "Step: 4234, Timestamp: 2023-07-03 13:30:01.515082631, Action: 1, Price: 193.75, Shares: 42.0, Reward: -0.31574863293992383, Transaction Cost: 0.2675868329399227, Slippage: 0.030000000000001137, Time Penalty: 0.0181618\n", "Step: 4236, Timestamp: 2023-07-03 13:30:01.521750327, Action: 1, Price: 193.75, Shares: 63.0, Reward: -0.11425076911273659, Transaction Cost: 0.06719736911273545, Slippage: 0.030000000000001137, Time Penalty: 0.0170534\n", "Step: 4237, Timestamp: 2023-07-03 13:30:01.522444089, Action: 1, Price: 193.75, Shares: 54.0, Reward: -0.0956752424122012, Transaction Cost: 0.056792142412190966, Slippage: 0.020000000000010232, Time Penalty: 0.0188831\n", "Step: 4238, Timestamp: 2023-07-03 13:30:01.523232936, Action: 1, Price: 193.75, Shares: 123.0, Reward: -0.06216751820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0167693\n", "Step: 4239, Timestamp: 2023-07-03 13:30:01.529864146, Action: 1, Price: 193.75, Shares: 113.0, Reward: -0.34280864663991184, Transaction Cost: 0.30583504663990163, Slippage: 0.020000000000010232, Time Penalty: 0.0169736\n", "Step: 4240, Timestamp: 2023-07-03 13:30:01.529864146, Action: 1, Price: 193.75, Shares: 76.0, Reward: -0.22533182742167712, Transaction Cost: 0.18835822742166689, Slippage: 0.020000000000010232, Time Penalty: 0.0169736\n", "Step: 4241, Timestamp: 2023-07-03 13:30:01.616764772, Action: 1, Price: 193.77, Shares: 65.0, Reward: -0.2305114905612594, Transaction Cost: 0.21400919056125942, Slippage: 0.0, Time Penalty: 0.0165023\n", "Step: 4242, Timestamp: 2023-07-03 13:30:01.621876759, Action: 1, Price: 193.78, Shares: 121.0, Reward: -0.37582364644634525, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0166386\n", "Step: 4243, Timestamp: 2023-07-03 13:30:01.621983979, Action: 1, Price: 193.77, Shares: 44.0, Reward: -0.39588824644632703, Transaction Cost: 0.35918504644634525, Slippage: 0.01999999999998181, Time Penalty: 0.0167032\n", "Step: 4244, Timestamp: 2023-07-03 13:30:01.622036251, Action: 1, Price: 193.77, Shares: 63.0, Reward: -0.15022038482436373, Transaction Cost: 0.11358428482438193, Slippage: 0.01999999999998181, Time Penalty: 0.0166361\n", "Step: 4245, Timestamp: 2023-07-03 13:30:01.653471590, Action: 1, Price: 193.81, Shares: 92.0, Reward: -0.09261675461290472, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.0164221\n", "Step: 4246, Timestamp: 2023-07-03 13:30:01.655815262, Action: 2, Price: 193.81, Shares: 91.0, Reward: -0.36761805910508877, Transaction Cost: 0.35101035910508877, Slippage: 0.0, Time Penalty: 0.0166077\n", "Step: 4250, Timestamp: 2023-07-03 13:30:01.684407079, Action: 1, Price: 193.76, Shares: 79.0, Reward: -0.10364426911274568, Transaction Cost: 0.06719736911273545, Slippage: 0.020000000000010232, Time Penalty: 0.0164469\n", "Step: 4251, Timestamp: 2023-07-03 13:30:01.686554927, Action: 1, Price: 193.74, Shares: 115.0, Reward: -0.11382734241218301, Transaction Cost: 0.056792142412190966, Slippage: 0.03999999999999204, Time Penalty: 0.0170352\n", "Step: 4252, Timestamp: 2023-07-03 13:30:01.686554927, Action: 1, Price: 193.74, Shares: 47.0, Reward: -0.10102620435156315, Transaction Cost: 0.04399100435157111, Slippage: 0.03999999999999204, Time Penalty: 0.0170352\n", "Step: 4253, Timestamp: 2023-07-03 13:30:01.686554927, Action: 2, Price: 193.74, Shares: 78.0, Reward: -0.23662772322316467, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.0170352\n", "Step: 4254, Timestamp: 2023-07-03 13:30:01.686554927, Action: 2, Price: 193.74, Shares: 101.0, Reward: -0.41622024644633726, Transaction Cost: 0.35918504644634525, Slippage: 0.03999999999999204, Time Penalty: 0.0170352\n", "Step: 4255, Timestamp: 2023-07-03 13:30:01.690855586, Action: 2, Price: 193.73, Shares: 46.0, Reward: -0.09061810435157225, Transaction Cost: 0.04399100435157111, Slippage: 0.030000000000001137, Time Penalty: 0.0166271\n", "Step: 4257, Timestamp: 2023-07-03 13:30:01.691079801, Action: 2, Price: 193.73, Shares: 108.0, Reward: -0.07051140435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.0165204\n", "Step: 4259, Timestamp: 2023-07-03 13:30:01.691420220, Action: 1, Price: 193.72, Shares: 86.0, Reward: -0.062317018204311805, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0169188\n", "Step: 4260, Timestamp: 2023-07-03 13:30:01.691420220, Action: 1, Price: 193.72, Shares: 60.0, Reward: -0.062317018204311805, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0169188\n", "Step: 4261, Timestamp: 2023-07-03 13:30:01.691736987, Action: 1, Price: 193.72, Shares: 86.0, Reward: -0.11751261803555495, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0171964\n", "Step: 4262, Timestamp: 2023-07-03 13:30:01.691736987, Action: 1, Price: 193.72, Shares: 113.0, Reward: -0.10903340928927929, Transaction Cost: 0.07183700928926906, Slippage: 0.020000000000010232, Time Penalty: 0.0171964\n", "Step: 4263, Timestamp: 2023-07-03 13:30:01.692477081, Action: 1, Price: 193.71, Shares: 118.0, Reward: -0.07254001820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0171418\n", "Step: 4264, Timestamp: 2023-07-03 13:30:01.692477081, Action: 1, Price: 193.71, Shares: 50.0, Reward: -0.09113280435157226, Transaction Cost: 0.04399100435157111, Slippage: 0.030000000000001137, Time Penalty: 0.0171418\n", "Step: 4266, Timestamp: 2023-07-03 13:30:01.697461713, Action: 2, Price: 193.74, Shares: 109.0, Reward: -0.04189881820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165006\n", "Step: 4268, Timestamp: 2023-07-03 13:30:01.708777556, Action: 1, Price: 193.76, Shares: 27.0, Reward: -0.13011298482438194, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0165287\n", "Step: 4269, Timestamp: 2023-07-03 13:30:01.951556834, Action: 1, Price: 193.81, Shares: 24.0, Reward: -0.09682131803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0165051\n", "Step: 4271, Timestamp: 2023-07-03 13:30:01.987085331, Action: 1, Price: 193.78, Shares: 80.0, Reward: -0.3005595820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0165774\n", "Step: 4272, Timestamp: 2023-07-03 13:30:02.003539894, Action: 1, Price: 193.77, Shares: 69.0, Reward: -0.19468288856406782, Transaction Cost: 0.1480957885640667, Slippage: 0.030000000000001137, Time Penalty: 0.0165871\n", "Step: 4273, Timestamp: 2023-07-03 13:30:02.030745513, Action: 1, Price: 193.77, Shares: 67.0, Reward: -0.25284860010107135, Transaction Cost: 0.2063361001010702, Slippage: 0.030000000000001137, Time Penalty: 0.0165125\n", "Step: 4274, Timestamp: 2023-07-03 13:30:02.326487846, Action: 2, Price: 193.79, Shares: 45.0, Reward: -0.06043690435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0164459\n", "Step: 4275, Timestamp: 2023-07-03 13:30:02.334257826, Action: 2, Price: 193.76, Shares: 79.0, Reward: -0.22244401740628558, Transaction Cost: 0.17596401740628445, Slippage: 0.030000000000001137, Time Penalty: 0.01648\n", "Step: 4276, Timestamp: 2023-07-03 13:30:02.334286002, Action: 1, Price: 193.76, Shares: 25.0, Reward: -0.22967955608206567, Transaction Cost: 0.18314915608206453, Slippage: 0.030000000000001137, Time Penalty: 0.0165304\n", "Step: 4277, Timestamp: 2023-07-03 13:30:02.334286002, Action: 1, Price: 193.76, Shares: 64.0, Reward: -0.19678828524522232, Transaction Cost: 0.15025788524522118, Slippage: 0.030000000000001137, Time Penalty: 0.0165304\n", "Step: 4278, Timestamp: 2023-07-03 13:30:02.390075463, Action: 1, Price: 193.76, Shares: 58.0, Reward: -0.2515868815106088, Transaction Cost: 0.20476698151060765, Slippage: 0.030000000000001137, Time Penalty: 0.0168199\n", "Step: 4279, Timestamp: 2023-07-03 13:30:02.390075463, Action: 1, Price: 193.76, Shares: 41.0, Reward: -0.3008020820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0168199\n", "Step: 4280, Timestamp: 2023-07-03 13:30:02.390075463, Action: 2, Price: 193.76, Shares: 71.0, Reward: -0.11401726911273659, Transaction Cost: 0.06719736911273545, Slippage: 0.030000000000001137, Time Penalty: 0.0168199\n", "Step: 4282, Timestamp: 2023-07-03 13:30:02.390075463, Action: 1, Price: 193.76, Shares: 88.0, Reward: -0.3009996820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0170175\n", "Step: 4283, Timestamp: 2023-07-03 13:30:02.390075463, Action: 1, Price: 193.76, Shares: 99.0, Reward: -0.18141223822547203, Transaction Cost: 0.1343947382254709, Slippage: 0.030000000000001137, Time Penalty: 0.0170175\n", "Step: 4284, Timestamp: 2023-07-03 13:30:02.390721266, Action: 1, Price: 193.76, Shares: 66.0, Reward: -0.25206282786781736, Transaction Cost: 0.21551102786780715, Slippage: 0.020000000000010232, Time Penalty: 0.0165518\n", "Step: 4285, Timestamp: 2023-07-03 13:30:02.390721266, Action: 2, Price: 193.76, Shares: 45.0, Reward: -0.15294105743822758, Transaction Cost: 0.11638925743821735, Slippage: 0.020000000000010232, Time Penalty: 0.0165518\n", "Step: 4286, Timestamp: 2023-07-03 13:30:02.534374300, Action: 1, Price: 193.76, Shares: 42.0, Reward: -0.26248020125324667, Transaction Cost: 0.2257443012532364, Slippage: 0.020000000000010232, Time Penalty: 0.0167359\n", "Step: 4287, Timestamp: 2023-07-03 13:30:02.534374300, Action: 1, Price: 193.76, Shares: 77.0, Reward: -0.29071808204302596, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0167359\n", "Step: 4288, Timestamp: 2023-07-03 13:30:02.534374300, Action: 1, Price: 193.76, Shares: 59.0, Reward: -0.29071808204302596, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0167359\n", "Step: 4289, Timestamp: 2023-07-03 13:30:02.534374300, Action: 1, Price: 193.76, Shares: 52.0, Reward: -0.15312515743822758, Transaction Cost: 0.11638925743821735, Slippage: 0.020000000000010232, Time Penalty: 0.0167359\n", "Step: 4290, Timestamp: 2023-07-03 13:30:02.534428726, Action: 2, Price: 193.76, Shares: 71.0, Reward: -0.26243480125324664, Transaction Cost: 0.2257443012532364, Slippage: 0.020000000000010232, Time Penalty: 0.0166905\n", "Step: 4292, Timestamp: 2023-07-03 13:30:02.566984339, Action: 2, Price: 193.76, Shares: 74.0, Reward: -0.10271865461292405, Transaction Cost: 0.07619465461290473, Slippage: 0.010000000000019327, Time Penalty: 0.016524\n", "Step: 4293, Timestamp: 2023-07-03 13:30:02.590844325, Action: 1, Price: 193.76, Shares: 45.0, Reward: -0.09830180928928839, Transaction Cost: 0.07183700928926906, Slippage: 0.010000000000019327, Time Penalty: 0.0164648\n", "Step: 4294, Timestamp: 2023-07-03 13:30:02.597054321, Action: 1, Price: 193.76, Shares: 58.0, Reward: -0.22696597012656006, Transaction Cost: 0.19998577012654073, Slippage: 0.010000000000019327, Time Penalty: 0.0169802\n", "Step: 4295, Timestamp: 2023-07-03 13:30:02.597054321, Action: 1, Price: 193.76, Shares: 88.0, Reward: -0.2809623820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0169802\n", "Step: 4296, Timestamp: 2023-07-03 13:30:02.597054321, Action: 1, Price: 193.76, Shares: 58.0, Reward: -0.16137493822549023, Transaction Cost: 0.1343947382254709, Slippage: 0.010000000000019327, Time Penalty: 0.0169802\n", "Step: 4297, Timestamp: 2023-07-03 13:30:02.597304160, Action: 1, Price: 193.76, Shares: 63.0, Reward: -0.24204052786782648, Transaction Cost: 0.21551102786780715, Slippage: 0.010000000000019327, Time Penalty: 0.0165295\n", "Step: 4298, Timestamp: 2023-07-03 13:30:02.597304160, Action: 2, Price: 193.76, Shares: 81.0, Reward: -0.28051168204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0165295\n", "Step: 4299, Timestamp: 2023-07-03 13:30:02.611761443, Action: 1, Price: 193.76, Shares: 40.0, Reward: -0.11457680870316156, Transaction Cost: 0.08798200870314223, Slippage: 0.010000000000019327, Time Penalty: 0.0165948\n", "Step: 4300, Timestamp: 2023-07-03 13:30:02.642528551, Action: 1, Price: 193.76, Shares: 102.0, Reward: -0.2648872058738002, Transaction Cost: 0.23825640587378089, Slippage: 0.010000000000019327, Time Penalty: 0.0166308\n", "Step: 4301, Timestamp: 2023-07-03 13:30:02.642528551, Action: 1, Price: 193.76, Shares: 53.0, Reward: -0.2806129820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0166308\n", "Step: 4302, Timestamp: 2023-07-03 13:30:02.642528551, Action: 1, Price: 193.76, Shares: 85.0, Reward: -0.11461280870316155, Transaction Cost: 0.08798200870314223, Slippage: 0.010000000000019327, Time Penalty: 0.0166308\n", "Step: 4303, Timestamp: 2023-07-03 13:30:02.689084816, Action: 1, Price: 193.77, Shares: 49.0, Reward: -0.3764482464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0172632\n", "Step: 4304, Timestamp: 2023-07-03 13:30:02.689084816, Action: 2, Price: 193.77, Shares: 81.0, Reward: -0.27124538204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0172632\n", "Step: 4305, Timestamp: 2023-07-03 13:30:02.689319062, Action: 1, Price: 193.77, Shares: 48.0, Reward: -0.09709391803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0167777\n", "Step: 4306, Timestamp: 2023-07-03 13:30:02.717538969, Action: 1, Price: 193.77, Shares: 90.0, Reward: -0.041903518204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165053\n", "Step: 4307, Timestamp: 2023-07-03 13:30:02.721729444, Action: 1, Price: 193.76, Shares: 32.0, Reward: -0.26543990587380023, Transaction Cost: 0.23825640587378089, Slippage: 0.010000000000019327, Time Penalty: 0.0171835\n", "Step: 4309, Timestamp: 2023-07-03 13:30:02.721729444, Action: 1, Price: 193.76, Shares: 50.0, Reward: -0.14357275743823666, Transaction Cost: 0.11638925743821735, Slippage: 0.010000000000019327, Time Penalty: 0.0171835\n", "Step: 4310, Timestamp: 2023-07-03 13:30:02.721787750, Action: 1, Price: 193.76, Shares: 73.0, Reward: -0.25240070125325575, Transaction Cost: 0.2257443012532364, Slippage: 0.010000000000019327, Time Penalty: 0.0166564\n", "Step: 4311, Timestamp: 2023-07-03 13:30:02.721787750, Action: 1, Price: 193.76, Shares: 79.0, Reward: -0.2806385820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0166564\n", "Step: 4312, Timestamp: 2023-07-03 13:30:02.721950638, Action: 1, Price: 193.76, Shares: 34.0, Reward: -0.3671966004688817, Transaction Cost: 0.33980500046886236, Slippage: 0.010000000000019327, Time Penalty: 0.0173916\n", "Step: 4313, Timestamp: 2023-07-03 13:30:02.721957581, Action: 1, Price: 193.76, Shares: 50.0, Reward: -0.2679311541066535, Transaction Cost: 0.24094865410663419, Slippage: 0.010000000000019327, Time Penalty: 0.0169825\n", "Step: 4314, Timestamp: 2023-07-03 13:30:02.727390310, Action: 1, Price: 193.76, Shares: 31.0, Reward: -0.21326732492923645, Transaction Cost: 0.1866380249292171, Slippage: 0.010000000000019327, Time Penalty: 0.0166293\n", "Step: 4315, Timestamp: 2023-07-03 13:30:02.727910222, Action: 1, Price: 193.76, Shares: 96.0, Reward: -0.08875147497642502, Transaction Cost: 0.062212674976405695, Slippage: 0.010000000000019327, Time Penalty: 0.0165388\n", "Step: 4316, Timestamp: 2023-07-03 13:30:02.730547446, Action: 1, Price: 193.76, Shares: 109.0, Reward: -0.18729353607110877, Transaction Cost: 0.16063243607108943, Slippage: 0.010000000000019327, Time Penalty: 0.0166611\n", "Step: 4317, Timestamp: 2023-07-03 13:30:02.730547446, Action: 2, Price: 193.76, Shares: 47.0, Reward: -0.259439614876454, Transaction Cost: 0.2327785148764347, Slippage: 0.010000000000019327, Time Penalty: 0.0166611\n", "Step: 4318, Timestamp: 2023-07-03 13:30:02.758894161, Action: 1, Price: 193.76, Shares: 64.0, Reward: -0.12820577281722562, Transaction Cost: 0.1015928728172063, Slippage: 0.010000000000019327, Time Penalty: 0.0166129\n", "Step: 4319, Timestamp: 2023-07-03 13:30:02.758894161, Action: 1, Price: 193.76, Shares: 66.0, Reward: -0.2551968638387335, Transaction Cost: 0.22858396383871418, Slippage: 0.010000000000019327, Time Penalty: 0.0166129\n", "Step: 4320, Timestamp: 2023-07-03 13:30:02.759305759, Action: 2, Price: 193.76, Shares: 36.0, Reward: -0.051866918204320905, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164687\n", "Step: 4322, Timestamp: 2023-07-03 13:30:02.759386746, Action: 1, Price: 193.76, Shares: 80.0, Reward: -0.1659077703093626, Transaction Cost: 0.13911177030934327, Slippage: 0.010000000000019327, Time Penalty: 0.016796\n", "Step: 4323, Timestamp: 2023-07-03 13:30:02.759454537, Action: 1, Price: 193.76, Shares: 67.0, Reward: -0.19121476638367998, Transaction Cost: 0.16459926638366065, Slippage: 0.010000000000019327, Time Penalty: 0.0166155\n", "Step: 4324, Timestamp: 2023-07-03 13:30:02.785748271, Action: 1, Price: 193.76, Shares: 66.0, Reward: -0.16124973822549024, Transaction Cost: 0.1343947382254709, Slippage: 0.010000000000019327, Time Penalty: 0.016855\n", "Step: 4325, Timestamp: 2023-07-03 13:30:02.785748271, Action: 1, Price: 193.76, Shares: 26.0, Reward: -0.2808371820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.016855\n", "Step: 4326, Timestamp: 2023-07-03 13:30:02.785748271, Action: 1, Price: 193.76, Shares: 28.0, Reward: -0.2808371820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.016855\n", "Step: 4327, Timestamp: 2023-07-03 13:30:02.785748271, Action: 1, Price: 193.76, Shares: 105.0, Reward: -0.2808371820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.016855\n", "Step: 4328, Timestamp: 2023-07-03 13:30:02.785766985, Action: 1, Price: 193.76, Shares: 103.0, Reward: -0.4864325953248267, Transaction Cost: 0.45998129532480736, Slippage: 0.010000000000019327, Time Penalty: 0.0164513\n", "Step: 4329, Timestamp: 2023-07-03 13:30:02.785768367, Action: 1, Price: 193.76, Shares: 23.0, Reward: -0.4664952435157304, Transaction Cost: 0.43991004351571106, Slippage: 0.010000000000019327, Time Penalty: 0.0165852\n", "Step: 4330, Timestamp: 2023-07-03 13:30:02.786122166, Action: 1, Price: 193.76, Shares: 68.0, Reward: -0.28089038204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0169082\n", "Step: 4331, Timestamp: 2023-07-03 13:30:02.786122166, Action: 1, Price: 193.76, Shares: 27.0, Reward: -0.28089038204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0169082\n", "Step: 4332, Timestamp: 2023-07-03 13:30:02.787314905, Action: 1, Price: 193.76, Shares: 89.0, Reward: -0.3757472464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165622\n", "Step: 4333, Timestamp: 2023-07-03 13:30:02.787314905, Action: 1, Price: 193.76, Shares: 25.0, Reward: -0.10687841803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.0165622\n", "Step: 4335, Timestamp: 2023-07-03 13:30:02.829242246, Action: 1, Price: 193.76, Shares: 68.0, Reward: -0.28068768204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0167055\n", "Step: 4336, Timestamp: 2023-07-03 13:30:02.829242246, Action: 2, Price: 193.76, Shares: 73.0, Reward: -0.27684893951317474, Transaction Cost: 0.25014343951315543, Slippage: 0.010000000000019327, Time Penalty: 0.0167055\n", "Step: 4337, Timestamp: 2023-07-03 13:30:02.829273180, Action: 1, Price: 193.76, Shares: 29.0, Reward: -0.07084130435159045, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.0168503\n", "Step: 4338, Timestamp: 2023-07-03 13:30:02.829273180, Action: 2, Price: 193.76, Shares: 71.0, Reward: -0.28083248204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0168503\n", "Step: 4339, Timestamp: 2023-07-03 13:30:02.829273180, Action: 1, Price: 193.76, Shares: 101.0, Reward: -0.38603534644636456, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.0168503\n", "Step: 4340, Timestamp: 2023-07-03 13:30:02.829329735, Action: 1, Price: 193.76, Shares: 29.0, Reward: -0.062391904644653856, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0164734\n", "Step: 4341, Timestamp: 2023-07-03 13:30:02.880466221, Action: 1, Price: 193.76, Shares: 79.0, Reward: -0.1482800755001838, Transaction Cost: 0.12180557550016448, Slippage: 0.010000000000019327, Time Penalty: 0.0164745\n", "Step: 4342, Timestamp: 2023-07-03 13:30:02.880481013, Action: 1, Price: 193.76, Shares: 44.0, Reward: -0.24738882175787485, Transaction Cost: 0.21995502175785553, Slippage: 0.010000000000019327, Time Penalty: 0.0174338\n", "Step: 4343, Timestamp: 2023-07-03 13:30:02.880481013, Action: 1, Price: 193.76, Shares: 44.0, Reward: -0.2814159820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0174338\n", "Step: 4344, Timestamp: 2023-07-03 13:30:02.880481013, Action: 1, Price: 193.76, Shares: 66.0, Reward: -0.1544248910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.0174338\n", "Step: 4345, Timestamp: 2023-07-03 13:30:02.881465669, Action: 2, Price: 193.76, Shares: 99.0, Reward: -0.24649792175787485, Transaction Cost: 0.21995502175785553, Slippage: 0.010000000000019327, Time Penalty: 0.0165429\n", "Step: 4347, Timestamp: 2023-07-03 13:30:02.881490714, Action: 1, Price: 193.76, Shares: 40.0, Reward: -0.24684962175787487, Transaction Cost: 0.21995502175785553, Slippage: 0.010000000000019327, Time Penalty: 0.0168946\n", "Step: 4348, Timestamp: 2023-07-03 13:30:02.881490714, Action: 1, Price: 193.76, Shares: 104.0, Reward: -0.28087678204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0168946\n", "Step: 4349, Timestamp: 2023-07-03 13:30:02.881490714, Action: 1, Price: 193.76, Shares: 28.0, Reward: -0.28087678204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0168946\n", "Step: 4350, Timestamp: 2023-07-03 13:30:02.881592643, Action: 1, Price: 193.76, Shares: 99.0, Reward: -0.2807577820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0167756\n", "Step: 4351, Timestamp: 2023-07-03 13:30:02.937780853, Action: 1, Price: 193.76, Shares: 22.0, Reward: -0.11120616012726173, Transaction Cost: 0.08423636012724241, Slippage: 0.010000000000019327, Time Penalty: 0.0169698\n", "Step: 4352, Timestamp: 2023-07-03 13:30:02.938275590, Action: 1, Price: 193.76, Shares: 34.0, Reward: -0.2391889391673113, Transaction Cost: 0.21249673916729198, Slippage: 0.010000000000019327, Time Penalty: 0.0166922\n", "Step: 4353, Timestamp: 2023-07-03 13:30:02.943547919, Action: 1, Price: 193.76, Shares: 101.0, Reward: -0.13837796649856499, Transaction Cost: 0.11070826649854565, Slippage: 0.010000000000019327, Time Penalty: 0.0176697\n", "Step: 4355, Timestamp: 2023-07-03 13:30:02.943592977, Action: 1, Price: 193.76, Shares: 42.0, Reward: -0.201287411474329, Transaction Cost: 0.17412141147430968, Slippage: 0.010000000000019327, Time Penalty: 0.017166\n", "Step: 4356, Timestamp: 2023-07-03 13:30:02.943592977, Action: 1, Price: 193.76, Shares: 21.0, Reward: -0.19942509684501192, Transaction Cost: 0.1722590968449926, Slippage: 0.010000000000019327, Time Penalty: 0.017166\n", "Step: 4357, Timestamp: 2023-07-03 13:30:02.943651376, Action: 1, Price: 193.76, Shares: 93.0, Reward: -0.17251135558507233, Transaction Cost: 0.145901655585053, Slippage: 0.010000000000019327, Time Penalty: 0.0166097\n", "Step: 4358, Timestamp: 2023-07-03 13:30:02.943689777, Action: 1, Price: 193.76, Shares: 95.0, Reward: -0.06233650464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.016418\n", "Step: 4359, Timestamp: 2023-07-03 13:30:02.943707821, Action: 1, Price: 193.76, Shares: 81.0, Reward: -0.12517267612862137, Transaction Cost: 0.09836687612860205, Slippage: 0.010000000000019327, Time Penalty: 0.0168058\n", "Step: 4360, Timestamp: 2023-07-03 13:30:02.943952258, Action: 1, Price: 193.76, Shares: 96.0, Reward: -0.07751443640862248, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.016718\n", "Step: 4362, Timestamp: 2023-07-03 13:30:02.944110179, Action: 2, Price: 193.76, Shares: 41.0, Reward: -0.08875297497642502, Transaction Cost: 0.062212674976405695, Slippage: 0.010000000000019327, Time Penalty: 0.0165403\n", "Step: 4363, Timestamp: 2023-07-03 13:30:02.944110179, Action: 1, Price: 193.76, Shares: 72.0, Reward: -0.1789296092258288, Transaction Cost: 0.15238930922580946, Slippage: 0.010000000000019327, Time Penalty: 0.0165403\n", "Step: 4365, Timestamp: 2023-07-03 13:30:03.038456463, Action: 2, Price: 193.76, Shares: 80.0, Reward: -0.28100388204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0170217\n", "Step: 4366, Timestamp: 2023-07-03 13:30:03.038456463, Action: 1, Price: 193.76, Shares: 99.0, Reward: -0.28100388204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0170217\n", "Step: 4369, Timestamp: 2023-07-03 13:30:03.038493305, Action: 1, Price: 193.76, Shares: 92.0, Reward: -0.18519782184876843, Transaction Cost: 0.1586118218487491, Slippage: 0.010000000000019327, Time Penalty: 0.016586\n", "Step: 4371, Timestamp: 2023-07-03 13:30:03.043352883, Action: 2, Price: 193.76, Shares: 24.0, Reward: -0.07113930435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.0171483\n", "Step: 4372, Timestamp: 2023-07-03 13:30:03.043352883, Action: 1, Price: 193.76, Shares: 47.0, Reward: -0.2811304820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0171483\n", "Step: 4373, Timestamp: 2023-07-03 13:30:03.043352883, Action: 1, Price: 193.76, Shares: 69.0, Reward: -0.2811304820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0171483\n", "Step: 4374, Timestamp: 2023-07-03 13:30:03.043352883, Action: 1, Price: 193.76, Shares: 88.0, Reward: -0.2811304820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0171483\n", "Step: 4375, Timestamp: 2023-07-03 13:30:03.043352883, Action: 1, Price: 193.76, Shares: 42.0, Reward: -0.3233398771281527, Transaction Cost: 0.2961915771281334, Slippage: 0.010000000000019327, Time Penalty: 0.0171483\n", "Step: 4376, Timestamp: 2023-07-03 13:30:03.043416437, Action: 1, Price: 193.76, Shares: 20.0, Reward: -0.2805154820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0165333\n", "Step: 4378, Timestamp: 2023-07-03 13:30:03.110551240, Action: 1, Price: 193.77, Shares: 34.0, Reward: -0.04204571820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0166475\n", "Step: 4379, Timestamp: 2023-07-03 13:30:03.110551240, Action: 1, Price: 193.77, Shares: 53.0, Reward: -0.3235353382099625, Transaction Cost: 0.3068878382099625, Slippage: 0.0, Time Penalty: 0.0166475\n", "Step: 4380, Timestamp: 2023-07-03 13:30:03.112544231, Action: 1, Price: 193.77, Shares: 24.0, Reward: -0.3279284748820285, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.0168651\n", "Step: 4381, Timestamp: 2023-07-03 13:30:03.112584483, Action: 1, Price: 193.77, Shares: 23.0, Reward: -0.22203228151060767, Transaction Cost: 0.20476698151060765, Slippage: 0.0, Time Penalty: 0.0172653\n", "Step: 4382, Timestamp: 2023-07-03 13:30:03.112584483, Action: 1, Price: 193.77, Shares: 51.0, Reward: -0.1188581728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.0172653\n", "Step: 4383, Timestamp: 2023-07-03 13:30:03.152909646, Action: 1, Price: 193.78, Shares: 70.0, Reward: -0.0789995749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0167869\n", "Step: 4389, Timestamp: 2023-07-03 13:30:03.442770063, Action: 1, Price: 193.76, Shares: 75.0, Reward: -0.052091318204320905, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0166931\n", "Step: 4390, Timestamp: 2023-07-03 13:30:03.464891665, Action: 2, Price: 193.76, Shares: 61.0, Reward: -0.2654413638387244, Transaction Cost: 0.22858396383871418, Slippage: 0.020000000000010232, Time Penalty: 0.0168574\n", "Step: 4391, Timestamp: 2023-07-03 13:30:03.464891665, Action: 1, Price: 193.76, Shares: 53.0, Reward: -0.290839582043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168574\n", "Step: 4392, Timestamp: 2023-07-03 13:30:03.464891665, Action: 1, Price: 193.76, Shares: 21.0, Reward: -0.290839582043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168574\n", "Step: 4393, Timestamp: 2023-07-03 13:30:03.464891665, Action: 1, Price: 193.76, Shares: 40.0, Reward: -0.290839582043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168574\n", "Step: 4395, Timestamp: 2023-07-03 13:30:03.464891665, Action: 1, Price: 193.76, Shares: 71.0, Reward: -1.1628718422424074, Transaction Cost: 1.125573842242397, Slippage: 0.020000000000010232, Time Penalty: 0.017298\n", "Step: 4396, Timestamp: 2023-07-03 13:30:03.464891665, Action: 1, Price: 193.76, Shares: 54.0, Reward: -0.7570137764190857, Transaction Cost: 0.7197157764190755, Slippage: 0.020000000000010232, Time Penalty: 0.017298\n", "Step: 4397, Timestamp: 2023-07-03 13:30:03.464891665, Action: 1, Price: 193.76, Shares: 39.0, Reward: -1.0814088344620918, Transaction Cost: 1.0441108344620815, Slippage: 0.020000000000010232, Time Penalty: 0.017298\n", "Step: 4398, Timestamp: 2023-07-03 13:30:03.469728280, Action: 1, Price: 193.75, Shares: 37.0, Reward: -0.08122550435158135, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0172345\n", "Step: 4401, Timestamp: 2023-07-03 13:30:03.473383904, Action: 1, Price: 193.74, Shares: 20.0, Reward: -0.10390526911271726, Transaction Cost: 0.06719736911273545, Slippage: 0.01999999999998181, Time Penalty: 0.0167079\n", "Step: 4402, Timestamp: 2023-07-03 13:30:03.473481519, Action: 1, Price: 193.74, Shares: 82.0, Reward: -0.20310175450149737, Transaction Cost: 0.16654725450151556, Slippage: 0.01999999999998181, Time Penalty: 0.0165545\n", "Step: 4403, Timestamp: 2023-07-03 13:30:03.473533483, Action: 1, Price: 193.73, Shares: 86.0, Reward: -0.22610022322317375, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0165077\n", "Step: 4404, Timestamp: 2023-07-03 13:30:03.473998832, Action: 1, Price: 193.72, Shares: 47.0, Reward: -0.2249201274216771, Transaction Cost: 0.18835822742166689, Slippage: 0.020000000000010232, Time Penalty: 0.0165619\n", "Step: 4405, Timestamp: 2023-07-03 13:30:03.474931845, Action: 1, Price: 193.73, Shares: 72.0, Reward: -0.37567474644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0164897\n", "Step: 4406, Timestamp: 2023-07-03 13:30:03.489954937, Action: 1, Price: 193.72, Shares: 23.0, Reward: -0.11710671803555495, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0167905\n", "Step: 4407, Timestamp: 2023-07-03 13:30:03.489954937, Action: 1, Price: 193.72, Shares: 86.0, Reward: -0.290772682043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0167905\n", "Step: 4408, Timestamp: 2023-07-03 13:30:03.489954937, Action: 1, Price: 193.72, Shares: 87.0, Reward: -0.39597554644635546, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.0167905\n", "Step: 4409, Timestamp: 2023-07-03 13:30:03.489954937, Action: 2, Price: 193.72, Shares: 30.0, Reward: -0.290772682043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0167905\n", "Step: 4410, Timestamp: 2023-07-03 13:30:03.490334573, Action: 1, Price: 193.71, Shares: 77.0, Reward: -0.3959091464463271, Transaction Cost: 0.35918504644634525, Slippage: 0.01999999999998181, Time Penalty: 0.0167241\n", "Step: 4411, Timestamp: 2023-07-03 13:30:03.494274128, Action: 1, Price: 193.7, Shares: 54.0, Reward: -0.10734161803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.0170254\n", "Step: 4412, Timestamp: 2023-07-03 13:30:03.494274128, Action: 2, Price: 193.7, Shares: 69.0, Reward: -0.0524236182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0170254\n", "Step: 4413, Timestamp: 2023-07-03 13:30:03.494274128, Action: 1, Price: 193.7, Shares: 54.0, Reward: -0.0524236182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0170254\n", "Step: 4414, Timestamp: 2023-07-03 13:30:03.494274128, Action: 1, Price: 193.7, Shares: 24.0, Reward: -0.09886240928928838, Transaction Cost: 0.07183700928926906, Slippage: 0.010000000000019327, Time Penalty: 0.0170254\n", "Step: 4415, Timestamp: 2023-07-03 13:30:03.494274128, Action: 2, Price: 193.7, Shares: 81.0, Reward: -0.2822285820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0182464\n", "Step: 4416, Timestamp: 2023-07-03 13:30:03.494274128, Action: 2, Price: 193.7, Shares: 25.0, Reward: -0.07223740435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.0182464\n", "Step: 4417, Timestamp: 2023-07-03 13:30:03.494274128, Action: 1, Price: 193.7, Shares: 45.0, Reward: -0.0536446182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0182464\n", "Step: 4418, Timestamp: 2023-07-03 13:30:03.494274128, Action: 1, Price: 193.7, Shares: 92.0, Reward: -0.06416490464465385, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0182464\n", "Step: 4419, Timestamp: 2023-07-03 13:30:03.494274128, Action: 1, Price: 193.7, Shares: 50.0, Reward: -0.11248276012726173, Transaction Cost: 0.08423636012724241, Slippage: 0.010000000000019327, Time Penalty: 0.0182464\n", "Step: 4421, Timestamp: 2023-07-03 13:30:03.540054519, Action: 1, Price: 193.7, Shares: 79.0, Reward: -0.08411004241221029, Transaction Cost: 0.056792142412190966, Slippage: 0.010000000000019327, Time Penalty: 0.0173179\n", "Step: 4422, Timestamp: 2023-07-03 13:30:03.540054519, Action: 2, Price: 193.7, Shares: 31.0, Reward: -0.2398146391673113, Transaction Cost: 0.21249673916729198, Slippage: 0.010000000000019327, Time Penalty: 0.0173179\n", "Step: 4424, Timestamp: 2023-07-03 13:30:03.540054519, Action: 1, Price: 193.7, Shares: 80.0, Reward: -0.0527161182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0173179\n", "Step: 4425, Timestamp: 2023-07-03 13:30:03.540054519, Action: 2, Price: 193.69, Shares: 52.0, Reward: -0.0627161182043118, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0173179\n", "Step: 4428, Timestamp: 2023-07-03 13:30:03.544263610, Action: 1, Price: 193.69, Shares: 56.0, Reward: -0.2943792625020182, Transaction Cost: 0.25776376250200794, Slippage: 0.020000000000010232, Time Penalty: 0.0166155\n", "Step: 4429, Timestamp: 2023-07-03 13:30:03.544271487, Action: 1, Price: 193.69, Shares: 90.0, Reward: -0.2253334274216771, Transaction Cost: 0.18835822742166689, Slippage: 0.020000000000010232, Time Penalty: 0.0169752\n", "Step: 4430, Timestamp: 2023-07-03 13:30:03.544271487, Action: 1, Price: 193.69, Shares: 83.0, Reward: -0.062373418204311804, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0169752\n", "Step: 4431, Timestamp: 2023-07-03 13:30:03.544271487, Action: 2, Price: 193.69, Shares: 43.0, Reward: -0.08096620435158133, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0169752\n", "Step: 4432, Timestamp: 2023-07-03 13:30:03.544271487, Action: 1, Price: 193.69, Shares: 87.0, Reward: -0.20544792025449504, Transaction Cost: 0.16847272025448481, Slippage: 0.020000000000010232, Time Penalty: 0.0169752\n", "Step: 4433, Timestamp: 2023-07-03 13:30:03.544376921, Action: 1, Price: 193.69, Shares: 25.0, Reward: -0.226962261510053, Transaction Cost: 0.19006286151004276, Slippage: 0.020000000000010232, Time Penalty: 0.0168994\n", "Step: 4434, Timestamp: 2023-07-03 13:30:03.642736066, Action: 1, Price: 193.71, Shares: 20.0, Reward: -0.2810616820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0170795\n", "Step: 4435, Timestamp: 2023-07-03 13:30:03.642736066, Action: 1, Price: 193.71, Shares: 57.0, Reward: -0.2810616820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0170795\n", "Step: 4436, Timestamp: 2023-07-03 13:30:03.642736066, Action: 1, Price: 193.71, Shares: 74.0, Reward: -0.10327415461289563, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.0170795\n", "Step: 4437, Timestamp: 2023-07-03 13:30:03.656091283, Action: 1, Price: 193.71, Shares: 34.0, Reward: -0.08388996911273545, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.0166926\n", "Step: 4438, Timestamp: 2023-07-03 13:30:03.656158225, Action: 1, Price: 193.71, Shares: 23.0, Reward: -0.16911760922580946, Transaction Cost: 0.15238930922580946, Slippage: 0.0, Time Penalty: 0.0167283\n", "Step: 4439, Timestamp: 2023-07-03 13:30:03.673513778, Action: 1, Price: 193.68, Shares: 78.0, Reward: -0.4058080464463464, Transaction Cost: 0.35918504644634525, Slippage: 0.030000000000001137, Time Penalty: 0.016623\n", "Step: 4440, Timestamp: 2023-07-03 13:30:03.673513778, Action: 2, Price: 193.68, Shares: 88.0, Reward: -0.24335675225720524, Transaction Cost: 0.1967337522572041, Slippage: 0.030000000000001137, Time Penalty: 0.016623\n", "Step: 4442, Timestamp: 2023-07-03 13:30:03.674032664, Action: 2, Price: 193.68, Shares: 68.0, Reward: -0.2807735820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0167914\n", "Step: 4445, Timestamp: 2023-07-03 13:30:03.760536233, Action: 1, Price: 193.68, Shares: 88.0, Reward: -0.24916014239334852, Transaction Cost: 0.19175234239335648, Slippage: 0.03999999999999204, Time Penalty: 0.0174078\n", "Step: 4446, Timestamp: 2023-07-03 13:30:03.760536233, Action: 2, Price: 193.68, Shares: 78.0, Reward: -0.5653721640860235, Transaction Cost: 0.5079643640860315, Slippage: 0.03999999999999204, Time Penalty: 0.0174078\n", "Step: 4449, Timestamp: 2023-07-03 13:30:03.856462378, Action: 1, Price: 193.67, Shares: 36.0, Reward: -0.32124148204302716, Transaction Cost: 0.25398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0172593\n", "Step: 4450, Timestamp: 2023-07-03 13:30:03.856462378, Action: 1, Price: 193.66, Shares: 25.0, Reward: -0.10265751820430385, Transaction Cost: 0.025398218204301576, Slippage: 0.060000000000002274, Time Penalty: 0.0172593\n", "Step: 4451, Timestamp: 2023-07-03 13:30:03.856462378, Action: 2, Price: 193.66, Shares: 76.0, Reward: -0.26901164239335873, Transaction Cost: 0.19175234239335648, Slippage: 0.060000000000002274, Time Penalty: 0.0172593\n", "Step: 4452, Timestamp: 2023-07-03 13:30:03.856462378, Action: 1, Price: 193.66, Shares: 65.0, Reward: -0.20425039102151016, Transaction Cost: 0.12699109102150788, Slippage: 0.060000000000002274, Time Penalty: 0.0172593\n", "Step: 4453, Timestamp: 2023-07-03 13:30:03.856462378, Action: 1, Price: 193.66, Shares: 76.0, Reward: -0.15757551803554698, Transaction Cost: 0.08031621803554471, Slippage: 0.060000000000002274, Time Penalty: 0.0172593\n", "Step: 4454, Timestamp: 2023-07-03 13:30:03.873079777, Action: 1, Price: 193.69, Shares: 69.0, Reward: -0.19614452322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.016552\n", "Step: 4455, Timestamp: 2023-07-03 13:30:03.873182138, Action: 1, Price: 193.69, Shares: 54.0, Reward: -0.05255680464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0166383\n", "Step: 4456, Timestamp: 2023-07-03 13:30:03.873310362, Action: 1, Price: 193.69, Shares: 84.0, Reward: -0.1961129232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165204\n", "Step: 4458, Timestamp: 2023-07-03 13:30:03.877579831, Action: 1, Price: 193.7, Shares: 71.0, Reward: -0.2704419820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164598\n", "Step: 4459, Timestamp: 2023-07-03 13:30:03.877933654, Action: 1, Price: 193.7, Shares: 18.0, Reward: -0.06744333640860314, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.0166469\n", "Step: 4460, Timestamp: 2023-07-03 13:30:03.878191558, Action: 1, Price: 193.68, Shares: 67.0, Reward: -0.20683492723655472, Transaction Cost: 0.1703764272365729, Slippage: 0.01999999999998181, Time Penalty: 0.0164585\n", "Step: 4461, Timestamp: 2023-07-03 13:30:03.883417122, Action: 2, Price: 193.69, Shares: 55.0, Reward: -0.0889802749763966, Transaction Cost: 0.062212674976405695, Slippage: 0.009999999999990905, Time Penalty: 0.0167676\n", "Step: 4463, Timestamp: 2023-07-03 13:30:03.883417122, Action: 2, Price: 193.68, Shares: 27.0, Reward: -0.2957796204684243, Transaction Cost: 0.2590120204684425, Slippage: 0.01999999999998181, Time Penalty: 0.0167676\n", "Step: 4464, Timestamp: 2023-07-03 13:30:03.883417122, Action: 1, Price: 193.67, Shares: 48.0, Reward: -0.21714402723657403, Transaction Cost: 0.1703764272365729, Slippage: 0.030000000000001137, Time Penalty: 0.0167676\n", "Step: 4465, Timestamp: 2023-07-03 13:30:03.883417122, Action: 2, Price: 193.67, Shares: 54.0, Reward: -0.3010159820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0170338\n", "Step: 4466, Timestamp: 2023-07-03 13:30:03.883417122, Action: 1, Price: 193.66, Shares: 50.0, Reward: -0.22741022723656495, Transaction Cost: 0.1703764272365729, Slippage: 0.03999999999999204, Time Penalty: 0.0170338\n", "Step: 4467, Timestamp: 2023-07-03 13:30:03.883417122, Action: 1, Price: 193.66, Shares: 48.0, Reward: -0.3110159820430078, Transaction Cost: 0.25398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0170338\n", "Step: 4469, Timestamp: 2023-07-03 13:30:03.892535420, Action: 1, Price: 193.67, Shares: 62.0, Reward: -0.08343624241221029, Transaction Cost: 0.056792142412190966, Slippage: 0.010000000000019327, Time Penalty: 0.0166441\n", "Step: 4470, Timestamp: 2023-07-03 13:30:03.901590358, Action: 1, Price: 193.67, Shares: 63.0, Reward: -0.3863641464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.0171791\n", "Step: 4471, Timestamp: 2023-07-03 13:30:03.901786217, Action: 1, Price: 193.67, Shares: 66.0, Reward: -0.07117060435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.0171796\n", "Step: 4472, Timestamp: 2023-07-03 13:30:03.901821170, Action: 2, Price: 193.68, Shares: 70.0, Reward: -0.32806217488202843, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.0169988\n", "Step: 4473, Timestamp: 2023-07-03 13:30:03.930939469, Action: 1, Price: 193.68, Shares: 75.0, Reward: -0.05193041820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165322\n", "Step: 4474, Timestamp: 2023-07-03 13:30:03.944022847, Action: 1, Price: 193.69, Shares: 57.0, Reward: -0.041870918204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164727\n", "Step: 4475, Timestamp: 2023-07-03 13:30:03.944151947, Action: 2, Price: 193.69, Shares: 22.0, Reward: -0.04194191820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165437\n", "Step: 4476, Timestamp: 2023-07-03 13:30:03.944481307, Action: 1, Price: 193.69, Shares: 42.0, Reward: -0.06046770435157112, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0164767\n", "Step: 4478, Timestamp: 2023-07-03 13:30:03.963298298, Action: 1, Price: 193.67, Shares: 17.0, Reward: -0.31783626322949526, Transaction Cost: 0.27117876322949414, Slippage: 0.030000000000001137, Time Penalty: 0.0166575\n", "Step: 4479, Timestamp: 2023-07-03 13:30:03.963298298, Action: 2, Price: 193.67, Shares: 58.0, Reward: -0.0720557182043027, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0166575\n", "Step: 4480, Timestamp: 2023-07-03 13:30:03.994025028, Action: 1, Price: 193.66, Shares: 85.0, Reward: -0.07222681820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0168286\n", "Step: 4481, Timestamp: 2023-07-03 13:30:04.012624800, Action: 1, Price: 193.67, Shares: 74.0, Reward: -0.3117188283858061, Transaction Cost: 0.29510062838580614, Slippage: 0.0, Time Penalty: 0.0166182\n", "Step: 4482, Timestamp: 2023-07-03 13:30:04.033859619, Action: 1, Price: 193.67, Shares: 50.0, Reward: -0.04218861820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0167904\n", "Step: 4483, Timestamp: 2023-07-03 13:30:04.057713871, Action: 1, Price: 193.67, Shares: 65.0, Reward: -0.34138844305937543, Transaction Cost: 0.3242627430593754, Slippage: 0.0, Time Penalty: 0.0171257\n", "Step: 4484, Timestamp: 2023-07-03 13:30:04.057804943, Action: 1, Price: 193.67, Shares: 67.0, Reward: -0.24260520125323642, Transaction Cost: 0.2257443012532364, Slippage: 0.0, Time Penalty: 0.0168609\n", "Step: 4486, Timestamp: 2023-07-03 13:30:04.062466668, Action: 1, Price: 193.66, Shares: 57.0, Reward: -0.16018898482438307, Transaction Cost: 0.11358428482438193, Slippage: 0.030000000000001137, Time Penalty: 0.0166047\n", "Step: 4487, Timestamp: 2023-07-03 13:30:04.123955205, Action: 1, Price: 193.65, Shares: 77.0, Reward: -0.07262081820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0172226\n", "Step: 4488, Timestamp: 2023-07-03 13:30:04.123955205, Action: 1, Price: 193.65, Shares: 38.0, Reward: -0.08314110464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0172226\n", "Step: 4489, Timestamp: 2023-07-03 13:30:04.123955205, Action: 1, Price: 193.65, Shares: 62.0, Reward: -0.12753881803554584, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0172226\n", "Step: 4490, Timestamp: 2023-07-03 13:30:04.123955205, Action: 1, Price: 193.65, Shares: 21.0, Reward: -0.4064076464463464, Transaction Cost: 0.35918504644634525, Slippage: 0.030000000000001137, Time Penalty: 0.0172226\n", "Step: 4491, Timestamp: 2023-07-03 13:30:04.123955205, Action: 1, Price: 193.65, Shares: 26.0, Reward: -0.10943527497640684, Transaction Cost: 0.062212674976405695, Slippage: 0.030000000000001137, Time Penalty: 0.0172226\n", "Step: 4492, Timestamp: 2023-07-03 13:30:04.169477490, Action: 1, Price: 193.66, Shares: 79.0, Reward: -0.36937792383508405, Transaction Cost: 0.35284332383508404, Slippage: 0.0, Time Penalty: 0.0165346\n", "Step: 4493, Timestamp: 2023-07-03 13:30:04.187633482, Action: 1, Price: 193.64, Shares: 52.0, Reward: -0.07264501820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0172468\n", "Step: 4494, Timestamp: 2023-07-03 13:30:04.187633482, Action: 1, Price: 193.64, Shares: 66.0, Reward: -0.07264501820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0172468\n", "Step: 4497, Timestamp: 2023-07-03 13:30:04.187633482, Action: 1, Price: 193.64, Shares: 74.0, Reward: -0.07264501820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0172468\n", "Step: 4498, Timestamp: 2023-07-03 13:30:04.187633482, Action: 2, Price: 193.64, Shares: 78.0, Reward: -0.4000901238350852, Transaction Cost: 0.35284332383508404, Slippage: 0.030000000000001137, Time Penalty: 0.0172468\n", "Step: 4499, Timestamp: 2023-07-03 13:30:04.203788176, Action: 1, Price: 193.64, Shares: 22.0, Reward: -0.28065248204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0166703\n", "Step: 4501, Timestamp: 2023-07-03 13:30:04.251205571, Action: 1, Price: 193.66, Shares: 62.0, Reward: -0.07727303640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0164766\n", "Step: 4502, Timestamp: 2023-07-03 13:30:04.260413935, Action: 1, Price: 193.65, Shares: 57.0, Reward: -0.1034082424121921, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0166161\n", "Step: 4503, Timestamp: 2023-07-03 13:30:04.262528415, Action: 1, Price: 193.64, Shares: 55.0, Reward: -0.2526582278678174, Transaction Cost: 0.21551102786780715, Slippage: 0.020000000000010232, Time Penalty: 0.0171472\n", "Step: 4506, Timestamp: 2023-07-03 13:30:04.262528415, Action: 1, Price: 193.63, Shares: 25.0, Reward: -0.2626582278678083, Transaction Cost: 0.21551102786780715, Slippage: 0.030000000000001137, Time Penalty: 0.0171472\n", "Step: 4507, Timestamp: 2023-07-03 13:30:04.262528415, Action: 1, Price: 193.63, Shares: 66.0, Reward: -0.30112938204301687, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0171472\n", "Step: 4508, Timestamp: 2023-07-03 13:30:04.262879642, Action: 1, Price: 193.64, Shares: 36.0, Reward: -0.32750807488202843, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.0164447\n", "Step: 4509, Timestamp: 2023-07-03 13:30:04.263418149, Action: 1, Price: 193.64, Shares: 30.0, Reward: -0.1959941232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164016\n", "Step: 4510, Timestamp: 2023-07-03 13:30:04.269125594, Action: 1, Price: 193.64, Shares: 62.0, Reward: -0.32748957488202846, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.0164262\n", "Step: 4511, Timestamp: 2023-07-03 13:30:04.269214163, Action: 1, Price: 193.64, Shares: 30.0, Reward: -0.19604442322317261, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164519\n", "Step: 4512, Timestamp: 2023-07-03 13:30:04.272581108, Action: 1, Price: 193.63, Shares: 48.0, Reward: -0.2510667896111971, Transaction Cost: 0.22431098961120619, Slippage: 0.009999999999990905, Time Penalty: 0.0167558\n", "Step: 4513, Timestamp: 2023-07-03 13:30:04.287177228, Action: 1, Price: 193.64, Shares: 36.0, Reward: -0.32752767488202844, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.0164643\n", "Step: 4515, Timestamp: 2023-07-03 13:30:04.324255129, Action: 1, Price: 193.67, Shares: 68.0, Reward: -0.1655623703093626, Transaction Cost: 0.13911177030934327, Slippage: 0.010000000000019327, Time Penalty: 0.0164506\n", "Step: 4516, Timestamp: 2023-07-03 13:30:04.349722175, Action: 2, Price: 193.67, Shares: 76.0, Reward: -0.11487477612860206, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.0165079\n", "Step: 4517, Timestamp: 2023-07-03 13:30:04.400146389, Action: 1, Price: 193.65, Shares: 68.0, Reward: -0.09235410464462657, Transaction Cost: 0.03591850464463453, Slippage: 0.03999999999999204, Time Penalty: 0.0164356\n", "Step: 4518, Timestamp: 2023-07-03 13:30:04.500330888, Action: 2, Price: 193.64, Shares: 41.0, Reward: -0.05217971820432091, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0167815\n", "Step: 4519, Timestamp: 2023-07-03 13:30:04.501640811, Action: 1, Price: 193.65, Shares: 26.0, Reward: -0.36764135910508877, Transaction Cost: 0.35101035910508877, Slippage: 0.0, Time Penalty: 0.016631\n", "Step: 4520, Timestamp: 2023-07-03 13:30:04.508434188, Action: 1, Price: 193.63, Shares: 60.0, Reward: -0.42585564644635665, Transaction Cost: 0.35918504644634525, Slippage: 0.05000000000001137, Time Penalty: 0.0166706\n", "Step: 4521, Timestamp: 2023-07-03 13:30:04.508434188, Action: 1, Price: 193.63, Shares: 73.0, Reward: -0.21476638856407806, Transaction Cost: 0.1480957885640667, Slippage: 0.05000000000001137, Time Penalty: 0.0166706\n", "Step: 4523, Timestamp: 2023-07-03 13:30:04.517296904, Action: 1, Price: 193.63, Shares: 41.0, Reward: -0.09053820435157225, Transaction Cost: 0.04399100435157111, Slippage: 0.030000000000001137, Time Penalty: 0.0165472\n", "Step: 4524, Timestamp: 2023-07-03 13:30:04.517402953, Action: 2, Price: 193.64, Shares: 18.0, Reward: -0.07325944241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0164673\n", "Step: 4525, Timestamp: 2023-07-03 13:30:04.543698866, Action: 1, Price: 193.62, Shares: 23.0, Reward: -0.1188559092892702, Transaction Cost: 0.07183700928926906, Slippage: 0.030000000000001137, Time Penalty: 0.0170189\n", "Step: 4527, Timestamp: 2023-07-03 13:30:04.543698866, Action: 1, Price: 193.62, Shares: 39.0, Reward: -0.20358403194905936, Transaction Cost: 0.15656513194905822, Slippage: 0.030000000000001137, Time Penalty: 0.0170189\n", "Step: 4528, Timestamp: 2023-07-03 13:30:04.543698866, Action: 1, Price: 193.62, Shares: 47.0, Reward: -0.13500090870314335, Transaction Cost: 0.08798200870314223, Slippage: 0.030000000000001137, Time Penalty: 0.0170189\n", "Step: 4531, Timestamp: 2023-07-03 13:30:04.543698866, Action: 2, Price: 193.62, Shares: 33.0, Reward: -0.4068605464463464, Transaction Cost: 0.35918504644634525, Slippage: 0.030000000000001137, Time Penalty: 0.0176755\n", "Step: 4532, Timestamp: 2023-07-03 13:30:04.543698866, Action: 1, Price: 193.62, Shares: 46.0, Reward: -0.07307371820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0176755\n", "Step: 4534, Timestamp: 2023-07-03 13:30:04.543698866, Action: 1, Price: 193.62, Shares: 75.0, Reward: -0.16125978482438308, Transaction Cost: 0.11358428482438193, Slippage: 0.030000000000001137, Time Penalty: 0.0176755\n", "Step: 4535, Timestamp: 2023-07-03 13:30:04.543698866, Action: 2, Price: 193.62, Shares: 20.0, Reward: -0.3054392625020091, Transaction Cost: 0.25776376250200794, Slippage: 0.030000000000001137, Time Penalty: 0.0176755\n", "Step: 4536, Timestamp: 2023-07-03 13:30:04.593573844, Action: 1, Price: 193.62, Shares: 65.0, Reward: -0.29680263951315655, Transaction Cost: 0.25014343951315543, Slippage: 0.030000000000001137, Time Penalty: 0.0166592\n", "Step: 4537, Timestamp: 2023-07-03 13:30:04.593573844, Action: 2, Price: 193.62, Shares: 43.0, Reward: -0.22444672743011218, Transaction Cost: 0.17778752743011103, Slippage: 0.030000000000001137, Time Penalty: 0.0166592\n", "Step: 4538, Timestamp: 2023-07-03 13:30:04.593787980, Action: 1, Price: 193.63, Shares: 56.0, Reward: -0.21651426151003367, Transaction Cost: 0.19006286151004276, Slippage: 0.009999999999990905, Time Penalty: 0.0164514\n", "Step: 4540, Timestamp: 2023-07-03 13:30:04.665072096, Action: 1, Price: 193.61, Shares: 75.0, Reward: -0.2600600602459424, Transaction Cost: 0.22286846024596063, Slippage: 0.01999999999998181, Time Penalty: 0.0171916\n", "Step: 4541, Timestamp: 2023-07-03 13:30:04.665072096, Action: 1, Price: 193.61, Shares: 43.0, Reward: -0.07311010464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0171916\n", "Step: 4542, Timestamp: 2023-07-03 13:30:04.665072096, Action: 1, Price: 193.61, Shares: 21.0, Reward: -0.08798803640858496, Transaction Cost: 0.05079643640860315, Slippage: 0.01999999999998181, Time Penalty: 0.0171916\n", "Step: 4543, Timestamp: 2023-07-03 13:30:04.665072096, Action: 1, Price: 193.61, Shares: 66.0, Reward: -0.11750781803552653, Transaction Cost: 0.08031621803554471, Slippage: 0.01999999999998181, Time Penalty: 0.0171916\n", "Step: 4544, Timestamp: 2023-07-03 13:30:04.665072096, Action: 1, Price: 193.61, Shares: 31.0, Reward: -0.1641826910214897, Transaction Cost: 0.12699109102150788, Slippage: 0.01999999999998181, Time Penalty: 0.0171916\n", "Step: 4545, Timestamp: 2023-07-03 13:30:04.672757759, Action: 2, Price: 193.61, Shares: 70.0, Reward: -0.19056851147430967, Transaction Cost: 0.17412141147430968, Slippage: 0.0, Time Penalty: 0.0164471\n", "Step: 4546, Timestamp: 2023-07-03 13:30:04.672779427, Action: 1, Price: 193.61, Shares: 20.0, Reward: -0.4936324964907845, Transaction Cost: 0.4771891964907845, Slippage: 0.0, Time Penalty: 0.0164433\n", "Step: 4547, Timestamp: 2023-07-03 13:30:04.704558218, Action: 1, Price: 193.63, Shares: 29.0, Reward: -0.23932596024596064, Transaction Cost: 0.22286846024596063, Slippage: 0.0, Time Penalty: 0.0164575\n", "Step: 4548, Timestamp: 2023-07-03 13:30:04.732922136, Action: 1, Price: 193.61, Shares: 74.0, Reward: -0.30092148204298846, Transaction Cost: 0.25398218204301576, Slippage: 0.029999999999972715, Time Penalty: 0.0169393\n", "Step: 4549, Timestamp: 2023-07-03 13:30:04.732922136, Action: 1, Price: 193.6, Shares: 69.0, Reward: -0.09285780464462658, Transaction Cost: 0.03591850464463453, Slippage: 0.03999999999999204, Time Penalty: 0.0169393\n", "Step: 4550, Timestamp: 2023-07-03 13:30:04.732922136, Action: 1, Price: 193.6, Shares: 28.0, Reward: -0.13725551803553676, Transaction Cost: 0.08031621803554471, Slippage: 0.03999999999999204, Time Penalty: 0.0169393\n", "Step: 4551, Timestamp: 2023-07-03 13:30:04.732922136, Action: 1, Price: 193.6, Shares: 62.0, Reward: -0.08233751820429362, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0169393\n", "Step: 4552, Timestamp: 2023-07-03 13:30:04.732922136, Action: 1, Price: 193.6, Shares: 20.0, Reward: -0.08291001820429361, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0175118\n", "Step: 4553, Timestamp: 2023-07-03 13:30:04.732922136, Action: 1, Price: 193.6, Shares: 24.0, Reward: -0.2120031300294558, Transaction Cost: 0.15449133002946377, Slippage: 0.03999999999999204, Time Penalty: 0.0175118\n", "Step: 4554, Timestamp: 2023-07-03 13:30:04.732922136, Action: 1, Price: 193.6, Shares: 26.0, Reward: -0.08291001820429361, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0175118\n", "Step: 4555, Timestamp: 2023-07-03 13:30:04.732922136, Action: 1, Price: 193.6, Shares: 17.0, Reward: -0.114303942412183, Transaction Cost: 0.056792142412190966, Slippage: 0.03999999999999204, Time Penalty: 0.0175118\n", "Step: 4556, Timestamp: 2023-07-03 13:30:04.732922136, Action: 1, Price: 193.6, Shares: 44.0, Reward: -0.29846045410662625, Transaction Cost: 0.24094865410663419, Slippage: 0.03999999999999204, Time Penalty: 0.0175118\n", "Step: 4557, Timestamp: 2023-07-03 13:30:04.732922136, Action: 1, Price: 193.6, Shares: 38.0, Reward: -0.31245958204300783, Transaction Cost: 0.25398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0184774\n", "Step: 4559, Timestamp: 2023-07-03 13:30:04.732922136, Action: 1, Price: 193.6, Shares: 50.0, Reward: -0.11526954241218301, Transaction Cost: 0.056792142412190966, Slippage: 0.03999999999999204, Time Penalty: 0.0184774\n", "Step: 4560, Timestamp: 2023-07-03 13:30:04.732922136, Action: 1, Price: 193.6, Shares: 55.0, Reward: -0.11526954241218301, Transaction Cost: 0.056792142412190966, Slippage: 0.03999999999999204, Time Penalty: 0.0184774\n", "Step: 4562, Timestamp: 2023-07-03 13:30:04.732922136, Action: 1, Price: 193.6, Shares: 50.0, Reward: -0.13879361803553675, Transaction Cost: 0.08031621803554471, Slippage: 0.03999999999999204, Time Penalty: 0.0184774\n", "Step: 4564, Timestamp: 2023-07-03 13:30:04.732922136, Action: 1, Price: 193.6, Shares: 31.0, Reward: -0.31245958204300783, Transaction Cost: 0.25398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0184774\n", "Step: 4565, Timestamp: 2023-07-03 13:30:04.732922136, Action: 1, Price: 193.6, Shares: 19.0, Reward: -0.4176624464463373, Transaction Cost: 0.35918504644634525, Slippage: 0.03999999999999204, Time Penalty: 0.0184774\n", "Step: 4566, Timestamp: 2023-07-03 13:30:04.733624587, Action: 1, Price: 193.62, Shares: 57.0, Reward: -0.12419851393390358, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.016443\n", "Step: 4567, Timestamp: 2023-07-03 13:30:04.733676196, Action: 1, Price: 193.61, Shares: 32.0, Reward: -0.0886700749763966, Transaction Cost: 0.062212674976405695, Slippage: 0.009999999999990905, Time Penalty: 0.0164574\n", "Step: 4568, Timestamp: 2023-07-03 13:30:04.733718663, Action: 1, Price: 193.62, Shares: 29.0, Reward: -0.27050718204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.016525\n", "Step: 4569, Timestamp: 2023-07-03 13:30:04.735217979, Action: 1, Price: 193.61, Shares: 55.0, Reward: -0.1415305307549941, Transaction Cost: 0.09503143075502138, Slippage: 0.029999999999972715, Time Penalty: 0.0164991\n", "Step: 4570, Timestamp: 2023-07-03 13:30:04.735665314, Action: 1, Price: 193.63, Shares: 40.0, Reward: -0.11490477612860206, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.0165379\n", "Step: 4572, Timestamp: 2023-07-03 13:30:04.736097487, Action: 1, Price: 193.6, Shares: 26.0, Reward: -0.1862155102342133, Transaction Cost: 0.12950601023422126, Slippage: 0.03999999999999204, Time Penalty: 0.0167095\n", "Step: 4573, Timestamp: 2023-07-03 13:30:04.736367321, Action: 1, Price: 193.63, Shares: 58.0, Reward: -0.27052128204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165391\n", "Step: 4574, Timestamp: 2023-07-03 13:30:04.736367321, Action: 1, Price: 193.63, Shares: 61.0, Reward: -0.27052128204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165391\n", "Step: 4576, Timestamp: 2023-07-03 13:30:04.740622618, Action: 1, Price: 193.64, Shares: 71.0, Reward: -0.3858703464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.0166853\n", "Step: 4577, Timestamp: 2023-07-03 13:30:04.743094324, Action: 1, Price: 193.66, Shares: 41.0, Reward: -0.28367458204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0196924\n", "Step: 4578, Timestamp: 2023-07-03 13:30:04.749397389, Action: 2, Price: 193.65, Shares: 16.0, Reward: -0.1550656761285941, Transaction Cost: 0.09836687612860205, Slippage: 0.03999999999999204, Time Penalty: 0.0166988\n", "Step: 4579, Timestamp: 2023-07-03 13:30:04.749397389, Action: 2, Price: 193.65, Shares: 43.0, Reward: -0.3106809820430078, Transaction Cost: 0.25398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0166988\n", "Step: 4580, Timestamp: 2023-07-03 13:30:04.749397389, Action: 1, Price: 193.65, Shares: 15.0, Reward: -0.4590822507982105, Transaction Cost: 0.40238345079821847, Slippage: 0.03999999999999204, Time Penalty: 0.0166988\n", "Step: 4581, Timestamp: 2023-07-03 13:30:04.749542527, Action: 1, Price: 193.65, Shares: 68.0, Reward: -0.0887078749763966, Transaction Cost: 0.062212674976405695, Slippage: 0.009999999999990905, Time Penalty: 0.0164952\n", "Step: 4582, Timestamp: 2023-07-03 13:30:04.749656968, Action: 2, Price: 193.65, Shares: 24.0, Reward: -0.19298325450150647, Transaction Cost: 0.16654725450151556, Slippage: 0.009999999999990905, Time Penalty: 0.016436\n", "Step: 4583, Timestamp: 2023-07-03 13:30:04.749733006, Action: 1, Price: 193.64, Shares: 67.0, Reward: -0.06048950435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0164985\n", "Step: 4584, Timestamp: 2023-07-03 13:30:04.749815101, Action: 1, Price: 193.65, Shares: 68.0, Reward: -0.07046230435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0164713\n", "Step: 4585, Timestamp: 2023-07-03 13:30:04.770941747, Action: 1, Price: 193.65, Shares: 57.0, Reward: -0.14099506012723445, Transaction Cost: 0.08423636012724241, Slippage: 0.03999999999999204, Time Penalty: 0.0167587\n", "Step: 4586, Timestamp: 2023-07-03 13:30:04.770941747, Action: 1, Price: 193.64, Shares: 18.0, Reward: -0.11755513640861452, Transaction Cost: 0.05079643640860315, Slippage: 0.05000000000001137, Time Penalty: 0.0167587\n", "Step: 4587, Timestamp: 2023-07-03 13:30:04.780364495, Action: 1, Price: 193.62, Shares: 45.0, Reward: -0.164791076128585, Transaction Cost: 0.09836687612860205, Slippage: 0.04999999999998295, Time Penalty: 0.0164242\n", "Step: 4588, Timestamp: 2023-07-03 13:30:04.804094423, Action: 1, Price: 193.66, Shares: 33.0, Reward: -0.042017418204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0166192\n", "Step: 4589, Timestamp: 2023-07-03 13:30:04.812050560, Action: 2, Price: 193.68, Shares: 59.0, Reward: -0.28048288204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165007\n", "Step: 4590, Timestamp: 2023-07-03 13:30:04.910203676, Action: 1, Price: 193.655, Shares: 31.0, Reward: -0.07744030464464022, Transaction Cost: 0.03591850464463453, Slippage: 0.025000000000005684, Time Penalty: 0.0165218\n", "Step: 4591, Timestamp: 2023-07-03 13:30:04.913247841, Action: 1, Price: 193.65, Shares: 39.0, Reward: -0.09684161803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0165254\n", "Step: 4592, Timestamp: 2023-07-03 13:30:04.913272838, Action: 1, Price: 193.66, Shares: 46.0, Reward: -0.2534512084645816, Transaction Cost: 0.23689880846458156, Slippage: 0.0, Time Penalty: 0.0165524\n", "Step: 4593, Timestamp: 2023-07-03 13:30:04.913286798, Action: 2, Price: 193.66, Shares: 15.0, Reward: -0.20133721951924038, Transaction Cost: 0.1849018195192404, Slippage: 0.0, Time Penalty: 0.0164354\n", "Step: 4594, Timestamp: 2023-07-03 13:30:04.913664681, Action: 1, Price: 193.66, Shares: 47.0, Reward: -0.08362166911273546, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.0164243\n", "Step: 4595, Timestamp: 2023-07-03 13:30:04.914200933, Action: 1, Price: 193.66, Shares: 33.0, Reward: -0.2013202195192404, Transaction Cost: 0.1849018195192404, Slippage: 0.0, Time Penalty: 0.0164184\n", "Step: 4596, Timestamp: 2023-07-03 13:30:04.978377170, Action: 1, Price: 193.64, Shares: 43.0, Reward: -0.29077098961121756, Transaction Cost: 0.22431098961120619, Slippage: 0.05000000000001137, Time Penalty: 0.01646\n", "Step: 4597, Timestamp: 2023-07-03 13:30:05.007448961, Action: 1, Price: 193.64, Shares: 20.0, Reward: -0.3194302119548317, Transaction Cost: 0.2627212119548112, Slippage: 0.040000000000020464, Time Penalty: 0.016709\n", "Step: 4598, Timestamp: 2023-07-03 13:30:05.007448961, Action: 1, Price: 193.64, Shares: 32.0, Reward: -0.31069118204303625, Transaction Cost: 0.25398218204301576, Slippage: 0.040000000000020464, Time Penalty: 0.016709\n", "Step: 4600, Timestamp: 2023-07-03 13:30:05.016764098, Action: 1, Price: 193.66, Shares: 45.0, Reward: -0.32752017488202845, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.0164568\n", "Step: 4601, Timestamp: 2023-07-03 13:30:05.016769217, Action: 1, Price: 193.66, Shares: 45.0, Reward: -0.19602462322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164321\n", "Step: 4602, Timestamp: 2023-07-03 13:30:05.018129235, Action: 1, Price: 193.67, Shares: 22.0, Reward: -0.27050228204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165201\n", "Step: 4603, Timestamp: 2023-07-03 13:30:05.018129235, Action: 1, Price: 193.67, Shares: 36.0, Reward: -0.43308185083586587, Transaction Cost: 0.4165617508358659, Slippage: 0.0, Time Penalty: 0.0165201\n", "Step: 4604, Timestamp: 2023-07-03 13:30:05.018160222, Action: 1, Price: 193.67, Shares: 41.0, Reward: -0.2815873828331002, Transaction Cost: 0.2651651828331002, Slippage: 0.0, Time Penalty: 0.0164222\n", "Step: 4605, Timestamp: 2023-07-03 13:30:05.043802540, Action: 1, Price: 193.66, Shares: 17.0, Reward: -0.3008118820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0168297\n", "Step: 4606, Timestamp: 2023-07-03 13:30:05.043802540, Action: 1, Price: 193.66, Shares: 46.0, Reward: -0.4060147464463464, Transaction Cost: 0.35918504644634525, Slippage: 0.030000000000001137, Time Penalty: 0.0168297\n", "Step: 4607, Timestamp: 2023-07-03 13:30:05.096837687, Action: 1, Price: 193.68, Shares: 26.0, Reward: -0.15586777030934326, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.016756\n", "Step: 4608, Timestamp: 2023-07-03 13:30:05.096837687, Action: 2, Price: 193.68, Shares: 63.0, Reward: -0.34790825041068907, Transaction Cost: 0.3311522504106891, Slippage: 0.0, Time Penalty: 0.016756\n", "Step: 4609, Timestamp: 2023-07-03 13:30:05.099936001, Action: 1, Price: 193.69, Shares: 28.0, Reward: -0.2379015329970913, Transaction Cost: 0.2214165329970913, Slippage: 0.0, Time Penalty: 0.016485\n", "Step: 4610, Timestamp: 2023-07-03 13:30:05.306359936, Action: 1, Price: 193.68, Shares: 56.0, Reward: -0.10688661803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0165704\n", "Step: 4611, Timestamp: 2023-07-03 13:30:05.306359936, Action: 1, Price: 193.68, Shares: 44.0, Reward: -0.13727866649853654, Transaction Cost: 0.11070826649854565, Slippage: 0.009999999999990905, Time Penalty: 0.0165704\n", "Step: 4612, Timestamp: 2023-07-03 13:30:05.307006298, Action: 1, Price: 193.69, Shares: 50.0, Reward: -0.22897683916729197, Transaction Cost: 0.21249673916729198, Slippage: 0.0, Time Penalty: 0.0164801\n", "Step: 4613, Timestamp: 2023-07-03 13:30:05.307036376, Action: 1, Price: 193.69, Shares: 61.0, Reward: -0.0889262749763966, Transaction Cost: 0.062212674976405695, Slippage: 0.009999999999990905, Time Penalty: 0.0167136\n", "Step: 4614, Timestamp: 2023-07-03 13:30:05.307067849, Action: 1, Price: 193.7, Shares: 58.0, Reward: -0.2657996999056228, Transaction Cost: 0.24885069990562278, Slippage: 0.0, Time Penalty: 0.016949\n", "Step: 4615, Timestamp: 2023-07-03 13:30:05.307067849, Action: 1, Price: 193.7, Shares: 20.0, Reward: -0.1185418728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.016949\n", "Step: 4616, Timestamp: 2023-07-03 13:30:05.307067849, Action: 1, Price: 193.7, Shares: 62.0, Reward: -0.27093118204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.016949\n", "Step: 4617, Timestamp: 2023-07-03 13:30:05.307094517, Action: 1, Price: 193.7, Shares: 20.0, Reward: -0.1536963910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.0167053\n", "Step: 4619, Timestamp: 2023-07-03 13:30:05.315991131, Action: 1, Price: 193.72, Shares: 29.0, Reward: -0.04190571820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165075\n", "Step: 4621, Timestamp: 2023-07-03 13:30:05.316761300, Action: 1, Price: 193.72, Shares: 40.0, Reward: -0.26786453251244163, Transaction Cost: 0.25142953251244166, Slippage: 0.0, Time Penalty: 0.016435\n", "Step: 4622, Timestamp: 2023-07-03 13:30:05.544985950, Action: 1, Price: 193.72, Shares: 61.0, Reward: -0.5444065640860417, Transaction Cost: 0.5079643640860315, Slippage: 0.020000000000010232, Time Penalty: 0.0164422\n", "Step: 4623, Timestamp: 2023-07-03 13:30:05.545022790, Action: 1, Price: 193.72, Shares: 45.0, Reward: -0.13812017281721653, Transaction Cost: 0.1015928728172063, Slippage: 0.020000000000010232, Time Penalty: 0.0165273\n", "Step: 4624, Timestamp: 2023-07-03 13:30:06.045068526, Action: 1, Price: 193.69, Shares: 58.0, Reward: -0.32061548204302714, Transaction Cost: 0.25398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0166333\n", "Step: 4625, Timestamp: 2023-07-03 13:30:06.045068526, Action: 1, Price: 193.69, Shares: 61.0, Reward: -0.32061548204302714, Transaction Cost: 0.25398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0166333\n", "Step: 4626, Timestamp: 2023-07-03 13:30:06.045068526, Action: 1, Price: 193.68, Shares: 51.0, Reward: -0.33061548204301805, Transaction Cost: 0.25398218204301576, Slippage: 0.060000000000002274, Time Penalty: 0.0166333\n", "Step: 4629, Timestamp: 2023-07-03 13:30:06.239345756, Action: 1, Price: 193.7, Shares: 37.0, Reward: -0.24922651487643468, Transaction Cost: 0.2327785148764347, Slippage: 0.0, Time Penalty: 0.016448\n", "Step: 4630, Timestamp: 2023-07-03 13:30:06.239367249, Action: 1, Price: 193.7, Shares: 32.0, Reward: -0.2899775816754555, Transaction Cost: 0.2735471816754555, Slippage: 0.0, Time Penalty: 0.0164304\n", "Step: 4631, Timestamp: 2023-07-03 13:30:06.277890735, Action: 1, Price: 193.71, Shares: 26.0, Reward: -0.15604537030934326, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.0169336\n", "Step: 4632, Timestamp: 2023-07-03 13:30:06.277890735, Action: 2, Price: 193.71, Shares: 38.0, Reward: -2.1266680541145178, Transaction Cost: 2.1097344541145175, Slippage: 0.0, Time Penalty: 0.0169336\n", "Step: 4633, Timestamp: 2023-07-03 13:30:06.277890735, Action: 2, Price: 193.71, Shares: 15.0, Reward: -0.28091578204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0169336\n", "Step: 4634, Timestamp: 2023-07-03 13:30:06.277890735, Action: 1, Price: 193.71, Shares: 24.0, Reward: -0.28091578204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0169336\n", "Step: 4635, Timestamp: 2023-07-03 13:30:06.277890735, Action: 2, Price: 193.71, Shares: 30.0, Reward: -0.38611864644633614, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0169336\n", "Step: 4637, Timestamp: 2023-07-03 13:30:06.278364476, Action: 1, Price: 193.72, Shares: 56.0, Reward: -0.19622512322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0166326\n", "Step: 4639, Timestamp: 2023-07-03 13:30:06.278382075, Action: 1, Price: 193.72, Shares: 31.0, Reward: -0.13025298482438194, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0166687\n", "Step: 4640, Timestamp: 2023-07-03 13:30:06.278385993, Action: 1, Price: 193.72, Shares: 24.0, Reward: -0.3575097544731458, Transaction Cost: 0.3407528544731458, Slippage: 0.0, Time Penalty: 0.0167569\n", "Step: 4641, Timestamp: 2023-07-03 13:30:06.278385993, Action: 1, Price: 193.72, Shares: 52.0, Reward: -0.04215511820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0167569\n", "Step: 4642, Timestamp: 2023-07-03 13:30:06.278385993, Action: 1, Price: 193.72, Shares: 60.0, Reward: -0.17738933607108942, Transaction Cost: 0.16063243607108943, Slippage: 0.0, Time Penalty: 0.0167569\n", "Step: 4643, Timestamp: 2023-07-03 13:30:06.279177368, Action: 1, Price: 193.71, Shares: 51.0, Reward: -0.04182371820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164255\n", "Step: 4644, Timestamp: 2023-07-03 13:30:06.279192929, Action: 1, Price: 193.71, Shares: 18.0, Reward: -0.04183311820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164349\n", "Step: 4645, Timestamp: 2023-07-03 13:30:06.279198805, Action: 1, Price: 193.71, Shares: 28.0, Reward: -0.3367430458192551, Transaction Cost: 0.32025934581925514, Slippage: 0.0, Time Penalty: 0.0164837\n", "Step: 4646, Timestamp: 2023-07-03 13:30:06.279250037, Action: 2, Price: 193.71, Shares: 42.0, Reward: -0.26910458038172724, Transaction Cost: 0.25270908038172724, Slippage: 0.0, Time Penalty: 0.0163955\n", "Step: 4647, Timestamp: 2023-07-03 13:30:06.279790836, Action: 1, Price: 193.7, Shares: 22.0, Reward: -0.24667412175787484, Transaction Cost: 0.21995502175785553, Slippage: 0.010000000000019327, Time Penalty: 0.0167191\n", "Step: 4648, Timestamp: 2023-07-03 13:30:06.279791603, Action: 1, Price: 193.7, Shares: 44.0, Reward: -0.2689259599122671, Transaction Cost: 0.24228355991224776, Slippage: 0.010000000000019327, Time Penalty: 0.0166424\n", "Step: 4649, Timestamp: 2023-07-03 13:30:06.279848938, Action: 1, Price: 193.69, Shares: 24.0, Reward: -0.290525582043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0165434\n", "Step: 4650, Timestamp: 2023-07-03 13:30:06.279848938, Action: 1, Price: 193.69, Shares: 39.0, Reward: -0.21613592322318287, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0165434\n", "Step: 4652, Timestamp: 2023-07-03 13:30:06.279854565, Action: 2, Price: 193.69, Shares: 47.0, Reward: -0.292132082043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0181499\n", "Step: 4653, Timestamp: 2023-07-03 13:30:06.279876553, Action: 1, Price: 193.69, Shares: 51.0, Reward: -0.24291460010108043, Transaction Cost: 0.2063361001010702, Slippage: 0.020000000000010232, Time Penalty: 0.0165785\n", "Step: 4654, Timestamp: 2023-07-03 13:30:06.279876553, Action: 1, Price: 193.69, Shares: 51.0, Reward: -0.061976718204311804, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0165785\n", "Step: 4655, Timestamp: 2023-07-03 13:30:06.279951102, Action: 1, Price: 193.69, Shares: 50.0, Reward: -0.2893466803817375, Transaction Cost: 0.25270908038172724, Slippage: 0.020000000000010232, Time Penalty: 0.0166376\n", "Step: 4656, Timestamp: 2023-07-03 13:30:06.279951102, Action: 1, Price: 193.69, Shares: 18.0, Reward: -0.06203581820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0166376\n", "Step: 4657, Timestamp: 2023-07-03 13:30:06.279957361, Action: 1, Price: 193.69, Shares: 60.0, Reward: -0.28926068038173747, Transaction Cost: 0.25270908038172724, Slippage: 0.020000000000010232, Time Penalty: 0.0165516\n", "Step: 4658, Timestamp: 2023-07-03 13:30:06.280223947, Action: 1, Price: 193.68, Shares: 49.0, Reward: -0.12264815461290586, Transaction Cost: 0.07619465461290473, Slippage: 0.030000000000001137, Time Penalty: 0.0164535\n", "Step: 4659, Timestamp: 2023-07-03 13:30:06.280261895, Action: 2, Price: 193.68, Shares: 17.0, Reward: -0.20306123194905934, Transaction Cost: 0.15656513194905822, Slippage: 0.030000000000001137, Time Penalty: 0.0164961\n", "Step: 4660, Timestamp: 2023-07-03 13:30:06.280261895, Action: 1, Price: 193.68, Shares: 46.0, Reward: -0.12269075461290586, Transaction Cost: 0.07619465461290473, Slippage: 0.030000000000001137, Time Penalty: 0.0164961\n", "Step: 4661, Timestamp: 2023-07-03 13:30:06.280275153, Action: 1, Price: 193.68, Shares: 34.0, Reward: -0.27785857997890423, Transaction Cost: 0.23138877997890311, Slippage: 0.030000000000001137, Time Penalty: 0.0164698\n", "Step: 4662, Timestamp: 2023-07-03 13:30:06.280434013, Action: 2, Price: 193.68, Shares: 32.0, Reward: -0.10841400928925088, Transaction Cost: 0.07183700928926906, Slippage: 0.01999999999998181, Time Penalty: 0.016577\n", "Step: 4663, Timestamp: 2023-07-03 13:30:06.280434013, Action: 1, Price: 193.68, Shares: 44.0, Reward: -0.21616952322315444, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.016577\n", "Step: 4664, Timestamp: 2023-07-03 13:30:06.280515883, Action: 1, Price: 193.67, Shares: 20.0, Reward: -0.2792364803817466, Transaction Cost: 0.25270908038172724, Slippage: 0.010000000000019327, Time Penalty: 0.0165274\n", "Step: 4665, Timestamp: 2023-07-03 13:30:06.280740193, Action: 1, Price: 193.67, Shares: 60.0, Reward: -0.2804020820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164199\n", "Step: 4666, Timestamp: 2023-07-03 13:30:06.280764765, Action: 1, Price: 193.67, Shares: 38.0, Reward: -0.290721382043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0167392\n", "Step: 4668, Timestamp: 2023-07-03 13:30:06.371328632, Action: 2, Price: 193.66, Shares: 40.0, Reward: -0.062258618204311805, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168604\n", "Step: 4669, Timestamp: 2023-07-03 13:30:06.371867524, Action: 1, Price: 193.65, Shares: 32.0, Reward: -0.22644597012653164, Transaction Cost: 0.19998577012654073, Slippage: 0.009999999999990905, Time Penalty: 0.0164602\n", "Step: 4670, Timestamp: 2023-07-03 13:30:06.409972410, Action: 1, Price: 193.65, Shares: 40.0, Reward: -0.37576524644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165802\n", "Step: 4671, Timestamp: 2023-07-03 13:30:06.409972410, Action: 1, Price: 193.65, Shares: 43.0, Reward: -0.37576524644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165802\n", "Step: 4672, Timestamp: 2023-07-03 13:30:06.549470479, Action: 1, Price: 193.65, Shares: 28.0, Reward: -0.2045849885640587, Transaction Cost: 0.1480957885640667, Slippage: 0.03999999999999204, Time Penalty: 0.0164892\n", "Step: 4673, Timestamp: 2023-07-03 13:30:06.557047383, Action: 1, Price: 193.65, Shares: 33.0, Reward: -0.28064348204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166613\n", "Step: 4674, Timestamp: 2023-07-03 13:30:06.927235749, Action: 1, Price: 193.67, Shares: 23.0, Reward: -0.04187081820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164726\n", "Step: 4675, Timestamp: 2023-07-03 13:30:06.927258639, Action: 1, Price: 193.67, Shares: 48.0, Reward: -0.3749868585620261, Transaction Cost: 0.3582859585620261, Slippage: 0.0, Time Penalty: 0.0167009\n", "Step: 4676, Timestamp: 2023-07-03 13:30:06.927258639, Action: 2, Price: 193.67, Shares: 46.0, Reward: -0.2706830820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167009\n", "Step: 4677, Timestamp: 2023-07-03 13:30:06.927258639, Action: 2, Price: 193.67, Shares: 49.0, Reward: -0.8198630803554473, Transaction Cost: 0.8031621803554473, Slippage: 0.0, Time Penalty: 0.0167009\n", "Step: 4678, Timestamp: 2023-07-03 13:30:06.946448235, Action: 2, Price: 193.69, Shares: 45.0, Reward: -0.2627595616065149, Transaction Cost: 0.24624486160651493, Slippage: 0.0, Time Penalty: 0.0165147\n", "Step: 4679, Timestamp: 2023-07-03 13:30:06.946499343, Action: 1, Price: 193.69, Shares: 12.0, Reward: -0.07874847497640569, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0165358\n", "Step: 4681, Timestamp: 2023-07-03 13:30:07.049615882, Action: 1, Price: 193.66, Shares: 20.0, Reward: -0.19237505558505413, Transaction Cost: 0.145901655585053, Slippage: 0.030000000000001137, Time Penalty: 0.0164734\n", "Step: 4683, Timestamp: 2023-07-03 13:30:07.262065726, Action: 1, Price: 193.68, Shares: 30.0, Reward: -0.38599204644633617, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.016807\n", "Step: 4684, Timestamp: 2023-07-03 13:30:07.262065726, Action: 2, Price: 193.68, Shares: 22.0, Reward: -0.2807891820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.016807\n", "Step: 4686, Timestamp: 2023-07-03 13:30:07.262130896, Action: 1, Price: 193.68, Shares: 36.0, Reward: -0.1534520910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.016461\n", "Step: 4687, Timestamp: 2023-07-03 13:30:07.262917099, Action: 1, Price: 193.68, Shares: 54.0, Reward: -0.1535427910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.0165517\n", "Step: 4688, Timestamp: 2023-07-03 13:30:07.262944728, Action: 1, Price: 193.68, Shares: 46.0, Reward: -0.24653422175784642, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.0165792\n", "Step: 4689, Timestamp: 2023-07-03 13:30:07.364562226, Action: 1, Price: 193.68, Shares: 24.0, Reward: -0.1536395910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.0166485\n", "Step: 4690, Timestamp: 2023-07-03 13:30:07.364562226, Action: 1, Price: 193.69, Shares: 30.0, Reward: -0.23660352175785554, Transaction Cost: 0.21995502175785553, Slippage: 0.0, Time Penalty: 0.0166485\n", "Step: 4691, Timestamp: 2023-07-03 13:30:07.550915088, Action: 1, Price: 193.67, Shares: 14.0, Reward: -0.290450982043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164688\n", "Step: 4692, Timestamp: 2023-07-03 13:30:07.550952035, Action: 1, Price: 193.67, Shares: 11.0, Reward: -0.1868543852452314, Transaction Cost: 0.15025788524522118, Slippage: 0.020000000000010232, Time Penalty: 0.0165965\n", "Step: 4693, Timestamp: 2023-07-03 13:30:07.550952035, Action: 1, Price: 193.67, Shares: 31.0, Reward: -0.11279115461291496, Transaction Cost: 0.07619465461290473, Slippage: 0.020000000000010232, Time Penalty: 0.0165965\n", "Step: 4694, Timestamp: 2023-07-03 13:30:07.674657051, Action: 1, Price: 193.69, Shares: 45.0, Reward: -0.44987134641681753, Transaction Cost: 0.4332611464168175, Slippage: 0.0, Time Penalty: 0.0166102\n", "Step: 4695, Timestamp: 2023-07-03 13:30:07.674672594, Action: 2, Price: 193.69, Shares: 51.0, Reward: -0.37469565856202613, Transaction Cost: 0.3582859585620261, Slippage: 0.0, Time Penalty: 0.0164097\n", "Step: 4696, Timestamp: 2023-07-03 13:30:07.674689796, Action: 1, Price: 193.69, Shares: 31.0, Reward: -0.22784114541145173, Transaction Cost: 0.21097344541145174, Slippage: 0.0, Time Penalty: 0.0168677\n", "Step: 4697, Timestamp: 2023-07-03 13:30:07.674689796, Action: 1, Price: 193.69, Shares: 19.0, Reward: -0.27084988204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0168677\n", "Step: 4699, Timestamp: 2023-07-03 13:30:07.674738449, Action: 1, Price: 193.69, Shares: 23.0, Reward: -0.26007675100032895, Transaction Cost: 0.24361115100032896, Slippage: 0.0, Time Penalty: 0.0164656\n", "Step: 4700, Timestamp: 2023-07-03 13:30:07.674825569, Action: 1, Price: 193.7, Shares: 32.0, Reward: -0.0518815182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164833\n", "Step: 4701, Timestamp: 2023-07-03 13:30:07.675381293, Action: 1, Price: 193.71, Shares: 41.0, Reward: -0.37566764644634526, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0164826\n", "Step: 4703, Timestamp: 2023-07-03 13:30:07.695596316, Action: 1, Price: 193.69, Shares: 36.0, Reward: -0.3008522820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0168701\n", "Step: 4704, Timestamp: 2023-07-03 13:30:07.695596316, Action: 1, Price: 193.69, Shares: 49.0, Reward: -0.3008522820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0168701\n", "Step: 4705, Timestamp: 2023-07-03 13:30:07.695596316, Action: 2, Price: 193.69, Shares: 12.0, Reward: -0.3008522820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0168701\n", "Step: 4706, Timestamp: 2023-07-03 13:30:07.695596316, Action: 1, Price: 193.69, Shares: 56.0, Reward: -0.3008522820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0168701\n", "Step: 4707, Timestamp: 2023-07-03 13:30:07.695596316, Action: 1, Price: 193.69, Shares: 53.0, Reward: -0.3008522820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0168701\n", "Step: 4708, Timestamp: 2023-07-03 13:30:07.700098900, Action: 1, Price: 193.69, Shares: 18.0, Reward: -0.290428982043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164468\n", "Step: 4709, Timestamp: 2023-07-03 13:30:07.747847597, Action: 1, Price: 193.7, Shares: 13.0, Reward: -0.3857831464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.0165981\n", "Step: 4711, Timestamp: 2023-07-03 13:30:07.750915017, Action: 1, Price: 193.69, Shares: 38.0, Reward: -0.18239895558506322, Transaction Cost: 0.145901655585053, Slippage: 0.020000000000010232, Time Penalty: 0.0164973\n", "Step: 4712, Timestamp: 2023-07-03 13:30:07.922326279, Action: 1, Price: 193.71, Shares: 43.0, Reward: -0.2666157395131554, Transaction Cost: 0.25014343951315543, Slippage: 0.0, Time Penalty: 0.0164723\n", "Step: 4713, Timestamp: 2023-07-03 13:30:07.922341871, Action: 1, Price: 193.71, Shares: 32.0, Reward: -0.24365016964876385, Transaction Cost: 0.22716856964876386, Slippage: 0.0, Time Penalty: 0.0164816\n", "Step: 4714, Timestamp: 2023-07-03 13:30:07.922359274, Action: 1, Price: 193.71, Shares: 23.0, Reward: -0.2865954628953773, Transaction Cost: 0.2699867628953773, Slippage: 0.0, Time Penalty: 0.0166087\n", "Step: 4715, Timestamp: 2023-07-03 13:30:07.922371049, Action: 2, Price: 193.71, Shares: 39.0, Reward: -0.3873303913387911, Transaction Cost: 0.3706747913387911, Slippage: 0.0, Time Penalty: 0.0166556\n", "Step: 4716, Timestamp: 2023-07-03 13:30:07.922386300, Action: 1, Price: 193.71, Shares: 39.0, Reward: -0.26794053951315544, Transaction Cost: 0.25014343951315543, Slippage: 0.0, Time Penalty: 0.0177971\n", "Step: 4717, Timestamp: 2023-07-03 13:30:07.922386300, Action: 1, Price: 193.71, Shares: 17.0, Reward: -0.20738962322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0177971\n", "Step: 4718, Timestamp: 2023-07-03 13:30:07.923383548, Action: 1, Price: 193.72, Shares: 46.0, Reward: -0.7144637296633292, Transaction Cost: 0.6978735296633292, Slippage: 0.0, Time Penalty: 0.0165902\n", "Step: 4721, Timestamp: 2023-07-03 13:30:07.923459314, Action: 1, Price: 193.72, Shares: 44.0, Reward: -0.3466603366559205, Transaction Cost: 0.3301768366559205, Slippage: 0.0, Time Penalty: 0.0164835\n", "Step: 4722, Timestamp: 2023-07-03 13:30:07.923469702, Action: 1, Price: 193.72, Shares: 14.0, Reward: -0.5909895733746962, Transaction Cost: 0.5741345733746962, Slippage: 0.0, Time Penalty: 0.016855\n", "Step: 4723, Timestamp: 2023-07-03 13:30:07.923501580, Action: 2, Price: 193.72, Shares: 31.0, Reward: -0.8417698004042808, Transaction Cost: 0.8253444004042808, Slippage: 0.0, Time Penalty: 0.0164254\n", "Step: 4725, Timestamp: 2023-07-03 13:30:08.051001057, Action: 2, Price: 193.715, Shares: 28.0, Reward: -0.09764495461290018, Transaction Cost: 0.07619465461290473, Slippage: 0.0049999999999954525, Time Penalty: 0.0164503\n", "Step: 4726, Timestamp: 2023-07-03 13:30:08.159347201, Action: 1, Price: 193.72, Shares: 31.0, Reward: -0.2613410463137781, Transaction Cost: 0.24493154631377806, Slippage: 0.0, Time Penalty: 0.0164095\n", "Step: 4727, Timestamp: 2023-07-03 13:30:08.159373084, Action: 1, Price: 193.72, Shares: 31.0, Reward: -0.07328214241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.01649\n", "Step: 4728, Timestamp: 2023-07-03 13:30:08.169025148, Action: 1, Price: 193.715, Shares: 33.0, Reward: -0.2754742820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.0164921\n", "Step: 4729, Timestamp: 2023-07-03 13:30:08.477023738, Action: 1, Price: 193.715, Shares: 23.0, Reward: -0.27554228204301123, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.0165601\n", "Step: 4730, Timestamp: 2023-07-03 13:30:08.477055188, Action: 2, Price: 193.715, Shares: 31.0, Reward: -0.241431721757851, Transaction Cost: 0.21995502175785553, Slippage: 0.0049999999999954525, Time Penalty: 0.0164767\n", "Step: 4731, Timestamp: 2023-07-03 13:30:08.477121918, Action: 1, Price: 193.715, Shares: 15.0, Reward: -0.24137912175785098, Transaction Cost: 0.21995502175785553, Slippage: 0.0049999999999954525, Time Penalty: 0.0164241\n", "Step: 4732, Timestamp: 2023-07-03 13:30:08.484067693, Action: 1, Price: 193.72, Shares: 18.0, Reward: -0.6188210550198492, Transaction Cost: 0.6021038550198492, Slippage: 0.0, Time Penalty: 0.0167172\n", "Step: 4733, Timestamp: 2023-07-03 13:30:08.484067693, Action: 1, Price: 193.72, Shares: 14.0, Reward: -0.46662724351570195, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.0167172\n", "Step: 4734, Timestamp: 2023-07-03 13:30:08.495741621, Action: 1, Price: 193.71, Shares: 19.0, Reward: -0.16850441305469513, Transaction Cost: 0.13197301305471332, Slippage: 0.01999999999998181, Time Penalty: 0.0165314\n", "Step: 4735, Timestamp: 2023-07-03 13:30:08.555216404, Action: 1, Price: 193.7, Shares: 11.0, Reward: -0.3004333820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0164512\n", "Step: 4736, Timestamp: 2023-07-03 13:30:08.718679138, Action: 1, Price: 193.72, Shares: 12.0, Reward: -0.09679221803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.016476\n", "Step: 4737, Timestamp: 2023-07-03 13:30:08.785677218, Action: 1, Price: 193.72, Shares: 45.0, Reward: -0.04184201820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164438\n", "Step: 4738, Timestamp: 2023-07-03 13:30:08.786020217, Action: 2, Price: 193.715, Shares: 19.0, Reward: -0.2755716820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.0165895\n", "Step: 4739, Timestamp: 2023-07-03 13:30:08.878280078, Action: 1, Price: 193.72, Shares: 33.0, Reward: -0.05238380464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164653\n", "Step: 4740, Timestamp: 2023-07-03 13:30:08.878315102, Action: 1, Price: 193.72, Shares: 26.0, Reward: -0.1509513382254709, Transaction Cost: 0.1343947382254709, Slippage: 0.0, Time Penalty: 0.0165566\n", "Step: 4742, Timestamp: 2023-07-03 13:30:09.145465031, Action: 2, Price: 193.71, Shares: 24.0, Reward: -0.15353849102149877, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.0165474\n", "Step: 4744, Timestamp: 2023-07-03 13:30:09.146386413, Action: 1, Price: 193.71, Shares: 47.0, Reward: -0.24637212175784642, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.0164171\n", "Step: 4745, Timestamp: 2023-07-03 13:30:09.146389720, Action: 1, Price: 193.71, Shares: 31.0, Reward: -0.24638762175784643, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.0164326\n", "Step: 4746, Timestamp: 2023-07-03 13:30:09.146432626, Action: 1, Price: 193.71, Shares: 32.0, Reward: -0.23897103916728288, Transaction Cost: 0.21249673916729198, Slippage: 0.009999999999990905, Time Penalty: 0.0164743\n", "Step: 4747, Timestamp: 2023-07-03 13:30:09.658553736, Action: 2, Price: 193.69, Shares: 30.0, Reward: -0.10367976911274568, Transaction Cost: 0.06719736911273545, Slippage: 0.020000000000010232, Time Penalty: 0.0164824\n", "Step: 4748, Timestamp: 2023-07-03 13:30:09.713343254, Action: 1, Price: 193.67, Shares: 22.0, Reward: -0.39587524644635547, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.0166902\n", "Step: 4749, Timestamp: 2023-07-03 13:30:09.713343254, Action: 1, Price: 193.67, Shares: 39.0, Reward: -0.290672382043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0166902\n", "Step: 4750, Timestamp: 2023-07-03 13:30:09.713343254, Action: 1, Price: 193.67, Shares: 12.0, Reward: -0.43827129017773386, Transaction Cost: 0.40158109017772364, Slippage: 0.020000000000010232, Time Penalty: 0.0166902\n", "Step: 4751, Timestamp: 2023-07-03 13:30:09.827607641, Action: 1, Price: 193.66, Shares: 22.0, Reward: -0.1987186968449835, Transaction Cost: 0.1722590968449926, Slippage: 0.009999999999990905, Time Penalty: 0.0164596\n", "Step: 4753, Timestamp: 2023-07-03 13:30:09.897660814, Action: 1, Price: 193.65, Shares: 38.0, Reward: -0.23173061576339193, Transaction Cost: 0.19508741576341013, Slippage: 0.01999999999998181, Time Penalty: 0.0166432\n", "Step: 4754, Timestamp: 2023-07-03 13:30:10.070272983, Action: 1, Price: 193.64, Shares: 11.0, Reward: -0.2808136820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0168315\n", "Step: 4755, Timestamp: 2023-07-03 13:30:10.070272983, Action: 1, Price: 193.64, Shares: 11.0, Reward: -0.3860165464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.0168315\n", "Step: 4756, Timestamp: 2023-07-03 13:30:10.075900196, Action: 1, Price: 193.63, Shares: 26.0, Reward: -0.290532482043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0165503\n", "Step: 4757, Timestamp: 2023-07-03 13:30:10.075929727, Action: 2, Price: 193.63, Shares: 21.0, Reward: -0.290583882043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0166017\n", "Step: 4758, Timestamp: 2023-07-03 13:30:10.158726608, Action: 1, Price: 193.62, Shares: 40.0, Reward: -0.15739476649854678, Transaction Cost: 0.11070826649854565, Slippage: 0.030000000000001137, Time Penalty: 0.0166865\n", "Step: 4759, Timestamp: 2023-07-03 13:30:10.158726608, Action: 1, Price: 193.62, Shares: 42.0, Reward: -0.3006686820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0166865\n", "Step: 4760, Timestamp: 2023-07-03 13:30:10.158726608, Action: 2, Price: 193.62, Shares: 11.0, Reward: -0.3883845791862181, Transaction Cost: 0.341698079186217, Slippage: 0.030000000000001137, Time Penalty: 0.0166865\n", "Step: 4761, Timestamp: 2023-07-03 13:30:10.158751443, Action: 1, Price: 193.62, Shares: 28.0, Reward: -0.1572445664985468, Transaction Cost: 0.11070826649854565, Slippage: 0.030000000000001137, Time Penalty: 0.0165363\n", "Step: 4762, Timestamp: 2023-07-03 13:30:10.160878024, Action: 2, Price: 193.6, Shares: 49.0, Reward: -0.2549518341967357, Transaction Cost: 0.21848373419672548, Slippage: 0.020000000000010232, Time Penalty: 0.0164681\n", "Step: 4763, Timestamp: 2023-07-03 13:30:10.164816478, Action: 2, Price: 193.61, Shares: 23.0, Reward: -0.3384983304049749, Transaction Cost: 0.312098530404984, Slippage: 0.009999999999990905, Time Penalty: 0.0163998\n", "Step: 4764, Timestamp: 2023-07-03 13:30:10.164817693, Action: 1, Price: 193.61, Shares: 18.0, Reward: -0.051853418204292484, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164552\n", "Step: 4765, Timestamp: 2023-07-03 13:30:10.164838332, Action: 1, Price: 193.61, Shares: 32.0, Reward: -0.16320689083771867, Transaction Cost: 0.13677359083772775, Slippage: 0.009999999999990905, Time Penalty: 0.0164333\n", "Step: 4766, Timestamp: 2023-07-03 13:30:10.208337247, Action: 1, Price: 193.61, Shares: 29.0, Reward: -0.18300845450151557, Transaction Cost: 0.16654725450151556, Slippage: 0.0, Time Penalty: 0.0164612\n", "Step: 4767, Timestamp: 2023-07-03 13:30:10.208362366, Action: 1, Price: 193.61, Shares: 19.0, Reward: -0.3762146464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0170296\n", "Step: 4769, Timestamp: 2023-07-03 13:30:10.208362366, Action: 1, Price: 193.61, Shares: 19.0, Reward: -0.2187819423933474, Transaction Cost: 0.19175234239335648, Slippage: 0.009999999999990905, Time Penalty: 0.0170296\n", "Step: 4770, Timestamp: 2023-07-03 13:30:10.208368816, Action: 1, Price: 193.61, Shares: 39.0, Reward: -0.14010448482437282, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.0165202\n", "Step: 4771, Timestamp: 2023-07-03 13:30:10.326683164, Action: 2, Price: 193.6, Shares: 23.0, Reward: -0.290666382043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0166842\n", "Step: 4772, Timestamp: 2023-07-03 13:30:10.327198619, Action: 1, Price: 193.61, Shares: 51.0, Reward: -0.37611054644634523, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0169255\n", "Step: 4773, Timestamp: 2023-07-03 13:30:10.327198619, Action: 1, Price: 193.61, Shares: 22.0, Reward: -0.0791381749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0169255\n", "Step: 4774, Timestamp: 2023-07-03 13:30:10.329420632, Action: 1, Price: 193.61, Shares: 32.0, Reward: -0.05183441820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164362\n", "Step: 4776, Timestamp: 2023-07-03 13:30:10.658728390, Action: 2, Price: 193.59, Shares: 13.0, Reward: -0.17126473822548113, Transaction Cost: 0.1343947382254709, Slippage: 0.020000000000010232, Time Penalty: 0.01687\n", "Step: 4777, Timestamp: 2023-07-03 13:30:10.658728390, Action: 2, Price: 193.59, Shares: 32.0, Reward: -0.11718621803555494, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.01687\n", "Step: 4778, Timestamp: 2023-07-03 13:30:10.658728390, Action: 1, Price: 193.59, Shares: 29.0, Reward: -0.062268218204311804, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.01687\n", "Step: 4779, Timestamp: 2023-07-03 13:30:10.658728390, Action: 1, Price: 193.59, Shares: 24.0, Reward: -0.2640385696487741, Transaction Cost: 0.22716856964876386, Slippage: 0.020000000000010232, Time Penalty: 0.01687\n", "Step: 4780, Timestamp: 2023-07-03 13:30:10.658728390, Action: 1, Price: 193.59, Shares: 27.0, Reward: -0.0628444182043118, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0174462\n", "Step: 4782, Timestamp: 2023-07-03 13:30:10.658728390, Action: 1, Price: 193.59, Shares: 17.0, Reward: -0.07336470464464476, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0174462\n", "Step: 4783, Timestamp: 2023-07-03 13:30:10.658728390, Action: 2, Price: 193.59, Shares: 43.0, Reward: -0.291428382043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0174462\n", "Step: 4784, Timestamp: 2023-07-03 13:30:10.658728390, Action: 1, Price: 193.59, Shares: 48.0, Reward: -0.3685984504106993, Transaction Cost: 0.3311522504106891, Slippage: 0.020000000000010232, Time Penalty: 0.0174462\n", "Step: 4785, Timestamp: 2023-07-03 13:30:10.658728390, Action: 1, Price: 193.59, Shares: 44.0, Reward: -0.08143720435158133, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0174462\n", "Step: 4787, Timestamp: 2023-07-03 13:30:11.037162442, Action: 1, Price: 193.58, Shares: 43.0, Reward: -0.07299401820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0175958\n", "Step: 4788, Timestamp: 2023-07-03 13:30:11.037162442, Action: 1, Price: 193.58, Shares: 32.0, Reward: -0.12791201803554586, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0175958\n", "Step: 4789, Timestamp: 2023-07-03 13:30:11.037162442, Action: 2, Price: 193.58, Shares: 23.0, Reward: -0.09839223640860428, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0175958\n", "Step: 4790, Timestamp: 2023-07-03 13:30:11.037162442, Action: 1, Price: 193.58, Shares: 17.0, Reward: -0.08351430464463566, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0175958\n", "Step: 4791, Timestamp: 2023-07-03 13:30:11.037162442, Action: 1, Price: 193.58, Shares: 43.0, Reward: -0.09158680435157225, Transaction Cost: 0.04399100435157111, Slippage: 0.030000000000001137, Time Penalty: 0.0175958\n", "Step: 4792, Timestamp: 2023-07-03 13:30:11.037162442, Action: 1, Price: 193.58, Shares: 11.0, Reward: -0.3939813146499599, Transaction Cost: 0.34638551464995876, Slippage: 0.030000000000001137, Time Penalty: 0.0175958\n", "Step: 4793, Timestamp: 2023-07-03 13:30:11.074291917, Action: 1, Price: 193.59, Shares: 17.0, Reward: -0.07326574241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0164736\n", "Step: 4794, Timestamp: 2023-07-03 13:30:11.074317762, Action: 1, Price: 193.59, Shares: 26.0, Reward: -0.5212273031354276, Transaction Cost: 0.5047796031354277, Slippage: 0.0, Time Penalty: 0.0164477\n", "Step: 4795, Timestamp: 2023-07-03 13:30:11.314316435, Action: 2, Price: 193.59, Shares: 17.0, Reward: -0.3446603129013821, Transaction Cost: 0.3282173129013821, Slippage: 0.0, Time Penalty: 0.016443\n", "Step: 4797, Timestamp: 2023-07-03 13:30:11.314346493, Action: 1, Price: 193.59, Shares: 33.0, Reward: -0.13727746649853656, Transaction Cost: 0.11070826649854565, Slippage: 0.009999999999990905, Time Penalty: 0.0165692\n", "Step: 4798, Timestamp: 2023-07-03 13:30:11.324724995, Action: 1, Price: 193.59, Shares: 39.0, Reward: -0.37573114644634525, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165461\n", "Step: 4800, Timestamp: 2023-07-03 13:30:11.327262756, Action: 1, Price: 193.61, Shares: 46.0, Reward: -0.4042400751398964, Transaction Cost: 0.3876869751398964, Slippage: 0.0, Time Penalty: 0.0165531\n", "Step: 4801, Timestamp: 2023-07-03 13:30:11.327284811, Action: 1, Price: 193.61, Shares: 18.0, Reward: -0.34486441290138214, Transaction Cost: 0.3282173129013821, Slippage: 0.0, Time Penalty: 0.0166471\n", "Step: 4802, Timestamp: 2023-07-03 13:30:11.327284811, Action: 1, Price: 193.61, Shares: 20.0, Reward: -0.21663287012654073, Transaction Cost: 0.19998577012654073, Slippage: 0.0, Time Penalty: 0.0166471\n", "Step: 4803, Timestamp: 2023-07-03 13:30:11.327288193, Action: 1, Price: 193.61, Shares: 38.0, Reward: -0.20986696713718309, Transaction Cost: 0.19342706713718308, Slippage: 0.0, Time Penalty: 0.0164399\n", "Step: 4805, Timestamp: 2023-07-03 13:30:11.334371547, Action: 1, Price: 193.61, Shares: 18.0, Reward: -0.3753486951091514, Transaction Cost: 0.3388544951091696, Slippage: 0.01999999999998181, Time Penalty: 0.0164942\n", "Step: 4806, Timestamp: 2023-07-03 13:30:11.334371547, Action: 1, Price: 193.61, Shares: 24.0, Reward: -0.13486107612858386, Transaction Cost: 0.09836687612860205, Slippage: 0.01999999999998181, Time Penalty: 0.0164942\n", "Step: 4807, Timestamp: 2023-07-03 13:30:11.336267627, Action: 1, Price: 193.62, Shares: 39.0, Reward: -0.37583684644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0166518\n", "Step: 4808, Timestamp: 2023-07-03 13:30:11.336267627, Action: 1, Price: 193.62, Shares: 24.0, Reward: -1.5405448922580947, Transaction Cost: 1.5238930922580947, Slippage: 0.0, Time Penalty: 0.0166518\n", "Step: 4809, Timestamp: 2023-07-03 13:30:11.336267627, Action: 1, Price: 193.62, Shares: 15.0, Reward: -0.1282446728171972, Transaction Cost: 0.1015928728172063, Slippage: 0.009999999999990905, Time Penalty: 0.0166518\n", "Step: 4810, Timestamp: 2023-07-03 13:30:11.336579544, Action: 1, Price: 193.62, Shares: 20.0, Reward: -0.062490404644625436, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0165719\n", "Step: 4811, Timestamp: 2023-07-03 13:30:11.362414870, Action: 2, Price: 193.62, Shares: 12.0, Reward: -0.041840218204301574, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.016442\n", "Step: 4812, Timestamp: 2023-07-03 13:30:11.409293001, Action: 1, Price: 193.6, Shares: 35.0, Reward: -0.2804200820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164379\n", "Step: 4813, Timestamp: 2023-07-03 13:30:11.544037016, Action: 2, Price: 193.59, Shares: 11.0, Reward: -0.04190001820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165018\n", "Step: 4814, Timestamp: 2023-07-03 13:30:11.777108492, Action: 1, Price: 193.58, Shares: 31.0, Reward: -0.2149011274216578, Transaction Cost: 0.18835822742166689, Slippage: 0.009999999999990905, Time Penalty: 0.0165429\n", "Step: 4815, Timestamp: 2023-07-03 13:30:11.865132303, Action: 2, Price: 193.59, Shares: 46.0, Reward: -0.04182081820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164226\n", "Step: 4818, Timestamp: 2023-07-03 13:30:11.865894087, Action: 1, Price: 193.6, Shares: 43.0, Reward: -0.0786497749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0164371\n", "Step: 4819, Timestamp: 2023-07-03 13:30:11.865920594, Action: 1, Price: 193.6, Shares: 12.0, Reward: -0.37034864469815837, Transaction Cost: 0.35375624469815836, Slippage: 0.0, Time Penalty: 0.0165924\n", "Step: 4820, Timestamp: 2023-07-03 13:30:11.865920594, Action: 1, Price: 193.6, Shares: 37.0, Reward: -0.37577744644634525, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165924\n", "Step: 4821, Timestamp: 2023-07-03 13:30:11.865968988, Action: 1, Price: 193.61, Shares: 36.0, Reward: -0.6391804497640569, Transaction Cost: 0.6221267497640569, Slippage: 0.0, Time Penalty: 0.0170537\n", "Step: 4822, Timestamp: 2023-07-03 13:30:11.865968988, Action: 1, Price: 193.61, Shares: 21.0, Reward: -0.37623874644634525, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0170537\n", "Step: 4823, Timestamp: 2023-07-03 13:30:11.865968988, Action: 1, Price: 193.61, Shares: 13.0, Reward: -0.37623874644634525, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0170537\n", "Step: 4824, Timestamp: 2023-07-03 13:30:11.865968988, Action: 1, Price: 193.61, Shares: 42.0, Reward: -0.7354237928926904, Transaction Cost: 0.7183700928926905, Slippage: 0.0, Time Penalty: 0.0170537\n", "Step: 4826, Timestamp: 2023-07-03 13:30:11.866048500, Action: 1, Price: 193.61, Shares: 30.0, Reward: -0.09833060928925996, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.0164936\n", "Step: 4827, Timestamp: 2023-07-03 13:30:11.874706660, Action: 1, Price: 193.61, Shares: 35.0, Reward: -0.38561674644633614, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0164317\n", "Step: 4828, Timestamp: 2023-07-03 13:30:11.879001869, Action: 1, Price: 193.61, Shares: 26.0, Reward: -0.3856351464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0164501\n", "Step: 4830, Timestamp: 2023-07-03 13:30:11.888160500, Action: 1, Price: 193.61, Shares: 17.0, Reward: -0.38561364644633617, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0164286\n", "Step: 4831, Timestamp: 2023-07-03 13:30:12.145220840, Action: 1, Price: 193.61, Shares: 19.0, Reward: -0.18505762184874003, Transaction Cost: 0.1586118218487491, Slippage: 0.009999999999990905, Time Penalty: 0.0164458\n", "Step: 4832, Timestamp: 2023-07-03 13:30:12.278504575, Action: 1, Price: 193.62, Shares: 29.0, Reward: -0.27045318204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.016471\n", "Step: 4833, Timestamp: 2023-07-03 13:30:12.278533049, Action: 2, Price: 193.62, Shares: 18.0, Reward: -0.27040238204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164202\n", "Step: 4834, Timestamp: 2023-07-03 13:30:12.278642744, Action: 1, Price: 193.62, Shares: 24.0, Reward: -0.22512382549874377, Transaction Cost: 0.19836642549875286, Slippage: 0.009999999999990905, Time Penalty: 0.0167574\n", "Step: 4835, Timestamp: 2023-07-03 13:30:12.278642744, Action: 2, Price: 193.62, Shares: 12.0, Reward: -0.18536922184874002, Transaction Cost: 0.1586118218487491, Slippage: 0.009999999999990905, Time Penalty: 0.0167574\n", "Step: 4837, Timestamp: 2023-07-03 13:30:12.420272893, Action: 1, Price: 193.61, Shares: 46.0, Reward: -0.39560154644632706, Transaction Cost: 0.35918504644634525, Slippage: 0.01999999999998181, Time Penalty: 0.0164165\n", "Step: 4838, Timestamp: 2023-07-03 13:30:12.420874800, Action: 2, Price: 193.6, Shares: 32.0, Reward: -0.39022204469816857, Transaction Cost: 0.35375624469815836, Slippage: 0.020000000000010232, Time Penalty: 0.0164658\n", "Step: 4839, Timestamp: 2023-07-03 13:30:12.650488192, Action: 2, Price: 193.61, Shares: 14.0, Reward: -0.37581354644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0166285\n", "Step: 4840, Timestamp: 2023-07-03 13:30:12.650488192, Action: 1, Price: 193.61, Shares: 14.0, Reward: -0.37581354644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0166285\n", "Step: 4841, Timestamp: 2023-07-03 13:30:12.941851803, Action: 1, Price: 193.62, Shares: 27.0, Reward: -0.041920118204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165219\n", "Step: 4842, Timestamp: 2023-07-03 13:30:13.039074530, Action: 1, Price: 193.6, Shares: 10.0, Reward: -0.3856583464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.0164733\n", "Step: 4843, Timestamp: 2023-07-03 13:30:13.077374529, Action: 1, Price: 193.6, Shares: 24.0, Reward: -0.1960925232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165\n", "Step: 4844, Timestamp: 2023-07-03 13:30:13.077400451, Action: 1, Price: 193.6, Shares: 44.0, Reward: -0.32764837488202847, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.016585\n", "Step: 4846, Timestamp: 2023-07-03 13:30:13.231337969, Action: 1, Price: 193.6, Shares: 39.0, Reward: -0.37608854644634526, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0169035\n", "Step: 4847, Timestamp: 2023-07-03 13:30:13.231337969, Action: 2, Price: 193.6, Shares: 43.0, Reward: -0.2708856820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0169035\n", "Step: 4848, Timestamp: 2023-07-03 13:30:13.878036003, Action: 1, Price: 193.6, Shares: 13.0, Reward: -0.37580114644634527, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0166161\n", "Step: 4849, Timestamp: 2023-07-03 13:30:13.878065844, Action: 1, Price: 193.6, Shares: 22.0, Reward: -0.0521846182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0167864\n", "Step: 4850, Timestamp: 2023-07-03 13:30:14.222393681, Action: 1, Price: 193.6, Shares: 29.0, Reward: -0.2687942599122671, Transaction Cost: 0.24228355991224776, Slippage: 0.010000000000019327, Time Penalty: 0.0165107\n", "Step: 4852, Timestamp: 2023-07-03 13:30:14.222417434, Action: 1, Price: 193.6, Shares: 35.0, Reward: -0.06248340464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0165649\n", "Step: 4853, Timestamp: 2023-07-03 13:30:14.226271647, Action: 1, Price: 193.6, Shares: 23.0, Reward: -0.27048318204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.016501\n", "Step: 4854, Timestamp: 2023-07-03 13:30:14.267092834, Action: 1, Price: 193.59, Shares: 20.0, Reward: -0.28085438204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0168722\n", "Step: 4855, Timestamp: 2023-07-03 13:30:14.267092834, Action: 1, Price: 193.59, Shares: 20.0, Reward: -0.38605724644633616, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0168722\n", "Step: 4856, Timestamp: 2023-07-03 13:30:14.267092834, Action: 1, Price: 193.59, Shares: 37.0, Reward: -0.28085438204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0168722\n", "Step: 4857, Timestamp: 2023-07-03 13:30:14.267092834, Action: 1, Price: 193.59, Shares: 22.0, Reward: -0.07766863640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0168722\n", "Step: 4858, Timestamp: 2023-07-03 13:30:14.613978888, Action: 1, Price: 193.59, Shares: 9.0, Reward: -0.27055738204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165752\n", "Step: 4860, Timestamp: 2023-07-03 13:30:14.614002173, Action: 1, Price: 193.59, Shares: 36.0, Reward: -0.19603572322317261, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164432\n", "Step: 4861, Timestamp: 2023-07-03 13:30:14.621495828, Action: 1, Price: 193.6, Shares: 14.0, Reward: -0.16881210922580947, Transaction Cost: 0.15238930922580946, Slippage: 0.0, Time Penalty: 0.0164228\n", "Step: 4862, Timestamp: 2023-07-03 13:30:14.624471907, Action: 2, Price: 193.6, Shares: 31.0, Reward: -0.23198792786780714, Transaction Cost: 0.21551102786780715, Slippage: 0.0, Time Penalty: 0.0164769\n", "Step: 4863, Timestamp: 2023-07-03 13:30:14.662441993, Action: 1, Price: 193.59, Shares: 10.0, Reward: -0.28088218204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0169\n", "Step: 4864, Timestamp: 2023-07-03 13:30:14.662441993, Action: 1, Price: 193.59, Shares: 22.0, Reward: -0.28088218204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0169\n", "Step: 4865, Timestamp: 2023-07-03 13:30:14.701000070, Action: 1, Price: 193.58, Shares: 25.0, Reward: -0.3957334464463271, Transaction Cost: 0.35918504644634525, Slippage: 0.01999999999998181, Time Penalty: 0.0165484\n", "Step: 4866, Timestamp: 2023-07-03 13:30:14.701000070, Action: 1, Price: 193.58, Shares: 43.0, Reward: -0.3957334464463271, Transaction Cost: 0.35918504644634525, Slippage: 0.01999999999998181, Time Penalty: 0.0165484\n", "Step: 4867, Timestamp: 2023-07-03 13:30:14.708468679, Action: 1, Price: 193.57, Shares: 12.0, Reward: -0.22366635225722342, Transaction Cost: 0.1967337522572041, Slippage: 0.010000000000019327, Time Penalty: 0.0169326\n", "Step: 4869, Timestamp: 2023-07-03 13:30:14.708468679, Action: 1, Price: 193.57, Shares: 35.0, Reward: -0.18956054657159097, Transaction Cost: 0.16262794657157165, Slippage: 0.010000000000019327, Time Penalty: 0.0169326\n", "Step: 4870, Timestamp: 2023-07-03 13:30:14.708468679, Action: 1, Price: 193.57, Shares: 43.0, Reward: -0.0523308182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0169326\n", "Step: 4871, Timestamp: 2023-07-03 13:30:14.708468679, Action: 2, Price: 193.57, Shares: 18.0, Reward: -0.20722172322319196, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0176292\n", "Step: 4872, Timestamp: 2023-07-03 13:30:14.708468679, Action: 1, Price: 193.57, Shares: 16.0, Reward: -0.07162020435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.0176292\n", "Step: 4874, Timestamp: 2023-07-03 13:30:14.708468679, Action: 2, Price: 193.57, Shares: 42.0, Reward: -0.20722172322319196, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0176292\n", "Step: 4875, Timestamp: 2023-07-03 13:30:14.708468679, Action: 1, Price: 193.57, Shares: 26.0, Reward: -0.0530274182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0176292\n", "Step: 4876, Timestamp: 2023-07-03 13:30:14.708468679, Action: 1, Price: 193.57, Shares: 37.0, Reward: -0.10794541803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.0176292\n", "Step: 4877, Timestamp: 2023-07-03 13:30:14.708468679, Action: 1, Price: 193.57, Shares: 36.0, Reward: -0.07842563640862248, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.0176292\n", "Step: 4878, Timestamp: 2023-07-03 13:30:15.019754072, Action: 1, Price: 193.56, Shares: 20.0, Reward: -0.08348214241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.01669\n", "Step: 4883, Timestamp: 2023-07-03 13:30:15.021061412, Action: 1, Price: 193.55, Shares: 15.0, Reward: -0.08780623640858495, Transaction Cost: 0.05079643640860315, Slippage: 0.01999999999998181, Time Penalty: 0.0170098\n", "Step: 4884, Timestamp: 2023-07-03 13:30:15.021061412, Action: 1, Price: 193.55, Shares: 33.0, Reward: -0.08100080435155292, Transaction Cost: 0.04399100435157111, Slippage: 0.01999999999998181, Time Penalty: 0.0170098\n", "Step: 4885, Timestamp: 2023-07-03 13:30:15.021061412, Action: 1, Price: 193.55, Shares: 26.0, Reward: -0.07322400464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0173055\n", "Step: 4886, Timestamp: 2023-07-03 13:30:15.021061412, Action: 1, Price: 193.55, Shares: 25.0, Reward: -0.08129650435155292, Transaction Cost: 0.04399100435157111, Slippage: 0.01999999999998181, Time Penalty: 0.0173055\n", "Step: 4887, Timestamp: 2023-07-03 13:30:15.021061412, Action: 1, Price: 193.55, Shares: 27.0, Reward: -0.2912876820429976, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0173055\n", "Step: 4888, Timestamp: 2023-07-03 13:30:15.021061412, Action: 1, Price: 193.55, Shares: 9.0, Reward: -0.07322400464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0173055\n", "Step: 4890, Timestamp: 2023-07-03 13:30:15.045353266, Action: 1, Price: 193.55, Shares: 8.0, Reward: -0.5344915640860224, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0165272\n", "Step: 4891, Timestamp: 2023-07-03 13:30:15.125329464, Action: 1, Price: 193.55, Shares: 19.0, Reward: -0.25374256964875475, Transaction Cost: 0.22716856964876386, Slippage: 0.009999999999990905, Time Penalty: 0.016574\n", "Step: 4892, Timestamp: 2023-07-03 13:30:15.136511644, Action: 1, Price: 193.56, Shares: 19.0, Reward: -0.13006188482438194, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0164776\n", "Step: 4893, Timestamp: 2023-07-03 13:30:15.136536329, Action: 1, Price: 193.56, Shares: 33.0, Reward: -0.35726315447314577, Transaction Cost: 0.3407528544731458, Slippage: 0.0, Time Penalty: 0.0165103\n", "Step: 4894, Timestamp: 2023-07-03 13:30:15.137583838, Action: 1, Price: 193.56, Shares: 19.0, Reward: -0.2804091820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.016427\n", "Step: 4895, Timestamp: 2023-07-03 13:30:15.142576534, Action: 1, Price: 193.55, Shares: 20.0, Reward: -0.2906616820429976, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0166795\n", "Step: 4896, Timestamp: 2023-07-03 13:30:15.142576534, Action: 1, Price: 193.55, Shares: 27.0, Reward: -0.3195020883945639, Transaction Cost: 0.2828225883945821, Slippage: 0.01999999999998181, Time Penalty: 0.0166795\n", "Step: 4897, Timestamp: 2023-07-03 13:30:15.142576534, Action: 1, Price: 193.55, Shares: 28.0, Reward: -0.13171093075500317, Transaction Cost: 0.09503143075502138, Slippage: 0.01999999999998181, Time Penalty: 0.0166795\n", "Step: 4898, Timestamp: 2023-07-03 13:30:15.143712269, Action: 1, Price: 193.54, Shares: 19.0, Reward: -0.10716731803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.0168511\n", "Step: 4900, Timestamp: 2023-07-03 13:30:15.143712269, Action: 1, Price: 193.54, Shares: 27.0, Reward: -0.1563571102342406, Transaction Cost: 0.12950601023422126, Slippage: 0.010000000000019327, Time Penalty: 0.0168511\n", "Step: 4902, Timestamp: 2023-07-03 13:30:15.285138575, Action: 1, Price: 193.54, Shares: 29.0, Reward: -0.07046190435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.0164709\n", "Step: 4903, Timestamp: 2023-07-03 13:30:15.323101101, Action: 1, Price: 193.54, Shares: 17.0, Reward: -0.35274061991795974, Transaction Cost: 0.3262460199179404, Slippage: 0.010000000000019327, Time Penalty: 0.0164946\n", "Step: 4904, Timestamp: 2023-07-03 13:30:15.396476359, Action: 1, Price: 193.55, Shares: 16.0, Reward: -0.2705540820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165719\n", "Step: 4906, Timestamp: 2023-07-03 13:30:15.581315707, Action: 1, Price: 193.54, Shares: 37.0, Reward: -0.3485392748820387, Transaction Cost: 0.31106337488202845, Slippage: 0.020000000000010232, Time Penalty: 0.0174759\n", "Step: 4907, Timestamp: 2023-07-03 13:30:15.581361922, Action: 1, Price: 193.54, Shares: 29.0, Reward: -0.21743862322318286, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0178461\n", "Step: 4908, Timestamp: 2023-07-03 13:30:15.582182357, Action: 1, Price: 193.53, Shares: 18.0, Reward: -0.1355233761286123, Transaction Cost: 0.09836687612860205, Slippage: 0.020000000000010232, Time Penalty: 0.0171565\n", "Step: 4909, Timestamp: 2023-07-03 13:30:15.582182357, Action: 1, Price: 193.53, Shares: 26.0, Reward: -0.11747271803555495, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0171565\n", "Step: 4910, Timestamp: 2023-07-03 13:30:15.582182357, Action: 1, Price: 193.53, Shares: 31.0, Reward: -0.08795293640861339, Transaction Cost: 0.05079643640860315, Slippage: 0.020000000000010232, Time Penalty: 0.0171565\n", "Step: 4912, Timestamp: 2023-07-03 13:30:15.630064104, Action: 1, Price: 193.56, Shares: 8.0, Reward: -0.37570724644634523, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165222\n", "Step: 4913, Timestamp: 2023-07-03 13:30:15.640355282, Action: 1, Price: 193.56, Shares: 38.0, Reward: -0.07329874241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0165066\n", "Step: 4914, Timestamp: 2023-07-03 13:30:16.018283936, Action: 1, Price: 193.56, Shares: 31.0, Reward: -0.28052698204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165448\n", "Step: 4917, Timestamp: 2023-07-03 13:30:16.046736026, Action: 1, Price: 193.58, Shares: 20.0, Reward: -0.33587445246076464, Transaction Cost: 0.3192506524607646, Slippage: 0.0, Time Penalty: 0.0166238\n", "Step: 4918, Timestamp: 2023-07-03 13:30:16.046768301, Action: 1, Price: 193.58, Shares: 38.0, Reward: -0.18122256638366066, Transaction Cost: 0.16459926638366065, Slippage: 0.0, Time Penalty: 0.0166233\n", "Step: 4920, Timestamp: 2023-07-03 13:30:16.190979333, Action: 1, Price: 193.59, Shares: 9.0, Reward: -0.08743883640861339, Transaction Cost: 0.05079643640860315, Slippage: 0.020000000000010232, Time Penalty: 0.0166424\n", "Step: 4921, Timestamp: 2023-07-03 13:30:16.191781519, Action: 1, Price: 193.61, Shares: 32.0, Reward: -0.27044338204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164612\n", "Step: 4923, Timestamp: 2023-07-03 13:30:16.588872897, Action: 2, Price: 193.62, Shares: 24.0, Reward: -0.27057648204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165943\n", "Step: 4924, Timestamp: 2023-07-03 13:30:16.588872897, Action: 1, Price: 193.62, Shares: 29.0, Reward: -0.041992518204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165943\n", "Step: 4925, Timestamp: 2023-07-03 13:30:16.589299087, Action: 1, Price: 193.63, Shares: 23.0, Reward: -1.2609616995281139, Transaction Cost: 1.2442534995281138, Slippage: 0.0, Time Penalty: 0.0167082\n", "Step: 4926, Timestamp: 2023-07-03 13:30:16.589299087, Action: 1, Price: 193.63, Shares: 12.0, Reward: -0.13029248482438194, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0167082\n", "Step: 4927, Timestamp: 2023-07-03 13:30:16.589299087, Action: 1, Price: 193.63, Shares: 16.0, Reward: -0.09702441803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0167082\n", "Step: 4928, Timestamp: 2023-07-03 13:30:16.589488341, Action: 1, Price: 193.64, Shares: 22.0, Reward: -1.0006159612860204, Transaction Cost: 0.9836687612860204, Slippage: 0.0, Time Penalty: 0.0169472\n", "Step: 4929, Timestamp: 2023-07-03 13:30:16.589488341, Action: 1, Price: 193.64, Shares: 37.0, Reward: -0.13053148482438193, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0169472\n", "Step: 4930, Timestamp: 2023-07-03 13:30:16.589505630, Action: 1, Price: 193.64, Shares: 10.0, Reward: -0.20646456151004275, Transaction Cost: 0.19006286151004276, Slippage: 0.0, Time Penalty: 0.0164017\n", "Step: 4931, Timestamp: 2023-07-03 13:30:16.589515253, Action: 1, Price: 193.64, Shares: 11.0, Reward: -0.1409303499528114, Transaction Cost: 0.12442534995281139, Slippage: 0.0, Time Penalty: 0.016505\n", "Step: 4932, Timestamp: 2023-07-03 13:30:16.770854123, Action: 2, Price: 193.65, Shares: 12.0, Reward: -0.060457504351571115, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0164665\n", "Step: 4933, Timestamp: 2023-07-03 13:30:16.770876296, Action: 1, Price: 193.65, Shares: 27.0, Reward: -0.8184957321695784, Transaction Cost: 0.8019565321695784, Slippage: 0.0, Time Penalty: 0.0165392\n", "Step: 4934, Timestamp: 2023-07-03 13:30:16.770876296, Action: 1, Price: 193.65, Shares: 19.0, Reward: -0.27052138204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165392\n", "Step: 4935, Timestamp: 2023-07-03 13:30:16.771246775, Action: 1, Price: 193.66, Shares: 12.0, Reward: -0.2704903820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165082\n", "Step: 4936, Timestamp: 2023-07-03 13:30:16.771271565, Action: 2, Price: 193.66, Shares: 11.0, Reward: -0.3060359423785022, Transaction Cost: 0.28958424237850217, Slippage: 0.0, Time Penalty: 0.0164517\n", "Step: 4937, Timestamp: 2023-07-03 13:30:16.771274734, Action: 1, Price: 193.66, Shares: 28.0, Reward: -0.22895913916729196, Transaction Cost: 0.21249673916729198, Slippage: 0.0, Time Penalty: 0.0164624\n", "Step: 4938, Timestamp: 2023-07-03 13:30:17.023499950, Action: 1, Price: 193.68, Shares: 22.0, Reward: -0.10492210870314223, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.0169401\n", "Step: 4939, Timestamp: 2023-07-03 13:30:17.023499950, Action: 2, Price: 193.68, Shares: 34.0, Reward: -0.27092228204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0169401\n", "Step: 4940, Timestamp: 2023-07-03 13:30:17.054252203, Action: 1, Price: 193.71, Shares: 20.0, Reward: -0.23498503419672548, Transaction Cost: 0.21848373419672548, Slippage: 0.0, Time Penalty: 0.0165013\n", "Step: 4941, Timestamp: 2023-07-03 13:30:17.054273146, Action: 2, Price: 193.71, Shares: 28.0, Reward: -0.14608911023422125, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.0165831\n", "Step: 4942, Timestamp: 2023-07-03 13:30:17.071335744, Action: 1, Price: 193.72, Shares: 32.0, Reward: -0.21003876713718309, Transaction Cost: 0.19342706713718308, Slippage: 0.0, Time Penalty: 0.0166117\n", "Step: 4943, Timestamp: 2023-07-03 13:30:17.093241770, Action: 1, Price: 193.75, Shares: 37.0, Reward: -0.14843971305471332, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.0164667\n", "Step: 4944, Timestamp: 2023-07-03 13:30:17.093263816, Action: 1, Price: 193.75, Shares: 34.0, Reward: -0.19260041740628445, Transaction Cost: 0.17596401740628445, Slippage: 0.0, Time Penalty: 0.0166364\n", "Step: 4945, Timestamp: 2023-07-03 13:30:17.093263816, Action: 1, Price: 193.75, Shares: 31.0, Reward: -0.14362749102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0166364\n", "Step: 4946, Timestamp: 2023-07-03 13:30:17.093632670, Action: 2, Price: 193.75, Shares: 20.0, Reward: -0.28045288204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164707\n", "Step: 4948, Timestamp: 2023-07-03 13:30:17.343521361, Action: 1, Price: 193.77, Shares: 37.0, Reward: -0.13004618482438193, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0164619\n", "Step: 4949, Timestamp: 2023-07-03 13:30:17.998045534, Action: 1, Price: 193.77, Shares: 15.0, Reward: -0.3008512820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0168691\n", "Step: 4950, Timestamp: 2023-07-03 13:30:17.998045534, Action: 2, Price: 193.77, Shares: 27.0, Reward: -0.5548334640860326, Transaction Cost: 0.5079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0168691\n", "Step: 4951, Timestamp: 2023-07-03 13:30:17.998045534, Action: 1, Price: 193.77, Shares: 11.0, Reward: -0.09766553640860429, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0168691\n", "Step: 4952, Timestamp: 2023-07-03 13:30:17.998045534, Action: 1, Price: 193.77, Shares: 26.0, Reward: -0.4060541464463464, Transaction Cost: 0.35918504644634525, Slippage: 0.030000000000001137, Time Penalty: 0.0168691\n", "Step: 4953, Timestamp: 2023-07-03 13:30:17.998330583, Action: 1, Price: 193.76, Shares: 28.0, Reward: -0.3004374820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0164553\n", "Step: 4955, Timestamp: 2023-07-03 13:30:18.003141678, Action: 1, Price: 193.76, Shares: 10.0, Reward: -0.39577274644635546, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.0165877\n", "Step: 4956, Timestamp: 2023-07-03 13:30:18.092191122, Action: 1, Price: 193.75, Shares: 16.0, Reward: -0.3004577820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0164756\n", "Step: 4957, Timestamp: 2023-07-03 13:30:18.092212544, Action: 2, Price: 193.75, Shares: 27.0, Reward: -0.3004043820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0164222\n", "Step: 4958, Timestamp: 2023-07-03 13:30:18.093086909, Action: 1, Price: 193.75, Shares: 25.0, Reward: -0.21984416713717397, Transaction Cost: 0.19342706713718308, Slippage: 0.009999999999990905, Time Penalty: 0.0164171\n", "Step: 4960, Timestamp: 2023-07-03 13:30:18.687657462, Action: 1, Price: 193.76, Shares: 27.0, Reward: -0.08246980464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0165513\n", "Step: 4961, Timestamp: 2023-07-03 13:30:18.687657462, Action: 1, Price: 193.76, Shares: 11.0, Reward: -0.10334344241219211, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0165513\n", "Step: 4963, Timestamp: 2023-07-03 13:30:18.722461562, Action: 1, Price: 193.75, Shares: 23.0, Reward: -0.21613892322318284, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0165464\n", "Step: 4964, Timestamp: 2023-07-03 13:30:18.722578495, Action: 1, Price: 193.75, Shares: 35.0, Reward: -0.21613522322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0165427\n", "Step: 4965, Timestamp: 2023-07-03 13:30:19.763639810, Action: 1, Price: 193.75, Shares: 36.0, Reward: -0.14727216649855587, Transaction Cost: 0.11070826649854565, Slippage: 0.020000000000010232, Time Penalty: 0.0165639\n", "Step: 4966, Timestamp: 2023-07-03 13:30:19.763639810, Action: 1, Price: 193.75, Shares: 11.0, Reward: -0.07248240464464475, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0165639\n", "Step: 4967, Timestamp: 2023-07-03 13:30:19.974677233, Action: 1, Price: 193.74, Shares: 34.0, Reward: -0.3774544951091514, Transaction Cost: 0.3388544951091696, Slippage: 0.01999999999998181, Time Penalty: 0.0186\n", "Step: 4969, Timestamp: 2023-07-03 13:30:20.032509642, Action: 1, Price: 193.75, Shares: 24.0, Reward: -0.09675811803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0164419\n", "Step: 4971, Timestamp: 2023-07-03 13:30:20.033573474, Action: 1, Price: 193.755, Shares: 29.0, Reward: -0.23555509056125487, Transaction Cost: 0.21400919056125942, Slippage: 0.0049999999999954525, Time Penalty: 0.0165459\n", "Step: 4972, Timestamp: 2023-07-03 13:30:20.033598581, Action: 2, Price: 193.755, Shares: 11.0, Reward: -0.23553069056125486, Transaction Cost: 0.21400919056125942, Slippage: 0.0049999999999954525, Time Penalty: 0.0165215\n", "Step: 4973, Timestamp: 2023-07-03 13:30:20.033600575, Action: 2, Price: 193.755, Shares: 29.0, Reward: -0.12616853635881617, Transaction Cost: 0.10471953635882071, Slippage: 0.0049999999999954525, Time Penalty: 0.016449\n", "Step: 4974, Timestamp: 2023-07-03 13:30:20.033887403, Action: 1, Price: 193.755, Shares: 9.0, Reward: -0.22163657012653618, Transaction Cost: 0.19998577012654073, Slippage: 0.0049999999999954525, Time Penalty: 0.0166508\n", "Step: 4976, Timestamp: 2023-07-03 13:30:20.033887403, Action: 1, Price: 193.76, Shares: 26.0, Reward: -0.1510455382254709, Transaction Cost: 0.1343947382254709, Slippage: 0.0, Time Penalty: 0.0166508\n", "Step: 4977, Timestamp: 2023-07-03 13:30:20.033964226, Action: 1, Price: 193.76, Shares: 27.0, Reward: -0.23217062786780715, Transaction Cost: 0.21551102786780715, Slippage: 0.0, Time Penalty: 0.0166596\n", "Step: 4978, Timestamp: 2023-07-03 13:30:20.033964226, Action: 1, Price: 193.76, Shares: 26.0, Reward: -0.25219298609204677, Transaction Cost: 0.23553338609204677, Slippage: 0.0, Time Penalty: 0.0166596\n", "Step: 4979, Timestamp: 2023-07-03 13:30:20.034033008, Action: 1, Price: 193.76, Shares: 9.0, Reward: -0.11152873075502137, Transaction Cost: 0.09503143075502138, Slippage: 0.0, Time Penalty: 0.0164973\n", "Step: 4981, Timestamp: 2023-07-03 13:30:20.041138012, Action: 1, Price: 193.77, Shares: 18.0, Reward: -0.27053888204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165567\n", "Step: 4984, Timestamp: 2023-07-03 13:30:20.048473321, Action: 1, Price: 193.77, Shares: 28.0, Reward: -0.27049758204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165154\n", "Step: 4985, Timestamp: 2023-07-03 13:30:20.048473321, Action: 1, Price: 193.77, Shares: 30.0, Reward: -0.06050640435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0165154\n", "Step: 4986, Timestamp: 2023-07-03 13:30:20.054416702, Action: 1, Price: 193.76, Shares: 19.0, Reward: -0.3857837464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.0165987\n", "Step: 4987, Timestamp: 2023-07-03 13:30:20.057800202, Action: 1, Price: 193.75, Shares: 11.0, Reward: -0.3004046820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0164225\n", "Step: 4988, Timestamp: 2023-07-03 13:30:20.104268726, Action: 1, Price: 193.75, Shares: 21.0, Reward: -0.39922891503707786, Transaction Cost: 0.36275911503706765, Slippage: 0.020000000000010232, Time Penalty: 0.0164698\n", "Step: 4989, Timestamp: 2023-07-03 13:30:20.221635911, Action: 1, Price: 193.73, Shares: 25.0, Reward: -0.18359789102152835, Transaction Cost: 0.12699109102150788, Slippage: 0.040000000000020464, Time Penalty: 0.0166068\n", "Step: 4990, Timestamp: 2023-07-03 13:30:20.221635911, Action: 1, Price: 193.72, Shares: 33.0, Reward: -0.19359789102151925, Transaction Cost: 0.12699109102150788, Slippage: 0.05000000000001137, Time Penalty: 0.0166068\n", "Step: 4991, Timestamp: 2023-07-03 13:30:20.248590921, Action: 2, Price: 193.74, Shares: 26.0, Reward: -0.2804633820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164812\n", "Step: 4993, Timestamp: 2023-07-03 13:30:20.293098412, Action: 1, Price: 193.7, Shares: 30.0, Reward: -0.19391239102151925, Transaction Cost: 0.12699109102150788, Slippage: 0.05000000000001137, Time Penalty: 0.0169213\n", "Step: 4994, Timestamp: 2023-07-03 13:30:20.293098412, Action: 1, Price: 193.7, Shares: 14.0, Reward: -0.3209034820430271, Transaction Cost: 0.25398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0169213\n", "Step: 4996, Timestamp: 2023-07-03 13:30:20.299496955, Action: 2, Price: 193.7, Shares: 30.0, Reward: -0.3940301088106815, Transaction Cost: 0.3573846088106713, Slippage: 0.020000000000010232, Time Penalty: 0.0166455\n", "Step: 4997, Timestamp: 2023-07-03 13:30:20.299496955, Action: 1, Price: 193.7, Shares: 24.0, Reward: -0.29062768204302597, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0166455\n", "Step: 4999, Timestamp: 2023-07-03 13:30:20.369785507, Action: 1, Price: 193.69, Shares: 22.0, Reward: -0.3005000820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0165179\n", "Step: 5000, Timestamp: 2023-07-03 13:30:20.373502397, Action: 1, Price: 193.69, Shares: 14.0, Reward: -0.46898947080716724, Transaction Cost: 0.432516070807157, Slippage: 0.020000000000010232, Time Penalty: 0.0164734\n", "Step: 5002, Timestamp: 2023-07-03 13:30:20.487111329, Action: 1, Price: 193.66, Shares: 12.0, Reward: -0.3775828748820398, Transaction Cost: 0.31106337488202845, Slippage: 0.05000000000001137, Time Penalty: 0.0165195\n", "Step: 5003, Timestamp: 2023-07-03 13:30:20.493686462, Action: 1, Price: 193.66, Shares: 22.0, Reward: -0.5668498721580482, Transaction Cost: 0.5098656721580561, Slippage: 0.03999999999999204, Time Penalty: 0.0169842\n", "Step: 5004, Timestamp: 2023-07-03 13:30:20.561792264, Action: 1, Price: 193.65, Shares: 32.0, Reward: -0.28041238204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164302\n", "Step: 5005, Timestamp: 2023-07-03 13:30:20.570502726, Action: 1, Price: 193.66, Shares: 13.0, Reward: -0.37567084644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0164858\n", "Step: 5006, Timestamp: 2023-07-03 13:30:20.571689671, Action: 1, Price: 193.66, Shares: 14.0, Reward: -0.28053728204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165551\n", "Step: 5007, Timestamp: 2023-07-03 13:30:20.571689671, Action: 1, Price: 193.66, Shares: 33.0, Reward: -0.38574014644633614, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0165551\n", "Step: 5008, Timestamp: 2023-07-03 13:30:20.574981732, Action: 2, Price: 193.65, Shares: 7.0, Reward: -0.4057482464463464, Transaction Cost: 0.35918504644634525, Slippage: 0.030000000000001137, Time Penalty: 0.0165632\n", "Step: 5009, Timestamp: 2023-07-03 13:30:20.574981732, Action: 1, Price: 193.65, Shares: 20.0, Reward: -0.5545275640860327, Transaction Cost: 0.5079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0165632\n", "Step: 5010, Timestamp: 2023-07-03 13:30:20.658198451, Action: 2, Price: 193.66, Shares: 21.0, Reward: -0.2466356615100348, Transaction Cost: 0.19006286151004276, Slippage: 0.03999999999999204, Time Penalty: 0.0165728\n", "Step: 5011, Timestamp: 2023-07-03 13:30:21.547264980, Action: 1, Price: 193.67, Shares: 25.0, Reward: -0.3027540820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0187719\n", "Step: 5012, Timestamp: 2023-07-03 13:30:21.630265343, Action: 1, Price: 193.7, Shares: 12.0, Reward: -0.27042168204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164395\n", "Step: 5013, Timestamp: 2023-07-03 13:30:21.630293595, Action: 1, Price: 193.7, Shares: 22.0, Reward: -0.06262580464465387, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0167073\n", "Step: 5015, Timestamp: 2023-07-03 13:30:21.718113896, Action: 1, Price: 193.72, Shares: 9.0, Reward: -0.17721193607108943, Transaction Cost: 0.16063243607108943, Slippage: 0.0, Time Penalty: 0.0165795\n", "Step: 5018, Timestamp: 2023-07-03 13:30:22.047400150, Action: 1, Price: 193.7, Shares: 14.0, Reward: -0.3067127395131759, Transaction Cost: 0.25014343951315543, Slippage: 0.040000000000020464, Time Penalty: 0.0165693\n", "Step: 5019, Timestamp: 2023-07-03 13:30:22.270394879, Action: 1, Price: 193.7, Shares: 7.0, Reward: -0.3983157072779403, Transaction Cost: 0.3618689072779301, Slippage: 0.020000000000010232, Time Penalty: 0.0164468\n", "Step: 5021, Timestamp: 2023-07-03 13:30:22.335872159, Action: 1, Price: 193.68, Shares: 19.0, Reward: -0.07194431820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0165461\n", "Step: 5023, Timestamp: 2023-07-03 13:30:22.407559552, Action: 1, Price: 193.67, Shares: 11.0, Reward: -0.17009251857855745, Transaction Cost: 0.14367401857853812, Slippage: 0.010000000000019327, Time Penalty: 0.0164185\n", "Step: 5024, Timestamp: 2023-07-03 13:30:23.317742034, Action: 1, Price: 193.67, Shares: 9.0, Reward: -0.37569824644634525, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165132\n", "Step: 5025, Timestamp: 2023-07-03 13:30:23.317742034, Action: 1, Price: 193.67, Shares: 16.0, Reward: -0.27049538204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165132\n", "Step: 5026, Timestamp: 2023-07-03 13:30:23.355647476, Action: 1, Price: 193.68, Shares: 8.0, Reward: -0.39350925484333377, Transaction Cost: 0.37671645484333377, Slippage: 0.0, Time Penalty: 0.0167928\n", "Step: 5027, Timestamp: 2023-07-03 13:30:23.355676041, Action: 1, Price: 193.68, Shares: 24.0, Reward: -0.23944506024596063, Transaction Cost: 0.22286846024596063, Slippage: 0.0, Time Penalty: 0.0165766\n", "Step: 5029, Timestamp: 2023-07-03 13:30:23.363663975, Action: 1, Price: 193.69, Shares: 12.0, Reward: -0.3004087120609548, Transaction Cost: 0.2839607120609548, Slippage: 0.0, Time Penalty: 0.016448\n", "Step: 5030, Timestamp: 2023-07-03 13:30:23.364403270, Action: 1, Price: 193.69, Shares: 25.0, Reward: -0.21680047012654072, Transaction Cost: 0.19998577012654073, Slippage: 0.0, Time Penalty: 0.0168147\n", "Step: 5031, Timestamp: 2023-07-03 13:30:23.364891746, Action: 1, Price: 193.69, Shares: 29.0, Reward: -0.10808497804103226, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.0165104\n", "Step: 5033, Timestamp: 2023-07-03 13:30:24.388593638, Action: 1, Price: 193.73, Shares: 26.0, Reward: -0.23197542786780714, Transaction Cost: 0.21551102786780715, Slippage: 0.0, Time Penalty: 0.0164644\n", "Step: 5035, Timestamp: 2023-07-03 13:30:24.394702934, Action: 1, Price: 193.74, Shares: 27.0, Reward: -0.09689621803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.01658\n", "Step: 5037, Timestamp: 2023-07-03 13:30:24.434898579, Action: 1, Price: 193.76, Shares: 23.0, Reward: -0.05263890464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0167204\n", "Step: 5038, Timestamp: 2023-07-03 13:30:24.434898579, Action: 1, Price: 193.76, Shares: 16.0, Reward: -0.0521186182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0167204\n", "Step: 5040, Timestamp: 2023-07-03 13:30:24.440771338, Action: 1, Price: 193.77, Shares: 15.0, Reward: -0.24809417997890312, Transaction Cost: 0.23138877997890311, Slippage: 0.0, Time Penalty: 0.0167054\n", "Step: 5041, Timestamp: 2023-07-03 13:30:24.440771338, Action: 1, Price: 193.77, Shares: 21.0, Reward: -0.3246424304609977, Transaction Cost: 0.30793703046099774, Slippage: 0.0, Time Penalty: 0.0167054\n", "Step: 5043, Timestamp: 2023-07-03 13:30:24.440822626, Action: 2, Price: 193.77, Shares: 13.0, Reward: -0.243023500101052, Transaction Cost: 0.2063361001010702, Slippage: 0.01999999999998181, Time Penalty: 0.0166874\n", "Step: 5044, Timestamp: 2023-07-03 13:30:24.447647948, Action: 1, Price: 193.77, Shares: 15.0, Reward: -0.07731413640859405, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0165177\n", "Step: 5045, Timestamp: 2023-07-03 13:30:25.144235507, Action: 2, Price: 193.78, Shares: 10.0, Reward: -0.2408049896112062, Transaction Cost: 0.22431098961120619, Slippage: 0.0, Time Penalty: 0.016494\n", "Step: 5046, Timestamp: 2023-07-03 13:30:25.144259725, Action: 2, Price: 193.78, Shares: 27.0, Reward: -0.13573330293689045, Transaction Cost: 0.11912820293689044, Slippage: 0.0, Time Penalty: 0.0166051\n", "Step: 5047, Timestamp: 2023-07-03 13:30:25.144572995, Action: 1, Price: 193.78, Shares: 26.0, Reward: -0.2804859820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165038\n", "Step: 5048, Timestamp: 2023-07-03 13:30:25.144961730, Action: 1, Price: 193.78, Shares: 19.0, Reward: -0.22477982549874376, Transaction Cost: 0.19836642549875286, Slippage: 0.009999999999990905, Time Penalty: 0.0164134\n", "Step: 5050, Timestamp: 2023-07-03 13:30:25.625859802, Action: 1, Price: 193.77, Shares: 16.0, Reward: -0.5446281640860133, Transaction Cost: 0.5079643640860315, Slippage: 0.01999999999998181, Time Penalty: 0.0166638\n", "Step: 5051, Timestamp: 2023-07-03 13:30:25.625859802, Action: 1, Price: 193.77, Shares: 24.0, Reward: -0.07258230464461635, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0166638\n", "Step: 5052, Timestamp: 2023-07-03 13:30:25.626529823, Action: 2, Price: 193.76, Shares: 8.0, Reward: -0.290514782043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0165326\n", "Step: 5053, Timestamp: 2023-07-03 13:30:25.940377834, Action: 1, Price: 193.73, Shares: 7.0, Reward: -0.1032506424121921, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0164585\n", "Step: 5054, Timestamp: 2023-07-03 13:30:26.315888499, Action: 1, Price: 193.68, Shares: 24.0, Reward: -0.10701731803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0167011\n", "Step: 5055, Timestamp: 2023-07-03 13:30:27.077141015, Action: 1, Price: 193.7, Shares: 20.0, Reward: -0.062356604644653854, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0164381\n", "Step: 5056, Timestamp: 2023-07-03 13:30:27.196881391, Action: 1, Price: 193.68, Shares: 25.0, Reward: -0.24009566713718422, Transaction Cost: 0.19342706713718308, Slippage: 0.030000000000001137, Time Penalty: 0.0166686\n", "Step: 5057, Timestamp: 2023-07-03 13:30:27.275173850, Action: 1, Price: 193.68, Shares: 13.0, Reward: -0.0787385749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0165259\n", "Step: 5058, Timestamp: 2023-07-03 13:30:27.275236963, Action: 1, Price: 193.68, Shares: 9.0, Reward: -0.13010798482438193, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0165237\n", "Step: 5059, Timestamp: 2023-07-03 13:30:27.851340784, Action: 1, Price: 193.68, Shares: 17.0, Reward: -0.07058730435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0165963\n", "Step: 5060, Timestamp: 2023-07-03 13:30:27.851340784, Action: 1, Price: 193.68, Shares: 17.0, Reward: -0.07739273640859407, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0165963\n", "Step: 5061, Timestamp: 2023-07-03 13:30:28.252793878, Action: 1, Price: 193.67, Shares: 25.0, Reward: -0.290457682043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164755\n", "Step: 5062, Timestamp: 2023-07-03 13:30:28.253958520, Action: 1, Price: 193.66, Shares: 9.0, Reward: -0.07724733640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0164509\n", "Step: 5064, Timestamp: 2023-07-03 13:30:28.774555931, Action: 1, Price: 193.67, Shares: 30.0, Reward: -0.04185651820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164583\n", "Step: 5065, Timestamp: 2023-07-03 13:30:29.074820145, Action: 2, Price: 193.66, Shares: 7.0, Reward: -0.07344944241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0166573\n", "Step: 5066, Timestamp: 2023-07-03 13:30:29.074820145, Action: 1, Price: 193.66, Shares: 14.0, Reward: -0.27063948204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166573\n", "Step: 5067, Timestamp: 2023-07-03 13:30:29.074820145, Action: 1, Price: 193.66, Shares: 24.0, Reward: -0.37584234644634523, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0166573\n", "Step: 5068, Timestamp: 2023-07-03 13:30:29.265835605, Action: 1, Price: 193.66, Shares: 24.0, Reward: -0.12068756012725264, Transaction Cost: 0.08423636012724241, Slippage: 0.020000000000010232, Time Penalty: 0.0164512\n", "Step: 5069, Timestamp: 2023-07-03 13:30:29.265857871, Action: 1, Price: 193.66, Shares: 20.0, Reward: -0.27641631132724787, Transaction Cost: 0.23960631132723764, Slippage: 0.020000000000010232, Time Penalty: 0.01681\n", "Step: 5070, Timestamp: 2023-07-03 13:30:29.265857871, Action: 1, Price: 193.66, Shares: 8.0, Reward: -0.062208218204311806, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.01681\n", "Step: 5071, Timestamp: 2023-07-03 13:30:29.265857871, Action: 1, Price: 193.66, Shares: 27.0, Reward: -0.290792182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.01681\n", "Step: 5073, Timestamp: 2023-07-03 13:30:29.487050650, Action: 1, Price: 193.69, Shares: 22.0, Reward: -0.1730016319490582, Transaction Cost: 0.15656513194905822, Slippage: 0.0, Time Penalty: 0.0164365\n", "Step: 5075, Timestamp: 2023-07-03 13:30:30.080916399, Action: 1, Price: 193.69, Shares: 25.0, Reward: -0.05265890464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0167404\n", "Step: 5076, Timestamp: 2023-07-03 13:30:30.080919835, Action: 1, Price: 193.69, Shares: 15.0, Reward: -0.05196321820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.016565\n", "Step: 5077, Timestamp: 2023-07-03 13:30:30.542563671, Action: 1, Price: 193.69, Shares: 12.0, Reward: -0.290451482043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164693\n", "Step: 5078, Timestamp: 2023-07-03 13:30:30.981050092, Action: 1, Price: 193.71, Shares: 23.0, Reward: -0.5248830640860315, Transaction Cost: 0.5079643640860315, Slippage: 0.0, Time Penalty: 0.0169187\n", "Step: 5079, Timestamp: 2023-07-03 13:30:30.981050092, Action: 1, Price: 193.72, Shares: 26.0, Reward: -0.1439097910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0169187\n", "Step: 5080, Timestamp: 2023-07-03 13:30:30.981050092, Action: 1, Price: 193.72, Shares: 25.0, Reward: -0.37610374644634526, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0169187\n", "Step: 5081, Timestamp: 2023-07-03 13:30:30.981050092, Action: 1, Price: 193.72, Shares: 23.0, Reward: -0.28090088204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0169187\n", "Step: 5082, Timestamp: 2023-07-03 13:30:30.981050092, Action: 1, Price: 193.73, Shares: 9.0, Reward: -0.2469093476624037, Transaction Cost: 0.22999064766240368, Slippage: 0.0, Time Penalty: 0.0169187\n", "Step: 5083, Timestamp: 2023-07-03 13:30:30.981323354, Action: 2, Price: 193.72, Shares: 11.0, Reward: -0.290509382043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0165272\n", "Step: 5084, Timestamp: 2023-07-03 13:30:30.981396942, Action: 1, Price: 193.72, Shares: 18.0, Reward: -0.2706676820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166855\n", "Step: 5085, Timestamp: 2023-07-03 13:30:30.981396942, Action: 1, Price: 193.74, Shares: 18.0, Reward: -0.14367659102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0166855\n", "Step: 5087, Timestamp: 2023-07-03 13:30:30.982716282, Action: 1, Price: 193.73, Shares: 17.0, Reward: -0.16013031857853813, Transaction Cost: 0.14367401857853812, Slippage: 0.0, Time Penalty: 0.0164563\n", "Step: 5088, Timestamp: 2023-07-03 13:30:30.983284235, Action: 1, Price: 193.71, Shares: 25.0, Reward: -0.2804205820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164384\n", "Step: 5090, Timestamp: 2023-07-03 13:30:30.983398029, Action: 2, Price: 193.7, Shares: 8.0, Reward: -0.07254480464464476, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0166263\n", "Step: 5091, Timestamp: 2023-07-03 13:30:30.983703732, Action: 2, Price: 193.7, Shares: 24.0, Reward: -0.06241520464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0164967\n", "Step: 5092, Timestamp: 2023-07-03 13:30:30.983760344, Action: 1, Price: 193.7, Shares: 6.0, Reward: -0.277944832512461, Transaction Cost: 0.25142953251244166, Slippage: 0.010000000000019327, Time Penalty: 0.0165153\n", "Step: 5093, Timestamp: 2023-07-03 13:30:30.983760344, Action: 2, Price: 193.7, Shares: 13.0, Reward: -0.062433804644653854, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0165153\n", "Step: 5094, Timestamp: 2023-07-03 13:30:31.045507256, Action: 1, Price: 193.68, Shares: 10.0, Reward: -0.11677291803552653, Transaction Cost: 0.08031621803554471, Slippage: 0.01999999999998181, Time Penalty: 0.0164567\n", "Step: 5095, Timestamp: 2023-07-03 13:30:31.172452278, Action: 1, Price: 193.69, Shares: 18.0, Reward: -0.12119383635882071, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.0164743\n", "Step: 5096, Timestamp: 2023-07-03 13:30:31.172482147, Action: 1, Price: 193.69, Shares: 18.0, Reward: -0.1409929499528114, Transaction Cost: 0.12442534995281139, Slippage: 0.0, Time Penalty: 0.0165676\n", "Step: 5097, Timestamp: 2023-07-03 13:30:31.429972155, Action: 1, Price: 193.69, Shares: 18.0, Reward: -0.11484287612860206, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.016476\n", "Step: 5100, Timestamp: 2023-07-03 13:30:31.600811091, Action: 1, Price: 193.65, Shares: 12.0, Reward: -0.3005593820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0165772\n", "Step: 5101, Timestamp: 2023-07-03 13:30:31.601182560, Action: 1, Price: 193.65, Shares: 18.0, Reward: -0.4127648121641302, Transaction Cost: 0.36629831216412906, Slippage: 0.030000000000001137, Time Penalty: 0.0164665\n", "Step: 5102, Timestamp: 2023-07-03 13:30:31.601340165, Action: 1, Price: 193.65, Shares: 22.0, Reward: -0.4158051790019641, Transaction Cost: 0.3792762790019823, Slippage: 0.01999999999998181, Time Penalty: 0.0165289\n", "Step: 5103, Timestamp: 2023-07-03 13:30:31.601340165, Action: 1, Price: 193.65, Shares: 15.0, Reward: -0.46454728112250065, Transaction Cost: 0.42801838112251883, Slippage: 0.01999999999998181, Time Penalty: 0.0165289\n", "Step: 5104, Timestamp: 2023-07-03 13:30:31.792789487, Action: 2, Price: 193.66, Shares: 27.0, Reward: -0.32749287488202844, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.0164295\n", "Step: 5105, Timestamp: 2023-07-03 13:30:31.792814077, Action: 1, Price: 193.66, Shares: 7.0, Reward: -0.15791249419729103, Transaction Cost: 0.14141129419729104, Slippage: 0.0, Time Penalty: 0.0165012\n", "Step: 5106, Timestamp: 2023-07-03 13:30:31.792921708, Action: 1, Price: 193.66, Shares: 29.0, Reward: -0.12728576649854564, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.0165775\n", "Step: 5107, Timestamp: 2023-07-03 13:30:32.042667345, Action: 1, Price: 193.67, Shares: 23.0, Reward: -0.17801819419730128, Transaction Cost: 0.14141129419729104, Slippage: 0.020000000000010232, Time Penalty: 0.0166069\n", "Step: 5108, Timestamp: 2023-07-03 13:30:32.042667345, Action: 1, Price: 193.67, Shares: 19.0, Reward: -0.24758034541146198, Transaction Cost: 0.21097344541145174, Slippage: 0.020000000000010232, Time Penalty: 0.0166069\n", "Step: 5109, Timestamp: 2023-07-03 13:30:32.895544537, Action: 1, Price: 193.7, Shares: 10.0, Reward: -0.27044798204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164658\n", "Step: 5110, Timestamp: 2023-07-03 13:30:32.895575022, Action: 1, Price: 193.7, Shares: 20.0, Reward: -0.14844541305471332, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.0164724\n", "Step: 5112, Timestamp: 2023-07-03 13:30:32.901730678, Action: 1, Price: 193.69, Shares: 24.0, Reward: -0.06242770464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0165092\n", "Step: 5113, Timestamp: 2023-07-03 13:30:33.739319114, Action: 1, Price: 193.66, Shares: 11.0, Reward: -0.07737173640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0165753\n", "Step: 5114, Timestamp: 2023-07-03 13:30:33.739319114, Action: 1, Price: 193.66, Shares: 6.0, Reward: -0.07056630435156203, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0165753\n", "Step: 5115, Timestamp: 2023-07-03 13:30:33.741361518, Action: 1, Price: 193.64, Shares: 15.0, Reward: -0.1183141728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.0167213\n", "Step: 5116, Timestamp: 2023-07-03 13:30:33.741382560, Action: 2, Price: 193.64, Shares: 12.0, Reward: -0.1409094499528114, Transaction Cost: 0.12442534995281139, Slippage: 0.0, Time Penalty: 0.0164841\n", "Step: 5117, Timestamp: 2023-07-03 13:30:33.741705119, Action: 2, Price: 193.64, Shares: 12.0, Reward: -0.290433382043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164512\n", "Step: 5118, Timestamp: 2023-07-03 13:30:33.741726924, Action: 2, Price: 193.64, Shares: 22.0, Reward: -0.21622492322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0166324\n", "Step: 5120, Timestamp: 2023-07-03 13:30:33.742089153, Action: 1, Price: 193.64, Shares: 9.0, Reward: -0.24648162175787486, Transaction Cost: 0.21995502175785553, Slippage: 0.010000000000019327, Time Penalty: 0.0165266\n", "Step: 5121, Timestamp: 2023-07-03 13:30:33.742094291, Action: 1, Price: 193.64, Shares: 20.0, Reward: -0.10269985461292405, Transaction Cost: 0.07619465461290473, Slippage: 0.010000000000019327, Time Penalty: 0.0165052\n", "Step: 5122, Timestamp: 2023-07-03 13:30:33.742099323, Action: 1, Price: 193.64, Shares: 7.0, Reward: -0.08874967497642502, Transaction Cost: 0.062212674976405695, Slippage: 0.010000000000019327, Time Penalty: 0.016537\n", "Step: 5123, Timestamp: 2023-07-03 13:30:33.742144568, Action: 1, Price: 193.64, Shares: 26.0, Reward: -0.24050289056127874, Transaction Cost: 0.21400919056125942, Slippage: 0.010000000000019327, Time Penalty: 0.0164937\n", "Step: 5126, Timestamp: 2023-07-03 13:30:33.742175754, Action: 1, Price: 193.64, Shares: 19.0, Reward: -0.07041750435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.0164265\n", "Step: 5127, Timestamp: 2023-07-03 13:30:33.742185767, Action: 2, Price: 193.64, Shares: 27.0, Reward: -0.24055889056127874, Transaction Cost: 0.21400919056125942, Slippage: 0.010000000000019327, Time Penalty: 0.0165497\n", "Step: 5128, Timestamp: 2023-07-03 13:30:33.742189484, Action: 1, Price: 193.64, Shares: 25.0, Reward: -0.24044249056127875, Transaction Cost: 0.21400919056125942, Slippage: 0.010000000000019327, Time Penalty: 0.0164333\n", "Step: 5129, Timestamp: 2023-07-03 13:30:33.742191809, Action: 1, Price: 193.64, Shares: 25.0, Reward: -0.062359804644653856, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0164413\n", "Step: 5130, Timestamp: 2023-07-03 13:30:33.742195969, Action: 2, Price: 193.64, Shares: 8.0, Reward: -0.08340014241221029, Transaction Cost: 0.056792142412190966, Slippage: 0.010000000000019327, Time Penalty: 0.016608\n", "Step: 5131, Timestamp: 2023-07-03 13:30:33.742195969, Action: 1, Price: 193.65, Shares: 21.0, Reward: -0.22294410010107021, Transaction Cost: 0.2063361001010702, Slippage: 0.0, Time Penalty: 0.016608\n", "Step: 5132, Timestamp: 2023-07-03 13:30:33.742200135, Action: 1, Price: 193.65, Shares: 14.0, Reward: -0.1445074910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0175164\n", "Step: 5133, Timestamp: 2023-07-03 13:30:33.885568448, Action: 2, Price: 193.68, Shares: 16.0, Reward: -0.27056438204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165822\n", "Step: 5135, Timestamp: 2023-07-03 13:30:34.987845523, Action: 1, Price: 193.7, Shares: 12.0, Reward: -0.20616502322319194, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0165725\n", "Step: 5136, Timestamp: 2023-07-03 13:30:35.210869969, Action: 1, Price: 193.69, Shares: 8.0, Reward: -0.290557182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.016575\n", "Step: 5137, Timestamp: 2023-07-03 13:30:35.210869969, Action: 1, Price: 193.69, Shares: 12.0, Reward: -0.21616752322318286, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.016575\n", "Step: 5138, Timestamp: 2023-07-03 13:30:35.210884145, Action: 1, Price: 193.69, Shares: 18.0, Reward: -0.06220971820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168115\n", "Step: 5139, Timestamp: 2023-07-03 13:30:35.210884145, Action: 1, Price: 193.69, Shares: 14.0, Reward: -0.06220971820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168115\n", "Step: 5140, Timestamp: 2023-07-03 13:30:35.432291510, Action: 1, Price: 193.68, Shares: 21.0, Reward: -0.19735743607107126, Transaction Cost: 0.16063243607108943, Slippage: 0.01999999999998181, Time Penalty: 0.016725\n", "Step: 5142, Timestamp: 2023-07-03 13:30:35.432291510, Action: 1, Price: 193.68, Shares: 24.0, Reward: -0.21631752322315445, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.016725\n", "Step: 5143, Timestamp: 2023-07-03 13:30:35.432291510, Action: 1, Price: 193.68, Shares: 10.0, Reward: -0.21631752322315445, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.016725\n", "Step: 5144, Timestamp: 2023-07-03 13:30:35.540981628, Action: 1, Price: 193.67, Shares: 6.0, Reward: -0.20606282322319194, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0164703\n", "Step: 5145, Timestamp: 2023-07-03 13:30:35.679219942, Action: 1, Price: 193.67, Shares: 27.0, Reward: -0.2804600820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164779\n", "Step: 5146, Timestamp: 2023-07-03 13:30:35.679697729, Action: 1, Price: 193.67, Shares: 25.0, Reward: -0.20605522322319195, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0164627\n", "Step: 5147, Timestamp: 2023-07-03 13:30:35.679718877, Action: 1, Price: 193.67, Shares: 11.0, Reward: -0.20617822322319196, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0165857\n", "Step: 5148, Timestamp: 2023-07-03 13:30:35.712230335, Action: 1, Price: 193.67, Shares: 9.0, Reward: -0.3757069464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165219\n", "Step: 5149, Timestamp: 2023-07-03 13:30:35.965492378, Action: 1, Price: 193.67, Shares: 26.0, Reward: -0.290436782043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164546\n", "Step: 5150, Timestamp: 2023-07-03 13:30:35.965514902, Action: 1, Price: 193.67, Shares: 10.0, Reward: -0.21602262322318286, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0164301\n", "Step: 5151, Timestamp: 2023-07-03 13:30:36.180225333, Action: 1, Price: 193.66, Shares: 10.0, Reward: -0.13425461393389448, Transaction Cost: 0.10775551393390358, Slippage: 0.009999999999990905, Time Penalty: 0.0164991\n", "Step: 5154, Timestamp: 2023-07-03 13:30:36.280978135, Action: 2, Price: 193.67, Shares: 7.0, Reward: -0.10465350870314222, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.0166715\n", "Step: 5155, Timestamp: 2023-07-03 13:30:36.280997312, Action: 2, Price: 193.67, Shares: 11.0, Reward: -0.09274495461290473, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.0165503\n", "Step: 5156, Timestamp: 2023-07-03 13:30:36.281012492, Action: 1, Price: 193.67, Shares: 23.0, Reward: -0.07901587497640569, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0168032\n", "Step: 5157, Timestamp: 2023-07-03 13:30:36.281018949, Action: 1, Price: 193.67, Shares: 17.0, Reward: -0.07320524241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0164131\n", "Step: 5158, Timestamp: 2023-07-03 13:30:36.281073696, Action: 2, Price: 193.67, Shares: 7.0, Reward: -0.06040050435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0164095\n", "Step: 5159, Timestamp: 2023-07-03 13:30:36.281084088, Action: 1, Price: 193.67, Shares: 26.0, Reward: -0.06054280435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0165518\n", "Step: 5160, Timestamp: 2023-07-03 13:30:36.281092357, Action: 1, Price: 193.67, Shares: 17.0, Reward: -0.052354904644634534, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164364\n", "Step: 5162, Timestamp: 2023-07-03 13:30:36.319147338, Action: 1, Price: 193.66, Shares: 14.0, Reward: -0.290564182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.016582\n", "Step: 5163, Timestamp: 2023-07-03 13:30:36.319147338, Action: 1, Price: 193.66, Shares: 22.0, Reward: -0.21617452322318287, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.016582\n", "Step: 5164, Timestamp: 2023-07-03 13:30:36.425540010, Action: 1, Price: 193.67, Shares: 17.0, Reward: -0.18299953194907753, Transaction Cost: 0.15656513194905822, Slippage: 0.010000000000019327, Time Penalty: 0.0164344\n", "Step: 5165, Timestamp: 2023-07-03 13:30:36.537701141, Action: 1, Price: 193.67, Shares: 24.0, Reward: -0.22666897012656007, Transaction Cost: 0.19998577012654073, Slippage: 0.010000000000019327, Time Penalty: 0.0166832\n", "Step: 5166, Timestamp: 2023-07-03 13:30:36.537701141, Action: 1, Price: 193.67, Shares: 20.0, Reward: -0.06260170464465385, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0166832\n", "Step: 5167, Timestamp: 2023-07-03 13:30:37.306938151, Action: 1, Price: 193.66, Shares: 19.0, Reward: -0.20613192322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0165394\n", "Step: 5168, Timestamp: 2023-07-03 13:30:37.316184220, Action: 1, Price: 193.65, Shares: 12.0, Reward: -0.06185531820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0164571\n", "Step: 5170, Timestamp: 2023-07-03 13:30:37.584218236, Action: 1, Price: 193.66, Shares: 26.0, Reward: -0.062072318204311805, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0166741\n", "Step: 5171, Timestamp: 2023-07-03 13:30:37.584218236, Action: 1, Price: 193.66, Shares: 18.0, Reward: -0.21626662322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0166741\n", "Step: 5172, Timestamp: 2023-07-03 13:30:37.584218236, Action: 1, Price: 193.66, Shares: 14.0, Reward: -0.21626662322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0166741\n", "Step: 5173, Timestamp: 2023-07-03 13:30:38.462973979, Action: 1, Price: 193.68, Shares: 8.0, Reward: -0.27126558204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0172834\n", "Step: 5174, Timestamp: 2023-07-03 13:30:38.462973979, Action: 1, Price: 193.68, Shares: 16.0, Reward: -0.09759961803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0172834\n", "Step: 5175, Timestamp: 2023-07-03 13:30:38.462973979, Action: 1, Price: 193.68, Shares: 18.0, Reward: -0.16095741857853813, Transaction Cost: 0.14367401857853812, Slippage: 0.0, Time Penalty: 0.0172834\n", "Step: 5176, Timestamp: 2023-07-03 13:30:38.462973979, Action: 1, Price: 193.68, Shares: 12.0, Reward: -0.04268161820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0172834\n", "Step: 5177, Timestamp: 2023-07-03 13:30:38.753473179, Action: 1, Price: 193.68, Shares: 6.0, Reward: -0.06247630464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0165578\n", "Step: 5178, Timestamp: 2023-07-03 13:30:38.753473179, Action: 1, Price: 193.68, Shares: 21.0, Reward: -0.20615032322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0165578\n", "Step: 5179, Timestamp: 2023-07-03 13:30:39.140577798, Action: 1, Price: 193.67, Shares: 18.0, Reward: -0.21612962322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0165371\n", "Step: 5180, Timestamp: 2023-07-03 13:30:39.140595363, Action: 2, Price: 193.67, Shares: 19.0, Reward: -0.21603252322318284, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.01644\n", "Step: 5181, Timestamp: 2023-07-03 13:30:39.140609359, Action: 1, Price: 193.66, Shares: 10.0, Reward: -0.21632592322318284, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0167334\n", "Step: 5183, Timestamp: 2023-07-03 13:30:39.140609359, Action: 2, Price: 193.66, Shares: 7.0, Reward: -0.21632592322318284, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0167334\n", "Step: 5184, Timestamp: 2023-07-03 13:30:39.480250884, Action: 2, Price: 193.69, Shares: 14.0, Reward: -0.1962210232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0166285\n", "Step: 5185, Timestamp: 2023-07-03 13:30:39.480250884, Action: 2, Price: 193.69, Shares: 10.0, Reward: -0.7785750461290474, Transaction Cost: 0.7619465461290473, Slippage: 0.0, Time Penalty: 0.0166285\n", "Step: 5186, Timestamp: 2023-07-03 13:30:39.480286052, Action: 1, Price: 193.69, Shares: 21.0, Reward: -0.1511001499528023, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.0166748\n", "Step: 5187, Timestamp: 2023-07-03 13:30:39.480341339, Action: 1, Price: 193.69, Shares: 16.0, Reward: -0.27057358204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165914\n", "Step: 5188, Timestamp: 2023-07-03 13:30:39.480341339, Action: 2, Price: 193.68, Shares: 7.0, Reward: -0.07058240435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0165914\n", "Step: 5189, Timestamp: 2023-07-03 13:30:39.641599022, Action: 1, Price: 193.68, Shares: 9.0, Reward: -0.11810837804102317, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.0165338\n", "Step: 5190, Timestamp: 2023-07-03 13:30:39.641599022, Action: 1, Price: 193.68, Shares: 23.0, Reward: -0.20612632322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0165338\n", "Step: 5192, Timestamp: 2023-07-03 13:30:40.261540382, Action: 1, Price: 193.69, Shares: 17.0, Reward: -0.7121548515467164, Transaction Cost: 0.6955588515467165, Slippage: 0.0, Time Penalty: 0.016596\n", "Step: 5193, Timestamp: 2023-07-03 13:30:40.261540382, Action: 1, Price: 193.69, Shares: 13.0, Reward: -0.18119526638366065, Transaction Cost: 0.16459926638366065, Slippage: 0.0, Time Penalty: 0.016596\n", "Step: 5194, Timestamp: 2023-07-03 13:30:40.261567117, Action: 2, Price: 193.69, Shares: 19.0, Reward: -0.21011836713718307, Transaction Cost: 0.19342706713718308, Slippage: 0.0, Time Penalty: 0.0166913\n", "Step: 5195, Timestamp: 2023-07-03 13:30:40.261567117, Action: 1, Price: 193.69, Shares: 21.0, Reward: -0.27030245100031985, Transaction Cost: 0.24361115100032896, Slippage: 0.009999999999990905, Time Penalty: 0.0166913\n", "Step: 5196, Timestamp: 2023-07-03 13:30:40.261597738, Action: 1, Price: 193.69, Shares: 7.0, Reward: -0.2840089329399227, Transaction Cost: 0.2675868329399227, Slippage: 0.0, Time Penalty: 0.0164221\n", "Step: 5197, Timestamp: 2023-07-03 13:30:40.471727022, Action: 1, Price: 193.69, Shares: 22.0, Reward: -0.09672561803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0164094\n", "Step: 5198, Timestamp: 2023-07-03 13:30:40.471778522, Action: 2, Price: 193.68, Shares: 24.0, Reward: -0.20605912322316353, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0164666\n", "Step: 5199, Timestamp: 2023-07-03 13:30:40.551898487, Action: 1, Price: 193.69, Shares: 6.0, Reward: -0.27042398204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164418\n", "Step: 5201, Timestamp: 2023-07-03 13:30:40.575725192, Action: 1, Price: 193.69, Shares: 11.0, Reward: -0.1733778319490582, Transaction Cost: 0.15656513194905822, Slippage: 0.0, Time Penalty: 0.0168127\n", "Step: 5203, Timestamp: 2023-07-03 13:30:40.584245907, Action: 1, Price: 193.69, Shares: 8.0, Reward: -0.32751387488202843, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.0164505\n", "Step: 5204, Timestamp: 2023-07-03 13:30:40.584311856, Action: 1, Price: 193.69, Shares: 13.0, Reward: -0.28058702610942665, Transaction Cost: 0.26394602610942663, Slippage: 0.0, Time Penalty: 0.016641\n", "Step: 5205, Timestamp: 2023-07-03 13:30:40.612825051, Action: 1, Price: 193.7, Shares: 9.0, Reward: -0.06725493640860315, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.0164585\n", "Step: 5207, Timestamp: 2023-07-03 13:30:40.962161849, Action: 1, Price: 193.71, Shares: 12.0, Reward: -0.18121846638366065, Transaction Cost: 0.16459926638366065, Slippage: 0.0, Time Penalty: 0.0166192\n", "Step: 5208, Timestamp: 2023-07-03 13:30:40.963254062, Action: 1, Price: 193.71, Shares: 9.0, Reward: -0.2100708671371831, Transaction Cost: 0.19342706713718308, Slippage: 0.0, Time Penalty: 0.0166438\n", "Step: 5209, Timestamp: 2023-07-03 13:30:40.963254062, Action: 1, Price: 193.71, Shares: 5.0, Reward: -0.28062598204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166438\n", "Step: 5210, Timestamp: 2023-07-03 13:30:41.078228762, Action: 1, Price: 193.7, Shares: 5.0, Reward: -0.07237230464464477, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0164538\n", "Step: 5211, Timestamp: 2023-07-03 13:30:41.079005157, Action: 2, Price: 193.7, Shares: 15.0, Reward: -0.21604162322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0164491\n", "Step: 5212, Timestamp: 2023-07-03 13:30:41.120072624, Action: 1, Price: 193.72, Shares: 15.0, Reward: -0.27052728204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165451\n", "Step: 5213, Timestamp: 2023-07-03 13:30:41.252935968, Action: 2, Price: 193.74, Shares: 5.0, Reward: -0.09694931803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0166331\n", "Step: 5214, Timestamp: 2023-07-03 13:30:41.252935968, Action: 1, Price: 193.74, Shares: 18.0, Reward: -0.15102783822547092, Transaction Cost: 0.1343947382254709, Slippage: 0.0, Time Penalty: 0.0166331\n", "Step: 5215, Timestamp: 2023-07-03 13:30:41.642074672, Action: 2, Price: 193.74, Shares: 5.0, Reward: -0.1960886232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164961\n", "Step: 5216, Timestamp: 2023-07-03 13:30:41.651324351, Action: 1, Price: 193.75, Shares: 14.0, Reward: -0.27050028204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165181\n", "Step: 5217, Timestamp: 2023-07-03 13:30:41.794449444, Action: 1, Price: 193.76, Shares: 12.0, Reward: -0.18100346638366066, Transaction Cost: 0.16459926638366065, Slippage: 0.0, Time Penalty: 0.0164042\n", "Step: 5218, Timestamp: 2023-07-03 13:30:42.027990382, Action: 1, Price: 193.75, Shares: 22.0, Reward: -0.18103956638366064, Transaction Cost: 0.16459926638366065, Slippage: 0.0, Time Penalty: 0.0164403\n", "Step: 5219, Timestamp: 2023-07-03 13:30:42.076371881, Action: 1, Price: 193.74, Shares: 16.0, Reward: -0.08247620464463568, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0165577\n", "Step: 5221, Timestamp: 2023-07-03 13:30:42.359846159, Action: 1, Price: 193.77, Shares: 20.0, Reward: -0.3004394120609548, Transaction Cost: 0.2839607120609548, Slippage: 0.0, Time Penalty: 0.0164787\n", "Step: 5222, Timestamp: 2023-07-03 13:30:42.582849191, Action: 1, Price: 193.75, Shares: 24.0, Reward: -0.07240230464464475, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0164838\n", "Step: 5223, Timestamp: 2023-07-03 13:30:42.584543221, Action: 1, Price: 193.74, Shares: 8.0, Reward: -0.12439050870312404, Transaction Cost: 0.08798200870314223, Slippage: 0.01999999999998181, Time Penalty: 0.0164085\n", "Step: 5224, Timestamp: 2023-07-03 13:30:42.665337770, Action: 1, Price: 193.76, Shares: 6.0, Reward: -0.1666831852452212, Transaction Cost: 0.15025788524522118, Slippage: 0.0, Time Penalty: 0.0164253\n", "Step: 5225, Timestamp: 2023-07-03 13:30:42.665360591, Action: 1, Price: 193.76, Shares: 19.0, Reward: -0.22121098151060764, Transaction Cost: 0.20476698151060765, Slippage: 0.0, Time Penalty: 0.016444\n", "Step: 5226, Timestamp: 2023-07-03 13:30:42.923273258, Action: 1, Price: 193.77, Shares: 16.0, Reward: -0.17100443002946378, Transaction Cost: 0.15449133002946377, Slippage: 0.0, Time Penalty: 0.0165131\n", "Step: 5228, Timestamp: 2023-07-03 13:30:42.924995304, Action: 1, Price: 193.77, Shares: 16.0, Reward: -0.7787561461290473, Transaction Cost: 0.7619465461290473, Slippage: 0.0, Time Penalty: 0.0168096\n", "Step: 5229, Timestamp: 2023-07-03 13:30:42.961077131, Action: 1, Price: 193.77, Shares: 10.0, Reward: -0.19610002322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165075\n", "Step: 5230, Timestamp: 2023-07-03 13:30:42.961804775, Action: 1, Price: 193.77, Shares: 6.0, Reward: -0.19602852322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.016436\n", "Step: 5231, Timestamp: 2023-07-03 13:30:43.057325792, Action: 1, Price: 193.76, Shares: 18.0, Reward: -0.2378522329970913, Transaction Cost: 0.2214165329970913, Slippage: 0.0, Time Penalty: 0.0164357\n", "Step: 5233, Timestamp: 2023-07-03 13:30:43.425954898, Action: 2, Price: 193.76, Shares: 15.0, Reward: -0.0517946182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0163964\n", "Step: 5234, Timestamp: 2023-07-03 13:30:43.467529961, Action: 1, Price: 193.77, Shares: 14.0, Reward: -0.7348042928926904, Transaction Cost: 0.7183700928926905, Slippage: 0.0, Time Penalty: 0.0164342\n", "Step: 5236, Timestamp: 2023-07-03 13:30:43.467683729, Action: 1, Price: 193.77, Shares: 18.0, Reward: -0.4360754356066712, Transaction Cost: 0.4196474356066712, Slippage: 0.0, Time Penalty: 0.016428\n", "Step: 5237, Timestamp: 2023-07-03 13:30:43.467853589, Action: 1, Price: 193.77, Shares: 23.0, Reward: -0.429940437608419, Transaction Cost: 0.413453037608419, Slippage: 0.0, Time Penalty: 0.0164874\n", "Step: 5238, Timestamp: 2023-07-03 13:30:43.468191026, Action: 1, Price: 193.77, Shares: 18.0, Reward: -0.20113396638364245, Transaction Cost: 0.16459926638366065, Slippage: 0.01999999999998181, Time Penalty: 0.0165347\n", "Step: 5239, Timestamp: 2023-07-03 13:30:43.468191026, Action: 1, Price: 193.77, Shares: 22.0, Reward: -0.2905168820429976, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0165347\n", "Step: 5240, Timestamp: 2023-07-03 13:30:43.469925739, Action: 1, Price: 193.77, Shares: 12.0, Reward: -0.2478422329970822, Transaction Cost: 0.2214165329970913, Slippage: 0.009999999999990905, Time Penalty: 0.0164257\n", "Step: 5241, Timestamp: 2023-07-03 13:30:43.477087010, Action: 1, Price: 193.77, Shares: 21.0, Reward: -0.06245110464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0165326\n", "Step: 5242, Timestamp: 2023-07-03 13:30:43.496331600, Action: 1, Price: 193.76, Shares: 18.0, Reward: -0.18674528524523143, Transaction Cost: 0.15025788524522118, Slippage: 0.020000000000010232, Time Penalty: 0.0164874\n", "Step: 5243, Timestamp: 2023-07-03 13:30:43.533182022, Action: 1, Price: 193.77, Shares: 11.0, Reward: -0.20106056638364245, Transaction Cost: 0.16459926638366065, Slippage: 0.01999999999998181, Time Penalty: 0.0164613\n", "Step: 5244, Timestamp: 2023-07-03 13:30:43.554762289, Action: 1, Price: 193.77, Shares: 13.0, Reward: -0.19909134657155347, Transaction Cost: 0.16262794657157165, Slippage: 0.01999999999998181, Time Penalty: 0.0164634\n", "Step: 5245, Timestamp: 2023-07-03 13:30:43.565700046, Action: 1, Price: 193.78, Shares: 8.0, Reward: -0.22154571576340104, Transaction Cost: 0.19508741576341013, Slippage: 0.009999999999990905, Time Penalty: 0.0164583\n", "Step: 5246, Timestamp: 2023-07-03 13:30:43.649280527, Action: 1, Price: 193.77, Shares: 6.0, Reward: -0.2904126820429976, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0164305\n", "Step: 5247, Timestamp: 2023-07-03 13:30:43.768600684, Action: 1, Price: 193.77, Shares: 13.0, Reward: -0.09694131803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0166251\n", "Step: 5248, Timestamp: 2023-07-03 13:30:43.768629439, Action: 1, Price: 193.77, Shares: 22.0, Reward: -0.13568000293689045, Transaction Cost: 0.11912820293689044, Slippage: 0.0, Time Penalty: 0.0165518\n", "Step: 5250, Timestamp: 2023-07-03 13:30:43.795878941, Action: 1, Price: 193.78, Shares: 20.0, Reward: -0.1730693319490582, Transaction Cost: 0.15656513194905822, Slippage: 0.0, Time Penalty: 0.0165042\n", "Step: 5251, Timestamp: 2023-07-03 13:30:44.244901838, Action: 1, Price: 193.78, Shares: 4.0, Reward: -0.2808045820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0168224\n", "Step: 5252, Timestamp: 2023-07-03 13:30:44.244901838, Action: 1, Price: 193.78, Shares: 22.0, Reward: -0.05222061820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0168224\n", "Step: 5254, Timestamp: 2023-07-03 13:30:44.244901838, Action: 1, Price: 193.77, Shares: 12.0, Reward: -0.2908045820429976, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0168224\n", "Step: 5255, Timestamp: 2023-07-03 13:30:44.334802717, Action: 1, Price: 193.78, Shares: 7.0, Reward: -0.07865087497640569, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0164382\n", "Step: 5256, Timestamp: 2023-07-03 13:30:44.334918941, Action: 1, Price: 193.78, Shares: 20.0, Reward: -0.14840911305471333, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.0164361\n", "Step: 5257, Timestamp: 2023-07-03 13:30:44.434893813, Action: 1, Price: 193.79, Shares: 20.0, Reward: -0.10068376012724241, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.0164474\n", "Step: 5259, Timestamp: 2023-07-03 13:30:44.903542845, Action: 1, Price: 193.76, Shares: 19.0, Reward: -0.6143612241219107, Transaction Cost: 0.5679214241219096, Slippage: 0.030000000000001137, Time Penalty: 0.0164398\n", "Step: 5260, Timestamp: 2023-07-03 13:30:45.064564124, Action: 1, Price: 193.76, Shares: 15.0, Reward: -0.24176498151061787, Transaction Cost: 0.20476698151060765, Slippage: 0.020000000000010232, Time Penalty: 0.016998\n", "Step: 5261, Timestamp: 2023-07-03 13:30:45.064564124, Action: 1, Price: 193.76, Shares: 8.0, Reward: -0.06239621820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.016998\n", "Step: 5263, Timestamp: 2023-07-03 13:30:45.064564124, Action: 1, Price: 193.76, Shares: 8.0, Reward: -0.07291650464464476, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.016998\n", "Step: 5264, Timestamp: 2023-07-03 13:30:45.064564124, Action: 1, Price: 193.76, Shares: 21.0, Reward: -0.15058228482439218, Transaction Cost: 0.11358428482438193, Slippage: 0.020000000000010232, Time Penalty: 0.016998\n", "Step: 5265, Timestamp: 2023-07-03 13:30:45.065619899, Action: 1, Price: 193.75, Shares: 9.0, Reward: -0.05203711820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166389\n", "Step: 5266, Timestamp: 2023-07-03 13:30:45.065619899, Action: 1, Price: 193.75, Shares: 11.0, Reward: -0.3448776619518792, Transaction Cost: 0.31823876195188827, Slippage: 0.009999999999990905, Time Penalty: 0.0166389\n", "Step: 5267, Timestamp: 2023-07-03 13:30:45.065642450, Action: 1, Price: 193.75, Shares: 17.0, Reward: -0.49686848378913906, Transaction Cost: 0.4703815837891482, Slippage: 0.009999999999990905, Time Penalty: 0.0164869\n", "Step: 5268, Timestamp: 2023-07-03 13:30:45.066216440, Action: 1, Price: 193.74, Shares: 18.0, Reward: -0.051974118204292485, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165759\n", "Step: 5270, Timestamp: 2023-07-03 13:30:45.169797481, Action: 1, Price: 193.74, Shares: 11.0, Reward: -0.28051978204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165376\n", "Step: 5271, Timestamp: 2023-07-03 13:30:45.780129071, Action: 2, Price: 193.7, Shares: 11.0, Reward: -0.07100180435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.0170108\n", "Step: 5273, Timestamp: 2023-07-03 13:30:45.780130065, Action: 1, Price: 193.7, Shares: 10.0, Reward: -0.0523096182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0169114\n", "Step: 5274, Timestamp: 2023-07-03 13:30:45.781212815, Action: 1, Price: 193.68, Shares: 10.0, Reward: -0.21660792322315442, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0170154\n", "Step: 5275, Timestamp: 2023-07-03 13:30:45.781212815, Action: 1, Price: 193.68, Shares: 17.0, Reward: -0.11733161803552652, Transaction Cost: 0.08031621803554471, Slippage: 0.01999999999998181, Time Penalty: 0.0170154\n", "Step: 5276, Timestamp: 2023-07-03 13:30:45.781212815, Action: 1, Price: 193.68, Shares: 5.0, Reward: -0.4769254435156929, Transaction Cost: 0.43991004351571106, Slippage: 0.01999999999998181, Time Penalty: 0.0170154\n", "Step: 5277, Timestamp: 2023-07-03 13:30:45.781212815, Action: 1, Price: 193.68, Shares: 17.0, Reward: -0.11733161803552652, Transaction Cost: 0.08031621803554471, Slippage: 0.01999999999998181, Time Penalty: 0.0170154\n", "Step: 5278, Timestamp: 2023-07-03 13:30:45.781913924, Action: 1, Price: 193.67, Shares: 7.0, Reward: -0.06241880464465385, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0165003\n", "Step: 5279, Timestamp: 2023-07-03 13:30:45.782547493, Action: 1, Price: 193.67, Shares: 6.0, Reward: -0.28050008204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0165179\n", "Step: 5280, Timestamp: 2023-07-03 13:30:45.790477184, Action: 1, Price: 193.66, Shares: 6.0, Reward: -0.21654482322318286, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0169523\n", "Step: 5281, Timestamp: 2023-07-03 13:30:45.790477184, Action: 1, Price: 193.66, Shares: 8.0, Reward: -0.06235051820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0169523\n", "Step: 5282, Timestamp: 2023-07-03 13:30:45.790477184, Action: 2, Price: 193.66, Shares: 18.0, Reward: -0.3541759436975085, Transaction Cost: 0.3172236436974982, Slippage: 0.020000000000010232, Time Penalty: 0.0169523\n", "Step: 5283, Timestamp: 2023-07-03 13:30:45.805821133, Action: 1, Price: 193.65, Shares: 13.0, Reward: -0.05191871820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165205\n", "Step: 5284, Timestamp: 2023-07-03 13:30:45.807362162, Action: 1, Price: 193.66, Shares: 8.0, Reward: -0.3418884931431433, Transaction Cost: 0.3252558931431433, Slippage: 0.0, Time Penalty: 0.0166326\n", "Step: 5286, Timestamp: 2023-07-03 13:30:45.809236996, Action: 1, Price: 193.67, Shares: 7.0, Reward: 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13:30:46.706529004, Action: 1, Price: 193.69, Shares: 11.0, Reward: -0.08254080464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0166223\n", "Step: 5292, Timestamp: 2023-07-03 13:30:46.706529004, Action: 2, Price: 193.69, Shares: 10.0, Reward: -0.22621482322317377, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0166223\n", "Step: 5293, Timestamp: 2023-07-03 13:30:46.706529004, Action: 1, Price: 193.68, Shares: 8.0, Reward: -0.1643778139338956, Transaction Cost: 0.10775551393390358, Slippage: 0.03999999999999204, Time Penalty: 0.0166223\n", "Step: 5294, Timestamp: 2023-07-03 13:30:47.201596898, Action: 1, Price: 193.69, Shares: 9.0, Reward: -0.20608592322316352, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0164934\n", "Step: 5295, Timestamp: 2023-07-03 13:30:47.201624850, Action: 1, Price: 193.69, Shares: 16.0, Reward: -0.20600672322316352, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0164142\n", "Step: 5296, Timestamp: 2023-07-03 13:30:47.814294030, Action: 1, Price: 193.69, Shares: 19.0, Reward: -0.21610982322318284, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0165173\n", "Step: 5297, Timestamp: 2023-07-03 13:30:47.899997514, Action: 1, Price: 193.68, Shares: 4.0, Reward: -0.08248330464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0165648\n", "Step: 5298, Timestamp: 2023-07-03 13:30:47.899997514, Action: 1, Price: 193.68, Shares: 14.0, Reward: -0.07196301820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0165648\n", "Step: 5299, Timestamp: 2023-07-03 13:30:47.900850229, Action: 1, Price: 193.67, Shares: 5.0, Reward: -0.22602442322317376, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0164319\n", "Step: 5300, Timestamp: 2023-07-03 13:30:47.911116838, Action: 1, Price: 193.66, Shares: 7.0, Reward: -0.21617542322318284, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0165829\n", "Step: 5301, Timestamp: 2023-07-03 13:30:47.911116838, Action: 1, Price: 193.66, Shares: 12.0, Reward: -0.9164029870314323, Transaction Cost: 0.8798200870314221, Slippage: 0.020000000000010232, Time Penalty: 0.0165829\n", "Step: 5302, Timestamp: 2023-07-03 13:30:48.013676810, Action: 2, Price: 193.65, Shares: 17.0, Reward: -0.20609422322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0165017\n", "Step: 5304, Timestamp: 2023-07-03 13:30:48.275683479, Action: 1, Price: 193.65, Shares: 11.0, Reward: -0.3996981498584251, Transaction Cost: 0.3732760498584342, Slippage: 0.009999999999990905, Time Penalty: 0.0164221\n", "Step: 5305, Timestamp: 2023-07-03 13:30:48.489980983, Action: 2, Price: 193.66, Shares: 18.0, Reward: -0.37569594644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165109\n", "Step: 5308, Timestamp: 2023-07-03 13:30:48.490039356, Action: 1, Price: 193.65, Shares: 15.0, Reward: -0.07277650464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.016858\n", "Step: 5309, Timestamp: 2023-07-03 13:30:48.490039356, Action: 2, Price: 193.65, Shares: 7.0, Reward: -0.21282201740626627, Transaction Cost: 0.17596401740628445, Slippage: 0.01999999999998181, Time Penalty: 0.016858\n", "Step: 5310, Timestamp: 2023-07-03 13:30:48.490132779, Action: 1, Price: 193.65, Shares: 15.0, Reward: -0.07251390464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0165954\n", "Step: 5311, Timestamp: 2023-07-03 13:30:48.490132779, Action: 1, Price: 193.65, Shares: 9.0, Reward: -0.5445597640860134, Transaction Cost: 0.5079643640860315, Slippage: 0.01999999999998181, Time Penalty: 0.0165954\n", "Step: 5312, Timestamp: 2023-07-03 13:30:48.490441045, Action: 1, Price: 193.66, Shares: 16.0, Reward: -0.2704323820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164502\n", "Step: 5313, Timestamp: 2023-07-03 13:30:48.565709859, Action: 1, Price: 193.67, Shares: 7.0, Reward: -0.19617282322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165803\n", "Step: 5314, Timestamp: 2023-07-03 13:30:48.565709859, Action: 1, Price: 193.67, Shares: 6.0, Reward: -0.29480384061868653, Transaction Cost: 0.27822354061868654, Slippage: 0.0, Time Penalty: 0.0165803\n", "Step: 5315, Timestamp: 2023-07-03 13:30:48.565732817, Action: 1, Price: 193.67, Shares: 14.0, Reward: -0.24385346964876387, Transaction Cost: 0.22716856964876386, Slippage: 0.0, Time Penalty: 0.0166849\n", "Step: 5316, Timestamp: 2023-07-03 13:30:48.565732817, Action: 1, Price: 193.67, Shares: 13.0, Reward: -0.27066708204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166849\n", "Step: 5317, Timestamp: 2023-07-03 13:30:48.566811822, Action: 1, Price: 193.68, Shares: 13.0, Reward: -0.37564374644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0164587\n", "Step: 5318, Timestamp: 2023-07-03 13:30:48.690089056, Action: 1, Price: 193.69, Shares: 7.0, Reward: -0.28057608204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165939\n", "Step: 5319, Timestamp: 2023-07-03 13:30:48.690089056, Action: 1, Price: 193.69, Shares: 7.0, Reward: -0.28057608204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165939\n", "Step: 5320, Timestamp: 2023-07-03 13:30:49.097166937, Action: 1, Price: 193.69, Shares: 18.0, Reward: -0.29123443412309674, Transaction Cost: 0.27472373412309675, Slippage: 0.0, Time Penalty: 0.0165107\n", "Step: 5321, Timestamp: 2023-07-03 13:30:49.097189600, Action: 2, Price: 193.69, Shares: 12.0, Reward: -0.2479615799789031, Transaction Cost: 0.23138877997890311, Slippage: 0.0, Time Penalty: 0.0165728\n", "Step: 5322, Timestamp: 2023-07-03 13:30:49.388909560, Action: 2, Price: 193.69, Shares: 10.0, Reward: -0.2806949820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0167128\n", "Step: 5323, Timestamp: 2023-07-03 13:30:49.622929719, Action: 1, Price: 193.7, Shares: 17.0, Reward: -0.15559357030934326, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.0164818\n", "Step: 5324, Timestamp: 2023-07-03 13:30:49.622958575, Action: 1, Price: 193.7, Shares: 4.0, Reward: -0.14850241305471332, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.0165294\n", "Step: 5325, Timestamp: 2023-07-03 13:30:49.623043485, Action: 1, Price: 193.7, Shares: 14.0, Reward: -0.3202222156972228, Transaction Cost: 0.3037185156972228, Slippage: 0.0, Time Penalty: 0.0165037\n", "Step: 5326, Timestamp: 2023-07-03 13:30:49.623619382, Action: 1, Price: 193.7, Shares: 6.0, Reward: -0.2804127820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164306\n", "Step: 5327, Timestamp: 2023-07-03 13:30:49.736458702, Action: 1, Price: 193.69, Shares: 7.0, Reward: -0.28043868204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164565\n", "Step: 5328, Timestamp: 2023-07-03 13:30:49.736480019, Action: 1, Price: 193.69, Shares: 14.0, Reward: -0.28052178204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165396\n", "Step: 5329, Timestamp: 2023-07-03 13:30:49.736480019, Action: 1, Price: 193.69, Shares: 8.0, Reward: -0.06245810464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0165396\n", "Step: 5330, Timestamp: 2023-07-03 13:30:50.120853799, Action: 1, Price: 193.68, Shares: 16.0, Reward: -0.05193781820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165396\n", "Step: 5331, Timestamp: 2023-07-03 13:30:50.120853799, Action: 1, Price: 193.68, Shares: 12.0, Reward: -0.5345039640860224, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0165396\n", "Step: 5332, Timestamp: 2023-07-03 13:30:50.120881573, Action: 1, Price: 193.68, Shares: 8.0, Reward: -0.2805595820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165774\n", "Step: 5333, Timestamp: 2023-07-03 13:30:50.120903828, Action: 2, Price: 193.68, Shares: 17.0, Reward: -0.466387143515702, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.0164771\n", "Step: 5334, Timestamp: 2023-07-03 13:30:50.130727586, Action: 1, Price: 193.68, Shares: 13.0, Reward: -0.5344133640860225, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.016449\n", "Step: 5335, Timestamp: 2023-07-03 13:30:50.137140790, Action: 2, Price: 193.68, Shares: 10.0, Reward: -0.5343899640860225, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0164256\n", "Step: 5336, Timestamp: 2023-07-03 13:30:50.143315403, Action: 1, Price: 193.68, Shares: 10.0, Reward: -0.5344247640860225, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0164604\n", "Step: 5337, Timestamp: 2023-07-03 13:30:50.143362752, Action: 1, Price: 193.69, Shares: 8.0, Reward: -0.39774657306452366, Transaction Cost: 0.38097327306452367, Slippage: 0.0, Time Penalty: 0.0167733\n", "Step: 5338, Timestamp: 2023-07-03 13:30:50.143362752, Action: 1, Price: 193.69, Shares: 5.0, Reward: -0.37595834644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0167733\n", "Step: 5339, Timestamp: 2023-07-03 13:30:50.143362752, Action: 1, Price: 193.69, Shares: 8.0, Reward: -0.5846947241219096, Transaction Cost: 0.5679214241219096, Slippage: 0.0, Time Penalty: 0.0167733\n", "Step: 5340, Timestamp: 2023-07-03 13:30:50.143362752, Action: 1, Price: 193.69, Shares: 7.0, Reward: -0.37595834644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0167733\n", "Step: 5341, Timestamp: 2023-07-03 13:30:50.143553582, Action: 1, Price: 193.69, Shares: 9.0, Reward: -0.19613382322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165413\n", "Step: 5342, Timestamp: 2023-07-03 13:30:51.081638238, Action: 1, Price: 193.7, Shares: 11.0, Reward: -0.37595744644634527, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0167724\n", "Step: 5343, Timestamp: 2023-07-03 13:30:51.081638238, Action: 2, Price: 193.7, Shares: 4.0, Reward: -0.2707545820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167724\n", "Step: 5344, Timestamp: 2023-07-03 13:30:51.081638238, Action: 2, Price: 193.7, Shares: 5.0, Reward: -0.15354599083772774, Transaction Cost: 0.13677359083772775, Slippage: 0.0, Time Penalty: 0.0167724\n", "Step: 5345, Timestamp: 2023-07-03 13:30:51.081638238, Action: 1, Price: 193.7, Shares: 15.0, Reward: -0.09708861803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0167724\n", "Step: 5346, Timestamp: 2023-07-03 13:30:51.318312049, Action: 2, Price: 193.71, Shares: 6.0, Reward: -0.27065838204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166762\n", "Step: 5347, Timestamp: 2023-07-03 13:30:51.318312049, Action: 2, Price: 193.71, Shares: 9.0, Reward: -0.3758612464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0166762\n", "Step: 5348, Timestamp: 2023-07-03 13:30:51.318339251, Action: 1, Price: 193.71, Shares: 13.0, Reward: -0.1746106885640576, Transaction Cost: 0.1480957885640667, Slippage: 0.009999999999990905, Time Penalty: 0.0165149\n", "Step: 5351, Timestamp: 2023-07-03 13:30:51.472191533, Action: 1, Price: 193.72, Shares: 18.0, Reward: -0.27421336250200795, Transaction Cost: 0.25776376250200794, Slippage: 0.0, Time Penalty: 0.0164496\n", "Step: 5353, Timestamp: 2023-07-03 13:30:51.779243642, Action: 2, Price: 193.73, Shares: 5.0, Reward: -0.19612842322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165359\n", "Step: 5354, Timestamp: 2023-07-03 13:30:51.780531268, Action: 1, Price: 193.735, Shares: 15.0, Reward: -0.27609258204301124, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.0171104\n", "Step: 5356, Timestamp: 2023-07-03 13:30:51.780531268, Action: 1, Price: 193.75, Shares: 11.0, Reward: -0.37629544644634527, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0171104\n", "Step: 5357, Timestamp: 2023-07-03 13:30:51.780531268, Action: 1, Price: 193.75, Shares: 5.0, Reward: -0.19670292322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0171104\n", "Step: 5358, Timestamp: 2023-07-03 13:30:51.780531268, Action: 1, Price: 193.75, Shares: 6.0, Reward: -0.13182993635881163, Transaction Cost: 0.10471953635882071, Slippage: 0.009999999999990905, Time Penalty: 0.0171104\n", "Step: 5359, Timestamp: 2023-07-03 13:30:51.813906352, Action: 2, Price: 193.74, Shares: 14.0, Reward: -0.21610222322315442, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0165097\n", "Step: 5360, Timestamp: 2023-07-03 13:30:51.813906352, Action: 1, Price: 193.74, Shares: 17.0, Reward: -0.16350079102148968, Transaction Cost: 0.12699109102150788, Slippage: 0.01999999999998181, Time Penalty: 0.0165097\n", "Step: 5361, Timestamp: 2023-07-03 13:30:51.814636656, Action: 1, Price: 193.74, Shares: 3.0, Reward: -0.37260584556365905, Transaction Cost: 0.33598684556367725, Slippage: 0.01999999999998181, Time Penalty: 0.016619\n", "Step: 5362, Timestamp: 2023-07-03 13:30:51.814636656, Action: 1, Price: 193.74, Shares: 7.0, Reward: -0.08061000435155291, Transaction Cost: 0.04399100435157111, Slippage: 0.01999999999998181, Time Penalty: 0.016619\n", "Step: 5363, Timestamp: 2023-07-03 13:30:51.855150858, Action: 1, Price: 193.73, Shares: 9.0, Reward: -0.10446970870314223, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.0164877\n", "Step: 5364, Timestamp: 2023-07-03 13:30:51.930927252, Action: 1, Price: 193.73, Shares: 18.0, Reward: -0.14594521023422125, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.0164392\n", "Step: 5365, Timestamp: 2023-07-03 13:30:52.088906314, Action: 1, Price: 193.72, Shares: 13.0, Reward: -0.15831967550017473, Transaction Cost: 0.12180557550016448, Slippage: 0.020000000000010232, Time Penalty: 0.0165141\n", "Step: 5366, Timestamp: 2023-07-03 13:30:52.088906314, Action: 1, Price: 193.72, Shares: 9.0, Reward: -0.25938256024597084, Transaction Cost: 0.22286846024596063, Slippage: 0.020000000000010232, Time Penalty: 0.0165141\n", "Step: 5367, Timestamp: 2023-07-03 13:30:52.089726644, Action: 1, Price: 193.73, Shares: 6.0, Reward: -0.19625292322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0166604\n", "Step: 5368, Timestamp: 2023-07-03 13:30:52.089726644, Action: 1, Price: 193.73, Shares: 7.0, Reward: -0.09849740928928838, Transaction Cost: 0.07183700928926906, Slippage: 0.010000000000019327, Time Penalty: 0.0166604\n", "Step: 5370, Timestamp: 2023-07-03 13:30:52.382255748, Action: 1, Price: 193.71, Shares: 4.0, Reward: -0.8297066803554382, Transaction Cost: 0.8031621803554473, Slippage: 0.009999999999990905, Time Penalty: 0.0165445\n", "Step: 5371, Timestamp: 2023-07-03 13:30:52.587622343, Action: 1, Price: 193.69, Shares: 18.0, Reward: -0.2561011113272376, Transaction Cost: 0.23960631132723764, Slippage: 0.0, Time Penalty: 0.0164948\n", "Step: 5372, Timestamp: 2023-07-03 13:30:52.879552076, Action: 1, Price: 193.68, Shares: 18.0, Reward: -0.4287871507982094, Transaction Cost: 0.40238345079821847, Slippage: 0.009999999999990905, Time Penalty: 0.0164037\n", "Step: 5373, Timestamp: 2023-07-03 13:30:52.879654518, Action: 2, Price: 193.68, Shares: 3.0, Reward: -0.3011697341230877, Transaction Cost: 0.27472373412309675, Slippage: 0.009999999999990905, Time Penalty: 0.016446\n", "Step: 5374, Timestamp: 2023-07-03 13:30:52.879660915, Action: 1, Price: 193.68, Shares: 7.0, Reward: -0.17045981857852902, Transaction Cost: 0.14367401857853812, Slippage: 0.009999999999990905, Time Penalty: 0.0167858\n", "Step: 5376, Timestamp: 2023-07-03 13:30:52.879660915, Action: 1, Price: 193.68, Shares: 3.0, Reward: -0.06270430464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0167858\n", "Step: 5378, Timestamp: 2023-07-03 13:30:52.879695521, Action: 1, Price: 193.68, Shares: 8.0, Reward: -0.38112781568888027, Transaction Cost: 0.35466681568888936, Slippage: 0.009999999999990905, Time Penalty: 0.016461\n", "Step: 5380, Timestamp: 2023-07-03 13:30:53.061423597, Action: 1, Price: 193.67, Shares: 16.0, Reward: -0.06293330464465385, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0170148\n", "Step: 5381, Timestamp: 2023-07-03 13:30:53.061423597, Action: 1, Price: 193.67, Shares: 16.0, Reward: -0.5349791640860508, Transaction Cost: 0.5079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.0170148\n", "Step: 5383, Timestamp: 2023-07-03 13:30:53.566305833, Action: 2, Price: 193.67, Shares: 13.0, Reward: -0.37018004469815835, Transaction Cost: 0.35375624469815836, Slippage: 0.0, Time Penalty: 0.0164238\n", "Step: 5384, Timestamp: 2023-07-03 13:30:53.630835754, Action: 1, Price: 193.68, Shares: 17.0, Reward: -0.3757319464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165469\n", "Step: 5385, Timestamp: 2023-07-03 13:30:53.630835754, Action: 1, Price: 193.68, Shares: 14.0, Reward: -0.23354937146194457, Transaction Cost: 0.21700247146194457, Slippage: 0.0, Time Penalty: 0.0165469\n", "Step: 5386, Timestamp: 2023-07-03 13:30:53.630844142, Action: 1, Price: 193.68, Shares: 7.0, Reward: -0.1484491130547133, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.0164761\n", "Step: 5387, Timestamp: 2023-07-03 13:30:54.079294587, Action: 1, Price: 193.66, Shares: 15.0, Reward: -0.06251050464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.016592\n", "Step: 5388, Timestamp: 2023-07-03 13:30:54.079393609, Action: 2, Price: 193.65, Shares: 10.0, Reward: -0.05199091820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165927\n", "Step: 5389, Timestamp: 2023-07-03 13:30:54.448396161, Action: 1, Price: 193.65, Shares: 10.0, Reward: -0.11822967804102316, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.0166551\n", "Step: 5392, Timestamp: 2023-07-03 13:30:54.455668933, Action: 1, Price: 193.65, Shares: 15.0, Reward: -0.27060568204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166235\n", "Step: 5393, Timestamp: 2023-07-03 13:30:54.455668933, Action: 1, Price: 193.65, Shares: 11.0, Reward: -0.37580854644634526, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0166235\n", "Step: 5394, Timestamp: 2023-07-03 13:30:54.481520478, Action: 1, Price: 193.65, Shares: 8.0, Reward: -0.27921988038171813, Transaction Cost: 0.25270908038172724, Slippage: 0.009999999999990905, Time Penalty: 0.0165108\n", "Step: 5396, Timestamp: 2023-07-03 13:30:54.481546647, Action: 1, Price: 193.65, Shares: 16.0, Reward: -0.5350331231892558, Transaction Cost: 0.5085989231892649, Slippage: 0.009999999999990905, Time Penalty: 0.0164342\n", "Step: 5397, Timestamp: 2023-07-03 13:30:54.482501026, Action: 1, Price: 193.65, Shares: 4.0, Reward: -0.27044468204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164625\n", "Step: 5398, Timestamp: 2023-07-03 13:30:54.527269221, Action: 1, Price: 193.65, Shares: 12.0, Reward: -0.2449160341967164, Transaction Cost: 0.21848373419672548, Slippage: 0.009999999999990905, Time Penalty: 0.0164323\n", "Step: 5400, Timestamp: 2023-07-03 13:30:54.539203409, Action: 1, Price: 193.65, Shares: 14.0, Reward: -0.11464810870313313, Transaction Cost: 0.08798200870314223, Slippage: 0.009999999999990905, Time Penalty: 0.0166661\n", "Step: 5401, Timestamp: 2023-07-03 13:30:54.539203409, Action: 1, Price: 193.65, Shares: 4.0, Reward: -0.2806482820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166661\n", "Step: 5402, Timestamp: 2023-07-03 13:30:54.539222995, Action: 1, Price: 193.65, Shares: 6.0, Reward: -0.07722323640859405, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0164268\n", "Step: 5404, Timestamp: 2023-07-03 13:30:54.547999821, Action: 1, Price: 193.65, Shares: 6.0, Reward: -0.28043908204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164569\n", "Step: 5405, Timestamp: 2023-07-03 13:30:54.548025186, Action: 1, Price: 193.65, Shares: 15.0, Reward: -0.3664963779443183, Transaction Cost: 0.3500902779443183, Slippage: 0.0, Time Penalty: 0.0164061\n", "Step: 5406, Timestamp: 2023-07-03 13:30:54.548979999, Action: 2, Price: 193.65, Shares: 12.0, Reward: -0.27056968204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165875\n", "Step: 5407, Timestamp: 2023-07-03 13:30:54.548979999, Action: 1, Price: 193.65, Shares: 6.0, Reward: -0.19618002322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165875\n", "Step: 5408, Timestamp: 2023-07-03 13:30:54.550478099, Action: 1, Price: 193.65, Shares: 16.0, Reward: -0.22318825225719502, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.0164545\n", "Step: 5409, Timestamp: 2023-07-03 13:30:54.550507230, Action: 1, Price: 193.65, Shares: 6.0, Reward: -0.18704593607108033, Transaction Cost: 0.16063243607108943, Slippage: 0.009999999999990905, Time Penalty: 0.0164135\n", "Step: 5411, Timestamp: 2023-07-03 13:30:54.555998997, Action: 1, Price: 193.65, Shares: 12.0, Reward: -0.28041028204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164281\n", "Step: 5412, Timestamp: 2023-07-03 13:30:54.556045038, Action: 1, Price: 193.65, Shares: 9.0, Reward: -0.27037118204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.016389\n", "Step: 5413, Timestamp: 2023-07-03 13:30:54.556445001, Action: 1, Price: 193.65, Shares: 4.0, Reward: -0.27039698204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164148\n", "Step: 5414, Timestamp: 2023-07-03 13:30:54.556875539, Action: 1, Price: 193.65, Shares: 13.0, Reward: -0.05234220464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164237\n", "Step: 5415, Timestamp: 2023-07-03 13:30:54.556964247, Action: 2, Price: 193.65, Shares: 7.0, Reward: -0.26788993251244164, Transaction Cost: 0.25142953251244166, Slippage: 0.0, Time Penalty: 0.0164604\n", "Step: 5416, Timestamp: 2023-07-03 13:30:54.558247361, Action: 1, Price: 193.65, Shares: 8.0, Reward: -0.23439467577919212, Transaction Cost: 0.20789337577920122, Slippage: 0.009999999999990905, Time Penalty: 0.0165013\n", "Step: 5418, Timestamp: 2023-07-03 13:30:54.699401104, Action: 1, Price: 193.63, Shares: 6.0, Reward: -0.06240730464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0164888\n", "Step: 5419, Timestamp: 2023-07-03 13:30:54.699898653, Action: 1, Price: 193.62, Shares: 14.0, Reward: -0.20608542322316353, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0164929\n", "Step: 5420, Timestamp: 2023-07-03 13:30:54.700222620, Action: 1, Price: 193.61, Shares: 5.0, Reward: -0.10682721803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.016511\n", "Step: 5421, Timestamp: 2023-07-03 13:30:54.706732330, Action: 1, Price: 193.63, Shares: 6.0, Reward: -0.11519137612860206, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.0168245\n", "Step: 5422, Timestamp: 2023-07-03 13:30:54.706764462, Action: 1, Price: 193.63, Shares: 8.0, Reward: -0.15566397030934326, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.0165522\n", "Step: 5423, Timestamp: 2023-07-03 13:30:55.208579594, Action: 2, Price: 193.62, Shares: 5.0, Reward: -0.2806019820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166198\n", "Step: 5424, Timestamp: 2023-07-03 13:30:55.208579594, Action: 2, Price: 193.62, Shares: 4.0, Reward: -0.2806019820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166198\n", "Step: 5426, Timestamp: 2023-07-03 13:30:55.209855854, Action: 1, Price: 193.63, Shares: 10.0, Reward: -0.3747673585620261, Transaction Cost: 0.3582859585620261, Slippage: 0.0, Time Penalty: 0.0164814\n", "Step: 5427, Timestamp: 2023-07-03 13:30:55.210132422, Action: 1, Price: 193.63, Shares: 16.0, Reward: -0.04206041820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0166622\n", "Step: 5428, Timestamp: 2023-07-03 13:30:55.210132422, Action: 1, Price: 193.63, Shares: 14.0, Reward: -0.2706443820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166622\n", "Step: 5430, Timestamp: 2023-07-03 13:30:55.386175503, Action: 2, Price: 193.64, Shares: 5.0, Reward: -0.13002408482438194, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0164398\n", "Step: 5431, Timestamp: 2023-07-03 13:30:55.663184213, Action: 1, Price: 193.67, Shares: 11.0, Reward: -0.27060048204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166183\n", "Step: 5432, Timestamp: 2023-07-03 13:30:55.663184213, Action: 1, Price: 193.67, Shares: 13.0, Reward: -0.29829816619255883, Transaction Cost: 0.28167986619255886, Slippage: 0.0, Time Penalty: 0.0166183\n", "Step: 5433, Timestamp: 2023-07-03 13:30:55.663206350, Action: 1, Price: 193.67, Shares: 5.0, Reward: -0.23936196024596063, Transaction Cost: 0.22286846024596063, Slippage: 0.0, Time Penalty: 0.0164935\n", "Step: 5435, Timestamp: 2023-07-03 13:30:55.666514867, Action: 1, Price: 193.68, Shares: 4.0, Reward: -0.12180533075501229, Transaction Cost: 0.09503143075502138, Slippage: 0.009999999999990905, Time Penalty: 0.0167739\n", "Step: 5436, Timestamp: 2023-07-03 13:30:55.673348809, Action: 1, Price: 193.69, Shares: 15.0, Reward: -0.04186301820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164648\n", "Step: 5437, Timestamp: 2023-07-03 13:30:55.679168967, Action: 1, Price: 193.69, Shares: 6.0, Reward: -0.28061388204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166317\n", "Step: 5438, Timestamp: 2023-07-03 13:30:55.679168967, Action: 1, Price: 193.69, Shares: 9.0, Reward: -0.2621650860920377, Transaction Cost: 0.23553338609204677, Slippage: 0.009999999999990905, Time Penalty: 0.0166317\n", "Step: 5440, Timestamp: 2023-07-03 13:30:56.637151799, Action: 1, Price: 193.67, Shares: 6.0, Reward: -0.37568684644634526, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165018\n", "Step: 5441, Timestamp: 2023-07-03 13:30:56.714597400, Action: 1, Price: 193.67, Shares: 3.0, Reward: -0.19614112322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165486\n", "Step: 5442, Timestamp: 2023-07-03 13:30:56.714597400, Action: 1, Price: 193.67, Shares: 10.0, Reward: -0.3276119748820285, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.0165486\n", "Step: 5443, Timestamp: 2023-07-03 13:30:58.426081886, Action: 1, Price: 193.69, Shares: 8.0, Reward: -0.07320924241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0164171\n", "Step: 5444, Timestamp: 2023-07-03 13:30:58.426103743, Action: 1, Price: 193.69, Shares: 12.0, Reward: -0.3711459156888894, Transaction Cost: 0.35466681568888936, Slippage: 0.0, Time Penalty: 0.0164791\n", "Step: 5445, Timestamp: 2023-07-03 13:30:58.426103743, Action: 1, Price: 193.69, Shares: 14.0, Reward: -0.05239760464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164791\n", "Step: 5446, Timestamp: 2023-07-03 13:30:58.428245703, Action: 2, Price: 193.7, Shares: 5.0, Reward: -0.37561654644634523, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0164315\n", "Step: 5447, Timestamp: 2023-07-03 13:30:58.434779272, Action: 2, Price: 193.71, Shares: 5.0, Reward: -0.18104196638366066, Transaction Cost: 0.16459926638366065, Slippage: 0.0, Time Penalty: 0.0164427\n", "Step: 5450, Timestamp: 2023-07-03 13:30:58.434817326, Action: 1, Price: 193.72, Shares: 15.0, Reward: -0.19637192322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167794\n", "Step: 5451, Timestamp: 2023-07-03 13:30:58.434817326, Action: 1, Price: 193.72, Shares: 8.0, Reward: -0.37596444644634525, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0167794\n", "Step: 5452, Timestamp: 2023-07-03 13:30:58.441305844, Action: 1, Price: 193.72, Shares: 15.0, Reward: -0.08323914241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.016447\n", "Step: 5453, Timestamp: 2023-07-03 13:30:59.008073, Action: 1, Price: 193.71, Shares: 7.0, Reward: -0.06242080464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0165023\n", "Step: 5454, Timestamp: 2023-07-03 13:30:59.558542092, Action: 1, Price: 193.71, Shares: 7.0, Reward: -0.19617392322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165814\n", "Step: 5455, Timestamp: 2023-07-03 13:30:59.558542092, Action: 1, Price: 193.71, Shares: 12.0, Reward: -0.37576644644634527, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165814\n", "Step: 5456, Timestamp: 2023-07-03 13:30:59.558542092, Action: 1, Price: 193.71, Shares: 4.0, Reward: -0.2705635820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165814\n", "Step: 5458, Timestamp: 2023-07-03 13:30:59.568925810, Action: 1, Price: 193.72, Shares: 8.0, Reward: -0.2422540012532364, Transaction Cost: 0.2257443012532364, Slippage: 0.0, Time Penalty: 0.0165097\n", "Step: 5461, Timestamp: 2023-07-03 13:31:00.770929083, Action: 1, Price: 193.71, Shares: 7.0, Reward: -0.18172326638366065, Transaction Cost: 0.16459926638366065, Slippage: 0.0, Time Penalty: 0.017124\n", "Step: 5462, Timestamp: 2023-07-03 13:31:00.770929083, Action: 1, Price: 193.71, Shares: 3.0, Reward: -0.19671652322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.017124\n", "Step: 5464, Timestamp: 2023-07-03 13:31:00.770929083, Action: 2, Price: 193.72, Shares: 7.0, Reward: -0.19671652322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.017124\n", "Step: 5465, Timestamp: 2023-07-03 13:31:00.770929083, Action: 1, Price: 193.72, Shares: 8.0, Reward: -0.18172326638366065, Transaction Cost: 0.16459926638366065, Slippage: 0.0, Time Penalty: 0.017124\n", "Step: 5466, Timestamp: 2023-07-03 13:31:00.770929083, Action: 1, Price: 193.72, Shares: 3.0, Reward: -0.3763090464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.017124\n", "Step: 5468, Timestamp: 2023-07-03 13:31:01.064725897, Action: 1, Price: 193.7, Shares: 3.0, Reward: -0.16323129083774707, Transaction Cost: 0.13677359083772775, Slippage: 0.010000000000019327, Time Penalty: 0.0164577\n", "Step: 5469, Timestamp: 2023-07-03 13:31:01.064773181, Action: 1, Price: 193.7, Shares: 10.0, Reward: -0.24060259056127875, Transaction Cost: 0.21400919056125942, Slippage: 0.010000000000019327, Time Penalty: 0.0165934\n", "Step: 5471, Timestamp: 2023-07-03 13:31:01.069195050, Action: 2, Price: 193.71, Shares: 5.0, Reward: -0.18102176638366066, Transaction Cost: 0.16459926638366065, Slippage: 0.0, Time Penalty: 0.0164225\n", "Step: 5472, Timestamp: 2023-07-03 13:31:01.069216496, Action: 1, Price: 193.71, Shares: 7.0, Reward: -0.08842910928926906, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.0165921\n", "Step: 5473, Timestamp: 2023-07-03 13:31:01.069216496, Action: 2, Price: 193.71, Shares: 4.0, Reward: -0.37577714644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165921\n", "Step: 5474, Timestamp: 2023-07-03 13:31:01.901883840, Action: 1, Price: 193.71, Shares: 4.0, Reward: -0.062458504644625434, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.01654\n", "Step: 5476, Timestamp: 2023-07-03 13:31:02.446525676, Action: 1, Price: 193.7, Shares: 5.0, Reward: -0.290504382043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0165222\n", "Step: 5478, Timestamp: 2023-07-03 13:31:02.753619459, Action: 1, Price: 193.72, Shares: 3.0, Reward: -0.27098668204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0170045\n", "Step: 5479, Timestamp: 2023-07-03 13:31:02.753619459, Action: 1, Price: 193.72, Shares: 12.0, Reward: -0.27098668204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0170045\n", "Step: 5480, Timestamp: 2023-07-03 13:31:02.753619459, Action: 1, Price: 193.72, Shares: 14.0, Reward: -0.3761895464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0170045\n", "Step: 5481, Timestamp: 2023-07-03 13:31:02.753619459, Action: 1, Price: 193.72, Shares: 9.0, Reward: -0.3761895464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0170045\n", "Step: 5482, Timestamp: 2023-07-03 13:31:02.753619459, Action: 1, Price: 193.72, Shares: 13.0, Reward: -0.3761895464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0170045\n", "Step: 5483, Timestamp: 2023-07-03 13:31:02.986843586, Action: 1, Price: 193.72, Shares: 4.0, Reward: -0.07244360464464476, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0165251\n", "Step: 5484, Timestamp: 2023-07-03 13:31:02.987628209, Action: 1, Price: 193.72, Shares: 8.0, Reward: -0.1509244499528023, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.0164991\n", "Step: 5487, Timestamp: 2023-07-03 13:31:03.088204598, Action: 1, Price: 193.7, Shares: 4.0, Reward: -0.08865927497642502, Transaction Cost: 0.062212674976405695, Slippage: 0.010000000000019327, Time Penalty: 0.0164466\n", "Step: 5488, Timestamp: 2023-07-03 13:31:03.136411785, Action: 1, Price: 193.7, Shares: 15.0, Reward: -0.16091474995282162, Transaction Cost: 0.12442534995281139, Slippage: 0.020000000000010232, Time Penalty: 0.0164894\n", "Step: 5489, Timestamp: 2023-07-03 13:31:03.136862123, Action: 1, Price: 193.69, Shares: 3.0, Reward: -0.1659303102342315, Transaction Cost: 0.12950601023422126, Slippage: 0.020000000000010232, Time Penalty: 0.0164243\n", "Step: 5490, Timestamp: 2023-07-03 13:31:03.142056200, Action: 1, Price: 193.69, Shares: 8.0, Reward: -0.06185721820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.016459\n", "Step: 5491, Timestamp: 2023-07-03 13:31:03.299059870, Action: 1, Price: 193.71, Shares: 4.0, Reward: -0.19103086638365155, Transaction Cost: 0.16459926638366065, Slippage: 0.009999999999990905, Time Penalty: 0.0164316\n", "Step: 5492, Timestamp: 2023-07-03 13:31:04.603037166, Action: 1, Price: 193.73, Shares: 3.0, Reward: -0.06760053640860315, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.0168041\n", "Step: 5493, Timestamp: 2023-07-03 13:31:04.649641058, Action: 2, Price: 193.73, Shares: 11.0, Reward: -0.08329684241221029, Transaction Cost: 0.056792142412190966, Slippage: 0.010000000000019327, Time Penalty: 0.0165047\n", "Step: 5494, Timestamp: 2023-07-03 13:31:05.532241540, Action: 1, Price: 193.73, Shares: 4.0, Reward: -0.27060288204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166207\n", "Step: 5496, Timestamp: 2023-07-03 13:31:05.532241540, Action: 1, Price: 193.73, Shares: 3.0, Reward: -0.27060288204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166207\n", "Step: 5497, Timestamp: 2023-07-03 13:31:05.532850314, Action: 1, Price: 193.74, Shares: 14.0, Reward: -0.09713351803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0168173\n", "Step: 5498, Timestamp: 2023-07-03 13:31:05.532850314, Action: 1, Price: 193.74, Shares: 5.0, Reward: -0.06080830435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0168173\n", "Step: 5499, Timestamp: 2023-07-03 13:31:05.532850314, Action: 1, Price: 193.74, Shares: 13.0, Reward: -0.27079948204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0168173\n", "Step: 5500, Timestamp: 2023-07-03 13:31:05.532851901, Action: 1, Price: 193.74, Shares: 14.0, Reward: -0.15364969102149878, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.0166586\n", "Step: 5501, Timestamp: 2023-07-03 13:31:05.533123010, Action: 1, Price: 193.75, Shares: 12.0, Reward: -0.19642802322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0168355\n", "Step: 5502, Timestamp: 2023-07-03 13:31:05.533123010, Action: 1, Price: 193.75, Shares: 4.0, Reward: -0.27081768204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0168355\n", "Step: 5503, Timestamp: 2023-07-03 13:31:05.533123010, Action: 1, Price: 193.75, Shares: 5.0, Reward: -0.5247998640860315, Transaction Cost: 0.5079643640860315, Slippage: 0.0, Time Penalty: 0.0168355\n", "Step: 5504, Timestamp: 2023-07-03 13:31:05.533123010, Action: 1, Price: 193.75, Shares: 5.0, Reward: -0.27081768204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0168355\n", "Step: 5505, Timestamp: 2023-07-03 13:31:05.533790764, Action: 1, Price: 193.76, Shares: 10.0, Reward: -0.06725983640860315, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.0164634\n", "Step: 5506, Timestamp: 2023-07-03 13:31:05.534149994, Action: 1, Price: 193.77, Shares: 5.0, Reward: -0.19647592322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0168834\n", "Step: 5507, Timestamp: 2023-07-03 13:31:05.534149994, Action: 1, Price: 193.77, Shares: 3.0, Reward: -0.1891424968449926, Transaction Cost: 0.1722590968449926, Slippage: 0.0, Time Penalty: 0.0168834\n", "Step: 5508, Timestamp: 2023-07-03 13:31:05.534156450, Action: 1, Price: 193.77, Shares: 8.0, Reward: -0.1960028232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164103\n", "Step: 5509, Timestamp: 2023-07-03 13:31:05.534207161, Action: 1, Price: 193.77, Shares: 9.0, Reward: -0.06733833640860315, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.0165419\n", "Step: 5510, Timestamp: 2023-07-03 13:31:05.534310462, Action: 1, Price: 193.77, Shares: 8.0, Reward: -0.33753397488201936, Transaction Cost: 0.31106337488202845, Slippage: 0.009999999999990905, Time Penalty: 0.0164706\n", "Step: 5511, Timestamp: 2023-07-03 13:31:05.534519609, Action: 1, Price: 193.77, Shares: 8.0, Reward: -0.213226924929208, Transaction Cost: 0.1866380249292171, Slippage: 0.009999999999990905, Time Penalty: 0.0165889\n", "Step: 5512, Timestamp: 2023-07-03 13:31:05.534548032, Action: 1, Price: 193.77, Shares: 8.0, Reward: -0.38200815486021295, Transaction Cost: 0.35557505486022206, Slippage: 0.009999999999990905, Time Penalty: 0.0164331\n", "Step: 5515, Timestamp: 2023-07-03 13:31:05.536419114, Action: 1, Price: 193.77, Shares: 5.0, Reward: -0.3758555464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0166705\n", "Step: 5516, Timestamp: 2023-07-03 13:31:05.536419114, Action: 1, Price: 193.77, Shares: 14.0, Reward: -0.27065268204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166705\n", "Step: 5517, Timestamp: 2023-07-03 13:31:05.536419710, Action: 1, Price: 193.77, Shares: 12.0, Reward: -0.46652094351570195, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.0166109\n", "Step: 5518, Timestamp: 2023-07-03 13:31:05.745519327, Action: 1, Price: 193.75, Shares: 6.0, Reward: -0.18012501857854835, Transaction Cost: 0.14367401857853812, Slippage: 0.020000000000010232, Time Penalty: 0.016451\n", "Step: 5520, Timestamp: 2023-07-03 13:31:05.914016142, Action: 1, Price: 193.73, Shares: 3.0, Reward: -0.06238070464465385, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0164622\n", "Step: 5521, Timestamp: 2023-07-03 13:31:06.098592940, Action: 2, Price: 193.74, Shares: 12.0, Reward: -0.2703914820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164093\n", "Step: 5522, Timestamp: 2023-07-03 13:31:06.098613994, Action: 2, Price: 193.74, Shares: 11.0, Reward: -0.5243912640860315, Transaction Cost: 0.5079643640860315, Slippage: 0.0, Time Penalty: 0.0164269\n", "Step: 5524, Timestamp: 2023-07-03 13:31:06.098698667, Action: 2, Price: 193.73, Shares: 3.0, Reward: -0.290566282043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0165841\n", "Step: 5525, Timestamp: 2023-07-03 13:31:06.487988107, Action: 1, Price: 193.73, Shares: 10.0, Reward: -0.27045608204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164739\n", "Step: 5526, Timestamp: 2023-07-03 13:31:06.488579320, Action: 2, Price: 193.74, Shares: 8.0, Reward: -0.27088718204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.016905\n", "Step: 5527, Timestamp: 2023-07-03 13:31:06.488579320, Action: 1, Price: 193.74, Shares: 4.0, Reward: -0.19649752322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.016905\n", "Step: 5528, Timestamp: 2023-07-03 13:31:06.488579320, Action: 2, Price: 193.74, Shares: 11.0, Reward: -0.11488700870313313, Transaction Cost: 0.08798200870314223, Slippage: 0.009999999999990905, Time Penalty: 0.016905\n", "Step: 5529, Timestamp: 2023-07-03 13:31:06.488606410, Action: 1, Price: 193.75, Shares: 7.0, Reward: -0.19620732322317264, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0166148\n", "Step: 5531, Timestamp: 2023-07-03 13:31:06.489868227, Action: 2, Price: 193.75, Shares: 13.0, Reward: -0.17299663194905823, Transaction Cost: 0.15656513194905822, Slippage: 0.0, Time Penalty: 0.0164315\n", "Step: 5533, Timestamp: 2023-07-03 13:31:06.765256717, Action: 1, Price: 193.76, Shares: 3.0, Reward: -0.19636562322317264, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167731\n", "Step: 5536, Timestamp: 2023-07-03 13:31:06.765256717, Action: 1, Price: 193.76, Shares: 13.0, Reward: -0.37595814644634523, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0167731\n", "Step: 5537, Timestamp: 2023-07-03 13:31:06.765290654, Action: 2, Price: 193.76, Shares: 3.0, Reward: -0.1537029910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.0167119\n", "Step: 5538, Timestamp: 2023-07-03 13:31:07.131152701, Action: 1, Price: 193.74, Shares: 3.0, Reward: -0.062452204644625434, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0165337\n", "Step: 5540, Timestamp: 2023-07-03 13:31:07.135780141, Action: 1, Price: 193.73, Shares: 9.0, Reward: -0.19637102322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167785\n", "Step: 5541, Timestamp: 2023-07-03 13:31:07.241450126, Action: 1, Price: 193.74, Shares: 9.0, Reward: -0.27056058204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165784\n", "Step: 5542, Timestamp: 2023-07-03 13:31:07.241450126, Action: 1, Price: 193.74, Shares: 5.0, Reward: -0.27056058204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165784\n", "Step: 5543, Timestamp: 2023-07-03 13:31:07.242090411, Action: 1, Price: 193.75, Shares: 12.0, Reward: -0.13007038482438193, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0164861\n", "Step: 5544, Timestamp: 2023-07-03 13:31:07.242605290, Action: 1, Price: 193.76, Shares: 12.0, Reward: -0.09700211803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0166859\n", "Step: 5545, Timestamp: 2023-07-03 13:31:07.242605290, Action: 2, Price: 193.76, Shares: 6.0, Reward: -0.19627842322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0166859\n", "Step: 5546, Timestamp: 2023-07-03 13:31:07.242605290, Action: 2, Price: 193.77, Shares: 7.0, Reward: -0.17731833607108943, Transaction Cost: 0.16063243607108943, Slippage: 0.0, Time Penalty: 0.0166859\n", "Step: 5547, Timestamp: 2023-07-03 13:31:07.355001855, Action: 2, Price: 193.75, Shares: 11.0, Reward: -0.3856196464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0164346\n", "Step: 5548, Timestamp: 2023-07-03 13:31:07.877418286, Action: 1, Price: 193.73, Shares: 12.0, Reward: -0.07240910464464476, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0164906\n", "Step: 5549, Timestamp: 2023-07-03 13:31:07.881677488, Action: 1, Price: 193.73, Shares: 11.0, Reward: -0.27050518204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.016523\n", "Step: 5551, Timestamp: 2023-07-03 13:31:08.068607097, Action: 2, Price: 193.74, Shares: 5.0, Reward: -0.11179103075502138, Transaction Cost: 0.09503143075502138, Slippage: 0.0, Time Penalty: 0.0167596\n", "Step: 5552, Timestamp: 2023-07-03 13:31:08.068607097, Action: 2, Price: 193.74, Shares: 11.0, Reward: -0.042157818204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0167596\n", "Step: 5555, Timestamp: 2023-07-03 13:31:08.073108028, Action: 1, Price: 193.76, Shares: 10.0, Reward: -0.37576064644634527, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165756\n", "Step: 5556, Timestamp: 2023-07-03 13:31:08.073108028, Action: 1, Price: 193.76, Shares: 8.0, Reward: -0.19616812322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165756\n", "Step: 5557, Timestamp: 2023-07-03 13:31:08.251990621, Action: 1, Price: 193.77, Shares: 13.0, Reward: -0.2136836522572041, Transaction Cost: 0.1967337522572041, Slippage: 0.0, Time Penalty: 0.0169499\n", "Step: 5558, Timestamp: 2023-07-03 13:31:08.251990621, Action: 1, Price: 193.77, Shares: 9.0, Reward: -0.1965424232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0169499\n", "Step: 5560, Timestamp: 2023-07-03 13:31:08.252308151, Action: 1, Price: 193.76, Shares: 12.0, Reward: -0.290561482043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0165793\n", "Step: 5561, Timestamp: 2023-07-03 13:31:08.252308151, Action: 1, Price: 193.76, Shares: 11.0, Reward: -0.09879197497641592, Transaction Cost: 0.062212674976405695, Slippage: 0.020000000000010232, Time Penalty: 0.0165793\n", "Step: 5562, Timestamp: 2023-07-03 13:31:08.252308151, Action: 1, Price: 193.76, Shares: 3.0, Reward: -0.3957643464463555, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.0165793\n", "Step: 5563, Timestamp: 2023-07-03 13:31:09.046411403, Action: 1, Price: 193.74, Shares: 5.0, Reward: -0.07235770464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0164392\n", "Step: 5565, Timestamp: 2023-07-03 13:31:09.377228893, Action: 1, Price: 193.7, Shares: 9.0, Reward: -0.07041680435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.0164258\n", "Step: 5566, Timestamp: 2023-07-03 13:31:09.377852827, Action: 1, Price: 193.69, Shares: 7.0, Reward: -0.15593341023421217, Transaction Cost: 0.12950601023422126, Slippage: 0.009999999999990905, Time Penalty: 0.0164274\n", "Step: 5567, Timestamp: 2023-07-03 13:31:09.378027752, Action: 1, Price: 193.69, Shares: 13.0, Reward: -0.15592411023421215, Transaction Cost: 0.12950601023422126, Slippage: 0.009999999999990905, Time Penalty: 0.0164181\n", "Step: 5568, Timestamp: 2023-07-03 13:31:09.378706627, Action: 2, Price: 193.69, Shares: 9.0, Reward: -0.15595941023421217, Transaction Cost: 0.12950601023422126, Slippage: 0.009999999999990905, Time Penalty: 0.0164534\n", "Step: 5569, Timestamp: 2023-07-03 13:31:09.380510905, Action: 1, Price: 193.7, Shares: 13.0, Reward: -0.2707872820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0168051\n", "Step: 5570, Timestamp: 2023-07-03 13:31:09.380510905, Action: 1, Price: 193.7, Shares: 5.0, Reward: -0.2707872820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0168051\n", "Step: 5571, Timestamp: 2023-07-03 13:31:09.380510905, Action: 1, Price: 193.7, Shares: 12.0, Reward: -0.06079610435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0168051\n", "Step: 5572, Timestamp: 2023-07-03 13:31:09.380534639, Action: 1, Price: 193.7, Shares: 8.0, Reward: -0.06068440435157112, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0166934\n", "Step: 5573, Timestamp: 2023-07-03 13:31:09.380541402, Action: 2, Price: 193.7, Shares: 5.0, Reward: -0.13193593635884004, Transaction Cost: 0.10471953635882071, Slippage: 0.010000000000019327, Time Penalty: 0.0172164\n", "Step: 5575, Timestamp: 2023-07-03 13:31:09.876512212, Action: 1, Price: 193.73, Shares: 7.0, Reward: -0.27059278204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166106\n", "Step: 5576, Timestamp: 2023-07-03 13:31:09.876512212, Action: 1, Price: 193.73, Shares: 13.0, Reward: -0.19620312322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0166106\n", "Step: 5578, Timestamp: 2023-07-03 13:31:09.876966510, Action: 2, Price: 193.73, Shares: 13.0, Reward: -0.05236000464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164415\n", "Step: 5579, Timestamp: 2023-07-03 13:31:10.093425927, Action: 1, Price: 193.73, Shares: 2.0, Reward: -0.09046020435157226, Transaction Cost: 0.04399100435157111, Slippage: 0.030000000000001137, Time Penalty: 0.0164692\n", "Step: 5580, Timestamp: 2023-07-03 13:31:10.686781311, Action: 2, Price: 193.72, Shares: 6.0, Reward: -0.15012138482439216, Transaction Cost: 0.11358428482438193, Slippage: 0.020000000000010232, Time Penalty: 0.0165371\n", "Step: 5581, Timestamp: 2023-07-03 13:31:10.833299307, Action: 1, Price: 193.72, Shares: 12.0, Reward: -0.08270010464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0167816\n", "Step: 5582, Timestamp: 2023-07-03 13:31:10.833299307, Action: 1, Price: 193.72, Shares: 3.0, Reward: -0.22637412322317377, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0167816\n", "Step: 5583, Timestamp: 2023-07-03 13:31:10.833299307, Action: 1, Price: 193.72, Shares: 13.0, Reward: -0.17377269102150902, Transaction Cost: 0.12699109102150788, Slippage: 0.030000000000001137, Time Penalty: 0.0167816\n", "Step: 5584, Timestamp: 2023-07-03 13:31:10.833299307, Action: 2, Price: 193.72, Shares: 6.0, Reward: -0.13101796012724354, Transaction Cost: 0.08423636012724241, Slippage: 0.030000000000001137, Time Penalty: 0.0167816\n", "Step: 5585, Timestamp: 2023-07-03 13:31:10.835137487, Action: 1, Price: 193.72, Shares: 3.0, Reward: -0.290435082043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164529\n", "Step: 5586, Timestamp: 2023-07-03 13:31:11.028572503, Action: 1, Price: 193.71, Shares: 5.0, Reward: -0.2226749174062856, Transaction Cost: 0.17596401740628445, Slippage: 0.030000000000001137, Time Penalty: 0.0167109\n", "Step: 5587, Timestamp: 2023-07-03 13:31:11.028572503, Action: 1, Price: 193.71, Shares: 11.0, Reward: -0.17370199102150902, Transaction Cost: 0.12699109102150788, Slippage: 0.030000000000001137, Time Penalty: 0.0167109\n", "Step: 5588, Timestamp: 2023-07-03 13:31:11.028572503, Action: 1, Price: 193.71, Shares: 13.0, Reward: -0.22630342322317376, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0167109\n", "Step: 5589, Timestamp: 2023-07-03 13:31:11.126670547, Action: 2, Price: 193.71, Shares: 4.0, Reward: -0.27041308204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164309\n", "Step: 5590, Timestamp: 2023-07-03 13:31:11.126691926, Action: 1, Price: 193.71, Shares: 9.0, Reward: -0.5244719640860315, Transaction Cost: 0.5079643640860315, Slippage: 0.0, Time Penalty: 0.0165076\n", "Step: 5591, Timestamp: 2023-07-03 13:31:11.126691926, Action: 2, Price: 193.71, Shares: 12.0, Reward: -0.17511942184874912, Transaction Cost: 0.1586118218487491, Slippage: 0.0, Time Penalty: 0.0165076\n", "Step: 5592, Timestamp: 2023-07-03 13:31:11.489903197, Action: 1, Price: 193.74, Shares: 12.0, Reward: -0.14362239102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0166313\n", "Step: 5593, Timestamp: 2023-07-03 13:31:11.518277315, Action: 1, Price: 193.73, Shares: 6.0, Reward: -0.1757488703093535, Transaction Cost: 0.13911177030934327, Slippage: 0.020000000000010232, Time Penalty: 0.0166371\n", "Step: 5594, Timestamp: 2023-07-03 13:31:11.518277315, Action: 1, Price: 193.73, Shares: 11.0, Reward: -0.09884977497641592, Transaction Cost: 0.062212674976405695, Slippage: 0.020000000000010232, Time Penalty: 0.0166371\n", "Step: 5595, Timestamp: 2023-07-03 13:31:11.555904531, Action: 1, Price: 193.73, Shares: 4.0, Reward: -0.2708223820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0168402\n", "Step: 5597, Timestamp: 2023-07-03 13:31:11.555904531, Action: 1, Price: 193.73, Shares: 9.0, Reward: -0.27308506160653423, Transaction Cost: 0.24624486160651493, Slippage: 0.010000000000019327, Time Penalty: 0.0168402\n", "Step: 5599, Timestamp: 2023-07-03 13:31:11.556532958, Action: 1, Price: 193.72, Shares: 8.0, Reward: -0.2753750999056137, Transaction Cost: 0.24885069990562278, Slippage: 0.009999999999990905, Time Penalty: 0.0165244\n", "Step: 5600, Timestamp: 2023-07-03 13:31:11.556535074, Action: 1, Price: 193.72, Shares: 10.0, Reward: -0.2752717999056137, Transaction Cost: 0.24885069990562278, Slippage: 0.009999999999990905, Time Penalty: 0.0164211\n", "Step: 5601, Timestamp: 2023-07-03 13:31:11.556598660, Action: 1, Price: 193.72, Shares: 5.0, Reward: -0.2646987058737718, Transaction Cost: 0.23825640587378089, Slippage: 0.009999999999990905, Time Penalty: 0.0164423\n", "Step: 5602, Timestamp: 2023-07-03 13:31:11.556604596, Action: 1, Price: 193.72, Shares: 9.0, Reward: -0.14005018482437284, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.0164659\n", "Step: 5603, Timestamp: 2023-07-03 13:31:11.556812915, Action: 1, Price: 193.73, Shares: 8.0, Reward: -0.27087788204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0168957\n", "Step: 5604, Timestamp: 2023-07-03 13:31:11.556812915, Action: 1, Price: 193.73, Shares: 3.0, Reward: -0.27087788204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0168957\n", "Step: 5606, Timestamp: 2023-07-03 13:31:11.581003652, Action: 1, Price: 193.73, Shares: 6.0, Reward: -0.1412827499528114, Transaction Cost: 0.12442534995281139, Slippage: 0.0, Time Penalty: 0.0168574\n", "Step: 5607, Timestamp: 2023-07-03 13:31:11.581060047, Action: 1, Price: 193.73, Shares: 4.0, Reward: -0.2380769329970913, Transaction Cost: 0.2214165329970913, Slippage: 0.0, Time Penalty: 0.0166604\n", "Step: 5608, Timestamp: 2023-07-03 13:31:11.581060047, Action: 1, Price: 193.73, Shares: 12.0, Reward: -0.1410857499528114, Transaction Cost: 0.12442534995281139, Slippage: 0.0, Time Penalty: 0.0166604\n", "Step: 5609, Timestamp: 2023-07-03 13:31:11.581135817, Action: 1, Price: 193.73, Shares: 12.0, Reward: -0.2382484329970913, Transaction Cost: 0.2214165329970913, Slippage: 0.0, Time Penalty: 0.0168319\n", "Step: 5610, Timestamp: 2023-07-03 13:31:11.581135817, Action: 2, Price: 193.73, Shares: 5.0, Reward: -0.229328639167292, Transaction Cost: 0.21249673916729198, Slippage: 0.0, Time Penalty: 0.0168319\n", "Step: 5613, Timestamp: 2023-07-03 13:31:11.627061862, Action: 1, Price: 193.74, Shares: 10.0, Reward: -0.2705634820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165813\n", "Step: 5614, Timestamp: 2023-07-03 13:31:11.863206282, Action: 1, Price: 193.77, Shares: 10.0, Reward: -0.3759557464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0167707\n", "Step: 5615, Timestamp: 2023-07-03 13:31:11.863206282, Action: 1, Price: 193.77, Shares: 12.0, Reward: -0.27075288204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167707\n", "Step: 5616, Timestamp: 2023-07-03 13:31:11.863206282, Action: 2, Price: 193.77, Shares: 3.0, Reward: -0.19273471740628445, Transaction Cost: 0.17596401740628445, Slippage: 0.0, Time Penalty: 0.0167707\n", "Step: 5617, Timestamp: 2023-07-03 13:31:11.863206282, Action: 1, Price: 193.77, Shares: 9.0, Reward: -0.19636322322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167707\n", "Step: 5618, Timestamp: 2023-07-03 13:31:12.406518561, Action: 1, Price: 193.76, Shares: 4.0, Reward: -0.06299820464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0170797\n", "Step: 5619, Timestamp: 2023-07-03 13:31:12.408778450, Action: 1, Price: 193.75, Shares: 9.0, Reward: -0.18516512184874, Transaction Cost: 0.1586118218487491, Slippage: 0.009999999999990905, Time Penalty: 0.0165533\n", "Step: 5620, Timestamp: 2023-07-03 13:31:12.409336673, Action: 1, Price: 193.74, Shares: 11.0, Reward: -0.20624402322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0166515\n", "Step: 5621, Timestamp: 2023-07-03 13:31:12.409336673, Action: 2, Price: 193.74, Shares: 3.0, Reward: -0.38583654644633614, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0166515\n", "Step: 5622, Timestamp: 2023-07-03 13:31:12.613221606, Action: 1, Price: 193.74, Shares: 8.0, Reward: -0.05239970464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164812\n", "Step: 5623, Timestamp: 2023-07-03 13:31:12.613246485, Action: 1, Price: 193.74, Shares: 7.0, Reward: -0.26806743251244164, Transaction Cost: 0.25142953251244166, Slippage: 0.0, Time Penalty: 0.0166379\n", "Step: 5624, Timestamp: 2023-07-03 13:31:12.613291846, Action: 1, Price: 193.75, Shares: 4.0, Reward: -0.14350179102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0165107\n", "Step: 5625, Timestamp: 2023-07-03 13:31:12.613291846, Action: 2, Price: 193.75, Shares: 4.0, Reward: -0.23646572175785552, Transaction Cost: 0.21995502175785553, Slippage: 0.0, Time Penalty: 0.0165107\n", "Step: 5626, Timestamp: 2023-07-03 13:31:12.618711931, Action: 1, Price: 193.74, Shares: 7.0, Reward: -0.21603812322315444, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0164456\n", "Step: 5628, Timestamp: 2023-07-03 13:31:13.154267097, Action: 1, Price: 193.75, Shares: 11.0, Reward: -0.1964333232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0168408\n", "Step: 5630, Timestamp: 2023-07-03 13:31:13.447380562, Action: 1, Price: 193.75, Shares: 9.0, Reward: -0.2466391476624037, Transaction Cost: 0.22999064766240368, Slippage: 0.0, Time Penalty: 0.0166485\n", "Step: 5631, Timestamp: 2023-07-03 13:31:13.447380562, Action: 1, Price: 193.75, Shares: 2.0, Reward: -0.27063068204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166485\n", "Step: 5632, Timestamp: 2023-07-03 13:31:13.538018526, Action: 1, Price: 193.76, Shares: 3.0, Reward: -0.19616132322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165688\n", "Step: 5633, Timestamp: 2023-07-03 13:31:15.220604345, Action: 1, Price: 193.75, Shares: 11.0, Reward: -0.07736113640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0165647\n", "Step: 5634, Timestamp: 2023-07-03 13:31:15.220604345, Action: 1, Price: 193.75, Shares: 8.0, Reward: -0.06248320464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0165647\n", "Step: 5635, Timestamp: 2023-07-03 13:31:15.242990374, Action: 1, Price: 193.76, Shares: 2.0, Reward: -0.12998568482438194, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0164014\n", "Step: 5636, Timestamp: 2023-07-03 13:31:15.243020118, Action: 1, Price: 193.76, Shares: 8.0, Reward: -0.15564637030934328, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.0165346\n", "Step: 5637, Timestamp: 2023-07-03 13:31:15.821218941, Action: 1, Price: 193.74, Shares: 4.0, Reward: -0.07044900435156201, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.016458\n", "Step: 5639, Timestamp: 2023-07-03 13:31:15.904488923, Action: 1, Price: 193.72, Shares: 11.0, Reward: -0.2804803820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164982\n", "Step: 5640, Timestamp: 2023-07-03 13:31:15.907324528, Action: 1, Price: 193.72, Shares: 3.0, Reward: -0.09264185461290472, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.0164472\n", "Step: 5643, Timestamp: 2023-07-03 13:31:15.907342703, Action: 1, Price: 193.72, Shares: 3.0, Reward: -0.21153321576341014, Transaction Cost: 0.19508741576341013, Slippage: 0.0, Time Penalty: 0.0164458\n", "Step: 5644, Timestamp: 2023-07-03 13:31:15.907345853, Action: 1, Price: 193.72, Shares: 8.0, Reward: -0.24653664766240369, Transaction Cost: 0.22999064766240368, Slippage: 0.0, Time Penalty: 0.016546\n", "Step: 5645, Timestamp: 2023-07-03 13:31:15.908124762, Action: 1, Price: 193.73, Shares: 10.0, Reward: -0.2653335999056228, Transaction Cost: 0.24885069990562278, Slippage: 0.0, Time Penalty: 0.0164829\n", "Step: 5646, Timestamp: 2023-07-03 13:31:15.908145434, Action: 2, Price: 193.73, Shares: 5.0, Reward: -0.27546382046844253, Transaction Cost: 0.2590120204684425, Slippage: 0.0, Time Penalty: 0.0164518\n", "Step: 5648, Timestamp: 2023-07-03 13:31:17.634297905, Action: 1, Price: 193.74, Shares: 5.0, Reward: -0.1731500319490582, Transaction Cost: 0.15656513194905822, Slippage: 0.0, Time Penalty: 0.0165849\n", "Step: 5649, Timestamp: 2023-07-03 13:31:19.079582087, Action: 2, Price: 193.76, Shares: 5.0, Reward: -0.21275221740629469, Transaction Cost: 0.17596401740628445, Slippage: 0.020000000000010232, Time Penalty: 0.0167882\n", "Step: 5650, Timestamp: 2023-07-03 13:31:19.079582087, Action: 2, Price: 193.76, Shares: 9.0, Reward: -0.21275221740629469, Transaction Cost: 0.17596401740628445, Slippage: 0.020000000000010232, Time Penalty: 0.0167882\n", "Step: 5651, Timestamp: 2023-07-03 13:31:19.190079741, Action: 1, Price: 193.75, Shares: 4.0, Reward: -0.08723843640861338, Transaction Cost: 0.05079643640860315, Slippage: 0.020000000000010232, Time Penalty: 0.016442\n", "Step: 5652, Timestamp: 2023-07-03 13:31:19.570675215, Action: 1, Price: 193.76, Shares: 3.0, Reward: -0.20610242322319194, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0165099\n", "Step: 5654, Timestamp: 2023-07-03 13:31:20.011505220, Action: 2, Price: 193.76, Shares: 5.0, Reward: -0.12760736649854565, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.0168991\n", "Step: 5655, Timestamp: 2023-07-03 13:31:20.011513181, Action: 2, Price: 193.76, Shares: 11.0, Reward: -0.23666372175785552, Transaction Cost: 0.21995502175785553, Slippage: 0.0, Time Penalty: 0.0167087\n", "Step: 5656, Timestamp: 2023-07-03 13:31:20.011574197, Action: 1, Price: 193.76, Shares: 6.0, Reward: -0.27419586250200795, Transaction Cost: 0.25776376250200794, Slippage: 0.0, Time Penalty: 0.0164321\n", "Step: 5657, Timestamp: 2023-07-03 13:31:20.011744963, Action: 1, Price: 193.76, Shares: 7.0, Reward: -0.6899467952516231, Transaction Cost: 0.673412095251623, Slippage: 0.0, Time Penalty: 0.0165347\n", "Step: 5658, Timestamp: 2023-07-03 13:31:20.011744963, Action: 2, Price: 193.76, Shares: 9.0, Reward: -0.3070671892598278, Transaction Cost: 0.28053248925980845, Slippage: 0.010000000000019327, Time Penalty: 0.0165347\n", "Step: 5659, Timestamp: 2023-07-03 13:31:20.011773424, Action: 1, Price: 193.76, Shares: 7.0, Reward: -0.23672452175785552, Transaction Cost: 0.21995502175785553, Slippage: 0.0, Time Penalty: 0.0167695\n", "Step: 5660, Timestamp: 2023-07-03 13:31:20.012104293, Action: 2, Price: 193.76, Shares: 8.0, Reward: -0.3138642223483262, Transaction Cost: 0.29727852234832625, Slippage: 0.0, Time Penalty: 0.0165857\n", "Step: 5661, Timestamp: 2023-07-03 13:31:21.058932437, Action: 1, Price: 193.77, Shares: 10.0, Reward: -0.27091918204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.016937\n", "Step: 5662, Timestamp: 2023-07-03 13:31:21.058965696, Action: 1, Price: 193.77, Shares: 6.0, Reward: -0.16379699083771865, Transaction Cost: 0.13677359083772775, Slippage: 0.009999999999990905, Time Penalty: 0.0170234\n", "Step: 5663, Timestamp: 2023-07-03 13:31:21.059335181, Action: 1, Price: 193.77, Shares: 3.0, Reward: -0.24661312175784644, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.0166581\n", "Step: 5664, Timestamp: 2023-07-03 13:31:21.061519831, Action: 2, Price: 193.77, Shares: 3.0, Reward: -0.10676771803553561, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0164515\n", "Step: 5665, Timestamp: 2023-07-03 13:31:21.062120482, Action: 1, Price: 193.77, Shares: 9.0, Reward: -0.2988030468568416, Transaction Cost: 0.2723655468568507, Slippage: 0.009999999999990905, Time Penalty: 0.0164375\n", "Step: 5666, Timestamp: 2023-07-03 13:31:21.062128702, Action: 1, Price: 193.77, Shares: 8.0, Reward: -0.24052819056125033, Transaction Cost: 0.21400919056125942, Slippage: 0.009999999999990905, Time Penalty: 0.016519\n", "Step: 5667, Timestamp: 2023-07-03 13:31:21.062144758, Action: 1, Price: 193.78, Shares: 7.0, Reward: -0.06054060435157112, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0165496\n", "Step: 5668, Timestamp: 2023-07-03 13:31:21.062144758, Action: 1, Price: 193.78, Shares: 11.0, Reward: -0.3515751078406374, Transaction Cost: 0.3350255078406374, Slippage: 0.0, Time Penalty: 0.0165496\n", "Step: 5669, Timestamp: 2023-07-03 13:31:21.062507745, Action: 1, Price: 193.78, Shares: 8.0, Reward: -0.4751585690068708, Transaction Cost: 0.45857676900687083, Slippage: 0.0, Time Penalty: 0.0165818\n", "Step: 5670, Timestamp: 2023-07-03 13:31:21.063089709, Action: 1, Price: 193.78, Shares: 2.0, Reward: -0.2806697820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166876\n", "Step: 5671, Timestamp: 2023-07-03 13:31:21.063089709, Action: 2, Price: 193.77, Shares: 6.0, Reward: -0.21628012322315443, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0166876\n", "Step: 5672, Timestamp: 2023-07-03 13:31:21.063089709, Action: 1, Price: 193.77, Shares: 4.0, Reward: -0.29066978204299754, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0166876\n", "Step: 5673, Timestamp: 2023-07-03 13:31:21.063089709, Action: 1, Price: 193.77, Shares: 8.0, Reward: -0.3382747313590926, Transaction Cost: 0.3015871313591108, Slippage: 0.01999999999998181, Time Penalty: 0.0166876\n", "Step: 5674, Timestamp: 2023-07-03 13:31:21.182951211, Action: 1, Price: 193.77, Shares: 4.0, Reward: -0.28065848204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166763\n", "Step: 5675, Timestamp: 2023-07-03 13:31:21.182951211, Action: 1, Price: 193.77, Shares: 8.0, Reward: -0.20626882322316353, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0166763\n", "Step: 5676, Timestamp: 2023-07-03 13:31:21.182951211, Action: 1, Price: 193.77, Shares: 10.0, Reward: -0.20264031740627536, Transaction Cost: 0.17596401740628445, Slippage: 0.009999999999990905, Time Penalty: 0.0166763\n", "Step: 5677, Timestamp: 2023-07-03 13:31:21.383322909, Action: 1, Price: 193.77, Shares: 3.0, Reward: -0.21614302322315443, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0165505\n", "Step: 5678, Timestamp: 2023-07-03 13:31:21.580159678, Action: 1, Price: 193.77, Shares: 4.0, Reward: -0.19604672322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164542\n", "Step: 5679, Timestamp: 2023-07-03 13:31:22.089236676, Action: 1, Price: 193.77, Shares: 8.0, Reward: -0.29075338204299755, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0167712\n", "Step: 5680, Timestamp: 2023-07-03 13:31:22.089236676, Action: 1, Price: 193.77, Shares: 8.0, Reward: -0.08076220435155293, Transaction Cost: 0.04399100435157111, Slippage: 0.01999999999998181, Time Penalty: 0.0167712\n", "Step: 5681, Timestamp: 2023-07-03 13:31:22.244424385, Action: 2, Price: 193.76, Shares: 7.0, Reward: -0.2805224820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0165403\n", "Step: 5682, Timestamp: 2023-07-03 13:31:22.405500895, Action: 1, Price: 193.76, Shares: 3.0, Reward: -0.2674070541066535, Transaction Cost: 0.24094865410663419, Slippage: 0.010000000000019327, Time Penalty: 0.0164584\n", "Step: 5684, Timestamp: 2023-07-03 13:31:22.844730060, Action: 1, Price: 193.76, Shares: 4.0, Reward: -0.2806655820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0166834\n", "Step: 5685, Timestamp: 2023-07-03 13:31:22.844730060, Action: 1, Price: 193.76, Shares: 10.0, Reward: -0.06260190464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0166834\n", "Step: 5686, Timestamp: 2023-07-03 13:31:22.844826130, Action: 1, Price: 193.76, Shares: 9.0, Reward: -0.28049818204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.016516\n", "Step: 5687, Timestamp: 2023-07-03 13:31:22.844836735, Action: 1, Price: 193.76, Shares: 10.0, Reward: -0.2805751820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.016593\n", "Step: 5688, Timestamp: 2023-07-03 13:31:23.352615086, Action: 1, Price: 193.76, Shares: 6.0, Reward: -0.2805182820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0165361\n", "Step: 5689, Timestamp: 2023-07-03 13:31:23.352668420, Action: 1, Price: 193.77, Shares: 6.0, Reward: -0.45640724351571105, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.0164972\n", "Step: 5690, Timestamp: 2023-07-03 13:31:23.352668420, Action: 1, Price: 193.77, Shares: 4.0, Reward: -0.1960897232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164972\n", "Step: 5691, Timestamp: 2023-07-03 13:31:23.415406830, Action: 1, Price: 193.78, Shares: 7.0, Reward: -0.27062088204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166387\n", "Step: 5692, Timestamp: 2023-07-03 13:31:23.415406830, Action: 2, Price: 193.78, Shares: 9.0, Reward: -0.27062088204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166387\n", "Step: 5695, Timestamp: 2023-07-03 13:31:23.546604494, Action: 1, Price: 193.8, Shares: 4.0, Reward: -0.09282345461290473, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.0166288\n", "Step: 5697, Timestamp: 2023-07-03 13:31:23.546704225, Action: 1, Price: 193.8, Shares: 3.0, Reward: -0.2755628204684425, Transaction Cost: 0.2590120204684425, Slippage: 0.0, Time Penalty: 0.0165508\n", "Step: 5698, Timestamp: 2023-07-03 13:31:23.549068091, Action: 1, Price: 193.8, Shares: 9.0, Reward: -0.27059848204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166163\n", "Step: 5700, Timestamp: 2023-07-03 13:31:23.549068091, Action: 1, Price: 193.8, Shares: 8.0, Reward: -0.12437181393390358, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.0166163\n", "Step: 5701, Timestamp: 2023-07-03 13:31:23.550499351, Action: 1, Price: 193.8, Shares: 9.0, Reward: -0.38574494644633617, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0165599\n", "Step: 5702, Timestamp: 2023-07-03 13:31:23.551029232, Action: 1, Price: 193.79, Shares: 8.0, Reward: -0.2754867999056421, Transaction Cost: 0.24885069990562278, Slippage: 0.010000000000019327, Time Penalty: 0.0166361\n", "Step: 5704, Timestamp: 2023-07-03 13:31:23.551102979, Action: 2, Price: 193.79, Shares: 5.0, Reward: -0.14028398482440127, Transaction Cost: 0.11358428482438193, Slippage: 0.010000000000019327, Time Penalty: 0.0166997\n", "Step: 5705, Timestamp: 2023-07-03 13:31:23.643048715, Action: 2, Price: 193.79, Shares: 3.0, Reward: -0.21605852322318286, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.016466\n", "Step: 5706, Timestamp: 2023-07-03 13:31:24.832943098, Action: 1, Price: 193.79, Shares: 8.0, Reward: -0.09705901803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0167428\n", "Step: 5707, Timestamp: 2023-07-03 13:31:25.092360936, Action: 2, Price: 193.78, Shares: 10.0, Reward: -0.20636192322316352, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0167694\n", "Step: 5708, Timestamp: 2023-07-03 13:31:25.092360936, Action: 1, Price: 193.78, Shares: 3.0, Reward: -0.38595444644633614, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0167694\n", "Step: 5709, Timestamp: 2023-07-03 13:31:25.092360936, Action: 1, Price: 193.78, Shares: 6.0, Reward: -0.06268790464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0167694\n", "Step: 5710, Timestamp: 2023-07-03 13:31:25.092360936, Action: 1, Price: 193.78, Shares: 5.0, Reward: -0.1511947499528023, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.0167694\n", "Step: 5711, Timestamp: 2023-07-03 13:31:25.093577417, Action: 2, Price: 193.77, Shares: 6.0, Reward: -0.16588997030933417, Transaction Cost: 0.13911177030934327, Slippage: 0.009999999999990905, Time Penalty: 0.0167782\n", "Step: 5713, Timestamp: 2023-07-03 13:31:25.093577417, Action: 1, Price: 193.77, Shares: 2.0, Reward: -0.2807603820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0167782\n", "Step: 5714, Timestamp: 2023-07-03 13:31:25.094078652, Action: 1, Price: 193.77, Shares: 5.0, Reward: -0.062395504644625434, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.016477\n", "Step: 5715, Timestamp: 2023-07-03 13:31:25.420825275, Action: 1, Price: 193.77, Shares: 6.0, Reward: -0.05189321820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.016495\n", "Step: 5716, Timestamp: 2023-07-03 13:31:25.490312508, Action: 1, Price: 193.77, Shares: 3.0, Reward: -0.20605892322316352, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0164664\n", "Step: 5717, Timestamp: 2023-07-03 13:31:26.436427816, Action: 2, Price: 193.77, Shares: 5.0, Reward: -0.09405776911272636, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.0168604\n", "Step: 5718, Timestamp: 2023-07-03 13:31:26.735083278, Action: 1, Price: 193.78, Shares: 3.0, Reward: -0.19962295608206454, Transaction Cost: 0.18314915608206453, Slippage: 0.0, Time Penalty: 0.0164738\n", "Step: 5719, Timestamp: 2023-07-03 13:31:26.735111778, Action: 2, Price: 193.78, Shares: 4.0, Reward: -0.12711536649854566, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.0164071\n", "Step: 5720, Timestamp: 2023-07-03 13:31:26.735209155, Action: 2, Price: 193.78, Shares: 10.0, Reward: -0.15327979083772775, Transaction Cost: 0.13677359083772775, Slippage: 0.0, Time Penalty: 0.0165062\n", "Step: 5721, Timestamp: 2023-07-03 13:31:26.735209155, Action: 2, Price: 193.78, Shares: 7.0, Reward: -0.19609872322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165062\n", "Step: 5722, Timestamp: 2023-07-03 13:31:26.735257128, Action: 2, Price: 193.79, Shares: 5.0, Reward: -0.3759116464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0167266\n", "Step: 5723, Timestamp: 2023-07-03 13:31:26.735257128, Action: 1, Price: 193.79, Shares: 6.0, Reward: -0.19631912322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167266\n", "Step: 5725, Timestamp: 2023-07-03 13:31:27.033714363, Action: 1, Price: 193.79, Shares: 5.0, Reward: -0.052361704644634535, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164432\n", "Step: 5726, Timestamp: 2023-07-03 13:31:28.103870730, Action: 1, Price: 193.78, Shares: 7.0, Reward: -0.3960170464463555, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.016832\n", "Step: 5727, Timestamp: 2023-07-03 13:31:28.103870730, Action: 1, Price: 193.78, Shares: 2.0, Reward: -0.08762843640861338, Transaction Cost: 0.05079643640860315, Slippage: 0.020000000000010232, Time Penalty: 0.016832\n", "Step: 5728, Timestamp: 2023-07-03 13:31:28.103870730, Action: 1, Price: 193.78, Shares: 4.0, Reward: -0.21279601740629467, Transaction Cost: 0.17596401740628445, Slippage: 0.020000000000010232, Time Penalty: 0.016832\n", "Step: 5729, Timestamp: 2023-07-03 13:31:28.671120933, Action: 1, Price: 193.79, Shares: 10.0, Reward: -0.2024195174063038, Transaction Cost: 0.17596401740628445, Slippage: 0.010000000000019327, Time Penalty: 0.0164555\n", "Step: 5730, Timestamp: 2023-07-03 13:31:28.699029161, Action: 1, Price: 193.79, Shares: 3.0, Reward: -0.041953918204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165557\n", "Step: 5731, Timestamp: 2023-07-03 13:31:28.703566336, Action: 1, Price: 193.78, Shares: 2.0, Reward: -0.16122204995282163, Transaction Cost: 0.12442534995281139, Slippage: 0.020000000000010232, Time Penalty: 0.0167967\n", "Step: 5733, Timestamp: 2023-07-03 13:31:28.703566336, Action: 1, Price: 193.78, Shares: 6.0, Reward: -0.1637877910215181, Transaction Cost: 0.12699109102150788, Slippage: 0.020000000000010232, Time Penalty: 0.0167967\n", "Step: 5734, Timestamp: 2023-07-03 13:31:28.703566336, Action: 1, Price: 193.78, Shares: 4.0, Reward: -0.3959817464463555, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.0167967\n", "Step: 5735, Timestamp: 2023-07-03 13:31:28.703566336, Action: 1, Price: 193.78, Shares: 6.0, Reward: -0.21638922322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0167967\n", "Step: 5737, Timestamp: 2023-07-03 13:31:28.751498438, Action: 2, Price: 193.79, Shares: 10.0, Reward: -0.37597154644634523, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0167865\n", "Step: 5738, Timestamp: 2023-07-03 13:31:28.751498438, Action: 1, Price: 193.79, Shares: 3.0, Reward: -0.19637902322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167865\n", "Step: 5739, Timestamp: 2023-07-03 13:31:28.751498438, Action: 1, Price: 193.79, Shares: 6.0, Reward: -0.11102286012726173, Transaction Cost: 0.08423636012724241, Slippage: 0.010000000000019327, Time Penalty: 0.0167865\n", "Step: 5742, Timestamp: 2023-07-03 13:31:29.124492443, Action: 2, Price: 193.78, Shares: 8.0, Reward: -0.21619912322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0166066\n", "Step: 5743, Timestamp: 2023-07-03 13:31:29.124492443, Action: 1, Price: 193.78, Shares: 3.0, Reward: -0.1316380307550316, Transaction Cost: 0.09503143075502138, Slippage: 0.020000000000010232, Time Penalty: 0.0166066\n", "Step: 5745, Timestamp: 2023-07-03 13:31:30.046761214, Action: 1, Price: 193.78, Shares: 8.0, Reward: -0.21622742322318286, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0166349\n", "Step: 5747, Timestamp: 2023-07-03 13:31:30.287396304, Action: 1, Price: 193.77, Shares: 5.0, Reward: -0.39585374644632704, Transaction Cost: 0.35918504644634525, Slippage: 0.01999999999998181, Time Penalty: 0.0166687\n", "Step: 5748, Timestamp: 2023-07-03 13:31:30.287396304, Action: 1, Price: 193.77, Shares: 7.0, Reward: -0.07258720464461635, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0166687\n", "Step: 5750, Timestamp: 2023-07-03 13:31:30.735172996, Action: 1, Price: 193.77, Shares: 6.0, Reward: -0.20601572322316353, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0164232\n", "Step: 5751, Timestamp: 2023-07-03 13:31:30.828120993, Action: 2, Price: 193.77, Shares: 6.0, Reward: -0.20625592322316352, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0166634\n", "Step: 5752, Timestamp: 2023-07-03 13:31:30.868903545, Action: 1, Price: 193.77, Shares: 6.0, Reward: -0.14370959102150788, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0167185\n", "Step: 5753, Timestamp: 2023-07-03 13:31:30.868903545, Action: 1, Price: 193.78, Shares: 3.0, Reward: -0.14370959102150788, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0167185\n", "Step: 5754, Timestamp: 2023-07-03 13:31:30.868903545, Action: 2, Price: 193.78, Shares: 5.0, Reward: -0.37590354644634527, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0167185\n", "Step: 5755, Timestamp: 2023-07-03 13:31:30.868903545, Action: 1, Price: 193.78, Shares: 8.0, Reward: -0.2707006820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167185\n", "Step: 5756, Timestamp: 2023-07-03 13:31:30.868903545, Action: 1, Price: 193.78, Shares: 9.0, Reward: -0.27150618204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.017524\n", "Step: 5758, Timestamp: 2023-07-03 13:31:30.868903545, Action: 1, Price: 193.79, Shares: 7.0, Reward: -0.1445150910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.017524\n", "Step: 5759, Timestamp: 2023-07-03 13:31:30.868903545, Action: 1, Price: 193.79, Shares: 9.0, Reward: -0.37670904644634523, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.017524\n", "Step: 5761, Timestamp: 2023-07-03 13:31:30.868903545, Action: 1, Price: 193.79, Shares: 6.0, Reward: -0.27150618204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.017524\n", "Step: 5762, Timestamp: 2023-07-03 13:31:30.868903545, Action: 1, Price: 193.79, Shares: 3.0, Reward: -0.19711652322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.017524\n", "Step: 5763, Timestamp: 2023-07-03 13:31:30.868903545, Action: 1, Price: 193.79, Shares: 8.0, Reward: -0.2092763423933565, Transaction Cost: 0.19175234239335648, Slippage: 0.0, Time Penalty: 0.017524\n", "Step: 5764, Timestamp: 2023-07-03 13:31:30.868903545, Action: 1, Price: 193.79, Shares: 8.0, Reward: -0.27150618204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.017524\n", "Step: 5765, Timestamp: 2023-07-03 13:31:30.869212373, Action: 1, Price: 193.79, Shares: 2.0, Reward: -0.14349119102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0165001\n", "Step: 5766, Timestamp: 2023-07-03 13:31:30.869350099, Action: 1, Price: 193.78, Shares: 6.0, Reward: -0.09864537497641593, Transaction Cost: 0.062212674976405695, Slippage: 0.020000000000010232, Time Penalty: 0.0164327\n", "Step: 5767, Timestamp: 2023-07-03 13:31:30.899866360, Action: 1, Price: 193.77, Shares: 9.0, Reward: -0.20614202322316352, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0165495\n", "Step: 5768, Timestamp: 2023-07-03 13:31:30.899866360, Action: 1, Price: 193.77, Shares: 10.0, Reward: -0.06246800464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0165495\n", "Step: 5769, Timestamp: 2023-07-03 13:31:31.050844121, Action: 1, Price: 193.77, Shares: 5.0, Reward: -0.27046588204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164837\n", "Step: 5770, Timestamp: 2023-07-03 13:31:31.050939108, Action: 1, Price: 193.77, Shares: 8.0, Reward: -0.08879960928926905, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.0169626\n", "Step: 5774, Timestamp: 2023-07-03 13:31:31.050939108, Action: 2, Price: 193.78, Shares: 2.0, Reward: -0.14395369102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0169626\n", "Step: 5775, Timestamp: 2023-07-03 13:31:31.051125152, Action: 1, Price: 193.77, Shares: 4.0, Reward: -0.2805804820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165983\n", "Step: 5776, Timestamp: 2023-07-03 13:31:31.051125152, Action: 1, Price: 193.77, Shares: 8.0, Reward: -0.0888109749763966, Transaction Cost: 0.062212674976405695, Slippage: 0.009999999999990905, Time Penalty: 0.0165983\n", "Step: 5777, Timestamp: 2023-07-03 13:31:31.051125152, Action: 1, Price: 193.77, Shares: 7.0, Reward: -0.38578334644633616, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0165983\n", "Step: 5778, Timestamp: 2023-07-03 13:31:31.051386561, Action: 1, Price: 193.77, Shares: 7.0, Reward: -0.26787033251244163, Transaction Cost: 0.25142953251244166, Slippage: 0.0, Time Penalty: 0.0164408\n", "Step: 5779, Timestamp: 2023-07-03 13:31:31.681231656, Action: 1, Price: 193.76, Shares: 7.0, Reward: -0.28044238204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164602\n", "Step: 5780, Timestamp: 2023-07-03 13:31:31.681269843, Action: 2, Price: 193.76, Shares: 5.0, Reward: -0.20653212322319195, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0169396\n", "Step: 5782, Timestamp: 2023-07-03 13:31:31.681269843, Action: 1, Price: 193.76, Shares: 9.0, Reward: -0.3380029748820478, Transaction Cost: 0.31106337488202845, Slippage: 0.010000000000019327, Time Penalty: 0.0169396\n", "Step: 5783, Timestamp: 2023-07-03 13:31:31.681304487, Action: 1, Price: 193.76, Shares: 5.0, Reward: -0.2806211820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.016639\n", "Step: 5784, Timestamp: 2023-07-03 13:31:31.681604476, Action: 1, Price: 193.76, Shares: 9.0, Reward: -0.22968654563443194, Transaction Cost: 0.2031857456344126, Slippage: 0.010000000000019327, Time Penalty: 0.0165008\n", "Step: 5785, Timestamp: 2023-07-03 13:31:31.681608965, Action: 1, Price: 193.76, Shares: 2.0, Reward: -0.17896090922582877, Transaction Cost: 0.15238930922580946, Slippage: 0.010000000000019327, Time Penalty: 0.0165716\n", "Step: 5786, Timestamp: 2023-07-03 13:31:31.681608965, Action: 1, Price: 193.76, Shares: 8.0, Reward: -0.22975734563443193, Transaction Cost: 0.2031857456344126, Slippage: 0.010000000000019327, Time Penalty: 0.0165716\n", "Step: 5787, Timestamp: 2023-07-03 13:31:31.813357359, Action: 1, Price: 193.76, Shares: 4.0, Reward: -0.2806679820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0166858\n", "Step: 5788, Timestamp: 2023-07-03 13:31:31.813357359, Action: 1, Price: 193.76, Shares: 7.0, Reward: -0.06260430464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0166858\n", "Step: 5789, Timestamp: 2023-07-03 13:31:31.813357359, Action: 1, Price: 193.76, Shares: 2.0, Reward: -0.28319523017996073, Transaction Cost: 0.25650943017994143, Slippage: 0.010000000000019327, Time Penalty: 0.0166858\n", "Step: 5790, Timestamp: 2023-07-03 13:31:31.813581875, Action: 1, Price: 193.76, Shares: 2.0, Reward: -0.09360646911275478, Transaction Cost: 0.06719736911273545, Slippage: 0.010000000000019327, Time Penalty: 0.0164091\n", "Step: 5791, Timestamp: 2023-07-03 13:31:31.815463428, Action: 1, Price: 193.77, Shares: 2.0, Reward: -0.27045778204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164756\n", "Step: 5792, Timestamp: 2023-07-03 13:31:32.044903274, Action: 1, Price: 193.79, Shares: 5.0, Reward: -0.27042758204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164454\n", "Step: 5793, Timestamp: 2023-07-03 13:31:32.597400754, Action: 2, Price: 193.785, Shares: 5.0, Reward: -0.28553808204303055, Transaction Cost: 0.25398218204301576, Slippage: 0.01500000000001478, Time Penalty: 0.0165559\n", "Step: 5794, Timestamp: 2023-07-03 13:31:33.497696851, Action: 1, Price: 193.785, Shares: 4.0, Reward: -0.2110030232231874, Transaction Cost: 0.17959252322317262, Slippage: 0.01500000000001478, Time Penalty: 0.0164105\n", "Step: 5795, Timestamp: 2023-07-03 13:31:34.387811827, Action: 2, Price: 193.8, Shares: 5.0, Reward: -0.2707566820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167745\n", "Step: 5796, Timestamp: 2023-07-03 13:31:34.387811827, Action: 1, Price: 193.8, Shares: 4.0, Reward: -0.2707566820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167745\n", "Step: 5797, Timestamp: 2023-07-03 13:31:34.387811827, Action: 1, Price: 193.8, Shares: 8.0, Reward: -0.042172718204301574, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0167745\n", "Step: 5799, Timestamp: 2023-07-03 13:31:34.394136293, Action: 1, Price: 193.8, Shares: 6.0, Reward: -0.08336614241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.016574\n", "Step: 5800, Timestamp: 2023-07-03 13:31:34.499785600, Action: 2, Price: 193.8, Shares: 4.0, Reward: -0.354690812901373, Transaction Cost: 0.3282173129013821, Slippage: 0.009999999999990905, Time Penalty: 0.0164735\n", "Step: 5801, Timestamp: 2023-07-03 13:31:34.558543413, Action: 2, Price: 193.8, Shares: 5.0, Reward: -0.34770757214216974, Transaction Cost: 0.32126487214217886, Slippage: 0.009999999999990905, Time Penalty: 0.0164427\n", "Step: 5802, Timestamp: 2023-07-03 13:31:34.559076923, Action: 1, Price: 193.8, Shares: 8.0, Reward: -0.28044498204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164628\n", "Step: 5803, Timestamp: 2023-07-03 13:31:35.083192619, Action: 1, Price: 193.8, Shares: 5.0, Reward: -0.6508822608099588, Transaction Cost: 0.624197060809968, Slippage: 0.009999999999990905, Time Penalty: 0.0166852\n", "Step: 5805, Timestamp: 2023-07-03 13:31:35.351270779, Action: 1, Price: 193.81, Shares: 5.0, Reward: -0.19634232322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167498\n", "Step: 5806, Timestamp: 2023-07-03 13:31:35.351270779, Action: 1, Price: 193.81, Shares: 4.0, Reward: -0.08354194241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0167498\n", "Step: 5807, Timestamp: 2023-07-03 13:31:35.352225774, Action: 2, Price: 193.82, Shares: 3.0, Reward: -0.27067678204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166946\n", "Step: 5808, Timestamp: 2023-07-03 13:31:35.352225774, Action: 1, Price: 193.82, Shares: 5.0, Reward: -0.19628712322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0166946\n", "Step: 5809, Timestamp: 2023-07-03 13:31:35.352225774, Action: 1, Price: 193.82, Shares: 7.0, Reward: -0.27067678204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166946\n", "Step: 5810, Timestamp: 2023-07-03 13:31:35.353543820, Action: 1, Price: 193.82, Shares: 4.0, Reward: -0.2807176820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0167355\n", "Step: 5812, Timestamp: 2023-07-03 13:31:35.353543820, Action: 1, Price: 193.83, Shares: 3.0, Reward: -0.11176693075502138, Transaction Cost: 0.09503143075502138, Slippage: 0.0, Time Penalty: 0.0167355\n", "Step: 5813, Timestamp: 2023-07-03 13:31:35.739515528, Action: 1, Price: 193.83, Shares: 7.0, Reward: -0.16897910922580944, Transaction Cost: 0.15238930922580946, Slippage: 0.0, Time Penalty: 0.0165898\n", "Step: 5814, Timestamp: 2023-07-03 13:31:35.739515528, Action: 1, Price: 193.83, Shares: 8.0, Reward: -0.27057198204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165898\n", "Step: 5815, Timestamp: 2023-07-03 13:31:36.085610437, Action: 2, Price: 193.83, Shares: 2.0, Reward: -0.21622992322315443, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0166374\n", "Step: 5816, Timestamp: 2023-07-03 13:31:36.085610437, Action: 2, Price: 193.83, Shares: 6.0, Reward: -0.2070138272365547, Transaction Cost: 0.1703764272365729, Slippage: 0.01999999999998181, Time Penalty: 0.0166374\n", "Step: 5817, Timestamp: 2023-07-03 13:31:36.214263609, Action: 2, Price: 193.84, Shares: 8.0, Reward: -0.10442200870314222, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.01644\n", "Step: 5818, Timestamp: 2023-07-03 13:31:36.639560221, Action: 1, Price: 193.85, Shares: 2.0, Reward: -0.2707103820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167282\n", "Step: 5820, Timestamp: 2023-07-03 13:31:36.639560221, Action: 1, Price: 193.85, Shares: 8.0, Reward: -0.09704441803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0167282\n", "Step: 5821, Timestamp: 2023-07-03 13:31:36.639712499, Action: 2, Price: 193.86, Shares: 2.0, Reward: -0.2706060820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166239\n", "Step: 5823, Timestamp: 2023-07-03 13:31:36.640398200, Action: 2, Price: 193.87, Shares: 9.0, Reward: -0.26809283251244165, Transaction Cost: 0.25142953251244166, Slippage: 0.0, Time Penalty: 0.0166633\n", "Step: 5824, Timestamp: 2023-07-03 13:31:36.640465802, Action: 1, Price: 193.87, Shares: 5.0, Reward: -0.05277890464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0168604\n", "Step: 5825, Timestamp: 2023-07-03 13:31:36.640465802, Action: 1, Price: 193.87, Shares: 7.0, Reward: -0.05277890464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0168604\n", "Step: 5826, Timestamp: 2023-07-03 13:31:36.640465802, Action: 1, Price: 193.87, Shares: 2.0, Reward: -0.04225861820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0168604\n", "Step: 5827, Timestamp: 2023-07-03 13:31:36.640465802, Action: 1, Price: 193.87, Shares: 2.0, Reward: -0.09717661803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0168604\n", "Step: 5828, Timestamp: 2023-07-03 13:31:36.640465802, Action: 2, Price: 193.87, Shares: 9.0, Reward: -0.27176078204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0177786\n", "Step: 5832, Timestamp: 2023-07-03 13:31:36.640465802, Action: 2, Price: 193.87, Shares: 9.0, Reward: -0.19737112322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0177786\n", "Step: 5833, Timestamp: 2023-07-03 13:31:36.640465802, Action: 1, Price: 193.87, Shares: 4.0, Reward: -0.05369710464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0177786\n", "Step: 5834, Timestamp: 2023-07-03 13:31:36.641642834, Action: 1, Price: 193.88, Shares: 4.0, Reward: -0.09721291803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0168967\n", "Step: 5835, Timestamp: 2023-07-03 13:31:36.641642834, Action: 1, Price: 193.88, Shares: 2.0, Reward: -0.13048098482438192, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0168967\n", "Step: 5836, Timestamp: 2023-07-03 13:31:36.641642834, Action: 1, Price: 193.88, Shares: 9.0, Reward: -0.042294918204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0168967\n", "Step: 5839, Timestamp: 2023-07-03 13:31:36.641655370, Action: 1, Price: 193.88, Shares: 8.0, Reward: -0.21072836713718307, Transaction Cost: 0.19342706713718308, Slippage: 0.0, Time Penalty: 0.0173013\n", "Step: 5840, Timestamp: 2023-07-03 13:31:36.641655370, Action: 1, Price: 193.88, Shares: 2.0, Reward: -0.19868085751853382, Transaction Cost: 0.18137955751853382, Slippage: 0.0, Time Penalty: 0.0173013\n", "Step: 5841, Timestamp: 2023-07-03 13:31:36.641655370, Action: 1, Price: 193.88, Shares: 4.0, Reward: -0.10153766012724241, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.0173013\n", "Step: 5842, Timestamp: 2023-07-03 13:31:36.641655370, Action: 2, Price: 193.88, Shares: 9.0, Reward: -0.2712834820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0173013\n", "Step: 5843, Timestamp: 2023-07-03 13:31:36.641655370, Action: 1, Price: 193.88, Shares: 2.0, Reward: -0.07409344241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0173013\n", "Step: 5844, Timestamp: 2023-07-03 13:31:36.642900738, Action: 1, Price: 193.87, Shares: 8.0, Reward: -0.2906658820429976, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0166837\n", "Step: 5845, Timestamp: 2023-07-03 13:31:36.642900738, Action: 1, Price: 193.87, Shares: 3.0, Reward: -0.3958687464463271, Transaction Cost: 0.35918504644634525, Slippage: 0.01999999999998181, Time Penalty: 0.0166837\n", "Step: 5846, Timestamp: 2023-07-03 13:31:36.642900738, Action: 1, Price: 193.87, Shares: 2.0, Reward: -0.12092006012722421, Transaction Cost: 0.08423636012724241, Slippage: 0.01999999999998181, Time Penalty: 0.0166837\n", "Step: 5847, Timestamp: 2023-07-03 13:31:36.642900738, Action: 1, Price: 193.87, Shares: 2.0, Reward: -0.08748013640858496, Transaction Cost: 0.05079643640860315, Slippage: 0.01999999999998181, Time Penalty: 0.0166837\n", "Step: 5848, Timestamp: 2023-07-03 13:31:36.643157275, Action: 1, Price: 193.87, Shares: 7.0, Reward: -0.38580284644633617, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0166178\n", "Step: 5849, Timestamp: 2023-07-03 13:31:36.643157275, Action: 2, Price: 193.87, Shares: 2.0, Reward: -0.05201601820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166178\n", "Step: 5850, Timestamp: 2023-07-03 13:31:36.692916788, Action: 1, Price: 193.87, Shares: 1.0, Reward: -0.04193551820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165373\n", "Step: 5855, Timestamp: 2023-07-03 13:31:38.291836652, Action: 2, Price: 193.86, Shares: 7.0, Reward: -0.39585194644632704, Transaction Cost: 0.35918504644634525, Slippage: 0.01999999999998181, Time Penalty: 0.0166669\n", "Step: 5858, Timestamp: 2023-07-03 13:31:39.949459224, Action: 1, Price: 193.86, Shares: 6.0, Reward: -0.29085168204299755, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0168695\n", "Step: 5859, Timestamp: 2023-07-03 13:31:39.949459224, Action: 1, Price: 193.86, Shares: 8.0, Reward: -0.07278800464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0168695\n", "Step: 5860, Timestamp: 2023-07-03 13:31:39.949459224, Action: 1, Price: 193.86, Shares: 6.0, Reward: -0.26403806964874565, Transaction Cost: 0.22716856964876386, Slippage: 0.01999999999998181, Time Penalty: 0.0168695\n", "Step: 5861, Timestamp: 2023-07-03 13:31:39.949459224, Action: 2, Price: 193.86, Shares: 2.0, Reward: -0.21646202322315444, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0168695\n", "Step: 5862, Timestamp: 2023-07-03 13:31:40.105451135, Action: 1, Price: 193.86, Shares: 2.0, Reward: -0.20604882322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0164563\n", "Step: 5863, Timestamp: 2023-07-03 13:31:40.479976318, Action: 2, Price: 193.86, Shares: 7.0, Reward: -0.19605872322317264, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164662\n", "Step: 5864, Timestamp: 2023-07-03 13:31:40.481001820, Action: 1, Price: 193.87, Shares: 8.0, Reward: -0.21640907012654073, Transaction Cost: 0.19998577012654073, Slippage: 0.0, Time Penalty: 0.0164233\n", "Step: 5865, Timestamp: 2023-07-03 13:31:41.105870717, Action: 1, Price: 193.86, Shares: 7.0, Reward: -0.05191481820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165166\n", "Step: 5866, Timestamp: 2023-07-03 13:31:41.105870717, Action: 1, Price: 193.86, Shares: 4.0, Reward: -0.09371396911272636, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.0165166\n", "Step: 5867, Timestamp: 2023-07-03 13:31:41.294332890, Action: 1, Price: 193.85, Shares: 6.0, Reward: -0.5945543241219289, Transaction Cost: 0.5679214241219096, Slippage: 0.010000000000019327, Time Penalty: 0.0166329\n", "Step: 5868, Timestamp: 2023-07-03 13:31:41.294370662, Action: 1, Price: 193.84, Shares: 2.0, Reward: -0.39578224644635546, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.0165972\n", "Step: 5869, Timestamp: 2023-07-03 13:31:41.294370662, Action: 1, Price: 193.84, Shares: 7.0, Reward: -0.21618972322318286, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0165972\n", "Step: 5870, Timestamp: 2023-07-03 13:31:41.745154894, Action: 2, Price: 193.84, Shares: 3.0, Reward: -0.052059018204292484, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166608\n", "Step: 5871, Timestamp: 2023-07-03 13:31:42.246157016, Action: 1, Price: 193.84, Shares: 8.0, Reward: -0.20606092322316352, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0164684\n", "Step: 5872, Timestamp: 2023-07-03 13:31:42.356651915, Action: 1, Price: 193.83, Shares: 4.0, Reward: -0.2333223522571859, Transaction Cost: 0.1967337522572041, Slippage: 0.01999999999998181, Time Penalty: 0.0165886\n", "Step: 5873, Timestamp: 2023-07-03 13:31:42.356674882, Action: 2, Price: 193.83, Shares: 4.0, Reward: -0.5050002037411496, Transaction Cost: 0.4683200037411678, Slippage: 0.01999999999998181, Time Penalty: 0.0166802\n", "Step: 5874, Timestamp: 2023-07-03 13:31:42.356674882, Action: 1, Price: 193.83, Shares: 3.0, Reward: -0.07259870464461635, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0166802\n", "Step: 5875, Timestamp: 2023-07-03 13:31:42.356674882, Action: 1, Price: 193.83, Shares: 6.0, Reward: -0.545912891563704, Transaction Cost: 0.5092326915637222, Slippage: 0.01999999999998181, Time Penalty: 0.0166802\n", "Step: 5876, Timestamp: 2023-07-03 13:31:42.356685160, Action: 1, Price: 193.83, Shares: 2.0, Reward: -0.4961309958471656, Transaction Cost: 0.4696953958471747, Slippage: 0.009999999999990905, Time Penalty: 0.0164356\n", "Step: 5878, Timestamp: 2023-07-03 13:31:42.357130622, Action: 1, Price: 193.84, Shares: 2.0, Reward: -0.19617572322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165832\n", "Step: 5879, Timestamp: 2023-07-03 13:31:42.357130622, Action: 1, Price: 193.84, Shares: 6.0, Reward: -0.2705653820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165832\n", "Step: 5881, Timestamp: 2023-07-03 13:31:42.357137754, Action: 1, Price: 193.84, Shares: 8.0, Reward: -0.07086200435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.016871\n", "Step: 5882, Timestamp: 2023-07-03 13:31:42.357206487, Action: 2, Price: 193.835, Shares: 7.0, Reward: -0.30026917645092815, Transaction Cost: 0.2687894764509418, Slippage: 0.014999999999986358, Time Penalty: 0.0164797\n", "Step: 5883, Timestamp: 2023-07-03 13:31:42.357303970, Action: 1, Price: 193.84, Shares: 3.0, Reward: -0.1962885232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.016696\n", "Step: 5884, Timestamp: 2023-07-03 13:31:42.357528978, Action: 1, Price: 193.85, Shares: 4.0, Reward: -0.27119318204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.017211\n", "Step: 5885, Timestamp: 2023-07-03 13:31:42.357528978, Action: 1, Price: 193.85, Shares: 3.0, Reward: -0.09752721803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.017211\n", "Step: 5886, Timestamp: 2023-07-03 13:31:42.357528978, Action: 2, Price: 193.85, Shares: 6.0, Reward: -0.17784343607108943, Transaction Cost: 0.16063243607108943, Slippage: 0.0, Time Penalty: 0.017211\n", "Step: 5887, Timestamp: 2023-07-03 13:31:42.358001599, Action: 1, Price: 193.85, Shares: 3.0, Reward: -0.09694821803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.016632\n", "Step: 5888, Timestamp: 2023-07-03 13:31:42.358001599, Action: 1, Price: 193.85, Shares: 6.0, Reward: -0.14105734995281138, Transaction Cost: 0.12442534995281139, Slippage: 0.0, Time Penalty: 0.016632\n", "Step: 5890, Timestamp: 2023-07-03 13:31:42.360482839, Action: 1, Price: 193.85, Shares: 7.0, Reward: -0.13007258482438194, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0164883\n", "Step: 5891, Timestamp: 2023-07-03 13:31:42.832701460, Action: 1, Price: 193.84, Shares: 5.0, Reward: -0.22600587271764142, Transaction Cost: 0.20943907271764142, Slippage: 0.0, Time Penalty: 0.0165668\n", "Step: 5892, Timestamp: 2023-07-03 13:31:42.832732587, Action: 1, Price: 193.84, Shares: 6.0, Reward: -0.17012021857852902, Transaction Cost: 0.14367401857853812, Slippage: 0.009999999999990905, Time Penalty: 0.0164462\n", "Step: 5895, Timestamp: 2023-07-03 13:31:43.071366658, Action: 1, Price: 193.83, Shares: 8.0, Reward: -0.5192692458817117, Transaction Cost: 0.4825661458817299, Slippage: 0.01999999999998181, Time Penalty: 0.0167031\n", "Step: 5897, Timestamp: 2023-07-03 13:31:43.071366658, Action: 1, Price: 193.83, Shares: 4.0, Reward: -0.07262160464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0167031\n", "Step: 5898, Timestamp: 2023-07-03 13:31:43.071366658, Action: 1, Price: 193.83, Shares: 7.0, Reward: -0.5832076040275198, Transaction Cost: 0.546504504027538, Slippage: 0.01999999999998181, Time Penalty: 0.0167031\n", "Step: 5899, Timestamp: 2023-07-03 13:31:43.217514396, Action: 1, Price: 193.84, Shares: 6.0, Reward: -0.19608452322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.016492\n", "Step: 5900, Timestamp: 2023-07-03 13:31:43.217539925, Action: 2, Price: 193.84, Shares: 2.0, Reward: -0.05187391820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164757\n", "Step: 5901, Timestamp: 2023-07-03 13:31:44.229842767, Action: 1, Price: 193.83, Shares: 8.0, Reward: -0.5448792640860133, Transaction Cost: 0.5079643640860315, Slippage: 0.01999999999998181, Time Penalty: 0.0169149\n", "Step: 5902, Timestamp: 2023-07-03 13:31:44.229842767, Action: 2, Price: 193.83, Shares: 6.0, Reward: -0.07283340464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0169149\n", "Step: 5904, Timestamp: 2023-07-03 13:31:44.229842767, Action: 1, Price: 193.83, Shares: 1.0, Reward: -1.642435897639518, Transaction Cost: 1.6055209976395362, Slippage: 0.01999999999998181, Time Penalty: 0.0169149\n", "Step: 5906, Timestamp: 2023-07-03 13:31:44.230772975, Action: 1, Price: 193.84, Shares: 6.0, Reward: -0.19606972322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164772\n", "Step: 5907, Timestamp: 2023-07-03 13:31:44.230795906, Action: 1, Price: 193.84, Shares: 2.0, Reward: -0.05211241820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0167142\n", "Step: 5909, Timestamp: 2023-07-03 13:31:44.231104162, Action: 1, Price: 193.85, Shares: 3.0, Reward: -0.2652872999056228, Transaction Cost: 0.24885069990562278, Slippage: 0.0, Time Penalty: 0.0164366\n", "Step: 5910, Timestamp: 2023-07-03 13:31:44.231128579, Action: 1, Price: 193.85, Shares: 4.0, Reward: -0.2653431999056228, Transaction Cost: 0.24885069990562278, Slippage: 0.0, Time Penalty: 0.0164925\n", "Step: 5912, Timestamp: 2023-07-03 13:31:44.231129866, Action: 2, Price: 193.85, Shares: 3.0, Reward: -0.23378077146194456, Transaction Cost: 0.21700247146194457, Slippage: 0.0, Time Penalty: 0.0167783\n", "Step: 5915, Timestamp: 2023-07-03 13:31:44.231184286, Action: 1, Price: 193.85, Shares: 7.0, Reward: -0.1732623319490582, Transaction Cost: 0.15656513194905822, Slippage: 0.0, Time Penalty: 0.0166972\n", "Step: 5916, Timestamp: 2023-07-03 13:31:44.296051158, Action: 1, Price: 193.85, Shares: 7.0, Reward: -0.22824274239336673, Transaction Cost: 0.19175234239335648, Slippage: 0.020000000000010232, Time Penalty: 0.0164904\n", "Step: 5918, Timestamp: 2023-07-03 13:31:44.750838783, Action: 2, Price: 193.87, Shares: 5.0, Reward: -0.15556877030934327, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.016457\n", "Step: 5919, Timestamp: 2023-07-03 13:31:44.866938677, Action: 1, Price: 193.88, Shares: 5.0, Reward: -0.24378426964876387, Transaction Cost: 0.22716856964876386, Slippage: 0.0, Time Penalty: 0.0166157\n", "Step: 5920, Timestamp: 2023-07-03 13:31:44.867301154, Action: 1, Price: 193.88, Shares: 3.0, Reward: -0.13005598482438194, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0164717\n", "Step: 5921, Timestamp: 2023-07-03 13:31:45.416667645, Action: 2, Price: 193.88, Shares: 1.0, Reward: -0.27056318204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.016581\n", "Step: 5922, Timestamp: 2023-07-03 13:31:45.466627348, Action: 1, Price: 193.87, Shares: 4.0, Reward: -0.29074888204299754, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0167667\n", "Step: 5923, Timestamp: 2023-07-03 13:31:45.466627348, Action: 1, Price: 193.87, Shares: 1.0, Reward: -0.09355884241217277, Transaction Cost: 0.056792142412190966, Slippage: 0.01999999999998181, Time Penalty: 0.0167667\n", "Step: 5924, Timestamp: 2023-07-03 13:31:45.466627348, Action: 2, Price: 193.87, Shares: 7.0, Reward: -0.29074888204299754, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0167667\n", "Step: 5925, Timestamp: 2023-07-03 13:31:45.466627348, Action: 1, Price: 193.87, Shares: 6.0, Reward: -0.08075770435155291, Transaction Cost: 0.04399100435157111, Slippage: 0.01999999999998181, Time Penalty: 0.0167667\n", "Step: 5926, Timestamp: 2023-07-03 13:31:45.466627348, Action: 1, Price: 193.87, Shares: 8.0, Reward: -0.09950467497638751, Transaction Cost: 0.062212674976405695, Slippage: 0.01999999999998181, Time Penalty: 0.017292\n", "Step: 5927, Timestamp: 2023-07-03 13:31:45.466627348, Action: 1, Price: 193.86, Shares: 3.0, Reward: -0.22688452322314534, Transaction Cost: 0.17959252322317262, Slippage: 0.029999999999972715, Time Penalty: 0.017292\n", "Step: 5928, Timestamp: 2023-07-03 13:31:45.466627348, Action: 1, Price: 193.86, Shares: 6.0, Reward: -0.3012741820429885, Transaction Cost: 0.25398218204301576, Slippage: 0.029999999999972715, Time Penalty: 0.017292\n", "Step: 5929, Timestamp: 2023-07-03 13:31:45.466627348, Action: 1, Price: 193.85, Shares: 3.0, Reward: -0.23688452322316467, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.017292\n", "Step: 5930, Timestamp: 2023-07-03 13:31:45.466627348, Action: 2, Price: 193.85, Shares: 6.0, Reward: -0.31127418204300783, Transaction Cost: 0.25398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.017292\n", "Step: 5931, Timestamp: 2023-07-03 13:31:45.466627348, Action: 1, Price: 193.85, Shares: 5.0, Reward: -0.24904434239334852, Transaction Cost: 0.19175234239335648, Slippage: 0.03999999999999204, Time Penalty: 0.017292\n", "Step: 5932, Timestamp: 2023-07-03 13:31:45.466627348, Action: 1, Price: 193.85, Shares: 6.0, Reward: -0.18428309102149992, Transaction Cost: 0.12699109102150788, Slippage: 0.03999999999999204, Time Penalty: 0.017292\n", "Step: 5933, Timestamp: 2023-07-03 13:31:45.466627348, Action: 1, Price: 193.84, Shares: 6.0, Reward: -0.24688452322315557, Transaction Cost: 0.17959252322317262, Slippage: 0.04999999999998295, Time Penalty: 0.017292\n", "Step: 5934, Timestamp: 2023-07-03 13:31:45.466627348, Action: 2, Price: 193.84, Shares: 5.0, Reward: -0.19428309102149083, Transaction Cost: 0.12699109102150788, Slippage: 0.04999999999998295, Time Penalty: 0.017292\n", "Step: 5935, Timestamp: 2023-07-03 13:31:45.466627348, Action: 2, Price: 193.84, Shares: 5.0, Reward: -0.32127418204299873, Transaction Cost: 0.25398218204301576, Slippage: 0.04999999999998295, Time Penalty: 0.017292\n", "Step: 5936, Timestamp: 2023-07-03 13:31:45.466627348, Action: 1, Price: 193.83, Shares: 2.0, Reward: -0.5856603640860054, Transaction Cost: 0.5079643640860315, Slippage: 0.05999999999997385, Time Penalty: 0.017696\n", "Step: 5937, Timestamp: 2023-07-03 13:31:45.466627348, Action: 1, Price: 193.83, Shares: 4.0, Reward: -0.2572885232231465, Transaction Cost: 0.17959252322317262, Slippage: 0.05999999999997385, Time Penalty: 0.017696\n", "Step: 5938, Timestamp: 2023-07-03 13:31:45.466627348, Action: 1, Price: 193.83, Shares: 3.0, Reward: -0.3316781820429896, Transaction Cost: 0.25398218204301576, Slippage: 0.05999999999997385, Time Penalty: 0.017696\n", "Step: 5939, Timestamp: 2023-07-03 13:31:45.466627348, Action: 1, Price: 193.83, Shares: 6.0, Reward: -0.3316781820429896, Transaction Cost: 0.25398218204301576, Slippage: 0.05999999999997385, Time Penalty: 0.017696\n", "Step: 5940, Timestamp: 2023-07-03 13:31:45.466627348, Action: 1, Price: 193.83, Shares: 3.0, Reward: -0.2694483423933303, Transaction Cost: 0.19175234239335648, Slippage: 0.05999999999997385, Time Penalty: 0.017696\n", "Step: 5942, Timestamp: 2023-07-03 13:31:46.297900350, Action: 1, Price: 193.84, Shares: 3.0, Reward: -0.28068398204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0167018\n", "Step: 5943, Timestamp: 2023-07-03 13:31:46.297900350, Action: 2, Price: 193.84, Shares: 7.0, Reward: -0.06262030464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0167018\n", "Step: 5944, Timestamp: 2023-07-03 13:31:46.297900350, Action: 1, Price: 193.84, Shares: 7.0, Reward: -0.38588684644633614, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0167018\n", "Step: 5946, Timestamp: 2023-07-03 13:31:46.902217926, Action: 1, Price: 193.83, Shares: 3.0, Reward: -0.5302703583571406, Transaction Cost: 0.5035000583571497, Slippage: 0.009999999999990905, Time Penalty: 0.0167703\n", "Step: 5947, Timestamp: 2023-07-03 13:31:46.902223974, Action: 2, Price: 193.83, Shares: 2.0, Reward: -0.09423846911272636, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.0170411\n", "Step: 5949, Timestamp: 2023-07-03 13:31:46.902223974, Action: 1, Price: 193.83, Shares: 5.0, Reward: -0.4573142028574687, Transaction Cost: 0.43027310285747783, Slippage: 0.009999999999990905, Time Penalty: 0.0170411\n", "Step: 5951, Timestamp: 2023-07-03 13:31:46.902271040, Action: 1, Price: 193.83, Shares: 4.0, Reward: -0.09293155461290473, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.0167369\n", "Step: 5953, Timestamp: 2023-07-03 13:31:46.904223588, Action: 1, Price: 193.84, Shares: 7.0, Reward: -0.19782765751853382, Transaction Cost: 0.18137955751853382, Slippage: 0.0, Time Penalty: 0.0164481\n", "Step: 5954, Timestamp: 2023-07-03 13:31:46.958933798, Action: 1, Price: 193.85, Shares: 5.0, Reward: -0.19608552322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.016493\n", "Step: 5956, Timestamp: 2023-07-03 13:31:46.958961649, Action: 1, Price: 193.85, Shares: 8.0, Reward: -0.051971618204320905, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0165734\n", "Step: 5957, Timestamp: 2023-07-03 13:31:47.303761641, Action: 1, Price: 193.85, Shares: 4.0, Reward: -0.27921438038174656, Transaction Cost: 0.25270908038172724, Slippage: 0.010000000000019327, Time Penalty: 0.0165053\n", "Step: 5958, Timestamp: 2023-07-03 13:31:48.600043808, Action: 1, Price: 193.84, Shares: 6.0, Reward: -0.3959398464463555, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.0167548\n", "Step: 5959, Timestamp: 2023-07-03 13:31:48.600043808, Action: 1, Price: 193.84, Shares: 4.0, Reward: -0.11294945461291496, Transaction Cost: 0.07619465461290473, Slippage: 0.020000000000010232, Time Penalty: 0.0167548\n", "Step: 5960, Timestamp: 2023-07-03 13:31:48.600043808, Action: 1, Price: 193.83, Shares: 3.0, Reward: -0.5547191640860326, Transaction Cost: 0.5079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0167548\n", "Step: 5961, Timestamp: 2023-07-03 13:31:48.600043808, Action: 1, Price: 193.83, Shares: 1.0, Reward: -0.40504075856202726, Transaction Cost: 0.3582859585620261, Slippage: 0.030000000000001137, Time Penalty: 0.0167548\n", "Step: 5962, Timestamp: 2023-07-03 13:31:48.600043808, Action: 2, Price: 193.83, Shares: 6.0, Reward: -0.22634732322317375, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0167548\n", "Step: 5963, Timestamp: 2023-07-03 13:31:48.600554759, Action: 1, Price: 193.84, Shares: 7.0, Reward: -0.05248650464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.016568\n", "Step: 5964, Timestamp: 2023-07-03 13:31:48.600789917, Action: 1, Price: 193.83, Shares: 6.0, Reward: -0.2534526714619264, Transaction Cost: 0.21700247146194457, Slippage: 0.01999999999998181, Time Penalty: 0.0164502\n", "Step: 5965, Timestamp: 2023-07-03 13:31:48.783140911, Action: 1, Price: 193.83, Shares: 3.0, Reward: -0.39296438003510686, Transaction Cost: 0.3564809800351251, Slippage: 0.01999999999998181, Time Penalty: 0.0164834\n", "Step: 5966, Timestamp: 2023-07-03 13:31:49.696465682, Action: 2, Price: 193.85, Shares: 7.0, Reward: -0.05243800464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0165195\n", "Step: 5967, Timestamp: 2023-07-03 13:31:49.696526654, Action: 1, Price: 193.86, Shares: 5.0, Reward: -0.16673088524522117, Transaction Cost: 0.15025788524522118, Slippage: 0.0, Time Penalty: 0.016473\n", "Step: 5968, Timestamp: 2023-07-03 13:31:50.372433961, Action: 2, Price: 193.86, Shares: 6.0, Reward: -0.12165333075501228, Transaction Cost: 0.09503143075502138, Slippage: 0.009999999999990905, Time Penalty: 0.0166219\n", "Step: 5969, Timestamp: 2023-07-03 13:31:50.373300250, Action: 1, Price: 193.86, Shares: 2.0, Reward: -0.17916200922580036, Transaction Cost: 0.15238930922580946, Slippage: 0.009999999999990905, Time Penalty: 0.0167727\n", "Step: 5971, Timestamp: 2023-07-03 13:31:51.078369906, Action: 1, Price: 193.87, Shares: 5.0, Reward: -0.11484597612860205, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.0164791\n", "Step: 5972, Timestamp: 2023-07-03 13:31:51.078668275, Action: 1, Price: 193.88, Shares: 5.0, Reward: -0.19618862322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165961\n", "Step: 5973, Timestamp: 2023-07-03 13:31:51.078668275, Action: 1, Price: 193.88, Shares: 5.0, Reward: -0.27057828204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165961\n", "Step: 5974, Timestamp: 2023-07-03 13:31:51.325177146, Action: 1, Price: 193.87, Shares: 6.0, Reward: -0.10375606911271726, Transaction Cost: 0.06719736911273545, Slippage: 0.01999999999998181, Time Penalty: 0.0165587\n", "Step: 5975, Timestamp: 2023-07-03 13:31:51.326104008, Action: 2, Price: 193.87, Shares: 4.0, Reward: -0.051908418204292484, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165102\n", "Step: 5976, Timestamp: 2023-07-03 13:31:52.434024405, Action: 1, Price: 193.86, Shares: 2.0, Reward: -1.0181880524813682, Transaction Cost: 0.9816994524813865, Slippage: 0.01999999999998181, Time Penalty: 0.0164886\n", "Step: 5977, Timestamp: 2023-07-03 13:31:52.434046122, Action: 1, Price: 193.86, Shares: 7.0, Reward: -0.09893307497638751, Transaction Cost: 0.062212674976405695, Slippage: 0.01999999999998181, Time Penalty: 0.0167204\n", "Step: 5978, Timestamp: 2023-07-03 13:31:52.434046122, Action: 1, Price: 193.86, Shares: 6.0, Reward: -0.07263890464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0167204\n", "Step: 5979, Timestamp: 2023-07-03 13:31:52.710384196, Action: 1, Price: 193.86, Shares: 5.0, Reward: -0.3665043779443183, Transaction Cost: 0.3500902779443183, Slippage: 0.0, Time Penalty: 0.0164141\n", "Step: 5980, Timestamp: 2023-07-03 13:31:52.710414722, Action: 1, Price: 193.86, Shares: 3.0, Reward: -0.09678401803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0164678\n", "Step: 5981, Timestamp: 2023-07-03 13:31:53.140157824, Action: 1, Price: 193.85, Shares: 7.0, Reward: -0.08080860435158135, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0168176\n", "Step: 5982, Timestamp: 2023-07-03 13:31:53.140157824, Action: 2, Price: 193.85, Shares: 2.0, Reward: -0.290799782043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168176\n", "Step: 5983, Timestamp: 2023-07-03 13:31:53.140157824, Action: 1, Price: 193.85, Shares: 7.0, Reward: -0.2523286278678174, Transaction Cost: 0.21551102786780715, Slippage: 0.020000000000010232, Time Penalty: 0.0168176\n", "Step: 5986, Timestamp: 2023-07-03 13:31:53.141985221, Action: 2, Price: 193.84, Shares: 4.0, Reward: -0.28085038204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0168682\n", "Step: 5988, Timestamp: 2023-07-03 13:31:53.141985221, Action: 1, Price: 193.83, Shares: 2.0, Reward: -0.7552382928926723, Transaction Cost: 0.7183700928926905, Slippage: 0.01999999999998181, Time Penalty: 0.0168682\n", "Step: 5989, Timestamp: 2023-07-03 13:31:53.141985221, Action: 2, Price: 193.83, Shares: 4.0, Reward: -0.07278670464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0168682\n", "Step: 5990, Timestamp: 2023-07-03 13:31:53.141985221, Action: 1, Price: 193.83, Shares: 6.0, Reward: -0.21646072322315443, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0168682\n", "Step: 5991, Timestamp: 2023-07-03 13:31:53.141985221, Action: 2, Price: 193.83, Shares: 4.0, Reward: -1.065731179084851, Transaction Cost: 1.0288629790848691, Slippage: 0.01999999999998181, Time Penalty: 0.0168682\n", "Step: 5992, Timestamp: 2023-07-03 13:31:53.142059898, Action: 2, Price: 193.84, Shares: 4.0, Reward: -0.27058418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.016602\n", "Step: 5993, Timestamp: 2023-07-03 13:31:53.142059898, Action: 1, Price: 193.84, Shares: 6.0, Reward: -0.27058418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.016602\n", "Step: 5994, Timestamp: 2023-07-03 13:31:53.142059898, Action: 1, Price: 193.84, Shares: 5.0, Reward: -0.27058418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.016602\n", "Step: 5999, Timestamp: 2023-07-03 13:31:53.335150296, Action: 1, Price: 193.84, Shares: 5.0, Reward: -0.18287745558506324, Transaction Cost: 0.145901655585053, Slippage: 0.020000000000010232, Time Penalty: 0.0169758\n", "Step: 6002, Timestamp: 2023-07-03 13:31:55.226935406, Action: 1, Price: 193.86, Shares: 2.0, Reward: -0.07067820435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0166872\n", "Step: 6003, Timestamp: 2023-07-03 13:31:55.668354692, Action: 1, Price: 193.87, Shares: 3.0, Reward: -0.05280210464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0168836\n", "Step: 6004, Timestamp: 2023-07-03 13:31:55.668354692, Action: 1, Price: 193.87, Shares: 4.0, Reward: -0.20863594239335648, Transaction Cost: 0.19175234239335648, Slippage: 0.0, Time Penalty: 0.0168836\n", "Step: 6005, Timestamp: 2023-07-03 13:31:55.668354692, Action: 1, Price: 193.87, Shares: 2.0, Reward: -0.17951154657157165, Transaction Cost: 0.16262794657157165, Slippage: 0.0, Time Penalty: 0.0168836\n", "Step: 6006, Timestamp: 2023-07-03 13:31:55.668388586, Action: 2, Price: 193.87, Shares: 3.0, Reward: -0.09281315461290474, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.0166185\n", "Step: 6007, Timestamp: 2023-07-03 13:31:55.668388586, Action: 1, Price: 193.87, Shares: 6.0, Reward: -0.11819307804102316, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.0166185\n", "Step: 6008, Timestamp: 2023-07-03 13:31:56.091172215, Action: 2, Price: 193.86, Shares: 1.0, Reward: -0.062477304644625434, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0165588\n", "Step: 6009, Timestamp: 2023-07-03 13:31:56.091172215, Action: 1, Price: 193.85, Shares: 1.0, Reward: -0.21615132322318287, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0165588\n", "Step: 6010, Timestamp: 2023-07-03 13:31:56.383848971, Action: 1, Price: 193.84, Shares: 5.0, Reward: -0.16000218482438305, Transaction Cost: 0.11358428482438193, Slippage: 0.030000000000001137, Time Penalty: 0.0164179\n", "Step: 6011, Timestamp: 2023-07-03 13:31:57.603035993, Action: 1, Price: 193.85, Shares: 4.0, Reward: -0.07087420435159045, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.0168832\n", "Step: 6012, Timestamp: 2023-07-03 13:31:57.603035993, Action: 1, Price: 193.85, Shares: 6.0, Reward: -0.20647572322319196, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0168832\n", "Step: 6013, Timestamp: 2023-07-03 13:31:57.603035993, Action: 1, Price: 193.84, Shares: 7.0, Reward: -0.17599497030935352, Transaction Cost: 0.13911177030934327, Slippage: 0.020000000000010232, Time Penalty: 0.0168832\n", "Step: 6014, Timestamp: 2023-07-03 13:31:57.603035993, Action: 1, Price: 193.84, Shares: 3.0, Reward: -0.06228141820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168832\n", "Step: 6015, Timestamp: 2023-07-03 13:31:57.603035993, Action: 1, Price: 193.84, Shares: 1.0, Reward: -0.290865382043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168832\n", "Step: 6016, Timestamp: 2023-07-03 13:31:57.696765915, Action: 1, Price: 193.84, Shares: 4.0, Reward: -0.28043528204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164531\n", "Step: 6017, Timestamp: 2023-07-03 13:31:57.697089769, Action: 1, Price: 193.84, Shares: 7.0, Reward: -0.08324144241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0164493\n", "Step: 6018, Timestamp: 2023-07-03 13:31:57.697324641, Action: 1, Price: 193.84, Shares: 4.0, Reward: -0.2804030820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164209\n", "Step: 6020, Timestamp: 2023-07-03 13:31:57.803065754, Action: 1, Price: 193.84, Shares: 3.0, Reward: -0.05185721820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.016459\n", "Step: 6021, Timestamp: 2023-07-03 13:31:57.807944574, Action: 1, Price: 193.84, Shares: 4.0, Reward: -0.06258020464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0166617\n", "Step: 6022, Timestamp: 2023-07-03 13:31:57.902640091, Action: 1, Price: 193.84, Shares: 2.0, Reward: -0.09834470928925997, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.0165077\n", "Step: 6023, Timestamp: 2023-07-03 13:31:57.922586002, Action: 1, Price: 193.84, Shares: 6.0, Reward: -0.2806077820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166256\n", "Step: 6025, Timestamp: 2023-07-03 13:31:58.272781274, Action: 2, Price: 193.84, Shares: 5.0, Reward: -1.2457806738064665, Transaction Cost: 1.2191144738064756, Slippage: 0.009999999999990905, Time Penalty: 0.0166662\n", "Step: 6026, Timestamp: 2023-07-03 13:31:58.272781274, Action: 1, Price: 193.84, Shares: 5.0, Reward: -0.2806483820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166662\n", "Step: 6027, Timestamp: 2023-07-03 13:31:58.272781274, Action: 1, Price: 193.85, Shares: 3.0, Reward: -0.38994224985843423, Transaction Cost: 0.3732760498584342, Slippage: 0.0, Time Penalty: 0.0166662\n", "Step: 6028, Timestamp: 2023-07-03 13:31:58.275019105, Action: 1, Price: 193.86, Shares: 6.0, Reward: -0.09678281803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0164666\n", "Step: 6029, Timestamp: 2023-07-03 13:31:58.277072724, Action: 2, Price: 193.87, Shares: 6.0, Reward: -0.19611722322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165247\n", "Step: 6030, Timestamp: 2023-07-03 13:31:58.280034829, Action: 1, Price: 193.88, Shares: 7.0, Reward: -0.1960791232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164866\n", "Step: 6031, Timestamp: 2023-07-03 13:31:58.281744627, Action: 1, Price: 193.88, Shares: 5.0, Reward: -0.1383329755001645, Transaction Cost: 0.12180557550016448, Slippage: 0.0, Time Penalty: 0.0165274\n", "Step: 6032, Timestamp: 2023-07-03 13:31:59.304448514, Action: 2, Price: 193.86, Shares: 3.0, Reward: -0.07241770464461633, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0164992\n", "Step: 6033, Timestamp: 2023-07-03 13:31:59.596433841, Action: 2, Price: 193.855, Shares: 3.0, Reward: -0.28577978204303056, Transaction Cost: 0.25398218204301576, Slippage: 0.01500000000001478, Time Penalty: 0.0167976\n", "Step: 6034, Timestamp: 2023-07-03 13:31:59.596433841, Action: 1, Price: 193.84, Shares: 4.0, Reward: -0.22639012322317376, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0167976\n", "Step: 6035, Timestamp: 2023-07-03 13:31:59.596433841, Action: 1, Price: 193.83, Shares: 4.0, Reward: -0.3107797820430078, Transaction Cost: 0.25398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0167976\n", "Step: 6036, Timestamp: 2023-07-03 13:31:59.596433841, Action: 1, Price: 193.83, Shares: 6.0, Reward: -0.20047161857853016, Transaction Cost: 0.14367401857853812, Slippage: 0.03999999999999204, Time Penalty: 0.0167976\n", "Step: 6037, Timestamp: 2023-07-03 13:31:59.596789578, Action: 1, Price: 193.85, Shares: 2.0, Reward: -0.20854694239335647, Transaction Cost: 0.19175234239335648, Slippage: 0.0, Time Penalty: 0.0167946\n", "Step: 6038, Timestamp: 2023-07-03 13:31:59.596789578, Action: 2, Price: 193.85, Shares: 4.0, Reward: -0.14378569102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0167946\n", "Step: 6039, Timestamp: 2023-07-03 13:31:59.596789578, Action: 1, Price: 193.85, Shares: 3.0, Reward: -0.19638712322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167946\n", "Step: 6040, Timestamp: 2023-07-03 13:31:59.813773690, Action: 1, Price: 193.86, Shares: 6.0, Reward: -0.19636332322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167708\n", "Step: 6041, Timestamp: 2023-07-03 13:31:59.813773690, Action: 1, Price: 193.87, Shares: 3.0, Reward: -0.19636332322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167708\n", "Step: 6042, Timestamp: 2023-07-03 13:31:59.813773690, Action: 1, Price: 193.87, Shares: 4.0, Reward: -0.3759558464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0167708\n", "Step: 6043, Timestamp: 2023-07-03 13:31:59.813773690, Action: 1, Price: 193.87, Shares: 2.0, Reward: -0.20852314239335648, Transaction Cost: 0.19175234239335648, Slippage: 0.0, Time Penalty: 0.0167708\n", "Step: 6044, Timestamp: 2023-07-03 13:32:00.009112568, Action: 1, Price: 193.86, Shares: 3.0, Reward: -0.2284607423933383, Transaction Cost: 0.19175234239335648, Slippage: 0.01999999999998181, Time Penalty: 0.0167084\n", "Step: 6045, Timestamp: 2023-07-03 13:32:00.009112568, Action: 1, Price: 193.86, Shares: 4.0, Reward: -0.09350054241217277, Transaction Cost: 0.056792142412190966, Slippage: 0.01999999999998181, Time Penalty: 0.0167084\n", "Step: 6046, Timestamp: 2023-07-03 13:32:00.009426846, Action: 1, Price: 193.86, Shares: 3.0, Reward: -0.06269480464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0167763\n", "Step: 6048, Timestamp: 2023-07-03 13:32:00.318760739, Action: 1, Price: 193.86, Shares: 2.0, Reward: -0.19105526638365156, Transaction Cost: 0.16459926638366065, Slippage: 0.009999999999990905, Time Penalty: 0.016456\n", "Step: 6049, Timestamp: 2023-07-03 13:32:00.319171571, Action: 1, Price: 193.86, Shares: 4.0, Reward: -0.2113417195192313, Transaction Cost: 0.1849018195192404, Slippage: 0.009999999999990905, Time Penalty: 0.0164399\n", "Step: 6050, Timestamp: 2023-07-03 13:32:00.509871959, Action: 1, Price: 193.85, Shares: 2.0, Reward: -0.12809517804104248, Transaction Cost: 0.09157457804103226, Slippage: 0.020000000000010232, Time Penalty: 0.0165206\n", "Step: 6051, Timestamp: 2023-07-03 13:32:00.566640611, Action: 2, Price: 193.86, Shares: 6.0, Reward: -0.05261160464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0166931\n", "Step: 6053, Timestamp: 2023-07-03 13:32:00.567643320, Action: 1, Price: 193.87, Shares: 6.0, Reward: -0.05256530464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0166468\n", "Step: 6054, Timestamp: 2023-07-03 13:32:00.567643320, Action: 1, Price: 193.87, Shares: 2.0, Reward: -0.15575857030934326, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.0166468\n", "Step: 6056, Timestamp: 2023-07-03 13:32:00.933669612, Action: 1, Price: 193.87, Shares: 1.0, Reward: -0.10443370870314223, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.0164517\n", "Step: 6057, Timestamp: 2023-07-03 13:32:00.933699893, Action: 1, Price: 193.87, Shares: 6.0, Reward: -0.14598751023422127, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.0164815\n", "Step: 6058, Timestamp: 2023-07-03 13:32:01.213832329, Action: 1, Price: 193.86, Shares: 3.0, Reward: -0.06254720464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0166287\n", "Step: 6059, Timestamp: 2023-07-03 13:32:01.213832329, Action: 1, Price: 193.86, Shares: 2.0, Reward: -0.1343842139338945, Transaction Cost: 0.10775551393390358, Slippage: 0.009999999999990905, Time Penalty: 0.0166287\n", "Step: 6060, Timestamp: 2023-07-03 13:32:01.222723462, Action: 1, Price: 193.85, Shares: 6.0, Reward: -0.08865457497642502, Transaction Cost: 0.062212674976405695, Slippage: 0.010000000000019327, Time Penalty: 0.0164419\n", "Step: 6061, Timestamp: 2023-07-03 13:32:01.435793851, Action: 1, Price: 193.87, Shares: 6.0, Reward: -0.10464020870314222, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.0166582\n", "Step: 6062, Timestamp: 2023-07-03 13:32:01.435793851, Action: 1, Price: 193.87, Shares: 1.0, Reward: -0.15576997030934328, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.0166582\n", "Step: 6063, Timestamp: 2023-07-03 13:32:01.435793851, Action: 1, Price: 193.87, Shares: 2.0, Reward: -0.24382676964876387, Transaction Cost: 0.22716856964876386, Slippage: 0.0, Time Penalty: 0.0166582\n", "Step: 6064, Timestamp: 2023-07-03 13:32:01.436840419, Action: 1, Price: 193.88, Shares: 6.0, Reward: -0.19629102322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0166985\n", "Step: 6065, Timestamp: 2023-07-03 13:32:01.436840419, Action: 1, Price: 193.88, Shares: 2.0, Reward: -0.06749493640860316, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.0166985\n", "Step: 6066, Timestamp: 2023-07-03 13:32:02.191007983, Action: 1, Price: 193.88, Shares: 5.0, Reward: -0.06043570435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0164447\n", "Step: 6067, Timestamp: 2023-07-03 13:32:02.232735096, Action: 2, Price: 193.87, Shares: 1.0, Reward: -0.06270100464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0167825\n", "Step: 6070, Timestamp: 2023-07-03 13:32:02.572815625, Action: 2, Price: 193.87, Shares: 6.0, Reward: -0.20832584239335647, Transaction Cost: 0.19175234239335648, Slippage: 0.0, Time Penalty: 0.0165735\n", "Step: 6071, Timestamp: 2023-07-03 13:32:02.572815625, Action: 1, Price: 193.87, Shares: 3.0, Reward: -0.052492004644634535, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0165735\n", "Step: 6072, Timestamp: 2023-07-03 13:32:02.572848453, Action: 1, Price: 193.87, Shares: 4.0, Reward: -0.15332759083772773, Transaction Cost: 0.13677359083772775, Slippage: 0.0, Time Penalty: 0.016554\n", "Step: 6073, Timestamp: 2023-07-03 13:32:03.070472518, Action: 1, Price: 193.85, Shares: 6.0, Reward: -0.21672692322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0171344\n", "Step: 6074, Timestamp: 2023-07-03 13:32:03.070472518, Action: 1, Price: 193.85, Shares: 3.0, Reward: -0.7091080911273647, Transaction Cost: 0.6719736911273545, Slippage: 0.020000000000010232, Time Penalty: 0.0171344\n", "Step: 6075, Timestamp: 2023-07-03 13:32:03.070472518, Action: 1, Price: 193.85, Shares: 2.0, Reward: -0.07305290464464476, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0171344\n", "Step: 6076, Timestamp: 2023-07-03 13:32:03.070472518, Action: 2, Price: 193.85, Shares: 4.0, Reward: -0.291116582043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0171344\n", "Step: 6077, Timestamp: 2023-07-03 13:32:03.070472518, Action: 1, Price: 193.85, Shares: 4.0, Reward: -0.08112540435158135, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0171344\n", "Step: 6079, Timestamp: 2023-07-03 13:32:03.070652540, Action: 1, Price: 193.85, Shares: 3.0, Reward: -0.0519054182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0165072\n", "Step: 6080, Timestamp: 2023-07-03 13:32:03.071170853, Action: 1, Price: 193.85, Shares: 2.0, Reward: -0.07055980435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.0165688\n", "Step: 6081, Timestamp: 2023-07-03 13:32:03.071170853, Action: 1, Price: 193.85, Shares: 2.0, Reward: -0.051967018204320904, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0165688\n", "Step: 6082, Timestamp: 2023-07-03 13:32:03.071291787, Action: 1, Price: 193.85, Shares: 5.0, Reward: -0.2804514820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164693\n", "Step: 6083, Timestamp: 2023-07-03 13:32:03.390693496, Action: 1, Price: 193.84, Shares: 4.0, Reward: -0.3959887464463555, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.0168037\n", "Step: 6084, Timestamp: 2023-07-03 13:32:03.390693496, Action: 1, Price: 193.84, Shares: 1.0, Reward: -0.290785882043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168037\n", "Step: 6085, Timestamp: 2023-07-03 13:32:03.390693496, Action: 1, Price: 193.84, Shares: 6.0, Reward: -0.290785882043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168037\n", "Step: 6086, Timestamp: 2023-07-03 13:32:03.390693496, Action: 1, Price: 193.84, Shares: 2.0, Reward: -0.21639622322318286, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0168037\n", "Step: 6087, Timestamp: 2023-07-03 13:32:03.390749080, Action: 1, Price: 193.84, Shares: 5.0, Reward: -0.6486758497640478, Transaction Cost: 0.6221267497640569, Slippage: 0.009999999999990905, Time Penalty: 0.0165491\n", "Step: 6088, Timestamp: 2023-07-03 13:32:03.391197938, Action: 1, Price: 193.83, Shares: 1.0, Reward: -0.21614582322315443, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0165533\n", "Step: 6089, Timestamp: 2023-07-03 13:32:03.391197938, Action: 2, Price: 193.83, Shares: 6.0, Reward: -0.29053548204299756, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0165533\n", "Step: 6090, Timestamp: 2023-07-03 13:32:03.391490017, Action: 1, Price: 193.84, Shares: 6.0, Reward: -0.28042278204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164406\n", "Step: 6091, Timestamp: 2023-07-03 13:32:03.391570936, Action: 2, Price: 193.84, Shares: 2.0, Reward: -0.08336294241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0165708\n", "Step: 6092, Timestamp: 2023-07-03 13:32:03.391570936, Action: 1, Price: 193.84, Shares: 1.0, Reward: -0.05196901820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165708\n", "Step: 6093, Timestamp: 2023-07-03 13:32:03.391940510, Action: 1, Price: 193.84, Shares: 1.0, Reward: -0.20614182322316352, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0165493\n", "Step: 6094, Timestamp: 2023-07-03 13:32:03.392021082, Action: 2, Price: 193.85, Shares: 5.0, Reward: -0.05271520464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0167967\n", "Step: 6095, Timestamp: 2023-07-03 13:32:03.392021082, Action: 1, Price: 193.85, Shares: 1.0, Reward: -0.19638922322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167967\n", "Step: 6096, Timestamp: 2023-07-03 13:32:03.392021082, Action: 2, Price: 193.85, Shares: 5.0, Reward: -0.27077888204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167967\n", "Step: 6098, Timestamp: 2023-07-03 13:32:03.397398066, Action: 1, Price: 193.85, Shares: 5.0, Reward: -0.0932439424122012, Transaction Cost: 0.056792142412190966, Slippage: 0.020000000000010232, Time Penalty: 0.0164518\n", "Step: 6099, Timestamp: 2023-07-03 13:32:03.397951954, Action: 1, Price: 193.85, Shares: 3.0, Reward: -0.2705404820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165583\n", "Step: 6100, Timestamp: 2023-07-03 13:32:03.594372365, Action: 1, Price: 193.87, Shares: 5.0, Reward: -0.19606762322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164751\n", "Step: 6101, Timestamp: 2023-07-03 13:32:03.594948492, Action: 1, Price: 193.88, Shares: 5.0, Reward: -0.19607212322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164796\n", "Step: 6103, Timestamp: 2023-07-03 13:32:03.932213013, Action: 1, Price: 193.86, Shares: 5.0, Reward: -0.21600852322315445, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.016416\n", "Step: 6105, Timestamp: 2023-07-03 13:32:03.932514455, Action: 1, Price: 193.85, Shares: 2.0, Reward: -0.290598182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.016616\n", "Step: 6106, Timestamp: 2023-07-03 13:32:03.933496862, Action: 1, Price: 193.84, Shares: 3.0, Reward: -0.21616032322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0165678\n", "Step: 6107, Timestamp: 2023-07-03 13:32:03.933496862, Action: 1, Price: 193.84, Shares: 1.0, Reward: -0.1635588910215181, Transaction Cost: 0.12699109102150788, Slippage: 0.020000000000010232, Time Penalty: 0.0165678\n", "Step: 6108, Timestamp: 2023-07-03 13:32:03.934466695, Action: 2, Price: 193.83, Shares: 4.0, Reward: -0.173566591021509, Transaction Cost: 0.12699109102150788, Slippage: 0.030000000000001137, Time Penalty: 0.0165755\n", "Step: 6109, Timestamp: 2023-07-03 13:32:03.934466695, Action: 1, Price: 193.83, Shares: 3.0, Reward: -0.22616802322317375, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0165755\n", "Step: 6110, Timestamp: 2023-07-03 13:32:04.412304376, Action: 1, Price: 193.85, Shares: 6.0, Reward: -0.21610242322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0165099\n", "Step: 6111, Timestamp: 2023-07-03 13:32:04.540278797, Action: 1, Price: 193.85, Shares: 1.0, Reward: -0.07240840464464476, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0164899\n", "Step: 6112, Timestamp: 2023-07-03 13:32:04.815696341, Action: 1, Price: 193.84, Shares: 4.0, Reward: -0.20265691740627537, Transaction Cost: 0.17596401740628445, Slippage: 0.009999999999990905, Time Penalty: 0.0166929\n", "Step: 6113, Timestamp: 2023-07-03 13:32:04.815696341, Action: 1, Price: 193.84, Shares: 5.0, Reward: -0.2806750820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166929\n", "Step: 6114, Timestamp: 2023-07-03 13:32:04.815696341, Action: 1, Price: 193.84, Shares: 3.0, Reward: -0.05209111820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166929\n", "Step: 6115, Timestamp: 2023-07-03 13:32:04.816697965, Action: 1, Price: 193.82, Shares: 2.0, Reward: -0.21671772322318286, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0171252\n", "Step: 6116, Timestamp: 2023-07-03 13:32:04.816697965, Action: 1, Price: 193.82, Shares: 4.0, Reward: -0.06252341820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0171252\n", "Step: 6117, Timestamp: 2023-07-03 13:32:04.816697965, Action: 1, Price: 193.82, Shares: 6.0, Reward: -0.06252341820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0171252\n", "Step: 6118, Timestamp: 2023-07-03 13:32:04.890001668, Action: 1, Price: 193.82, Shares: 1.0, Reward: -0.07255770464464475, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0166392\n", "Step: 6119, Timestamp: 2023-07-03 13:32:05.134886431, Action: 1, Price: 193.81, Shares: 2.0, Reward: -0.3957162464463555, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.0165312\n", "Step: 6120, Timestamp: 2023-07-03 13:32:05.448736125, Action: 2, Price: 193.83, Shares: 3.0, Reward: -0.05237210464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164536\n", "Step: 6121, Timestamp: 2023-07-03 13:32:07.296684221, Action: 1, Price: 193.82, Shares: 4.0, Reward: -0.21599482322318286, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0164023\n", "Step: 6122, Timestamp: 2023-07-03 13:32:07.654397078, Action: 1, Price: 193.81, Shares: 4.0, Reward: -0.07723123640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0164348\n", "Step: 6123, Timestamp: 2023-07-03 13:32:07.655651082, Action: 1, Price: 193.8, Shares: 1.0, Reward: -0.3863709464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0171859\n", "Step: 6125, Timestamp: 2023-07-03 13:32:07.655651082, Action: 1, Price: 193.8, Shares: 1.0, Reward: -0.28116808204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0171859\n", "Step: 6126, Timestamp: 2023-07-03 13:32:07.655651082, Action: 1, Price: 193.8, Shares: 6.0, Reward: -0.0893985749763966, Transaction Cost: 0.062212674976405695, Slippage: 0.009999999999990905, Time Penalty: 0.0171859\n", "Step: 6127, Timestamp: 2023-07-03 13:32:07.655651082, Action: 1, Price: 193.8, Shares: 1.0, Reward: -0.2189382423933474, Transaction Cost: 0.19175234239335648, Slippage: 0.009999999999990905, Time Penalty: 0.0171859\n", "Step: 6128, Timestamp: 2023-07-03 13:32:07.655651082, Action: 1, Price: 193.8, Shares: 3.0, Reward: -0.3863709464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0171859\n", "Step: 6129, Timestamp: 2023-07-03 13:32:07.656198828, Action: 1, Price: 193.79, Shares: 4.0, Reward: -0.10703281803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.0167166\n", "Step: 6130, Timestamp: 2023-07-03 13:32:07.656198828, Action: 1, Price: 193.79, Shares: 2.0, Reward: -0.0521148182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0167166\n", "Step: 6132, Timestamp: 2023-07-03 13:32:07.656204241, Action: 1, Price: 193.79, Shares: 2.0, Reward: -0.06255900464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0166405\n", "Step: 6133, Timestamp: 2023-07-03 13:32:07.692284824, Action: 1, Price: 193.79, Shares: 2.0, Reward: -0.5722449999656914, Transaction Cost: 0.5357759999656813, Slippage: 0.020000000000010232, Time Penalty: 0.016469\n", "Step: 6134, Timestamp: 2023-07-03 13:32:08.332744228, Action: 1, Price: 193.79, Shares: 2.0, Reward: -0.4018874265005037, Transaction Cost: 0.36541672650049345, Slippage: 0.020000000000010232, Time Penalty: 0.0164707\n", "Step: 6135, Timestamp: 2023-07-03 13:32:08.333044759, Action: 1, Price: 193.78, Shares: 3.0, Reward: -0.06188131820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164831\n", "Step: 6136, Timestamp: 2023-07-03 13:32:08.735829087, Action: 1, Price: 193.79, Shares: 1.0, Reward: -0.3354773600589469, Transaction Cost: 0.30898266005892755, Slippage: 0.010000000000019327, Time Penalty: 0.0164947\n", "Step: 6137, Timestamp: 2023-07-03 13:32:08.883707409, Action: 1, Price: 193.79, Shares: 5.0, Reward: -0.20615782322319195, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0165653\n", "Step: 6138, Timestamp: 2023-07-03 13:32:08.883707409, Action: 1, Price: 193.79, Shares: 5.0, Reward: -0.0833574424122103, Transaction Cost: 0.056792142412190966, Slippage: 0.010000000000019327, Time Penalty: 0.0165653\n", "Step: 6139, Timestamp: 2023-07-03 13:32:08.884155558, Action: 1, Price: 193.78, Shares: 1.0, Reward: -0.39537875856203636, Transaction Cost: 0.3582859585620261, Slippage: 0.020000000000010232, Time Penalty: 0.0170928\n", "Step: 6140, Timestamp: 2023-07-03 13:32:08.884155558, Action: 1, Price: 193.78, Shares: 5.0, Reward: -0.08108380435158134, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0170928\n", "Step: 6141, Timestamp: 2023-07-03 13:32:08.884155558, Action: 1, Price: 193.78, Shares: 5.0, Reward: -0.07301130464464475, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0170928\n", "Step: 6142, Timestamp: 2023-07-03 13:32:08.884155558, Action: 1, Price: 193.78, Shares: 5.0, Reward: -0.21668532322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0170928\n", "Step: 6143, Timestamp: 2023-07-03 13:32:08.884155558, Action: 2, Price: 193.78, Shares: 4.0, Reward: -0.062491018204311806, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0170928\n", "Step: 6144, Timestamp: 2023-07-03 13:32:08.884482592, Action: 1, Price: 193.77, Shares: 5.0, Reward: -0.21620832322315442, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0166158\n", "Step: 6146, Timestamp: 2023-07-03 13:32:08.884507672, Action: 1, Price: 193.77, Shares: 5.0, Reward: -0.17115053822545273, Transaction Cost: 0.1343947382254709, Slippage: 0.01999999999998181, Time Penalty: 0.0167558\n", "Step: 6148, Timestamp: 2023-07-03 13:32:08.884507672, Action: 1, Price: 193.77, Shares: 1.0, Reward: -0.07267430464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0167558\n", "Step: 6149, Timestamp: 2023-07-03 13:32:08.948584802, Action: 1, Price: 193.76, Shares: 5.0, Reward: -0.3959497464463555, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.0167647\n", "Step: 6150, Timestamp: 2023-07-03 13:32:08.948584802, Action: 1, Price: 193.76, Shares: 4.0, Reward: -0.21635722322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0167647\n", "Step: 6151, Timestamp: 2023-07-03 13:32:08.948584802, Action: 1, Price: 193.76, Shares: 4.0, Reward: -0.08075570435158134, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0167647\n", "Step: 6152, Timestamp: 2023-07-03 13:32:08.955560169, Action: 1, Price: 193.75, Shares: 5.0, Reward: -0.21678912322318286, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0171966\n", "Step: 6153, Timestamp: 2023-07-03 13:32:08.955560169, Action: 1, Price: 193.75, Shares: 1.0, Reward: -0.6273978567716225, Transaction Cost: 0.5902012567716123, Slippage: 0.020000000000010232, Time Penalty: 0.0171966\n", "Step: 6155, Timestamp: 2023-07-03 13:32:08.955560169, Action: 1, Price: 193.75, Shares: 1.0, Reward: -0.1479048664985559, Transaction Cost: 0.11070826649854565, Slippage: 0.020000000000010232, Time Penalty: 0.0171966\n", "Step: 6156, Timestamp: 2023-07-03 13:32:08.955560169, Action: 1, Price: 193.75, Shares: 4.0, Reward: -0.15358585743822759, Transaction Cost: 0.11638925743821735, Slippage: 0.020000000000010232, Time Penalty: 0.0171966\n", "Step: 6157, Timestamp: 2023-07-03 13:32:08.955903982, Action: 1, Price: 193.75, Shares: 3.0, Reward: -0.28051208204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165299\n", "Step: 6158, Timestamp: 2023-07-03 13:32:08.956061931, Action: 1, Price: 193.74, Shares: 3.0, Reward: -0.21629342322315442, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0167009\n", "Step: 6159, Timestamp: 2023-07-03 13:32:08.956061931, Action: 1, Price: 193.74, Shares: 2.0, Reward: -0.06209911820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0167009\n", "Step: 6160, Timestamp: 2023-07-03 13:32:08.956721404, Action: 1, Price: 193.73, Shares: 5.0, Reward: -0.21635502322318284, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0167625\n", "Step: 6161, Timestamp: 2023-07-03 13:32:08.956721404, Action: 1, Price: 193.73, Shares: 1.0, Reward: -0.290744682043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0167625\n", "Step: 6162, Timestamp: 2023-07-03 13:32:08.956721404, Action: 1, Price: 193.73, Shares: 3.0, Reward: -0.290744682043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0167625\n", "Step: 6163, Timestamp: 2023-07-03 13:32:08.960297263, Action: 1, Price: 193.74, Shares: 3.0, Reward: -0.14343239102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0164413\n", "Step: 6164, Timestamp: 2023-07-03 13:32:08.960326654, Action: 2, Price: 193.74, Shares: 3.0, Reward: -0.15349289083772774, Transaction Cost: 0.13677359083772775, Slippage: 0.0, Time Penalty: 0.0167193\n", "Step: 6166, Timestamp: 2023-07-03 13:32:08.968164612, Action: 1, Price: 193.72, Shares: 1.0, Reward: -0.08326374241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0164716\n", "Step: 6167, Timestamp: 2023-07-03 13:32:09.028260101, Action: 1, Price: 193.71, Shares: 4.0, Reward: -0.21612572322315443, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0165332\n", "Step: 6169, Timestamp: 2023-07-03 13:32:09.028749067, Action: 1, Price: 193.7, Shares: 1.0, Reward: -0.7988655461290576, Transaction Cost: 0.7619465461290473, Slippage: 0.020000000000010232, Time Penalty: 0.016919\n", "Step: 6170, Timestamp: 2023-07-03 13:32:09.028749067, Action: 1, Price: 193.7, Shares: 3.0, Reward: -0.07283750464464477, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.016919\n", "Step: 6171, Timestamp: 2023-07-03 13:32:09.028749067, Action: 1, Price: 193.7, Shares: 2.0, Reward: -0.06231721820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.016919\n", "Step: 6172, Timestamp: 2023-07-03 13:32:09.028749067, Action: 1, Price: 193.7, Shares: 2.0, Reward: -0.291289382043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0173072\n", "Step: 6173, Timestamp: 2023-07-03 13:32:09.028749067, Action: 1, Price: 193.7, Shares: 4.0, Reward: -0.20190646638367088, Transaction Cost: 0.16459926638366065, Slippage: 0.020000000000010232, Time Penalty: 0.0173072\n", "Step: 6174, Timestamp: 2023-07-03 13:32:09.028749067, Action: 1, Price: 193.7, Shares: 5.0, Reward: -0.17871849419730126, Transaction Cost: 0.14141129419729104, Slippage: 0.020000000000010232, Time Penalty: 0.0173072\n", "Step: 6176, Timestamp: 2023-07-03 13:32:09.029924182, Action: 1, Price: 193.68, Shares: 3.0, Reward: -0.16404879102148967, Transaction Cost: 0.12699109102150788, Slippage: 0.01999999999998181, Time Penalty: 0.0170577\n", "Step: 6177, Timestamp: 2023-07-03 13:32:09.029924182, Action: 1, Price: 193.68, Shares: 4.0, Reward: -0.21665022322315441, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0170577\n", "Step: 6178, Timestamp: 2023-07-03 13:32:09.043551742, Action: 1, Price: 193.67, Shares: 2.0, Reward: -0.22648232322317374, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0168898\n", "Step: 6179, Timestamp: 2023-07-03 13:32:09.043551742, Action: 1, Price: 193.67, Shares: 3.0, Reward: -0.3008719820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0168898\n", "Step: 6181, Timestamp: 2023-07-03 13:32:09.043551742, Action: 1, Price: 193.66, Shares: 1.0, Reward: -0.3108719820430078, Transaction Cost: 0.25398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0168898\n", "Step: 6182, Timestamp: 2023-07-03 13:32:09.043551742, Action: 1, Price: 193.66, Shares: 5.0, Reward: -0.3728115991050386, Transaction Cost: 0.3151835991050465, Slippage: 0.03999999999999204, Time Penalty: 0.017628\n", "Step: 6183, Timestamp: 2023-07-03 13:32:09.043551742, Action: 1, Price: 193.66, Shares: 3.0, Reward: -0.18461909102149993, Transaction Cost: 0.12699109102150788, Slippage: 0.03999999999999204, Time Penalty: 0.017628\n", "Step: 6184, Timestamp: 2023-07-03 13:32:09.043551742, Action: 2, Price: 193.66, Shares: 2.0, Reward: -0.17121228482437398, Transaction Cost: 0.11358428482438193, Slippage: 0.03999999999999204, Time Penalty: 0.017628\n", "Step: 6186, Timestamp: 2023-07-03 13:32:09.043551742, Action: 1, Price: 193.66, Shares: 3.0, Reward: -0.23722052322316467, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.017628\n", "Step: 6187, Timestamp: 2023-07-03 13:32:09.043551742, Action: 1, Price: 193.66, Shares: 5.0, Reward: -0.31161018204300783, Transaction Cost: 0.25398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.017628\n", "Step: 6188, Timestamp: 2023-07-03 13:32:09.043551742, Action: 1, Price: 193.66, Shares: 4.0, Reward: -0.20130201857853017, Transaction Cost: 0.14367401857853812, Slippage: 0.03999999999999204, Time Penalty: 0.017628\n", "Step: 6189, Timestamp: 2023-07-03 13:32:09.071434981, Action: 2, Price: 193.67, Shares: 1.0, Reward: -0.20640232322319196, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0168098\n", "Step: 6191, Timestamp: 2023-07-03 13:32:09.076360149, Action: 1, Price: 193.66, Shares: 4.0, Reward: -0.39584604644635546, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.016661\n", "Step: 6192, Timestamp: 2023-07-03 13:32:09.076360149, Action: 2, Price: 193.65, Shares: 2.0, Reward: -0.17108634995281252, Transaction Cost: 0.12442534995281139, Slippage: 0.030000000000001137, Time Penalty: 0.016661\n", "Step: 6193, Timestamp: 2023-07-03 13:32:09.086258452, Action: 2, Price: 193.67, Shares: 3.0, Reward: -0.38581724644636456, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.0166322\n", "Step: 6194, Timestamp: 2023-07-03 13:32:09.086312917, Action: 2, Price: 193.66, Shares: 4.0, Reward: -0.21625112322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0166586\n", "Step: 6195, Timestamp: 2023-07-03 13:32:09.086388933, Action: 1, Price: 193.66, Shares: 3.0, Reward: -0.15559710293690068, Transaction Cost: 0.11912820293689044, Slippage: 0.020000000000010232, Time Penalty: 0.0164689\n", "Step: 6196, Timestamp: 2023-07-03 13:32:09.087110556, Action: 1, Price: 193.66, Shares: 1.0, Reward: -0.3315809283858164, Transaction Cost: 0.29510062838580614, Slippage: 0.020000000000010232, Time Penalty: 0.0164803\n", "Step: 6197, Timestamp: 2023-07-03 13:32:09.087435094, Action: 1, Price: 193.66, Shares: 2.0, Reward: -0.2650596638387244, Transaction Cost: 0.22858396383871418, Slippage: 0.020000000000010232, Time Penalty: 0.0164757\n", "Step: 6198, Timestamp: 2023-07-03 13:32:09.087975683, Action: 1, Price: 193.66, Shares: 5.0, Reward: -0.1556484029369007, Transaction Cost: 0.11912820293689044, Slippage: 0.020000000000010232, Time Penalty: 0.0165202\n", "Step: 6200, Timestamp: 2023-07-03 13:32:09.137779822, Action: 2, Price: 193.65, Shares: 3.0, Reward: -0.062089318204283386, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0166911\n", "Step: 6202, Timestamp: 2023-07-03 13:32:09.137779822, Action: 1, Price: 193.65, Shares: 5.0, Reward: -0.21628362322315442, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0166911\n", "Step: 6203, Timestamp: 2023-07-03 13:32:09.304560343, Action: 1, Price: 193.63, Shares: 2.0, Reward: -0.15579090293690068, Transaction Cost: 0.11912820293689044, Slippage: 0.020000000000010232, Time Penalty: 0.0166627\n", "Step: 6204, Timestamp: 2023-07-03 13:32:09.304616841, Action: 1, Price: 193.63, Shares: 4.0, Reward: -0.20664242322316353, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0170499\n", "Step: 6205, Timestamp: 2023-07-03 13:32:09.331702752, Action: 1, Price: 193.62, Shares: 4.0, Reward: -0.09343584241217277, Transaction Cost: 0.056792142412190966, Slippage: 0.01999999999998181, Time Penalty: 0.0166437\n", "Step: 6206, Timestamp: 2023-07-03 13:32:09.331702752, Action: 1, Price: 193.62, Shares: 1.0, Reward: -0.12088006012722421, Transaction Cost: 0.08423636012724241, Slippage: 0.01999999999998181, Time Penalty: 0.0166437\n", "Step: 6209, Timestamp: 2023-07-03 13:32:09.331745531, Action: 1, Price: 193.62, Shares: 1.0, Reward: -0.21645012322315443, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0168576\n", "Step: 6211, Timestamp: 2023-07-03 13:32:09.331745531, Action: 1, Price: 193.62, Shares: 4.0, Reward: -0.062255818204283386, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0168576\n", "Step: 6212, Timestamp: 2023-07-03 13:32:09.331856428, Action: 1, Price: 193.61, Shares: 3.0, Reward: -0.21622772322315442, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0166352\n", "Step: 6213, Timestamp: 2023-07-03 13:32:09.332605680, Action: 1, Price: 193.61, Shares: 1.0, Reward: -0.09328384241217277, Transaction Cost: 0.056792142412190966, Slippage: 0.01999999999998181, Time Penalty: 0.0164917\n", "Step: 6216, Timestamp: 2023-07-03 13:32:09.336785493, Action: 1, Price: 193.62, Shares: 3.0, Reward: -0.3202890156972228, Transaction Cost: 0.3037185156972228, Slippage: 0.0, Time Penalty: 0.0165705\n", "Step: 6217, Timestamp: 2023-07-03 13:32:09.336846869, Action: 2, Price: 193.61, Shares: 3.0, Reward: -0.2809786820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0169965\n", "Step: 6218, Timestamp: 2023-07-03 13:32:09.336846869, Action: 1, Price: 193.61, Shares: 2.0, Reward: -0.3861815464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.0169965\n", "Step: 6219, Timestamp: 2023-07-03 13:32:09.336846869, Action: 2, Price: 193.6, Shares: 1.0, Reward: -1.200889074382184, Transaction Cost: 1.1638925743821738, Slippage: 0.020000000000010232, Time Penalty: 0.0169965\n", "Step: 6220, Timestamp: 2023-07-03 13:32:09.336846869, Action: 1, Price: 193.6, Shares: 4.0, Reward: -0.290978682043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0169965\n", "Step: 6221, Timestamp: 2023-07-03 13:32:09.336846869, Action: 1, Price: 193.6, Shares: 5.0, Reward: -0.15058078482439216, Transaction Cost: 0.11358428482438193, Slippage: 0.020000000000010232, Time Penalty: 0.0169965\n", "Step: 6222, Timestamp: 2023-07-03 13:32:09.336846869, Action: 1, Price: 193.6, Shares: 3.0, Reward: -0.4672696028574881, Transaction Cost: 0.43027310285747783, Slippage: 0.020000000000010232, Time Penalty: 0.0169965\n", "Step: 6223, Timestamp: 2023-07-03 13:32:09.336949931, Action: 2, Price: 193.61, Shares: 1.0, Reward: -0.19608262322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164901\n", "Step: 6224, Timestamp: 2023-07-03 13:32:09.419244290, Action: 1, Price: 193.61, Shares: 3.0, Reward: -0.22833614239333827, Transaction Cost: 0.19175234239335648, Slippage: 0.01999999999998181, Time Penalty: 0.0165838\n", "Step: 6225, Timestamp: 2023-07-03 13:32:09.419244290, Action: 1, Price: 193.61, Shares: 2.0, Reward: -0.21617632322315444, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0165838\n", "Step: 6226, Timestamp: 2023-07-03 13:32:09.419501324, Action: 1, Price: 193.61, Shares: 3.0, Reward: -0.14569500293688134, Transaction Cost: 0.11912820293689044, Slippage: 0.009999999999990905, Time Penalty: 0.0165668\n", "Step: 6227, Timestamp: 2023-07-03 13:32:09.588668633, Action: 1, Price: 193.6, Shares: 1.0, Reward: -0.3987428072779403, Transaction Cost: 0.3618689072779301, Slippage: 0.020000000000010232, Time Penalty: 0.0168739\n", "Step: 6228, Timestamp: 2023-07-03 13:32:09.588668633, Action: 1, Price: 193.6, Shares: 5.0, Reward: -0.09908657497641593, Transaction Cost: 0.062212674976405695, Slippage: 0.020000000000010232, Time Penalty: 0.0168739\n", "Step: 6231, Timestamp: 2023-07-03 13:32:09.588778611, Action: 1, Price: 193.6, Shares: 1.0, Reward: -0.17696428524524052, Transaction Cost: 0.15025788524522118, Slippage: 0.010000000000019327, Time Penalty: 0.0167064\n", "Step: 6233, Timestamp: 2023-07-03 13:32:09.588778611, Action: 1, Price: 193.59, Shares: 3.0, Reward: -0.290688582043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0167064\n", "Step: 6234, Timestamp: 2023-07-03 13:32:09.588999475, Action: 1, Price: 193.58, Shares: 4.0, Reward: -0.3008527820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0168706\n", "Step: 6236, Timestamp: 2023-07-03 13:32:09.588999475, Action: 1, Price: 193.58, Shares: 3.0, Reward: -0.22646312322317375, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0168706\n", "Step: 6238, Timestamp: 2023-07-03 13:32:09.702608626, Action: 1, Price: 193.58, Shares: 2.0, Reward: -0.17705283607108943, Transaction Cost: 0.16063243607108943, Slippage: 0.0, Time Penalty: 0.0164204\n", "Step: 6239, Timestamp: 2023-07-03 13:32:09.862853233, Action: 1, Price: 193.56, Shares: 3.0, Reward: -0.15594860293690066, Transaction Cost: 0.11912820293689044, Slippage: 0.020000000000010232, Time Penalty: 0.0168204\n", "Step: 6240, Timestamp: 2023-07-03 13:32:09.862853233, Action: 1, Price: 193.56, Shares: 3.0, Reward: -0.07273890464464476, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0168204\n", "Step: 6241, Timestamp: 2023-07-03 13:32:09.891301218, Action: 1, Price: 193.55, Shares: 1.0, Reward: -0.062269718204283384, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0168715\n", "Step: 6242, Timestamp: 2023-07-03 13:32:09.891301218, Action: 1, Price: 193.55, Shares: 2.0, Reward: -0.29085368204299755, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0168715\n", "Step: 6243, Timestamp: 2023-07-03 13:32:09.891301218, Action: 2, Price: 193.55, Shares: 1.0, Reward: -0.21646402322315444, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0168715\n", "Step: 6244, Timestamp: 2023-07-03 13:32:09.891301218, Action: 2, Price: 193.55, Shares: 1.0, Reward: -0.062269718204283384, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0168715\n", "Step: 6245, Timestamp: 2023-07-03 13:32:09.891301218, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.07269421820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.017296\n", "Step: 6246, Timestamp: 2023-07-03 13:32:09.891301218, Action: 2, Price: 193.54, Shares: 3.0, Reward: -0.22688852322317377, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.017296\n", "Step: 6247, Timestamp: 2023-07-03 13:32:09.891301218, Action: 1, Price: 193.54, Shares: 4.0, Reward: -0.3413016315544738, Transaction Cost: 0.2940056315544727, Slippage: 0.030000000000001137, Time Penalty: 0.017296\n", "Step: 6248, Timestamp: 2023-07-03 13:32:09.891339942, Action: 1, Price: 193.54, Shares: 5.0, Reward: -0.08897157497642502, Transaction Cost: 0.062212674976405695, Slippage: 0.010000000000019327, Time Penalty: 0.0167589\n", "Step: 6249, Timestamp: 2023-07-03 13:32:09.892161304, Action: 1, Price: 193.54, Shares: 3.0, Reward: -0.19634242322317264, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167499\n", "Step: 6250, Timestamp: 2023-07-03 13:32:09.892167155, Action: 1, Price: 193.54, Shares: 2.0, Reward: -0.3276117748820285, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.0165484\n", "Step: 6251, Timestamp: 2023-07-03 13:32:09.892180085, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.7543542593987071, Transaction Cost: 0.7378608593987072, Slippage: 0.0, Time Penalty: 0.0164934\n", "Step: 6252, Timestamp: 2023-07-03 13:32:09.892188676, Action: 2, Price: 193.54, Shares: 4.0, Reward: -0.32748367488202845, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.0164203\n", "Step: 6253, Timestamp: 2023-07-03 13:32:09.892205136, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.23364437146194456, Transaction Cost: 0.21700247146194457, Slippage: 0.0, Time Penalty: 0.0166419\n", "Step: 6254, Timestamp: 2023-07-03 13:32:09.892260594, Action: 1, Price: 193.55, Shares: 2.0, Reward: -0.37564234644634525, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0164573\n", "Step: 6255, Timestamp: 2023-07-03 13:32:09.988185066, Action: 1, Price: 193.55, Shares: 4.0, Reward: -0.12442270870312404, Transaction Cost: 0.08798200870314223, Slippage: 0.01999999999998181, Time Penalty: 0.0164407\n", "Step: 6256, Timestamp: 2023-07-03 13:32:10.287147672, Action: 1, Price: 193.54, Shares: 3.0, Reward: -0.15560470293690068, Transaction Cost: 0.11912820293689044, Slippage: 0.020000000000010232, Time Penalty: 0.0164765\n", "Step: 6257, Timestamp: 2023-07-03 13:32:10.439651439, Action: 1, Price: 193.55, Shares: 3.0, Reward: -0.06046240435157112, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0164714\n", "Step: 6258, Timestamp: 2023-07-03 13:32:10.439696299, Action: 1, Price: 193.54, Shares: 5.0, Reward: -0.08046010435158135, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0164691\n", "Step: 6259, Timestamp: 2023-07-03 13:32:10.439739233, Action: 1, Price: 193.54, Shares: 2.0, Reward: -0.21605172322318286, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0164592\n", "Step: 6260, Timestamp: 2023-07-03 13:32:10.439859862, Action: 2, Price: 193.54, Shares: 3.0, Reward: -0.15283345743822757, Transaction Cost: 0.11638925743821735, Slippage: 0.020000000000010232, Time Penalty: 0.0164442\n", "Step: 6262, Timestamp: 2023-07-03 13:32:10.673337048, Action: 1, Price: 193.53, Shares: 5.0, Reward: -0.07119770435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0172067\n", "Step: 6263, Timestamp: 2023-07-03 13:32:10.673337048, Action: 1, Price: 193.53, Shares: 3.0, Reward: -0.06312520464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0172067\n", "Step: 6264, Timestamp: 2023-07-03 13:32:10.673337048, Action: 1, Price: 193.53, Shares: 3.0, Reward: -0.09440406911272636, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.0172067\n", "Step: 6265, Timestamp: 2023-07-03 13:32:10.673337048, Action: 1, Price: 193.53, Shares: 2.0, Reward: -0.05260491820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0172067\n", "Step: 6266, Timestamp: 2023-07-03 13:32:10.673337048, Action: 1, Price: 193.53, Shares: 5.0, Reward: -0.12223813075501228, Transaction Cost: 0.09503143075502138, Slippage: 0.009999999999990905, Time Penalty: 0.0172067\n", "Step: 6267, Timestamp: 2023-07-03 13:32:11.103758988, Action: 1, Price: 193.54, Shares: 2.0, Reward: -0.052491004644634534, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0165725\n", "Step: 6268, Timestamp: 2023-07-03 13:32:11.103758988, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.32555516005892754, Transaction Cost: 0.30898266005892755, Slippage: 0.0, Time Penalty: 0.0165725\n", "Step: 6269, Timestamp: 2023-07-03 13:32:11.103769477, Action: 1, Price: 193.54, Shares: 4.0, Reward: -0.19991555608206452, Transaction Cost: 0.18314915608206453, Slippage: 0.0, Time Penalty: 0.0167664\n", "Step: 6270, Timestamp: 2023-07-03 13:32:11.103769477, Action: 1, Price: 193.54, Shares: 2.0, Reward: -0.2707485820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167664\n", "Step: 6272, Timestamp: 2023-07-03 13:32:11.103773710, Action: 1, Price: 193.54, Shares: 3.0, Reward: -0.2493527148764347, Transaction Cost: 0.2327785148764347, Slippage: 0.0, Time Penalty: 0.0165742\n", "Step: 6273, Timestamp: 2023-07-03 13:32:11.104219829, Action: 1, Price: 193.55, Shares: 3.0, Reward: -0.37560174644634525, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0164167\n", "Step: 6274, Timestamp: 2023-07-03 13:32:11.108156258, Action: 1, Price: 193.54, Shares: 2.0, Reward: -0.290721682043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0167395\n", "Step: 6276, Timestamp: 2023-07-03 13:32:11.108156258, Action: 1, Price: 193.54, Shares: 2.0, Reward: -0.22849184239336673, Transaction Cost: 0.19175234239335648, Slippage: 0.020000000000010232, Time Penalty: 0.0167395\n", "Step: 6277, Timestamp: 2023-07-03 13:32:11.108156258, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.07265800464464477, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0167395\n", "Step: 6278, Timestamp: 2023-07-03 13:32:11.108162661, Action: 1, Price: 193.54, Shares: 4.0, Reward: -0.08046780435158135, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.0164768\n", "Step: 6280, Timestamp: 2023-07-03 13:32:11.192784673, Action: 1, Price: 193.55, Shares: 3.0, Reward: -0.05300850464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.01709\n", "Step: 6281, Timestamp: 2023-07-03 13:32:11.192784673, Action: 2, Price: 193.55, Shares: 4.0, Reward: -0.37627504644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.01709\n", "Step: 6282, Timestamp: 2023-07-03 13:32:11.192784673, Action: 1, Price: 193.55, Shares: 2.0, Reward: -0.061081004351571114, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.01709\n", "Step: 6283, Timestamp: 2023-07-03 13:32:11.192784673, Action: 2, Price: 193.55, Shares: 3.0, Reward: -0.27107218204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.01709\n", "Step: 6284, Timestamp: 2023-07-03 13:32:11.192784673, Action: 1, Price: 193.55, Shares: 1.0, Reward: -0.27107218204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.01709\n", "Step: 6286, Timestamp: 2023-07-03 13:32:11.192784673, Action: 1, Price: 193.55, Shares: 2.0, Reward: -0.27107218204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.01709\n", "Step: 6287, Timestamp: 2023-07-03 13:32:11.627984177, Action: 1, Price: 193.57, Shares: 2.0, Reward: -0.2806290820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0166469\n", "Step: 6288, Timestamp: 2023-07-03 13:32:11.627984177, Action: 1, Price: 193.58, Shares: 3.0, Reward: -0.2706290820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166469\n", "Step: 6289, Timestamp: 2023-07-03 13:32:11.628217210, Action: 1, Price: 193.58, Shares: 3.0, Reward: -0.27043958204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164574\n", "Step: 6290, Timestamp: 2023-07-03 13:32:11.631139242, Action: 1, Price: 193.58, Shares: 1.0, Reward: -0.21604802322315442, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0164555\n", "Step: 6291, Timestamp: 2023-07-03 13:32:11.631164386, Action: 1, Price: 193.58, Shares: 1.0, Reward: -0.21610062322315443, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0165081\n", "Step: 6293, Timestamp: 2023-07-03 13:32:12.396946145, Action: 2, Price: 193.56, Shares: 4.0, Reward: -0.05186151820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164633\n", "Step: 6294, Timestamp: 2023-07-03 13:32:12.665635795, Action: 1, Price: 193.54, Shares: 3.0, Reward: -0.24649712175787486, Transaction Cost: 0.21995502175785553, Slippage: 0.010000000000019327, Time Penalty: 0.0165421\n", "Step: 6295, Timestamp: 2023-07-03 13:32:12.854004960, Action: 1, Price: 193.54, Shares: 2.0, Reward: -0.1643107910215181, Transaction Cost: 0.12699109102150788, Slippage: 0.020000000000010232, Time Penalty: 0.0173197\n", "Step: 6298, Timestamp: 2023-07-03 13:32:13.213376310, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.08229871820429362, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0169005\n", "Step: 6300, Timestamp: 2023-07-03 13:32:13.213376310, Action: 2, Price: 193.52, Shares: 1.0, Reward: -0.13787361803553677, Transaction Cost: 0.08031621803554471, Slippage: 0.03999999999999204, Time Penalty: 0.0175574\n", "Step: 6301, Timestamp: 2023-07-03 13:32:13.213376310, Action: 1, Price: 193.52, Shares: 2.0, Reward: -0.18454849102149992, Transaction Cost: 0.12699109102150788, Slippage: 0.03999999999999204, Time Penalty: 0.0175574\n", "Step: 6302, Timestamp: 2023-07-03 13:32:13.213376310, Action: 1, Price: 193.52, Shares: 2.0, Reward: -0.08295561820429362, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0175574\n", "Step: 6303, Timestamp: 2023-07-03 13:32:13.213376310, Action: 1, Price: 193.52, Shares: 2.0, Reward: -0.09347590464462657, Transaction Cost: 0.03591850464463453, Slippage: 0.03999999999999204, Time Penalty: 0.0175574\n", "Step: 6304, Timestamp: 2023-07-03 13:32:13.213376310, Action: 1, Price: 193.51, Shares: 3.0, Reward: -0.1811416848243933, Transaction Cost: 0.11358428482438193, Slippage: 0.05000000000001137, Time Penalty: 0.0175574\n", "Step: 6305, Timestamp: 2023-07-03 13:32:13.213376310, Action: 1, Price: 193.51, Shares: 4.0, Reward: -0.1811416848243933, Transaction Cost: 0.11358428482438193, Slippage: 0.05000000000001137, Time Penalty: 0.0175574\n", "Step: 6306, Timestamp: 2023-07-03 13:32:13.213376310, Action: 2, Price: 193.51, Shares: 3.0, Reward: -0.4267424464463566, Transaction Cost: 0.35918504644634525, Slippage: 0.05000000000001137, Time Penalty: 0.0175574\n", "Step: 6307, Timestamp: 2023-07-03 13:32:13.213376310, Action: 1, Price: 193.51, Shares: 4.0, Reward: -0.32153958204302713, Transaction Cost: 0.25398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.0175574\n", "Step: 6309, Timestamp: 2023-07-03 13:32:13.214043766, Action: 1, Price: 193.51, Shares: 3.0, Reward: -0.40570914644634637, Transaction Cost: 0.35918504644634525, Slippage: 0.030000000000001137, Time Penalty: 0.0165241\n", "Step: 6310, Timestamp: 2023-07-03 13:32:13.214043766, Action: 1, Price: 193.51, Shares: 1.0, Reward: -0.1629133574382185, Transaction Cost: 0.11638925743821735, Slippage: 0.030000000000001137, Time Penalty: 0.0165241\n", "Step: 6311, Timestamp: 2023-07-03 13:32:13.214327171, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.05188361820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164854\n", "Step: 6312, Timestamp: 2023-07-03 13:32:13.214653933, Action: 1, Price: 193.52, Shares: 2.0, Reward: -0.09363876911272635, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.0164414\n", "Step: 6313, Timestamp: 2023-07-03 13:32:13.215011216, Action: 1, Price: 193.52, Shares: 2.0, Reward: -0.05184061820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164424\n", "Step: 6314, Timestamp: 2023-07-03 13:32:13.223408, Action: 1, Price: 193.52, Shares: 3.0, Reward: -0.28009805100031077, Transaction Cost: 0.24361115100032896, Slippage: 0.01999999999998181, Time Penalty: 0.0164869\n", "Step: 6315, Timestamp: 2023-07-03 13:32:13.223408, Action: 1, Price: 193.52, Shares: 3.0, Reward: -0.2904690820429976, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0164869\n", "Step: 6316, Timestamp: 2023-07-03 13:32:13.231505134, Action: 1, Price: 193.53, Shares: 2.0, Reward: -0.0787524749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0165398\n", "Step: 6317, Timestamp: 2023-07-03 13:32:13.231505134, Action: 1, Price: 193.53, Shares: 3.0, Reward: -0.10077616012724241, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.0165398\n", "Step: 6318, Timestamp: 2023-07-03 13:32:13.231535667, Action: 1, Price: 193.53, Shares: 4.0, Reward: -0.12723156649854564, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.0165233\n", "Step: 6319, Timestamp: 2023-07-03 13:32:14.676354363, Action: 1, Price: 193.53, Shares: 2.0, Reward: -0.052359218204292485, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.016961\n", "Step: 6320, Timestamp: 2023-07-03 13:32:14.676354363, Action: 1, Price: 193.52, Shares: 2.0, Reward: -0.09917367497638752, Transaction Cost: 0.062212674976405695, Slippage: 0.01999999999998181, Time Penalty: 0.016961\n", "Step: 6321, Timestamp: 2023-07-03 13:32:14.676354363, Action: 1, Price: 193.52, Shares: 2.0, Reward: -0.17837229419727285, Transaction Cost: 0.14141129419729104, Slippage: 0.01999999999998181, Time Penalty: 0.016961\n", "Step: 6322, Timestamp: 2023-07-03 13:32:14.676354363, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.06235921820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.016961\n", "Step: 6323, Timestamp: 2023-07-03 13:32:14.676354363, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.2909431820429976, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.016961\n", "Step: 6324, Timestamp: 2023-07-03 13:32:14.676354363, Action: 2, Price: 193.52, Shares: 2.0, Reward: -0.06235921820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.016961\n", "Step: 6325, Timestamp: 2023-07-03 13:32:15.558710820, Action: 1, Price: 193.54, Shares: 4.0, Reward: -0.041959018204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165608\n", "Step: 6326, Timestamp: 2023-07-03 13:32:15.558710820, Action: 2, Price: 193.54, Shares: 4.0, Reward: -0.041959018204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165608\n", "Step: 6327, Timestamp: 2023-07-03 13:32:15.738526423, Action: 1, Price: 193.54, Shares: 3.0, Reward: -0.09271045461290472, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.0165158\n", "Step: 6328, Timestamp: 2023-07-03 13:32:15.738526423, Action: 1, Price: 193.54, Shares: 3.0, Reward: -0.2704979820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165158\n", "Step: 6330, Timestamp: 2023-07-03 13:32:15.739036808, Action: 1, Price: 193.55, Shares: 4.0, Reward: -0.28083848204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0168563\n", "Step: 6331, Timestamp: 2023-07-03 13:32:15.739036808, Action: 1, Price: 193.56, Shares: 4.0, Reward: -0.19644882322317261, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0168563\n", "Step: 6333, Timestamp: 2023-07-03 13:32:15.739036808, Action: 1, Price: 193.56, Shares: 3.0, Reward: -0.37604134644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0168563\n", "Step: 6335, Timestamp: 2023-07-03 13:32:15.739190714, Action: 1, Price: 193.57, Shares: 2.0, Reward: -0.19618572322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165932\n", "Step: 6337, Timestamp: 2023-07-03 13:32:15.739216839, Action: 2, Price: 193.57, Shares: 1.0, Reward: -0.20613652322319195, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.016544\n", "Step: 6340, Timestamp: 2023-07-03 13:32:15.740021859, Action: 1, Price: 193.58, Shares: 3.0, Reward: -0.1967910272365638, Transaction Cost: 0.1703764272365729, Slippage: 0.009999999999990905, Time Penalty: 0.0164146\n", "Step: 6341, Timestamp: 2023-07-03 13:32:15.740025166, Action: 2, Price: 193.58, Shares: 2.0, Reward: -0.20600662322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0164141\n", "Step: 6342, Timestamp: 2023-07-03 13:32:15.740445083, Action: 1, Price: 193.58, Shares: 1.0, Reward: -0.11525517612860205, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.0168883\n", "Step: 6343, Timestamp: 2023-07-03 13:32:15.740445083, Action: 2, Price: 193.59, Shares: 2.0, Reward: -0.19648082322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0168883\n", "Step: 6344, Timestamp: 2023-07-03 13:32:15.740445083, Action: 1, Price: 193.59, Shares: 2.0, Reward: -0.2708704820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0168883\n", "Step: 6345, Timestamp: 2023-07-03 13:32:15.936345556, Action: 1, Price: 193.61, Shares: 3.0, Reward: -0.27696899148257703, Transaction Cost: 0.26025429148257706, Slippage: 0.0, Time Penalty: 0.0167147\n", "Step: 6347, Timestamp: 2023-07-03 13:32:16.663609878, Action: 1, Price: 193.61, Shares: 2.0, Reward: -0.11550277612860205, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.0171359\n", "Step: 6348, Timestamp: 2023-07-03 13:32:16.663609878, Action: 1, Price: 193.61, Shares: 3.0, Reward: -0.27111808204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0171359\n", "Step: 6349, Timestamp: 2023-07-03 13:32:16.663609878, Action: 1, Price: 193.62, Shares: 1.0, Reward: -0.37632094644634523, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0171359\n", "Step: 6350, Timestamp: 2023-07-03 13:32:16.663609878, Action: 1, Price: 193.62, Shares: 4.0, Reward: -0.27111808204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0171359\n", "Step: 6351, Timestamp: 2023-07-03 13:32:16.663609878, Action: 1, Price: 193.62, Shares: 4.0, Reward: -0.2772793395131463, Transaction Cost: 0.25014343951315543, Slippage: 0.009999999999990905, Time Penalty: 0.0171359\n", "Step: 6352, Timestamp: 2023-07-03 13:32:16.663609878, Action: 1, Price: 193.63, Shares: 2.0, Reward: -0.37632094644634523, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0171359\n", "Step: 6353, Timestamp: 2023-07-03 13:32:16.663609878, Action: 1, Price: 193.63, Shares: 3.0, Reward: -0.19672842322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0171359\n", "Step: 6354, Timestamp: 2023-07-03 13:32:16.663609878, Action: 1, Price: 193.63, Shares: 3.0, Reward: -0.061126904351571115, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0171359\n", "Step: 6355, Timestamp: 2023-07-03 13:32:17.077079569, Action: 1, Price: 193.62, Shares: 4.0, Reward: -0.04202441820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0166262\n", "Step: 6357, Timestamp: 2023-07-03 13:32:18.033363806, Action: 1, Price: 193.64, Shares: 2.0, Reward: -0.052396904644634534, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164784\n", "Step: 6358, Timestamp: 2023-07-03 13:32:18.574788648, Action: 1, Price: 193.63, Shares: 3.0, Reward: -0.3009317820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0169496\n", "Step: 6359, Timestamp: 2023-07-03 13:32:18.574788648, Action: 1, Price: 193.63, Shares: 1.0, Reward: -0.12314425461290586, Transaction Cost: 0.07619465461290473, Slippage: 0.030000000000001137, Time Penalty: 0.0169496\n", "Step: 6360, Timestamp: 2023-07-03 13:32:18.574788648, Action: 1, Price: 193.63, Shares: 1.0, Reward: -0.38197510784063854, Transaction Cost: 0.3350255078406374, Slippage: 0.030000000000001137, Time Penalty: 0.0169496\n", "Step: 6361, Timestamp: 2023-07-03 13:32:18.574788648, Action: 2, Price: 193.63, Shares: 3.0, Reward: -0.07234781820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0169496\n", "Step: 6364, Timestamp: 2023-07-03 13:32:18.574958351, Action: 1, Price: 193.63, Shares: 4.0, Reward: -0.14020568482437284, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.0166214\n", "Step: 6365, Timestamp: 2023-07-03 13:32:18.575698946, Action: 1, Price: 193.62, Shares: 2.0, Reward: -0.29068418204299756, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.016702\n", "Step: 6366, Timestamp: 2023-07-03 13:32:18.575698946, Action: 1, Price: 193.62, Shares: 2.0, Reward: -0.06210021820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.016702\n", "Step: 6368, Timestamp: 2023-07-03 13:32:18.587892326, Action: 1, Price: 193.6, Shares: 2.0, Reward: -0.0972720364086043, Transaction Cost: 0.05079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.0164756\n", "Step: 6369, Timestamp: 2023-07-03 13:32:18.830907422, Action: 1, Price: 193.62, Shares: 4.0, Reward: -0.19625212322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0166596\n", "Step: 6370, Timestamp: 2023-07-03 13:32:18.830907422, Action: 1, Price: 193.62, Shares: 3.0, Reward: -0.19625212322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0166596\n", "Step: 6371, Timestamp: 2023-07-03 13:32:18.830907422, Action: 1, Price: 193.62, Shares: 3.0, Reward: -0.08345174241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0166596\n", "Step: 6372, Timestamp: 2023-07-03 13:32:19.303428545, Action: 1, Price: 193.62, Shares: 1.0, Reward: -0.07742223640859405, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0166258\n", "Step: 6374, Timestamp: 2023-07-03 13:32:20.431677974, Action: 1, Price: 193.61, Shares: 3.0, Reward: -0.052330004644634526, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164115\n", "Step: 6375, Timestamp: 2023-07-03 13:32:20.720438086, Action: 1, Price: 193.61, Shares: 3.0, Reward: -0.19610762322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165151\n", "Step: 6376, Timestamp: 2023-07-03 13:32:21.193130282, Action: 1, Price: 193.62, Shares: 1.0, Reward: -0.19626562322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0166731\n", "Step: 6377, Timestamp: 2023-07-03 13:32:21.193130282, Action: 1, Price: 193.62, Shares: 2.0, Reward: -0.27065528204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166731\n", "Step: 6379, Timestamp: 2023-07-03 13:32:21.312404684, Action: 1, Price: 193.62, Shares: 1.0, Reward: -0.06185531820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0164571\n", "Step: 6380, Timestamp: 2023-07-03 13:32:21.312426762, Action: 1, Price: 193.62, Shares: 2.0, Reward: -0.28928548038170904, Transaction Cost: 0.25270908038172724, Slippage: 0.01999999999998181, Time Penalty: 0.0165764\n", "Step: 6381, Timestamp: 2023-07-03 13:32:21.312426762, Action: 1, Price: 193.62, Shares: 3.0, Reward: -0.09336854241217278, Transaction Cost: 0.056792142412190966, Slippage: 0.01999999999998181, Time Penalty: 0.0165764\n", "Step: 6382, Timestamp: 2023-07-03 13:32:21.439402269, Action: 2, Price: 193.63, Shares: 1.0, Reward: -0.10802107804103227, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.0164465\n", "Step: 6383, Timestamp: 2023-07-03 13:32:21.439451513, Action: 2, Price: 193.63, Shares: 1.0, Reward: -0.10797877804103226, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.0164042\n", "Step: 6384, Timestamp: 2023-07-03 13:32:21.439465425, Action: 1, Price: 193.63, Shares: 3.0, Reward: -0.10440520870314222, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.0164232\n", "Step: 6385, Timestamp: 2023-07-03 13:32:21.439502428, Action: 1, Price: 193.63, Shares: 3.0, Reward: -0.10456460870314223, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.0165826\n", "Step: 6386, Timestamp: 2023-07-03 13:32:21.439502428, Action: 1, Price: 193.63, Shares: 1.0, Reward: -0.11494947612860205, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.0165826\n", "Step: 6387, Timestamp: 2023-07-03 13:32:21.440154042, Action: 1, Price: 193.63, Shares: 4.0, Reward: -0.10818857804103227, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.016614\n", "Step: 6389, Timestamp: 2023-07-03 13:32:21.440242004, Action: 1, Price: 193.63, Shares: 3.0, Reward: -0.060522404351571114, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0165314\n", "Step: 6390, Timestamp: 2023-07-03 13:32:21.442802736, Action: 1, Price: 193.65, Shares: 3.0, Reward: -0.37578484644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165998\n", "Step: 6392, Timestamp: 2023-07-03 13:32:21.483645610, Action: 1, Price: 193.64, Shares: 1.0, Reward: -0.10675441803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.0164382\n", "Step: 6394, Timestamp: 2023-07-03 13:32:21.551087934, Action: 2, Price: 193.63, Shares: 4.0, Reward: -0.28069928204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0167171\n", "Step: 6397, Timestamp: 2023-07-03 13:32:21.772403270, Action: 2, Price: 193.57, Shares: 2.0, Reward: -0.10688701803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.0165708\n", "Step: 6400, Timestamp: 2023-07-03 13:32:21.772430451, Action: 1, Price: 193.57, Shares: 2.0, Reward: -0.13576050293689043, Transaction Cost: 0.11912820293689044, Slippage: 0.0, Time Penalty: 0.0166323\n", "Step: 6401, Timestamp: 2023-07-03 13:32:21.772444721, Action: 1, Price: 193.57, Shares: 2.0, Reward: -0.24087698961120618, Transaction Cost: 0.22431098961120619, Slippage: 0.0, Time Penalty: 0.016566\n", "Step: 6402, Timestamp: 2023-07-03 13:32:21.772448768, Action: 1, Price: 193.57, Shares: 2.0, Reward: -0.1509199382254709, Transaction Cost: 0.1343947382254709, Slippage: 0.0, Time Penalty: 0.0165252\n", "Step: 6403, Timestamp: 2023-07-03 13:32:21.772458614, Action: 1, Price: 193.57, Shares: 3.0, Reward: -0.13299605743821735, Transaction Cost: 0.11638925743821735, Slippage: 0.0, Time Penalty: 0.0166068\n", "Step: 6404, Timestamp: 2023-07-03 13:32:21.772554669, Action: 1, Price: 193.58, Shares: 1.0, Reward: -0.19604302322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164505\n", "Step: 6405, Timestamp: 2023-07-03 13:32:21.772654713, Action: 1, Price: 193.59, Shares: 2.0, Reward: -0.19638902322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167965\n", "Step: 6406, Timestamp: 2023-07-03 13:32:21.772654713, Action: 1, Price: 193.59, Shares: 2.0, Reward: -0.19638902322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167965\n", "Step: 6407, Timestamp: 2023-07-03 13:32:22.563742128, Action: 1, Price: 193.59, Shares: 1.0, Reward: -0.290859582043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168774\n", "Step: 6408, Timestamp: 2023-07-03 13:32:22.563742128, Action: 1, Price: 193.59, Shares: 2.0, Reward: -0.06227561820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168774\n", "Step: 6409, Timestamp: 2023-07-03 13:32:22.563742128, Action: 1, Price: 193.59, Shares: 2.0, Reward: -0.07279590464464476, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0168774\n", "Step: 6410, Timestamp: 2023-07-03 13:32:22.563742128, Action: 1, Price: 193.59, Shares: 1.0, Reward: -0.21646992322318287, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0168774\n", "Step: 6411, Timestamp: 2023-07-03 13:32:22.563742128, Action: 1, Price: 193.59, Shares: 1.0, Reward: -0.09909007497641592, Transaction Cost: 0.062212674976405695, Slippage: 0.020000000000010232, Time Penalty: 0.0168774\n", "Step: 6412, Timestamp: 2023-07-03 13:32:22.563896830, Action: 1, Price: 193.59, Shares: 1.0, Reward: -0.14006848482437284, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.0164842\n", "Step: 6413, Timestamp: 2023-07-03 13:32:22.626366523, Action: 1, Price: 193.58, Shares: 3.0, Reward: -0.29052218204299757, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.01654\n", "Step: 6414, Timestamp: 2023-07-03 13:32:22.626366523, Action: 1, Price: 193.58, Shares: 1.0, Reward: -0.29052218204299757, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.01654\n", "Step: 6415, Timestamp: 2023-07-03 13:32:22.626451138, Action: 2, Price: 193.58, Shares: 3.0, Reward: -0.14002478482437283, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.0164405\n", "Step: 6416, Timestamp: 2023-07-03 13:32:22.686929159, Action: 1, Price: 193.55, Shares: 3.0, Reward: -0.22640452322317375, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.016812\n", "Step: 6418, Timestamp: 2023-07-03 13:32:22.686929159, Action: 1, Price: 193.55, Shares: 1.0, Reward: -0.173803091021509, Transaction Cost: 0.12699109102150788, Slippage: 0.030000000000001137, Time Penalty: 0.016812\n", "Step: 6419, Timestamp: 2023-07-03 13:32:22.686929159, Action: 1, Price: 193.55, Shares: 1.0, Reward: -0.16594020293689157, Transaction Cost: 0.11912820293689044, Slippage: 0.030000000000001137, Time Penalty: 0.016812\n", "Step: 6420, Timestamp: 2023-07-03 13:32:22.756182136, Action: 2, Price: 193.53, Shares: 1.0, Reward: -0.21629522322318284, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0167027\n", "Step: 6421, Timestamp: 2023-07-03 13:32:22.756182136, Action: 1, Price: 193.53, Shares: 2.0, Reward: -0.06210091820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0167027\n", "Step: 6422, Timestamp: 2023-07-03 13:32:22.756182136, Action: 1, Price: 193.52, Shares: 4.0, Reward: -0.18347629083772887, Transaction Cost: 0.13677359083772775, Slippage: 0.030000000000001137, Time Penalty: 0.0167027\n", "Step: 6423, Timestamp: 2023-07-03 13:32:23.160836339, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.06044330435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0164523\n", "Step: 6425, Timestamp: 2023-07-03 13:32:23.160875351, Action: 2, Price: 193.54, Shares: 1.0, Reward: -0.04191041820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165122\n", "Step: 6426, Timestamp: 2023-07-03 13:32:23.160923410, Action: 1, Price: 193.54, Shares: 2.0, Reward: -0.3703760446981584, Transaction Cost: 0.35375624469815836, Slippage: 0.0, Time Penalty: 0.0166198\n", "Step: 6427, Timestamp: 2023-07-03 13:32:23.160923410, Action: 2, Price: 193.54, Shares: 3.0, Reward: -0.1962123232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0166198\n", "Step: 6428, Timestamp: 2023-07-03 13:32:23.574019375, Action: 1, Price: 193.54, Shares: 3.0, Reward: -0.2805063820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0165242\n", "Step: 6429, Timestamp: 2023-07-03 13:32:23.574019375, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.06244270464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0165242\n", "Step: 6430, Timestamp: 2023-07-03 13:32:24.413660822, Action: 1, Price: 193.54, Shares: 3.0, Reward: -0.19658832322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0169958\n", "Step: 6431, Timestamp: 2023-07-03 13:32:24.413660822, Action: 1, Price: 193.54, Shares: 2.0, Reward: -0.19658832322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0169958\n", "Step: 6432, Timestamp: 2023-07-03 13:32:24.413660822, Action: 1, Price: 193.54, Shares: 3.0, Reward: -0.05291430464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0169958\n", "Step: 6433, Timestamp: 2023-07-03 13:32:24.415328446, Action: 2, Price: 193.55, Shares: 3.0, Reward: -0.19610102322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165085\n", "Step: 6434, Timestamp: 2023-07-03 13:32:24.415328446, Action: 1, Price: 193.55, Shares: 1.0, Reward: -0.37569354644634523, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165085\n", "Step: 6435, Timestamp: 2023-07-03 13:32:24.416399706, Action: 1, Price: 193.56, Shares: 2.0, Reward: -0.3757068464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165218\n", "Step: 6436, Timestamp: 2023-07-03 13:32:24.416399706, Action: 1, Price: 193.56, Shares: 3.0, Reward: -0.27050398204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165218\n", "Step: 6437, Timestamp: 2023-07-03 13:32:24.427384954, Action: 1, Price: 193.57, Shares: 3.0, Reward: -0.19611592322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165234\n", "Step: 6439, Timestamp: 2023-07-03 13:32:24.427428083, Action: 1, Price: 193.57, Shares: 1.0, Reward: -0.14342559102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0164345\n", "Step: 6440, Timestamp: 2023-07-03 13:32:24.428170602, Action: 1, Price: 193.58, Shares: 2.0, Reward: -0.041843418204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164452\n", "Step: 6441, Timestamp: 2023-07-03 13:32:24.440512130, Action: 1, Price: 193.58, Shares: 3.0, Reward: -0.29091178204299756, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0169296\n", "Step: 6442, Timestamp: 2023-07-03 13:32:24.440512130, Action: 2, Price: 193.58, Shares: 3.0, Reward: -0.29091178204299756, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0169296\n", "Step: 6444, Timestamp: 2023-07-03 13:32:24.440512130, Action: 1, Price: 193.57, Shares: 2.0, Reward: -0.3009117820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0169296\n", "Step: 6445, Timestamp: 2023-07-03 13:32:24.440512130, Action: 1, Price: 193.57, Shares: 1.0, Reward: -0.22652212322317378, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0169296\n", "Step: 6446, Timestamp: 2023-07-03 13:32:24.440512130, Action: 1, Price: 193.57, Shares: 1.0, Reward: -0.12312425461290587, Transaction Cost: 0.07619465461290473, Slippage: 0.030000000000001137, Time Penalty: 0.0169296\n", "Step: 6448, Timestamp: 2023-07-03 13:32:24.490054468, Action: 2, Price: 193.56, Shares: 2.0, Reward: -0.3007232820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0167411\n", "Step: 6451, Timestamp: 2023-07-03 13:32:24.490054468, Action: 1, Price: 193.55, Shares: 3.0, Reward: -0.23633362322316465, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.0167411\n", "Step: 6452, Timestamp: 2023-07-03 13:32:24.490054468, Action: 1, Price: 193.54, Shares: 2.0, Reward: -0.4265138464463566, Transaction Cost: 0.35918504644634525, Slippage: 0.05000000000001137, Time Penalty: 0.0173288\n", "Step: 6453, Timestamp: 2023-07-03 13:32:24.490054468, Action: 1, Price: 193.54, Shares: 2.0, Reward: -0.246921323223184, Transaction Cost: 0.17959252322317262, Slippage: 0.05000000000001137, Time Penalty: 0.0173288\n", "Step: 6454, Timestamp: 2023-07-03 13:32:24.490054468, Action: 1, Price: 193.54, Shares: 2.0, Reward: -0.2569213232231749, Transaction Cost: 0.17959252322317262, Slippage: 0.060000000000002274, Time Penalty: 0.0173288\n", "Step: 6456, Timestamp: 2023-07-03 13:32:24.490054468, Action: 2, Price: 193.53, Shares: 3.0, Reward: -0.20431989102151016, Transaction Cost: 0.12699109102150788, Slippage: 0.060000000000002274, Time Penalty: 0.0173288\n", "Step: 6457, Timestamp: 2023-07-03 13:32:24.490054468, Action: 1, Price: 193.53, Shares: 3.0, Reward: -0.2669213232231658, Transaction Cost: 0.17959252322317262, Slippage: 0.06999999999999318, Time Penalty: 0.0173288\n", "Step: 6459, Timestamp: 2023-07-03 13:32:24.490054468, Action: 1, Price: 193.52, Shares: 2.0, Reward: -0.3413109820430089, Transaction Cost: 0.25398218204301576, Slippage: 0.06999999999999318, Time Penalty: 0.0173288\n", "Step: 6460, Timestamp: 2023-07-03 13:32:24.490054468, Action: 1, Price: 193.52, Shares: 3.0, Reward: -0.15916580928926224, Transaction Cost: 0.07183700928926906, Slippage: 0.06999999999999318, Time Penalty: 0.0173288\n", "Step: 6461, Timestamp: 2023-07-03 13:32:24.490727990, Action: 1, Price: 193.55, Shares: 2.0, Reward: -0.08840120928926906, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.0165642\n", "Step: 6462, Timestamp: 2023-07-03 13:32:24.490727990, Action: 1, Price: 193.55, Shares: 2.0, Reward: -0.19615672322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165642\n", "Step: 6464, Timestamp: 2023-07-03 13:32:24.542580955, Action: 2, Price: 193.57, Shares: 1.0, Reward: -0.19626362322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0166711\n", "Step: 6465, Timestamp: 2023-07-03 13:32:24.543722698, Action: 1, Price: 193.58, Shares: 3.0, Reward: -0.07042070435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0164297\n", "Step: 6466, Timestamp: 2023-07-03 13:32:24.544542971, Action: 1, Price: 193.59, Shares: 2.0, Reward: -0.19609942322317261, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165069\n", "Step: 6467, Timestamp: 2023-07-03 13:32:24.544542971, Action: 1, Price: 193.59, Shares: 2.0, Reward: -0.1959921232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0163996\n", "Step: 6469, Timestamp: 2023-07-03 13:32:24.545755546, Action: 1, Price: 193.6, Shares: 2.0, Reward: -0.24640232175787485, Transaction Cost: 0.21995502175785553, Slippage: 0.010000000000019327, Time Penalty: 0.0164473\n", "Step: 6471, Timestamp: 2023-07-03 13:32:24.546928071, Action: 2, Price: 193.6, Shares: 3.0, Reward: -0.08865867497642502, Transaction Cost: 0.062212674976405695, Slippage: 0.010000000000019327, Time Penalty: 0.016446\n", "Step: 6472, Timestamp: 2023-07-03 13:32:24.547288489, Action: 1, Price: 193.6, Shares: 3.0, Reward: -0.13719576649856496, Transaction Cost: 0.11070826649854565, Slippage: 0.010000000000019327, Time Penalty: 0.0164875\n", "Step: 6474, Timestamp: 2023-07-03 13:32:24.547703225, Action: 1, Price: 193.61, Shares: 2.0, Reward: -0.14357609102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.016585\n", "Step: 6475, Timestamp: 2023-07-03 13:32:24.548142690, Action: 1, Price: 193.61, Shares: 3.0, Reward: -0.2806194820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166373\n", "Step: 6478, Timestamp: 2023-07-03 13:32:24.550581505, Action: 1, Price: 193.61, Shares: 2.0, Reward: -0.37571694644634523, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165319\n", "Step: 6479, Timestamp: 2023-07-03 13:32:24.550581505, Action: 1, Price: 193.61, Shares: 1.0, Reward: -0.27051408204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165319\n", "Step: 6480, Timestamp: 2023-07-03 13:32:24.553421230, Action: 1, Price: 193.61, Shares: 2.0, Reward: -0.051915718204292485, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165175\n", "Step: 6481, Timestamp: 2023-07-03 13:32:24.554284788, Action: 1, Price: 193.62, Shares: 2.0, Reward: -0.1964650232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0168725\n", "Step: 6483, Timestamp: 2023-07-03 13:32:24.554284788, Action: 1, Price: 193.62, Shares: 3.0, Reward: -0.1964650232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0168725\n", "Step: 6485, Timestamp: 2023-07-03 13:32:24.554284788, Action: 1, Price: 193.62, Shares: 2.0, Reward: -0.07908517497640569, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0168725\n", "Step: 6487, Timestamp: 2023-07-03 13:32:24.555037253, Action: 1, Price: 193.62, Shares: 3.0, Reward: -0.24498303419671638, Transaction Cost: 0.21848373419672548, Slippage: 0.009999999999990905, Time Penalty: 0.0164993\n", "Step: 6488, Timestamp: 2023-07-03 13:32:24.555059115, Action: 2, Price: 193.62, Shares: 3.0, Reward: -0.11808357804102317, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.016509\n", "Step: 6490, Timestamp: 2023-07-03 13:32:24.559430516, Action: 1, Price: 193.62, Shares: 2.0, Reward: -0.5943144241219005, Transaction Cost: 0.5679214241219096, Slippage: 0.009999999999990905, Time Penalty: 0.016393\n", "Step: 6491, Timestamp: 2023-07-03 13:32:24.559661989, Action: 1, Price: 193.62, Shares: 2.0, Reward: -0.14831707550015538, Transaction Cost: 0.12180557550016448, Slippage: 0.009999999999990905, Time Penalty: 0.0165115\n", "Step: 6494, Timestamp: 2023-07-03 13:32:24.593021033, Action: 1, Price: 193.62, Shares: 2.0, Reward: -0.2804182820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164361\n", "Step: 6495, Timestamp: 2023-07-03 13:32:24.611871871, Action: 1, Price: 193.62, Shares: 3.0, Reward: -0.28050218204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.01652\n", "Step: 6497, Timestamp: 2023-07-03 13:32:24.637385447, Action: 1, Price: 193.63, Shares: 2.0, Reward: -0.13281305743821734, Transaction Cost: 0.11638925743821735, Slippage: 0.0, Time Penalty: 0.0164238\n", "Step: 6498, Timestamp: 2023-07-03 13:32:24.697241773, Action: 2, Price: 193.62, Shares: 2.0, Reward: -0.25376366964875474, Transaction Cost: 0.22716856964876386, Slippage: 0.009999999999990905, Time Penalty: 0.0165951\n", "Step: 6500, Timestamp: 2023-07-03 13:32:24.996853438, Action: 1, Price: 193.62, Shares: 3.0, Reward: -0.06251360464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0165951\n", "Step: 6501, Timestamp: 2023-07-03 13:32:24.998286798, Action: 1, Price: 193.62, Shares: 1.0, Reward: -0.07053950435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0165485\n", "Step: 6502, Timestamp: 2023-07-03 13:32:24.998627399, Action: 2, Price: 193.62, Shares: 2.0, Reward: -0.2805384820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165563\n", "Step: 6503, Timestamp: 2023-07-03 13:32:24.999299833, Action: 1, Price: 193.62, Shares: 2.0, Reward: -0.07730793640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0165115\n", "Step: 6504, Timestamp: 2023-07-03 13:32:24.999314818, Action: 2, Price: 193.62, Shares: 1.0, Reward: -0.07719363640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0163972\n", "Step: 6505, Timestamp: 2023-07-03 13:32:24.999316128, Action: 1, Price: 193.62, Shares: 1.0, Reward: -0.07720993640859405, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0164135\n", "Step: 6506, Timestamp: 2023-07-03 13:32:24.999371727, Action: 1, Price: 193.62, Shares: 1.0, Reward: -0.27010925100031985, Transaction Cost: 0.24361115100032896, Slippage: 0.009999999999990905, Time Penalty: 0.0164981\n", "Step: 6507, Timestamp: 2023-07-03 13:32:25.011408407, Action: 1, Price: 193.61, Shares: 3.0, Reward: -0.14280995743820826, Transaction Cost: 0.11638925743821735, Slippage: 0.009999999999990905, Time Penalty: 0.0164207\n", "Step: 6508, Timestamp: 2023-07-03 13:32:25.098294826, Action: 1, Price: 193.59, Shares: 3.0, Reward: -0.29039798204302597, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164158\n", "Step: 6509, Timestamp: 2023-07-03 13:32:25.657980872, Action: 1, Price: 193.56, Shares: 1.0, Reward: -0.1961291232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165366\n", "Step: 6511, Timestamp: 2023-07-03 13:32:26.299814999, Action: 1, Price: 193.56, Shares: 2.0, Reward: -0.07237010464464476, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0164516\n", "Step: 6512, Timestamp: 2023-07-03 13:32:26.300487459, Action: 2, Price: 193.55, Shares: 1.0, Reward: -0.05183581820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164376\n", "Step: 6514, Timestamp: 2023-07-03 13:32:27.073357369, Action: 1, Price: 193.53, Shares: 3.0, Reward: -0.05193011820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165319\n", "Step: 6515, Timestamp: 2023-07-03 13:32:27.073357369, Action: 2, Price: 193.53, Shares: 3.0, Reward: -0.20612442322316352, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0165319\n", "Step: 6516, Timestamp: 2023-07-03 13:32:27.632800763, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.060424904351571114, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0164339\n", "Step: 6517, Timestamp: 2023-07-03 13:32:27.890763596, Action: 1, Price: 193.51, Shares: 2.0, Reward: -0.16800769419731038, Transaction Cost: 0.14141129419729104, Slippage: 0.010000000000019327, Time Penalty: 0.0165964\n", "Step: 6518, Timestamp: 2023-07-03 13:32:27.890763596, Action: 1, Price: 193.51, Shares: 3.0, Reward: -0.07058740435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.0165964\n", "Step: 6519, Timestamp: 2023-07-03 13:32:27.890763596, Action: 1, Price: 193.51, Shares: 2.0, Reward: -0.2805785820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0165964\n", "Step: 6522, Timestamp: 2023-07-03 13:32:27.896380756, Action: 2, Price: 193.5, Shares: 1.0, Reward: -0.10720761803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0168914\n", "Step: 6523, Timestamp: 2023-07-03 13:32:27.896380756, Action: 1, Price: 193.5, Shares: 3.0, Reward: -0.1284842728171972, Transaction Cost: 0.1015928728172063, Slippage: 0.009999999999990905, Time Penalty: 0.0168914\n", "Step: 6524, Timestamp: 2023-07-03 13:32:27.896380756, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.05228961820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0168914\n", "Step: 6525, Timestamp: 2023-07-03 13:32:27.896380756, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.05273581820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0173376\n", "Step: 6527, Timestamp: 2023-07-03 13:32:27.896380756, Action: 2, Price: 193.5, Shares: 3.0, Reward: -0.10765381803553561, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0173376\n", "Step: 6528, Timestamp: 2023-07-03 13:32:27.896380756, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.20693012322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0173376\n", "Step: 6529, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.3379787748820194, Transaction Cost: 0.31106337488202845, Slippage: 0.009999999999990905, Time Penalty: 0.0169154\n", "Step: 6531, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.11115176012723331, Transaction Cost: 0.08423636012724241, Slippage: 0.009999999999990905, Time Penalty: 0.0169154\n", "Step: 6532, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 3.0, Reward: -0.05312621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.017728\n", "Step: 6534, Timestamp: 2023-07-03 13:32:27.896413823, Action: 2, Price: 193.5, Shares: 1.0, Reward: -0.10804421803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.017728\n", "Step: 6535, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.06364650464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.017728\n", "Step: 6537, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.05312621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.017728\n", "Step: 6538, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 3.0, Reward: -0.05312621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.017728\n", "Step: 6539, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.25059646024595156, Transaction Cost: 0.22286846024596063, Slippage: 0.009999999999990905, Time Penalty: 0.017728\n", "Step: 6540, Timestamp: 2023-07-03 13:32:27.896413823, Action: 2, Price: 193.5, Shares: 2.0, Reward: -0.15471909102149878, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.017728\n", "Step: 6542, Timestamp: 2023-07-03 13:32:27.896413823, Action: 2, Price: 193.5, Shares: 1.0, Reward: -0.20910755751852472, Transaction Cost: 0.18137955751853382, Slippage: 0.009999999999990905, Time Penalty: 0.017728\n", "Step: 6543, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.10943001803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0191138\n", "Step: 6544, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 3.0, Reward: -0.08590594241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0191138\n", "Step: 6545, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.06503230464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0191138\n", "Step: 6546, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.05451201820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0191138\n", "Step: 6548, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.42503283916413087, Transaction Cost: 0.39591903916413995, Slippage: 0.009999999999990905, Time Penalty: 0.0191138\n", "Step: 6549, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.06503230464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0191138\n", "Step: 6550, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 3.0, Reward: -0.08590594241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0191138\n", "Step: 6551, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.05451201820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0191138\n", "Step: 6552, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.10943001803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0191138\n", "Step: 6555, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 3.0, Reward: -0.05451201820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0191138\n", "Step: 6557, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.18974623607108032, Transaction Cost: 0.16063243607108943, Slippage: 0.009999999999990905, Time Penalty: 0.0191138\n", "Step: 6558, Timestamp: 2023-07-03 13:32:27.896413823, Action: 2, Price: 193.5, Shares: 1.0, Reward: -0.05579471820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0203965\n", "Step: 6560, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.08718864241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0203965\n", "Step: 6562, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 3.0, Reward: -0.14398078482437285, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.0203965\n", "Step: 6563, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.11071271803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0203965\n", "Step: 6564, Timestamp: 2023-07-03 13:32:27.896413823, Action: 2, Price: 193.5, Shares: 1.0, Reward: -0.0926091749763966, Transaction Cost: 0.062212674976405695, Slippage: 0.009999999999990905, Time Penalty: 0.0203965\n", "Step: 6565, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 3.0, Reward: -0.05579471820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0203965\n", "Step: 6566, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.10223350928925996, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.0203965\n", "Step: 6567, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.16950827030933419, Transaction Cost: 0.13911177030934327, Slippage: 0.009999999999990905, Time Penalty: 0.0203965\n", "Step: 6569, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.05579471820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0203965\n", "Step: 6571, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 3.0, Reward: -0.08718864241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0203965\n", "Step: 6572, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 3.0, Reward: -0.05579471820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0203965\n", "Step: 6573, Timestamp: 2023-07-03 13:32:27.896413823, Action: 2, Price: 193.5, Shares: 2.0, Reward: -0.05710111820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0217029\n", "Step: 6574, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.05710111820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0217029\n", "Step: 6575, Timestamp: 2023-07-03 13:32:27.896413823, Action: 2, Price: 193.5, Shares: 2.0, Reward: -0.13006977612859294, Transaction Cost: 0.09836687612860205, Slippage: 0.009999999999990905, Time Penalty: 0.0217029\n", "Step: 6576, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.17081467030933417, Transaction Cost: 0.13911177030934327, Slippage: 0.009999999999990905, Time Penalty: 0.0217029\n", "Step: 6577, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.08849504241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0217029\n", "Step: 6578, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.228436652257195, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.0217029\n", "Step: 6581, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.21129542322316353, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0217029\n", "Step: 6582, Timestamp: 2023-07-03 13:32:27.896413823, Action: 2, Price: 193.5, Shares: 2.0, Reward: -0.16120891023421216, Transaction Cost: 0.12950601023422126, Slippage: 0.009999999999990905, Time Penalty: 0.0217029\n", "Step: 6583, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.05710111820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0217029\n", "Step: 6584, Timestamp: 2023-07-03 13:32:27.896413823, Action: 2, Price: 193.5, Shares: 3.0, Reward: -0.05710111820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0217029\n", "Step: 6585, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.21129542322316353, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0217029\n", "Step: 6588, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.05819361820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0227954\n", "Step: 6589, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.08958754241218186, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0227954\n", "Step: 6590, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.07678640435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0227954\n", "Step: 6593, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 3.0, Reward: -0.11311161803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0227954\n", "Step: 6594, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 3.0, Reward: -0.07678640435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0227954\n", "Step: 6595, Timestamp: 2023-07-03 13:32:27.896413823, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.14637968482437283, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.0227954\n", "Step: 6596, Timestamp: 2023-07-03 13:32:27.896442734, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.27218785991223865, Transaction Cost: 0.24228355991224776, Slippage: 0.009999999999990905, Time Penalty: 0.0199043\n", "Step: 6598, Timestamp: 2023-07-03 13:32:27.896442734, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.05530251820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0199043\n", "Step: 6599, Timestamp: 2023-07-03 13:32:27.896442734, Action: 2, Price: 193.5, Shares: 1.0, Reward: -0.07389530435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0199043\n", "Step: 6601, Timestamp: 2023-07-03 13:32:27.896442734, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.14473468482437285, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.0211504\n", "Step: 6602, Timestamp: 2023-07-03 13:32:27.896442734, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.06706890464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0211504\n", "Step: 6603, Timestamp: 2023-07-03 13:32:27.896442734, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.12951727612859296, Transaction Cost: 0.09836687612860205, Slippage: 0.009999999999990905, Time Penalty: 0.0211504\n", "Step: 6604, Timestamp: 2023-07-03 13:32:27.896442734, Action: 2, Price: 193.5, Shares: 3.0, Reward: -0.21252995751852471, Transaction Cost: 0.18137955751853382, Slippage: 0.009999999999990905, Time Penalty: 0.0211504\n", "Step: 6605, Timestamp: 2023-07-03 13:32:27.896442734, Action: 2, Price: 193.5, Shares: 3.0, Reward: -0.17482441857852904, Transaction Cost: 0.14367401857853812, Slippage: 0.009999999999990905, Time Penalty: 0.0211504\n", "Step: 6606, Timestamp: 2023-07-03 13:32:27.896442734, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.16312341305470424, Transaction Cost: 0.13197301305471332, Slippage: 0.009999999999990905, Time Penalty: 0.0211504\n", "Step: 6608, Timestamp: 2023-07-03 13:32:27.896442734, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.14473468482437285, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.0211504\n", "Step: 6609, Timestamp: 2023-07-03 13:32:27.896442734, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.08194683640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0211504\n", "Step: 6611, Timestamp: 2023-07-03 13:32:27.896442734, Action: 1, Price: 193.5, Shares: 3.0, Reward: -0.11146661803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0211504\n", "Step: 6613, Timestamp: 2023-07-03 13:32:27.896442734, Action: 2, Price: 193.5, Shares: 2.0, Reward: -0.08794254241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0211504\n", "Step: 6614, Timestamp: 2023-07-03 13:32:27.896442734, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.05654861820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0211504\n", "Step: 6616, Timestamp: 2023-07-03 13:32:27.896984494, Action: 1, Price: 193.49, Shares: 3.0, Reward: -0.10733661803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0170204\n", "Step: 6617, Timestamp: 2023-07-03 13:32:27.896984494, Action: 1, Price: 193.49, Shares: 2.0, Reward: -0.12538727612859296, Transaction Cost: 0.09836687612860205, Slippage: 0.009999999999990905, Time Penalty: 0.0170204\n", "Step: 6618, Timestamp: 2023-07-03 13:32:27.896984494, Action: 1, Price: 193.49, Shares: 3.0, Reward: -0.15401149102149878, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.0170204\n", "Step: 6619, Timestamp: 2023-07-03 13:32:27.896984494, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.10321505461289564, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.0170204\n", "Step: 6621, Timestamp: 2023-07-03 13:32:27.897200212, Action: 1, Price: 193.48, Shares: 2.0, Reward: -0.05230711820432091, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0169089\n", "Step: 6622, Timestamp: 2023-07-03 13:32:27.897200212, Action: 1, Price: 193.48, Shares: 2.0, Reward: -0.05230711820432091, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0169089\n", "Step: 6623, Timestamp: 2023-07-03 13:32:27.897200212, Action: 1, Price: 193.48, Shares: 1.0, Reward: -0.20650142322319195, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0169089\n", "Step: 6624, Timestamp: 2023-07-03 13:32:27.897200212, Action: 1, Price: 193.48, Shares: 1.0, Reward: -0.07137210435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.0173811\n", "Step: 6626, Timestamp: 2023-07-03 13:32:27.897200212, Action: 1, Price: 193.48, Shares: 2.0, Reward: -0.10722031803553561, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0169041\n", "Step: 6632, Timestamp: 2023-07-03 13:32:27.911853167, Action: 1, Price: 193.47, Shares: 2.0, Reward: -0.06282260464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0169041\n", "Step: 6633, Timestamp: 2023-07-03 13:32:27.911853167, Action: 1, Price: 193.47, Shares: 3.0, Reward: -0.10722031803553561, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0169041\n", "Step: 6635, Timestamp: 2023-07-03 13:32:27.911853167, Action: 1, Price: 193.47, Shares: 1.0, Reward: -0.05281801820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0174198\n", "Step: 6636, Timestamp: 2023-07-03 13:32:27.911853167, Action: 2, Price: 193.47, Shares: 2.0, Reward: -0.09461716911272636, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.0174198\n", "Step: 6637, Timestamp: 2023-07-03 13:32:27.911853167, Action: 1, Price: 193.47, Shares: 2.0, Reward: -0.10773601803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0174198\n", "Step: 6638, Timestamp: 2023-07-03 13:32:27.911853167, Action: 2, Price: 193.47, Shares: 1.0, Reward: -0.21917214239334737, Transaction Cost: 0.19175234239335648, Slippage: 0.009999999999990905, Time Penalty: 0.0174198\n", "Step: 6640, Timestamp: 2023-07-03 13:32:27.911932438, Action: 1, Price: 193.47, Shares: 2.0, Reward: -0.19391105450150647, Transaction Cost: 0.16654725450151556, Slippage: 0.009999999999990905, Time Penalty: 0.0173638\n", "Step: 6642, Timestamp: 2023-07-03 13:32:27.911932438, Action: 1, Price: 193.47, Shares: 1.0, Reward: -0.20695632322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0173638\n", "Step: 6643, Timestamp: 2023-07-03 13:32:27.911932438, Action: 1, Price: 193.47, Shares: 2.0, Reward: -0.05276201820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0173638\n", "Step: 6644, Timestamp: 2023-07-03 13:32:27.911932438, Action: 1, Price: 193.47, Shares: 2.0, Reward: -0.10768001803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0173638\n", "Step: 6645, Timestamp: 2023-07-03 13:32:27.911932438, Action: 1, Price: 193.47, Shares: 2.0, Reward: -0.28134598204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0173638\n", "Step: 6646, Timestamp: 2023-07-03 13:32:27.911932438, Action: 1, Price: 193.47, Shares: 2.0, Reward: -0.27229534631376895, Transaction Cost: 0.24493154631377806, Slippage: 0.009999999999990905, Time Penalty: 0.0173638\n", "Step: 6647, Timestamp: 2023-07-03 13:32:27.912487549, Action: 2, Price: 193.47, Shares: 2.0, Reward: -0.2805206820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165385\n", "Step: 6648, Timestamp: 2023-07-03 13:32:27.912573533, Action: 2, Price: 193.47, Shares: 1.0, Reward: -0.06235340464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0164349\n", "Step: 6649, Timestamp: 2023-07-03 13:32:27.915009347, Action: 1, Price: 193.47, Shares: 2.0, Reward: -0.27539099990561366, Transaction Cost: 0.24885069990562278, Slippage: 0.009999999999990905, Time Penalty: 0.0165403\n", "Step: 6650, Timestamp: 2023-07-03 13:32:27.915289297, Action: 1, Price: 193.47, Shares: 3.0, Reward: -0.14008298482437284, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.0164987\n", "Step: 6651, Timestamp: 2023-07-03 13:32:27.916188405, Action: 1, Price: 193.48, Shares: 2.0, Reward: -0.07322004241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0164279\n", "Step: 6653, Timestamp: 2023-07-03 13:32:27.916896261, Action: 1, Price: 193.48, Shares: 2.0, Reward: -0.04183191820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164337\n", "Step: 6654, Timestamp: 2023-07-03 13:32:27.916925632, Action: 1, Price: 193.48, Shares: 2.0, Reward: -0.05233910464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164206\n", "Step: 6655, Timestamp: 2023-07-03 13:32:27.916970318, Action: 1, Price: 193.48, Shares: 2.0, Reward: -0.052401904644634525, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164834\n", "Step: 6657, Timestamp: 2023-07-03 13:32:27.917044073, Action: 1, Price: 193.48, Shares: 1.0, Reward: -0.11479987612860205, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.016433\n", "Step: 6659, Timestamp: 2023-07-03 13:32:27.917062593, Action: 1, Price: 193.48, Shares: 2.0, Reward: -0.162304055585053, Transaction Cost: 0.145901655585053, Slippage: 0.0, Time Penalty: 0.0164024\n", "Step: 6660, Timestamp: 2023-07-03 13:32:27.917072736, Action: 1, Price: 193.48, Shares: 1.0, Reward: -0.13278295743821736, Transaction Cost: 0.11638925743821735, Slippage: 0.0, Time Penalty: 0.0163937\n", "Step: 6661, Timestamp: 2023-07-03 13:32:27.917078895, Action: 1, Price: 193.48, Shares: 2.0, Reward: -0.19956835608206452, Transaction Cost: 0.18314915608206453, Slippage: 0.0, Time Penalty: 0.0164192\n", "Step: 6662, Timestamp: 2023-07-03 13:32:27.917126871, Action: 1, Price: 193.48, Shares: 2.0, Reward: -0.14341909102150788, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.016428\n", "Step: 6663, Timestamp: 2023-07-03 13:32:27.917165331, Action: 1, Price: 193.48, Shares: 2.0, Reward: -0.15351559083772776, Transaction Cost: 0.13677359083772775, Slippage: 0.0, Time Penalty: 0.016742\n", "Step: 6664, Timestamp: 2023-07-03 13:32:27.917165331, Action: 1, Price: 193.48, Shares: 2.0, Reward: -0.19633452322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.016742\n", "Step: 6665, Timestamp: 2023-07-03 13:32:27.917217175, Action: 1, Price: 193.48, Shares: 2.0, Reward: -0.2804659820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164838\n", "Step: 6666, Timestamp: 2023-07-03 13:32:28.072343618, Action: 1, Price: 193.46, Shares: 1.0, Reward: -0.06227881820428338, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0168806\n", "Step: 6667, Timestamp: 2023-07-03 13:32:28.072343618, Action: 2, Price: 193.46, Shares: 2.0, Reward: -0.06227881820428338, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0168806\n", "Step: 6668, Timestamp: 2023-07-03 13:32:28.072343618, Action: 1, Price: 193.46, Shares: 2.0, Reward: -0.5448449640860134, Transaction Cost: 0.5079643640860315, Slippage: 0.01999999999998181, Time Penalty: 0.0168806\n", "Step: 6669, Timestamp: 2023-07-03 13:32:28.072343618, Action: 1, Price: 193.46, Shares: 2.0, Reward: -0.16638661023420306, Transaction Cost: 0.12950601023422126, Slippage: 0.01999999999998181, Time Penalty: 0.0168806\n", "Step: 6670, Timestamp: 2023-07-03 13:32:28.072378449, Action: 2, Price: 193.46, Shares: 2.0, Reward: -0.1615789499527932, Transaction Cost: 0.12442534995281139, Slippage: 0.01999999999998181, Time Penalty: 0.0171536\n", "Step: 6671, Timestamp: 2023-07-03 13:32:28.072378449, Action: 1, Price: 193.46, Shares: 1.0, Reward: -0.07307210464461635, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0171536\n", "Step: 6672, Timestamp: 2023-07-03 13:32:28.072378449, Action: 1, Price: 193.46, Shares: 2.0, Reward: -0.06255181820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0171536\n", "Step: 6674, Timestamp: 2023-07-03 13:32:28.072378449, Action: 1, Price: 193.46, Shares: 3.0, Reward: -0.07307210464461635, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0171536\n", "Step: 6675, Timestamp: 2023-07-03 13:32:28.207975961, Action: 1, Price: 193.47, Shares: 1.0, Reward: -0.0790995749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0168869\n", "Step: 6676, Timestamp: 2023-07-03 13:32:28.207975961, Action: 1, Price: 193.47, Shares: 2.0, Reward: -0.27303273017994145, Transaction Cost: 0.25650943017994143, Slippage: 0.0, Time Penalty: 0.0165233\n", "Step: 6679, Timestamp: 2023-07-03 13:32:28.208311594, Action: 1, Price: 193.47, Shares: 2.0, Reward: -0.29068918204302596, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.016707\n", "Step: 6680, Timestamp: 2023-07-03 13:32:28.208342577, Action: 2, Price: 193.47, Shares: 2.0, Reward: -0.17562447030935352, Transaction Cost: 0.13911177030934327, Slippage: 0.020000000000010232, Time Penalty: 0.0165127\n", "Step: 6682, Timestamp: 2023-07-03 13:32:28.668521039, Action: 1, Price: 193.45, Shares: 2.0, Reward: -0.1037448424121921, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0169527\n", "Step: 6684, Timestamp: 2023-07-03 13:32:28.668521039, Action: 1, Price: 193.45, Shares: 2.0, Reward: -0.12726891803554585, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0169527\n", "Step: 6685, Timestamp: 2023-07-03 13:32:28.668521039, Action: 2, Price: 193.45, Shares: 2.0, Reward: -0.1037448424121921, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0169527\n", "Step: 6686, Timestamp: 2023-07-03 13:32:28.668521039, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.08340890464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0174904\n", "Step: 6687, Timestamp: 2023-07-03 13:32:28.668521039, Action: 2, Price: 193.45, Shares: 1.0, Reward: -0.12780661803554585, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0174904\n", "Step: 6688, Timestamp: 2023-07-03 13:32:28.668521039, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.07288861820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0174904\n", "Step: 6689, Timestamp: 2023-07-03 13:32:28.668521039, Action: 2, Price: 193.45, Shares: 1.0, Reward: -0.12780661803554585, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0174904\n", "Step: 6690, Timestamp: 2023-07-03 13:32:28.668521039, Action: 1, Price: 193.45, Shares: 2.0, Reward: -0.07288861820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0174904\n", "Step: 6692, Timestamp: 2023-07-03 13:32:28.668551517, Action: 1, Price: 193.45, Shares: 2.0, Reward: -0.21793282723657403, Transaction Cost: 0.1703764272365729, Slippage: 0.030000000000001137, Time Penalty: 0.0175564\n", "Step: 6693, Timestamp: 2023-07-03 13:32:28.668551517, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.07295461820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0175564\n", "Step: 6694, Timestamp: 2023-07-03 13:32:28.668551517, Action: 1, Price: 193.45, Shares: 2.0, Reward: -0.2600531391672931, Transaction Cost: 0.21249673916729198, Slippage: 0.030000000000001137, Time Penalty: 0.0175564\n", "Step: 6696, Timestamp: 2023-07-03 13:32:28.668551517, Action: 1, Price: 193.45, Shares: 2.0, Reward: -0.1866681703093444, Transaction Cost: 0.13911177030934327, Slippage: 0.030000000000001137, Time Penalty: 0.0175564\n", "Step: 6697, Timestamp: 2023-07-03 13:32:28.668551517, Action: 2, Price: 193.45, Shares: 2.0, Reward: -0.14258783075502252, Transaction Cost: 0.09503143075502138, Slippage: 0.030000000000001137, Time Penalty: 0.0175564\n", "Step: 6699, Timestamp: 2023-07-03 13:32:28.668557983, Action: 1, Price: 193.45, Shares: 2.0, Reward: -0.10955807497640682, Transaction Cost: 0.062212674976405695, Slippage: 0.030000000000001137, Time Penalty: 0.0173454\n", "Step: 6700, Timestamp: 2023-07-03 13:32:28.668557983, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.07274361820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0173454\n", "Step: 6701, Timestamp: 2023-07-03 13:32:28.668557983, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.1041375424121921, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0173454\n", "Step: 6702, Timestamp: 2023-07-03 13:32:28.668557983, Action: 1, Price: 193.45, Shares: 2.0, Reward: -0.1191824092892702, Transaction Cost: 0.07183700928926906, Slippage: 0.030000000000001137, Time Penalty: 0.0173454\n", "Step: 6703, Timestamp: 2023-07-03 13:32:28.668557983, Action: 1, Price: 193.45, Shares: 2.0, Reward: -0.22693792322317374, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0173454\n", "Step: 6704, Timestamp: 2023-07-03 13:32:28.668790859, Action: 1, Price: 193.44, Shares: 1.0, Reward: -0.07312610464464477, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0172076\n", "Step: 6705, Timestamp: 2023-07-03 13:32:28.668790859, Action: 1, Price: 193.44, Shares: 1.0, Reward: -0.21680012322318287, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0172076\n", "Step: 6706, Timestamp: 2023-07-03 13:32:28.668790859, Action: 2, Price: 193.44, Shares: 2.0, Reward: -0.06260581820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0172076\n", "Step: 6708, Timestamp: 2023-07-03 13:32:28.668790859, Action: 1, Price: 193.44, Shares: 2.0, Reward: -0.21680012322318287, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0172076\n", "Step: 6710, Timestamp: 2023-07-03 13:32:28.689845804, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.06229651820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0168983\n", "Step: 6711, Timestamp: 2023-07-03 13:32:28.689845804, Action: 1, Price: 193.43, Shares: 2.0, Reward: -0.08769473640858497, Transaction Cost: 0.05079643640860315, Slippage: 0.01999999999998181, Time Penalty: 0.0168983\n", "Step: 6713, Timestamp: 2023-07-03 13:32:28.689845804, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.07281680464461635, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0168983\n", "Step: 6715, Timestamp: 2023-07-03 13:32:28.689845804, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.06276791820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0173697\n", "Step: 6717, Timestamp: 2023-07-03 13:32:28.689845804, Action: 2, Price: 193.43, Shares: 1.0, Reward: -0.19393483194904004, Transaction Cost: 0.15656513194905822, Slippage: 0.01999999999998181, Time Penalty: 0.0173697\n", "Step: 6718, Timestamp: 2023-07-03 13:32:28.698534643, Action: 1, Price: 193.42, Shares: 2.0, Reward: -0.07259600464464476, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0166775\n", "Step: 6719, Timestamp: 2023-07-03 13:32:28.698534643, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.062075718204311806, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0166775\n", "Step: 6720, Timestamp: 2023-07-03 13:32:29.032790053, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.08398386911273545, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.0167865\n", "Step: 6723, Timestamp: 2023-07-03 13:32:29.032820541, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.1181867728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.0165939\n", "Step: 6725, Timestamp: 2023-07-03 13:32:29.032903235, Action: 1, Price: 193.43, Shares: 2.0, Reward: -0.10073456012724241, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.0164982\n", "Step: 6726, Timestamp: 2023-07-03 13:32:29.032908388, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.08828280928926906, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.0164458\n", "Step: 6727, Timestamp: 2023-07-03 13:32:29.032921696, Action: 1, Price: 193.43, Shares: 2.0, Reward: -0.0788788749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0166662\n", "Step: 6728, Timestamp: 2023-07-03 13:32:29.032931285, Action: 2, Price: 193.43, Shares: 1.0, Reward: -0.06721113640860316, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.0164147\n", "Step: 6729, Timestamp: 2023-07-03 13:32:29.032943876, Action: 1, Price: 193.43, Shares: 2.0, Reward: -0.060718604351571115, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0167276\n", "Step: 6730, Timestamp: 2023-07-03 13:32:29.033130397, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.09689391803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0165777\n", "Step: 6732, Timestamp: 2023-07-03 13:32:29.355245701, Action: 2, Price: 193.43, Shares: 1.0, Reward: -0.07241560464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0164971\n", "Step: 6733, Timestamp: 2023-07-03 13:32:30.418133910, Action: 2, Price: 193.44, Shares: 1.0, Reward: -0.052365704644634525, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164472\n", "Step: 6735, Timestamp: 2023-07-03 13:32:30.465816686, Action: 1, Price: 193.44, Shares: 1.0, Reward: -0.15554457030934327, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.0164328\n", "Step: 6736, Timestamp: 2023-07-03 13:32:30.465841187, Action: 1, Price: 193.44, Shares: 1.0, Reward: -0.2259602727176414, Transaction Cost: 0.20943907271764142, Slippage: 0.0, Time Penalty: 0.0165212\n", "Step: 6737, Timestamp: 2023-07-03 13:32:30.662208744, Action: 2, Price: 193.43, Shares: 1.0, Reward: -0.07271860464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0168001\n", "Step: 6738, Timestamp: 2023-07-03 13:32:30.662208744, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.22639262322317377, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0168001\n", "Step: 6742, Timestamp: 2023-07-03 13:32:30.662208744, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.08295851820429362, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0175603\n", "Step: 6743, Timestamp: 2023-07-03 13:32:30.662208744, Action: 1, Price: 193.41, Shares: 2.0, Reward: -0.4167453464463373, Transaction Cost: 0.35918504644634525, Slippage: 0.03999999999999204, Time Penalty: 0.0175603\n", "Step: 6744, Timestamp: 2023-07-03 13:32:30.662208744, Action: 1, Price: 193.41, Shares: 2.0, Reward: -0.23715282322316467, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.0175603\n", "Step: 6745, Timestamp: 2023-07-03 13:32:30.662208744, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.23715282322316467, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.0175603\n", "Step: 6746, Timestamp: 2023-07-03 13:32:30.662208744, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.15259173075501342, Transaction Cost: 0.09503143075502138, Slippage: 0.03999999999999204, Time Penalty: 0.0175603\n", "Step: 6747, Timestamp: 2023-07-03 13:32:31.629494133, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.19610622322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165137\n", "Step: 6749, Timestamp: 2023-07-03 13:32:31.629663718, Action: 1, Price: 193.43, Shares: 2.0, Reward: -0.041868218204301574, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.01647\n", "Step: 6750, Timestamp: 2023-07-03 13:32:31.630189586, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.28093088204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0169487\n", "Step: 6751, Timestamp: 2023-07-03 13:32:31.630189586, Action: 2, Price: 193.44, Shares: 2.0, Reward: -0.19654122322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0169487\n", "Step: 6752, Timestamp: 2023-07-03 13:32:31.630189586, Action: 2, Price: 193.44, Shares: 2.0, Reward: -0.08414606911273545, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.0169487\n", "Step: 6753, Timestamp: 2023-07-03 13:32:32.595072837, Action: 1, Price: 193.44, Shares: 2.0, Reward: -0.33801857214217884, Transaction Cost: 0.32126487214217886, Slippage: 0.0, Time Penalty: 0.0167537\n", "Step: 6754, Timestamp: 2023-07-03 13:32:32.595072837, Action: 1, Price: 193.44, Shares: 1.0, Reward: -0.08859070928926906, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.0167537\n", "Step: 6755, Timestamp: 2023-07-03 13:32:32.595072837, Action: 1, Price: 193.45, Shares: 2.0, Reward: -0.16042771857853813, Transaction Cost: 0.14367401857853812, Slippage: 0.0, Time Penalty: 0.0167537\n", "Step: 6756, Timestamp: 2023-07-03 13:32:33.243289410, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.11377896911273659, Transaction Cost: 0.06719736911273545, Slippage: 0.030000000000001137, Time Penalty: 0.0165816\n", "Step: 6758, Timestamp: 2023-07-03 13:32:33.686228566, Action: 1, Price: 193.41, Shares: 2.0, Reward: -0.16014698482438305, Transaction Cost: 0.11358428482438193, Slippage: 0.030000000000001137, Time Penalty: 0.0165627\n", "Step: 6759, Timestamp: 2023-07-03 13:32:33.686228566, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.22615522322317377, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0165627\n", "Step: 6760, Timestamp: 2023-07-03 13:32:33.686228566, Action: 1, Price: 193.41, Shares: 2.0, Reward: -0.18567447030934442, Transaction Cost: 0.13911177030934327, Slippage: 0.030000000000001137, Time Penalty: 0.0165627\n", "Step: 6761, Timestamp: 2023-07-03 13:32:35.190421486, Action: 1, Price: 193.41, Shares: 2.0, Reward: -0.290444382043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164622\n", "Step: 6762, Timestamp: 2023-07-03 13:32:35.338561366, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.09383916911275478, Transaction Cost: 0.06719736911273545, Slippage: 0.010000000000019327, Time Penalty: 0.0166418\n", "Step: 6763, Timestamp: 2023-07-03 13:32:35.404093914, Action: 2, Price: 193.43, Shares: 1.0, Reward: -0.06047380435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0164828\n", "Step: 6764, Timestamp: 2023-07-03 13:32:35.575690444, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.062250418204311805, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168522\n", "Step: 6765, Timestamp: 2023-07-03 13:32:35.575690444, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.290834382043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0168522\n", "Step: 6768, Timestamp: 2023-07-03 13:32:35.575690444, Action: 1, Price: 193.4, Shares: 2.0, Reward: -0.07306331820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0176651\n", "Step: 6769, Timestamp: 2023-07-03 13:32:35.575690444, Action: 2, Price: 193.4, Shares: 1.0, Reward: -0.1044572424121921, Transaction Cost: 0.056792142412190966, Slippage: 0.030000000000001137, Time Penalty: 0.0176651\n", "Step: 6771, Timestamp: 2023-07-03 13:32:35.575690444, Action: 2, Price: 193.4, Shares: 2.0, Reward: -0.17465619102150903, Transaction Cost: 0.12699109102150788, Slippage: 0.030000000000001137, Time Penalty: 0.0176651\n", "Step: 6772, Timestamp: 2023-07-03 13:32:35.575690444, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.09165610435157226, Transaction Cost: 0.04399100435157111, Slippage: 0.030000000000001137, Time Penalty: 0.0176651\n", "Step: 6773, Timestamp: 2023-07-03 13:32:35.575690444, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.1460319761286032, Transaction Cost: 0.09836687612860205, Slippage: 0.030000000000001137, Time Penalty: 0.0176651\n", "Step: 6774, Timestamp: 2023-07-03 13:32:35.575690444, Action: 2, Price: 193.4, Shares: 1.0, Reward: -0.1195021092892702, Transaction Cost: 0.07183700928926906, Slippage: 0.030000000000001137, Time Penalty: 0.0176651\n", "Step: 6775, Timestamp: 2023-07-03 13:32:35.575690444, Action: 1, Price: 193.4, Shares: 2.0, Reward: -0.12798131803554585, Transaction Cost: 0.08031621803554471, Slippage: 0.030000000000001137, Time Penalty: 0.0176651\n", "Step: 6776, Timestamp: 2023-07-03 13:32:35.575690444, Action: 2, Price: 193.4, Shares: 1.0, Reward: -0.7099696008213793, Transaction Cost: 0.6623045008213782, Slippage: 0.030000000000001137, Time Penalty: 0.0176651\n", "Step: 6777, Timestamp: 2023-07-03 13:32:35.575854512, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.41413935788452544, Transaction Cost: 0.3775716578845436, Slippage: 0.01999999999998181, Time Penalty: 0.0165677\n", "Step: 6779, Timestamp: 2023-07-03 13:32:35.575923228, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.08084890435155292, Transaction Cost: 0.04399100435157111, Slippage: 0.01999999999998181, Time Penalty: 0.0168579\n", "Step: 6780, Timestamp: 2023-07-03 13:32:35.575923228, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.06225611820428338, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0168579\n", "Step: 6781, Timestamp: 2023-07-03 13:32:35.575923228, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.27646421132721943, Transaction Cost: 0.23960631132723764, Slippage: 0.01999999999998181, Time Penalty: 0.0168579\n", "Step: 6783, Timestamp: 2023-07-03 13:32:35.575966493, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.2744276095619016, Transaction Cost: 0.2475512095619107, Slippage: 0.009999999999990905, Time Penalty: 0.0168764\n", "Step: 6784, Timestamp: 2023-07-03 13:32:35.575966493, Action: 1, Price: 193.4, Shares: 2.0, Reward: -0.12524327612859296, Transaction Cost: 0.09836687612860205, Slippage: 0.009999999999990905, Time Penalty: 0.0168764\n", "Step: 6785, Timestamp: 2023-07-03 13:32:35.575966493, Action: 2, Price: 193.4, Shares: 2.0, Reward: -0.06279490464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0168764\n", "Step: 6786, Timestamp: 2023-07-03 13:32:35.920761154, Action: 1, Price: 193.39, Shares: 2.0, Reward: -0.39842690727794033, Transaction Cost: 0.3618689072779301, Slippage: 0.020000000000010232, Time Penalty: 0.016558\n", "Step: 6788, Timestamp: 2023-07-03 13:32:35.920820752, Action: 1, Price: 193.39, Shares: 1.0, Reward: -0.35569235246077485, Transaction Cost: 0.3192506524607646, Slippage: 0.020000000000010232, Time Penalty: 0.0164417\n", "Step: 6789, Timestamp: 2023-07-03 13:32:35.920845395, Action: 1, Price: 193.39, Shares: 1.0, Reward: -0.5476020817097289, Transaction Cost: 0.5111292817097187, Slippage: 0.020000000000010232, Time Penalty: 0.0164728\n", "Step: 6791, Timestamp: 2023-07-03 13:32:36.202655867, Action: 1, Price: 193.39, Shares: 2.0, Reward: -0.27062168204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166395\n", "Step: 6792, Timestamp: 2023-07-03 13:32:36.202655867, Action: 1, Price: 193.39, Shares: 2.0, Reward: -0.06249260464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0165741\n", "Step: 6795, Timestamp: 2023-07-03 13:32:37.450549829, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.1411666499528114, Transaction Cost: 0.12442534995281139, Slippage: 0.0, Time Penalty: 0.0167413\n", "Step: 6796, Timestamp: 2023-07-03 13:32:37.450549829, Action: 2, Price: 193.4, Shares: 2.0, Reward: -0.2707234820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167413\n", "Step: 6797, Timestamp: 2023-07-03 13:32:37.450549829, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.14624731023422127, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.0167413\n", "Step: 6798, Timestamp: 2023-07-03 13:32:37.450581132, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.13827847550016448, Transaction Cost: 0.12180557550016448, Slippage: 0.0, Time Penalty: 0.0164729\n", "Step: 6800, Timestamp: 2023-07-03 13:32:37.930557152, Action: 2, Price: 193.41, Shares: 2.0, Reward: -0.27071508204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167329\n", "Step: 6802, Timestamp: 2023-07-03 13:32:37.930557152, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.28066058204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0166784\n", "Step: 6804, Timestamp: 2023-07-03 13:32:38.371281179, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.06259690464465385, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0166784\n", "Step: 6805, Timestamp: 2023-07-03 13:32:38.851973476, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.15572747030934328, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.0166157\n", "Step: 6806, Timestamp: 2023-07-03 13:32:38.851973476, Action: 2, Price: 193.42, Shares: 2.0, Reward: -0.1434321910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0164411\n", "Step: 6809, Timestamp: 2023-07-03 13:32:38.898263200, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.04182201820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164238\n", "Step: 6810, Timestamp: 2023-07-03 13:32:39.073157876, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.278005560871572, Transaction Cost: 0.261490660871572, Slippage: 0.0, Time Penalty: 0.0165149\n", "Step: 6811, Timestamp: 2023-07-03 13:32:39.073157876, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.3544162160195398, Transaction Cost: 0.3379013160195398, Slippage: 0.0, Time Penalty: 0.0165149\n", "Step: 6812, Timestamp: 2023-07-03 13:32:39.787215191, Action: 1, Price: 193.42, Shares: 2.0, Reward: -0.12803947281722564, Transaction Cost: 0.1015928728172063, Slippage: 0.010000000000019327, Time Penalty: 0.0164466\n", "Step: 6813, Timestamp: 2023-07-03 13:32:40.112681234, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.12803117281722562, Transaction Cost: 0.1015928728172063, Slippage: 0.010000000000019327, Time Penalty: 0.0164383\n", "Step: 6814, Timestamp: 2023-07-03 13:32:40.112730105, Action: 2, Price: 193.42, Shares: 2.0, Reward: -0.26138994631377804, Transaction Cost: 0.24493154631377806, Slippage: 0.0, Time Penalty: 0.0164584\n", "Step: 6815, Timestamp: 2023-07-03 13:32:40.392431074, Action: 2, Price: 193.4, Shares: 2.0, Reward: -0.10367406911271726, Transaction Cost: 0.06719736911273545, Slippage: 0.01999999999998181, Time Penalty: 0.0164767\n", "Step: 6816, Timestamp: 2023-07-03 13:32:41.750193535, Action: 1, Price: 193.41, Shares: 2.0, Reward: -0.052508104644634526, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0165896\n", "Step: 6817, Timestamp: 2023-07-03 13:32:41.750244775, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.04196251820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165643\n", "Step: 6818, Timestamp: 2023-07-03 13:32:41.750244775, Action: 1, Price: 193.41, Shares: 2.0, Reward: -0.0988757749763875, Transaction Cost: 0.062212674976405695, Slippage: 0.01999999999998181, Time Penalty: 0.0166631\n", "Step: 6820, Timestamp: 2023-07-03 13:32:41.997112772, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.07258160464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0166631\n", "Step: 6821, Timestamp: 2023-07-03 13:32:41.997112772, Action: 2, Price: 193.4, Shares: 2.0, Reward: -0.21625562322315445, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0166631\n", "Step: 6822, Timestamp: 2023-07-03 13:32:42.750179698, Action: 1, Price: 193.39, Shares: 1.0, Reward: -0.06209521820431181, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.016697\n", "Step: 6823, Timestamp: 2023-07-03 13:32:42.750179698, Action: 1, Price: 193.39, Shares: 1.0, Reward: -0.07261550464464477, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.016697\n", "Step: 6825, Timestamp: 2023-07-03 13:32:42.750179698, Action: 2, Price: 193.39, Shares: 2.0, Reward: -0.21628952322318284, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.016697\n", "Step: 6826, Timestamp: 2023-07-03 13:32:42.750205956, Action: 1, Price: 193.4, Shares: 2.0, Reward: -0.28044698204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164648\n", "Step: 6827, Timestamp: 2023-07-03 13:32:42.904276183, Action: 2, Price: 193.4, Shares: 2.0, Reward: -0.2814801820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.017498\n", "Step: 6830, Timestamp: 2023-07-03 13:32:43.135389556, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.27060088204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166187\n", "Step: 6831, Timestamp: 2023-07-03 13:32:43.135389556, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.27060088204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166187\n", "Step: 6833, Timestamp: 2023-07-03 13:32:43.296595282, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.290546882043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0165647\n", "Step: 6834, Timestamp: 2023-07-03 13:32:44.164345759, Action: 2, Price: 193.43, Shares: 2.0, Reward: -0.19981455608206453, Transaction Cost: 0.18314915608206453, Slippage: 0.0, Time Penalty: 0.0166654\n", "Step: 6837, Timestamp: 2023-07-03 13:32:44.164355386, Action: 1, Price: 193.43, Shares: 2.0, Reward: -0.19262941740628445, Transaction Cost: 0.17596401740628445, Slippage: 0.0, Time Penalty: 0.0166654\n", "Step: 6838, Timestamp: 2023-07-03 13:32:44.164378633, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.29971178839458207, Transaction Cost: 0.2828225883945821, Slippage: 0.0, Time Penalty: 0.0168892\n", "Step: 6843, Timestamp: 2023-07-03 13:32:44.346798221, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.22614797271764142, Transaction Cost: 0.20943907271764142, Slippage: 0.0, Time Penalty: 0.0167089\n", "Step: 6844, Timestamp: 2023-07-03 13:32:44.346798221, Action: 1, Price: 193.45, Shares: 2.0, Reward: -0.16038291857853812, Transaction Cost: 0.14367401857853812, Slippage: 0.0, Time Penalty: 0.0167089\n", "Step: 6845, Timestamp: 2023-07-03 13:32:44.346798221, Action: 1, Price: 193.45, Shares: 2.0, Reward: -0.27069108204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167089\n", "Step: 6847, Timestamp: 2023-07-03 13:32:45.346289959, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.042050718204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0166525\n", "Step: 6848, Timestamp: 2023-07-03 13:32:45.353770574, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.24084698961120618, Transaction Cost: 0.22431098961120619, Slippage: 0.0, Time Penalty: 0.016536\n", "Step: 6849, Timestamp: 2023-07-03 13:32:45.353804648, Action: 2, Price: 193.5, Shares: 1.0, Reward: -0.13559920293689043, Transaction Cost: 0.11912820293689044, Slippage: 0.0, Time Penalty: 0.016471\n", "Step: 6851, Timestamp: 2023-07-03 13:32:45.901865211, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.05188051820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164823\n", "Step: 6855, Timestamp: 2023-07-03 13:32:46.388592052, Action: 2, Price: 193.47, Shares: 2.0, Reward: -0.07234680464464477, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0164283\n", "Step: 6856, Timestamp: 2023-07-03 13:32:46.388752419, Action: 1, Price: 193.47, Shares: 2.0, Reward: -0.14282475743820824, Transaction Cost: 0.11638925743821735, Slippage: 0.009999999999990905, Time Penalty: 0.0164355\n", "Step: 6857, Timestamp: 2023-07-03 13:32:46.391757917, Action: 1, Price: 193.46, Shares: 1.0, Reward: -0.05189081820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164926\n", "Step: 6858, Timestamp: 2023-07-03 13:32:46.403431552, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.39561784644635545, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.0164328\n", "Step: 6859, Timestamp: 2023-07-03 13:32:46.404860964, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.14288065743823666, Transaction Cost: 0.11638925743821735, Slippage: 0.010000000000019327, Time Penalty: 0.0164914\n", "Step: 6860, Timestamp: 2023-07-03 13:32:48.865355032, Action: 1, Price: 193.48, Shares: 1.0, Reward: -0.11485607612860205, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.0164892\n", "Step: 6862, Timestamp: 2023-07-03 13:32:48.865385512, Action: 1, Price: 193.48, Shares: 2.0, Reward: -0.1483833130547133, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.0164103\n", "Step: 6863, Timestamp: 2023-07-03 13:32:48.865407768, Action: 1, Price: 193.48, Shares: 1.0, Reward: -0.13819837550016448, Transaction Cost: 0.12180557550016448, Slippage: 0.0, Time Penalty: 0.0163928\n", "Step: 6864, Timestamp: 2023-07-03 13:32:48.865416710, Action: 1, Price: 193.48, Shares: 1.0, Reward: -0.2705903820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166082\n", "Step: 6865, Timestamp: 2023-07-03 13:32:48.865433307, Action: 1, Price: 193.48, Shares: 1.0, Reward: -0.27131588204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0173337\n", "Step: 6867, Timestamp: 2023-07-03 13:32:48.865433307, Action: 1, Price: 193.48, Shares: 2.0, Reward: -0.09764991803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0173337\n", "Step: 6869, Timestamp: 2023-07-03 13:32:48.956329985, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.04285141820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0174532\n", "Step: 6870, Timestamp: 2023-07-03 13:32:48.956329985, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.27087858204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0168964\n", "Step: 6873, Timestamp: 2023-07-03 13:32:48.956404192, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.06088740435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0168964\n", "Step: 6874, Timestamp: 2023-07-03 13:32:48.957104012, Action: 1, Price: 193.49, Shares: 2.0, Reward: -0.2905845820429976, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0166024\n", "Step: 6875, Timestamp: 2023-07-03 13:32:48.957104012, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.3957874464463271, Transaction Cost: 0.35918504644634525, Slippage: 0.01999999999998181, Time Penalty: 0.0166024\n", "Step: 6879, Timestamp: 2023-07-03 13:32:49.089862915, Action: 1, Price: 193.53, Shares: 1.0, Reward: -0.053068204644634534, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0171497\n", "Step: 6880, Timestamp: 2023-07-03 13:32:49.089912739, Action: 1, Price: 193.53, Shares: 1.0, Reward: -0.0789331749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0167205\n", "Step: 6881, Timestamp: 2023-07-03 13:32:49.089912739, Action: 2, Price: 193.53, Shares: 1.0, Reward: -0.09703671803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0167205\n", "Step: 6884, Timestamp: 2023-07-03 13:32:49.417244879, Action: 1, Price: 193.53, Shares: 1.0, Reward: -0.23307952492921824, Transaction Cost: 0.1866380249292171, Slippage: 0.030000000000001137, Time Penalty: 0.0164415\n", "Step: 6887, Timestamp: 2023-07-03 13:32:50.004912992, Action: 1, Price: 193.53, Shares: 2.0, Reward: -0.26629431132722853, Transaction Cost: 0.23960631132723764, Slippage: 0.009999999999990905, Time Penalty: 0.016688\n", "Step: 6888, Timestamp: 2023-07-03 13:32:50.005236245, Action: 2, Price: 193.52, Shares: 1.0, Reward: -0.2214357195192222, Transaction Cost: 0.1849018195192404, Slippage: 0.01999999999998181, Time Penalty: 0.0165339\n", "Step: 6889, Timestamp: 2023-07-03 13:32:50.006391446, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.14450871393388537, Transaction Cost: 0.10775551393390358, Slippage: 0.01999999999998181, Time Penalty: 0.0167532\n", "Step: 6890, Timestamp: 2023-07-03 13:32:50.006439950, Action: 1, Price: 193.52, Shares: 2.0, Reward: -0.22503572742164868, Transaction Cost: 0.18835822742166689, Slippage: 0.01999999999998181, Time Penalty: 0.0166775\n", "Step: 6891, Timestamp: 2023-07-03 13:32:50.377147618, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.05236900464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164505\n", "Step: 6892, Timestamp: 2023-07-03 13:32:50.555023573, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.07238550464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.016467\n", "Step: 6894, Timestamp: 2023-07-03 13:32:52.067262447, Action: 2, Price: 193.47, Shares: 1.0, Reward: -0.39595124644632707, Transaction Cost: 0.35918504644634525, Slippage: 0.01999999999998181, Time Penalty: 0.0167662\n", "Step: 6896, Timestamp: 2023-07-03 13:32:52.067686313, Action: 1, Price: 193.46, Shares: 2.0, Reward: -0.06216441820428338, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0167662\n", "Step: 6897, Timestamp: 2023-07-03 13:32:52.067686313, Action: 2, Price: 193.46, Shares: 1.0, Reward: -0.28039198204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164098\n", "Step: 6899, Timestamp: 2023-07-03 13:32:52.914355688, Action: 2, Price: 193.46, Shares: 2.0, Reward: -0.2910590816754555, Transaction Cost: 0.2735471816754555, Slippage: 0.0, Time Penalty: 0.0175119\n", "Step: 6900, Timestamp: 2023-07-03 13:32:52.914568858, Action: 1, Price: 193.46, Shares: 1.0, Reward: -0.3616688936899852, Transaction Cost: 0.3445181936899852, Slippage: 0.0, Time Penalty: 0.0171507\n", "Step: 6902, Timestamp: 2023-07-03 13:32:53.506900711, Action: 2, Price: 193.46, Shares: 1.0, Reward: -0.09078960435157224, Transaction Cost: 0.04399100435157111, Slippage: 0.030000000000001137, Time Penalty: 0.0167986\n", "Step: 6903, Timestamp: 2023-07-03 13:32:53.506900711, Action: 1, Price: 193.46, Shares: 2.0, Reward: -0.22639112322317376, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0167986\n", "Step: 6904, Timestamp: 2023-07-03 13:32:53.506900711, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.09271710464465499, Transaction Cost: 0.03591850464463453, Slippage: 0.040000000000020464, Time Penalty: 0.0167986\n", "Step: 6905, Timestamp: 2023-07-03 13:32:53.506900711, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.052473804644634525, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0165553\n", "Step: 6909, Timestamp: 2023-07-03 13:32:54.877159713, Action: 1, Price: 193.46, Shares: 2.0, Reward: -0.24894003916727378, Transaction Cost: 0.21249673916729198, Slippage: 0.01999999999998181, Time Penalty: 0.0164433\n", "Step: 6911, Timestamp: 2023-07-03 13:32:56.091687068, Action: 1, Price: 193.47, Shares: 1.0, Reward: -0.3407825430593754, Transaction Cost: 0.3242627430593754, Slippage: 0.0, Time Penalty: 0.0165198\n", "Step: 6912, Timestamp: 2023-07-03 13:32:56.091687068, Action: 1, Price: 193.48, Shares: 1.0, Reward: -0.17101113002946378, Transaction Cost: 0.15449133002946377, Slippage: 0.0, Time Penalty: 0.0165198\n", "Step: 6913, Timestamp: 2023-07-03 13:32:56.990835008, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.042010118204301575, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0166119\n", "Step: 6915, Timestamp: 2023-07-03 13:32:56.991363299, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.19615722322317264, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165647\n", "Step: 6916, Timestamp: 2023-07-03 13:32:56.991363299, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.10080106012724241, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.0165647\n", "Step: 6918, Timestamp: 2023-07-03 13:32:56.991857537, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.26672593951315543, Transaction Cost: 0.25014343951315543, Slippage: 0.0, Time Penalty: 0.0165825\n", "Step: 6919, Timestamp: 2023-07-03 13:32:56.992115848, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.3684291348125689, Transaction Cost: 0.3519280348125689, Slippage: 0.0, Time Penalty: 0.0165011\n", "Step: 6920, Timestamp: 2023-07-03 13:32:56.992142561, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.062324604644625435, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0164061\n", "Step: 6921, Timestamp: 2023-07-03 13:32:56.992151218, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.28848916087156296, Transaction Cost: 0.261490660871572, Slippage: 0.009999999999990905, Time Penalty: 0.0169985\n", "Step: 6922, Timestamp: 2023-07-03 13:32:56.992347536, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.20605382322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.0164613\n", "Step: 6923, Timestamp: 2023-07-03 13:32:56.993345513, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.35564215246077485, Transaction Cost: 0.3192506524607646, Slippage: 0.020000000000010232, Time Penalty: 0.0163915\n", "Step: 6925, Timestamp: 2023-07-03 13:32:59.003810633, Action: 2, Price: 193.48, Shares: 1.0, Reward: -0.19113256638367998, Transaction Cost: 0.16459926638366065, Slippage: 0.010000000000019327, Time Penalty: 0.0165333\n", "Step: 6926, Timestamp: 2023-07-03 13:32:59.003810633, Action: 2, Price: 193.48, Shares: 2.0, Reward: -0.1534444910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.0164534\n", "Step: 6931, Timestamp: 2023-07-03 13:32:59.091338303, Action: 1, Price: 193.48, Shares: 1.0, Reward: -0.06236780464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0164493\n", "Step: 6932, Timestamp: 2023-07-03 13:32:59.652430773, Action: 2, Price: 193.49, Shares: 2.0, Reward: -0.1181152728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.0165224\n", "Step: 6934, Timestamp: 2023-07-03 13:32:59.652462190, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.19612362322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165311\n", "Step: 6937, Timestamp: 2023-07-03 13:32:59.652476822, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.10076746012724241, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.0165311\n", "Step: 6938, Timestamp: 2023-07-03 13:32:59.652588457, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.1007679601272424, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.0165316\n", "Step: 6939, Timestamp: 2023-07-03 13:32:59.653971956, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.05235640464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164379\n", "Step: 6941, Timestamp: 2023-07-03 13:33:00.369389502, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.26800443251244166, Transaction Cost: 0.25142953251244166, Slippage: 0.0, Time Penalty: 0.0165749\n", "Step: 6942, Timestamp: 2023-07-03 13:33:00.369389502, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.052493404644634534, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0165749\n", "Step: 6943, Timestamp: 2023-07-03 13:33:00.369421944, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.1644933885640667, Transaction Cost: 0.1480957885640667, Slippage: 0.0, Time Penalty: 0.0163976\n", "Step: 6944, Timestamp: 2023-07-03 13:33:00.369469444, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.10803547804103227, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.0164609\n", "Step: 6945, Timestamp: 2023-07-03 13:33:00.369507256, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.04190281820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165046\n", "Step: 6946, Timestamp: 2023-07-03 13:33:00.370577319, Action: 1, Price: 193.51, Shares: 2.0, Reward: -0.27052018204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.016538\n", "Step: 6949, Timestamp: 2023-07-03 13:33:00.466774453, Action: 1, Price: 193.52, Shares: 2.0, Reward: -0.37607214644634523, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0168871\n", "Step: 6951, Timestamp: 2023-07-03 13:33:00.466774453, Action: 1, Price: 193.52, Shares: 2.0, Reward: -0.09720331803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0168871\n", "Step: 6952, Timestamp: 2023-07-03 13:33:00.467191377, Action: 2, Price: 193.53, Shares: 1.0, Reward: -0.19604552322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.016453\n", "Step: 6955, Timestamp: 2023-07-03 13:33:00.492664155, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.12427581393390358, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.0165203\n", "Step: 6956, Timestamp: 2023-07-03 13:33:00.963321390, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.2047085885640587, Transaction Cost: 0.1480957885640667, Slippage: 0.03999999999999204, Time Penalty: 0.0166128\n", "Step: 6958, Timestamp: 2023-07-03 13:33:00.963321390, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.23620532322316468, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.0166128\n", "Step: 6959, Timestamp: 2023-07-03 13:33:00.969368915, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.19894070922581059, Transaction Cost: 0.15238930922580946, Slippage: 0.030000000000001137, Time Penalty: 0.0165514\n", "Step: 6962, Timestamp: 2023-07-03 13:33:01.015333873, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.13213733075503162, Transaction Cost: 0.09503143075502138, Slippage: 0.020000000000010232, Time Penalty: 0.0171059\n", "Step: 6963, Timestamp: 2023-07-03 13:33:01.019746936, Action: 1, Price: 193.51, Shares: 1.0, Reward: -0.19631622322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167237\n", "Step: 6965, Timestamp: 2023-07-03 13:33:01.019746936, Action: 1, Price: 193.51, Shares: 1.0, Reward: -0.08392106911273545, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.0167237\n", "Step: 6966, Timestamp: 2023-07-03 13:33:01.019746936, Action: 1, Price: 193.51, Shares: 2.0, Reward: -0.18327095450151556, Transaction Cost: 0.16654725450151556, Slippage: 0.0, Time Penalty: 0.0167237\n", "Step: 6968, Timestamp: 2023-07-03 13:33:01.667973695, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.19603542322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164429\n", "Step: 6969, Timestamp: 2023-07-03 13:33:02.459437098, Action: 1, Price: 193.52, Shares: 2.0, Reward: -0.08730723640858495, Transaction Cost: 0.05079643640860315, Slippage: 0.01999999999998181, Time Penalty: 0.0165108\n", "Step: 6970, Timestamp: 2023-07-03 13:33:02.461200811, Action: 2, Price: 193.53, Shares: 1.0, Reward: -0.19610952322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.016517\n", "Step: 6972, Timestamp: 2023-07-03 13:33:02.462525435, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.0988698749763875, Transaction Cost: 0.062212674976405695, Slippage: 0.01999999999998181, Time Penalty: 0.0166572\n", "Step: 6975, Timestamp: 2023-07-03 13:33:02.462525435, Action: 1, Price: 193.51, Shares: 1.0, Reward: -0.2827254616065252, Transaction Cost: 0.24624486160651493, Slippage: 0.020000000000010232, Time Penalty: 0.0164806\n", "Step: 6977, Timestamp: 2023-07-03 13:33:02.465700012, Action: 1, Price: 193.51, Shares: 1.0, Reward: -0.24124758151061787, Transaction Cost: 0.20476698151060765, Slippage: 0.020000000000010232, Time Penalty: 0.0164806\n", "Step: 6978, Timestamp: 2023-07-03 13:33:02.471395471, Action: 1, Price: 193.52, Shares: 2.0, Reward: -0.16888000922580945, Transaction Cost: 0.15238930922580946, Slippage: 0.0, Time Penalty: 0.0164907\n", "Step: 6979, Timestamp: 2023-07-03 13:33:02.471395471, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.33574135246076464, Transaction Cost: 0.3192506524607646, Slippage: 0.0, Time Penalty: 0.0164907\n", "Step: 6980, Timestamp: 2023-07-03 13:33:02.471440632, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.5346360640860224, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0166717\n", "Step: 6982, Timestamp: 2023-07-03 13:33:02.742749434, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.5945931241219005, Transaction Cost: 0.5679214241219096, Slippage: 0.009999999999990905, Time Penalty: 0.0166717\n", "Step: 6983, Timestamp: 2023-07-03 13:33:02.742749434, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.2806538820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166717\n", "Step: 6984, Timestamp: 2023-07-03 13:33:02.743211734, Action: 1, Price: 193.5, Shares: 2.0, Reward: -0.07054160435156201, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0165506\n", "Step: 6987, Timestamp: 2023-07-03 13:33:03.189449953, Action: 2, Price: 193.49, Shares: 1.0, Reward: -0.2722140012532376, Transaction Cost: 0.2257443012532364, Slippage: 0.030000000000001137, Time Penalty: 0.0164697\n", "Step: 6989, Timestamp: 2023-07-03 13:33:04.308064686, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.21600342322315444, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0164109\n", "Step: 6990, Timestamp: 2023-07-03 13:33:04.455304253, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.4297805146764036, Transaction Cost: 0.4031842146764127, Slippage: 0.009999999999990905, Time Penalty: 0.0165963\n", "Step: 6992, Timestamp: 2023-07-03 13:33:04.455315423, Action: 1, Price: 193.49, Shares: 2.0, Reward: -0.20256031740627536, Transaction Cost: 0.17596401740628445, Slippage: 0.009999999999990905, Time Penalty: 0.0165963\n", "Step: 6994, Timestamp: 2023-07-03 13:33:04.455317136, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.06315560464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0172371\n", "Step: 6998, Timestamp: 2023-07-03 13:33:04.455317136, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.28072788204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0167457\n", "Step: 7002, Timestamp: 2023-07-03 13:33:04.455352758, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.24687302175784642, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.016918\n", "Step: 7003, Timestamp: 2023-07-03 13:33:04.455497420, Action: 1, Price: 193.49, Shares: 2.0, Reward: -0.24660132175784644, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.0166463\n", "Step: 7005, Timestamp: 2023-07-03 13:33:05.375211794, Action: 1, Price: 193.51, Shares: 1.0, Reward: -0.06080580435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0168148\n", "Step: 7006, Timestamp: 2023-07-03 13:33:05.375211794, Action: 1, Price: 193.51, Shares: 1.0, Reward: -0.09713101803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0168148\n", "Step: 7007, Timestamp: 2023-07-03 13:33:05.375211794, Action: 1, Price: 193.51, Shares: 1.0, Reward: -0.19640732322317261, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0168148\n", "Step: 7008, Timestamp: 2023-07-03 13:33:05.375211794, Action: 2, Price: 193.51, Shares: 1.0, Reward: -0.1890738968449926, Transaction Cost: 0.1722590968449926, Slippage: 0.0, Time Penalty: 0.0168148\n", "Step: 7009, Timestamp: 2023-07-03 13:33:05.375238731, Action: 1, Price: 193.51, Shares: 2.0, Reward: -0.052535604644634526, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0166171\n", "Step: 7010, Timestamp: 2023-07-03 13:33:05.375241671, Action: 1, Price: 193.51, Shares: 1.0, Reward: -0.12712336649854564, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.0164151\n", "Step: 7017, Timestamp: 2023-07-03 13:33:05.376072126, Action: 1, Price: 193.53, Shares: 1.0, Reward: -0.32753217488202846, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.0164688\n", "Step: 7018, Timestamp: 2023-07-03 13:33:05.376116541, Action: 1, Price: 193.53, Shares: 1.0, Reward: -0.07353764241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.0167455\n", "Step: 7019, Timestamp: 2023-07-03 13:33:05.376116541, Action: 1, Price: 193.53, Shares: 1.0, Reward: -0.19633802322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167455\n", "Step: 7020, Timestamp: 2023-07-03 13:33:05.376116541, Action: 1, Price: 193.53, Shares: 1.0, Reward: -0.2707276820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167455\n", "Step: 7021, Timestamp: 2023-07-03 13:33:05.376134156, Action: 2, Price: 193.53, Shares: 2.0, Reward: -0.28046058204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164784\n", "Step: 7023, Timestamp: 2023-07-03 13:33:05.376669116, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.39584294644632706, Transaction Cost: 0.35918504644634525, Slippage: 0.01999999999998181, Time Penalty: 0.0166579\n", "Step: 7025, Timestamp: 2023-07-03 13:33:05.377718742, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.37050484469815836, Transaction Cost: 0.35375624469815836, Slippage: 0.0, Time Penalty: 0.0167486\n", "Step: 7031, Timestamp: 2023-07-03 13:33:05.479635668, Action: 2, Price: 193.52, Shares: 1.0, Reward: -0.2069201272365547, Transaction Cost: 0.1703764272365729, Slippage: 0.01999999999998181, Time Penalty: 0.0165437\n", "Step: 7033, Timestamp: 2023-07-03 13:33:05.504672906, Action: 2, Price: 193.51, Shares: 1.0, Reward: -0.1084148092892793, Transaction Cost: 0.07183700928926906, Slippage: 0.020000000000010232, Time Penalty: 0.0165778\n", "Step: 7034, Timestamp: 2023-07-03 13:33:05.504672906, Action: 1, Price: 193.51, Shares: 1.0, Reward: -0.3756046464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0164196\n", "Step: 7041, Timestamp: 2023-07-03 13:33:05.506071705, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.37558974644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0164047\n", "Step: 7042, Timestamp: 2023-07-03 13:33:05.614956085, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.1962006232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0166081\n", "Step: 7043, Timestamp: 2023-07-03 13:33:05.614956085, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.1962006232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0166081\n", "Step: 7045, Timestamp: 2023-07-03 13:33:05.614990087, Action: 2, Price: 193.54, Shares: 1.0, Reward: -0.1851053202544848, Transaction Cost: 0.16847272025448481, Slippage: 0.0, Time Penalty: 0.0166326\n", "Step: 7046, Timestamp: 2023-07-03 13:33:05.615596435, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.20685596151004276, Transaction Cost: 0.19006286151004276, Slippage: 0.0, Time Penalty: 0.0167931\n", "Step: 7047, Timestamp: 2023-07-03 13:33:05.615596435, Action: 2, Price: 193.54, Shares: 1.0, Reward: -0.042191318204301574, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0167931\n", "Step: 7048, Timestamp: 2023-07-03 13:33:05.615596435, Action: 2, Price: 193.55, Shares: 1.0, Reward: -0.18334035450151556, Transaction Cost: 0.16654725450151556, Slippage: 0.0, Time Penalty: 0.0167931\n", "Step: 7049, Timestamp: 2023-07-03 13:33:05.617076634, Action: 1, Price: 193.55, Shares: 1.0, Reward: -0.041950718204301574, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165525\n", "Step: 7050, Timestamp: 2023-07-03 13:33:05.617099996, Action: 1, Price: 193.55, Shares: 2.0, Reward: -0.04190141820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0165032\n", "Step: 7051, Timestamp: 2023-07-03 13:33:05.617116835, Action: 1, Price: 193.55, Shares: 1.0, Reward: -0.26685343951315543, Transaction Cost: 0.25014343951315543, Slippage: 0.0, Time Penalty: 0.01671\n", "Step: 7053, Timestamp: 2023-07-03 13:33:05.617137937, Action: 1, Price: 193.55, Shares: 1.0, Reward: -0.05262850464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.01671\n", "Step: 7054, Timestamp: 2023-07-03 13:33:05.617164341, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.16091944995282162, Transaction Cost: 0.12442534995281139, Slippage: 0.020000000000010232, Time Penalty: 0.0164941\n", "Step: 7061, Timestamp: 2023-07-03 13:33:05.626236669, Action: 1, Price: 193.53, Shares: 1.0, Reward: -0.16086364995282162, Transaction Cost: 0.12442534995281139, Slippage: 0.020000000000010232, Time Penalty: 0.0164383\n", "Step: 7063, Timestamp: 2023-07-03 13:33:05.627422176, Action: 1, Price: 193.53, Shares: 1.0, Reward: -0.18011371857854835, Transaction Cost: 0.14367401857853812, Slippage: 0.020000000000010232, Time Penalty: 0.0164397\n", "Step: 7064, Timestamp: 2023-07-03 13:33:05.631132257, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.21274151740626626, Transaction Cost: 0.17596401740628445, Slippage: 0.01999999999998181, Time Penalty: 0.0167775\n", "Step: 7065, Timestamp: 2023-07-03 13:33:05.636703788, Action: 1, Price: 193.52, Shares: 2.0, Reward: -0.07249960464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0165811\n", "Step: 7066, Timestamp: 2023-07-03 13:33:05.636703788, Action: 1, Price: 193.52, Shares: 1.0, Reward: -0.15570930293687224, Transaction Cost: 0.11912820293689044, Slippage: 0.01999999999998181, Time Penalty: 0.0165811\n", "Step: 7067, Timestamp: 2023-07-03 13:33:05.637307043, Action: 1, Price: 193.52, Shares: 2.0, Reward: -0.15283835743819915, Transaction Cost: 0.11638925743821735, Slippage: 0.01999999999998181, Time Penalty: 0.0164491\n", "Step: 7069, Timestamp: 2023-07-03 13:33:06.219153758, Action: 1, Price: 193.51, Shares: 2.0, Reward: -0.08267530464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0167568\n", "Step: 7072, Timestamp: 2023-07-03 13:33:06.870694, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.13033278482438193, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.0167485\n", "Step: 7073, Timestamp: 2023-07-03 13:33:06.870694, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.15586027030934327, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.0167485\n", "Step: 7074, Timestamp: 2023-07-03 13:33:06.870694, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.12423551393390359, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.01648\n", "Step: 7076, Timestamp: 2023-07-03 13:33:06.870724989, Action: 1, Price: 193.54, Shares: 1.0, Reward: -0.14596051023422127, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.0164545\n", "Step: 7080, Timestamp: 2023-07-03 13:33:06.870815606, Action: 1, Price: 193.55, Shares: 1.0, Reward: -0.14405049102150788, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0170594\n", "Step: 7083, Timestamp: 2023-07-03 13:33:07.022446033, Action: 1, Price: 193.51, Shares: 1.0, Reward: -0.2070809272365831, Transaction Cost: 0.1703764272365729, Slippage: 0.020000000000010232, Time Penalty: 0.0167045\n", "Step: 7086, Timestamp: 2023-07-03 13:33:07.031954915, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.22137551951925064, Transaction Cost: 0.1849018195192404, Slippage: 0.020000000000010232, Time Penalty: 0.0164737\n", "Step: 7087, Timestamp: 2023-07-03 13:33:07.638639743, Action: 1, Price: 193.51, Shares: 1.0, Reward: -0.3916989978317117, Transaction Cost: 0.3750001978317117, Slippage: 0.0, Time Penalty: 0.0166988\n", "Step: 7090, Timestamp: 2023-07-03 13:33:07.966452602, Action: 2, Price: 193.5, Shares: 1.0, Reward: -0.27058818204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.016606\n", "Step: 7093, Timestamp: 2023-07-03 13:33:08.062769870, Action: 1, Price: 193.5, Shares: 1.0, Reward: -0.05254970464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0166312\n", "Step: 7095, Timestamp: 2023-07-03 13:33:08.164593302, Action: 1, Price: 193.48, Shares: 1.0, Reward: -0.2125597174062947, Transaction Cost: 0.17596401740628445, Slippage: 0.020000000000010232, Time Penalty: 0.0165957\n", "Step: 7096, Timestamp: 2023-07-03 13:33:08.165432159, Action: 1, Price: 193.48, Shares: 1.0, Reward: -0.07290390464464476, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0169854\n", "Step: 7097, Timestamp: 2023-07-03 13:33:08.165432159, Action: 1, Price: 193.48, Shares: 1.0, Reward: -0.23371915225721435, Transaction Cost: 0.1967337522572041, Slippage: 0.020000000000010232, Time Penalty: 0.0169854\n", "Step: 7098, Timestamp: 2023-07-03 13:33:08.166248347, Action: 1, Price: 193.48, Shares: 2.0, Reward: -0.23321165225721435, Transaction Cost: 0.1967337522572041, Slippage: 0.020000000000010232, Time Penalty: 0.0164779\n", "Step: 7099, Timestamp: 2023-07-03 13:33:08.166369217, Action: 1, Price: 193.49, Shares: 1.0, Reward: -0.2775926541066444, Transaction Cost: 0.24094865410663419, Slippage: 0.020000000000010232, Time Penalty: 0.016644\n", "Step: 7102, Timestamp: 2023-07-03 13:33:08.168940874, Action: 1, Price: 193.48, Shares: 1.0, Reward: -0.08063500435158134, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.016644\n", "Step: 7103, Timestamp: 2023-07-03 13:33:08.168940874, Action: 2, Price: 193.48, Shares: 1.0, Reward: -0.07252340464464477, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0166049\n", "Step: 7106, Timestamp: 2023-07-03 13:33:08.193619046, Action: 1, Price: 193.48, Shares: 1.0, Reward: -0.12814727281722563, Transaction Cost: 0.1015928728172063, Slippage: 0.010000000000019327, Time Penalty: 0.0165544\n", "Step: 7107, Timestamp: 2023-07-03 13:33:08.250156385, Action: 1, Price: 193.47, Shares: 1.0, Reward: -0.1635970910215181, Transaction Cost: 0.12699109102150788, Slippage: 0.020000000000010232, Time Penalty: 0.016606\n", "Step: 7108, Timestamp: 2023-07-03 13:33:08.413113284, Action: 1, Price: 193.46, Shares: 1.0, Reward: -0.062294418204283386, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0168962\n", "Step: 7109, Timestamp: 2023-07-03 13:33:08.413113284, Action: 1, Price: 193.46, Shares: 1.0, Reward: -0.21648872322315443, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0168962\n", "Step: 7110, Timestamp: 2023-07-03 13:33:08.413113284, Action: 1, Price: 193.46, Shares: 1.0, Reward: -0.11721241803552652, Transaction Cost: 0.08031621803554471, Slippage: 0.01999999999998181, Time Penalty: 0.0168962\n", "Step: 7113, Timestamp: 2023-07-03 13:33:09.339746226, Action: 1, Price: 193.47, Shares: 1.0, Reward: -0.16112704995282162, Transaction Cost: 0.12442534995281139, Slippage: 0.020000000000010232, Time Penalty: 0.0167017\n", "Step: 7114, Timestamp: 2023-07-03 13:33:09.510962195, Action: 1, Price: 193.47, Shares: 1.0, Reward: -0.21977055608207477, Transaction Cost: 0.18314915608206453, Slippage: 0.020000000000010232, Time Penalty: 0.0166214\n", "Step: 7116, Timestamp: 2023-07-03 13:33:09.511012022, Action: 1, Price: 193.47, Shares: 1.0, Reward: -0.21621392322318286, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0166214\n", "Step: 7118, Timestamp: 2023-07-03 13:33:09.528009493, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.08296670464463567, Transaction Cost: 0.03591850464463453, Slippage: 0.030000000000001137, Time Penalty: 0.0170482\n", "Step: 7119, Timestamp: 2023-07-03 13:33:09.528009493, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.22664072322317375, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0170482\n", "Step: 7120, Timestamp: 2023-07-03 13:33:09.528009493, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.3010303820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0170482\n", "Step: 7121, Timestamp: 2023-07-03 13:33:09.528009493, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.4062332464463464, Transaction Cost: 0.35918504644634525, Slippage: 0.030000000000001137, Time Penalty: 0.0170482\n", "Step: 7122, Timestamp: 2023-07-03 13:33:09.528009493, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.174039291021509, Transaction Cost: 0.12699109102150788, Slippage: 0.030000000000001137, Time Penalty: 0.0170482\n", "Step: 7123, Timestamp: 2023-07-03 13:33:09.539663124, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.20960225608208385, Transaction Cost: 0.18314915608206453, Slippage: 0.010000000000019327, Time Penalty: 0.0164531\n", "Step: 7124, Timestamp: 2023-07-03 13:33:09.732466733, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.12441721393390358, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.0166617\n", "Step: 7125, Timestamp: 2023-07-03 13:33:09.815918137, Action: 1, Price: 193.44, Shares: 1.0, Reward: -0.2675528541066251, Transaction Cost: 0.24094865410663419, Slippage: 0.009999999999990905, Time Penalty: 0.0166042\n", "Step: 7126, Timestamp: 2023-07-03 13:33:09.815918137, Action: 2, Price: 193.43, Shares: 1.0, Reward: -0.2283565423933383, Transaction Cost: 0.19175234239335648, Slippage: 0.01999999999998181, Time Penalty: 0.0166042\n", "Step: 7127, Timestamp: 2023-07-03 13:33:09.815999200, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.11496480870313314, Transaction Cost: 0.08798200870314223, Slippage: 0.009999999999990905, Time Penalty: 0.0169828\n", "Step: 7130, Timestamp: 2023-07-03 13:33:09.815999200, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.1487883755001554, Transaction Cost: 0.12180557550016448, Slippage: 0.009999999999990905, Time Penalty: 0.0169828\n", "Step: 7131, Timestamp: 2023-07-03 13:33:09.827254666, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.19679592723659223, Transaction Cost: 0.1703764272365729, Slippage: 0.010000000000019327, Time Penalty: 0.0164195\n", "Step: 7134, Timestamp: 2023-07-03 13:33:09.861364190, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.429820114676432, Transaction Cost: 0.4031842146764127, Slippage: 0.010000000000019327, Time Penalty: 0.0166359\n", "Step: 7135, Timestamp: 2023-07-03 13:33:09.861373197, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.4663694435157304, Transaction Cost: 0.43991004351571106, Slippage: 0.010000000000019327, Time Penalty: 0.0164594\n", "Step: 7136, Timestamp: 2023-07-03 13:33:09.861379273, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.2804494820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164673\n", "Step: 7138, Timestamp: 2023-07-03 13:33:09.861396128, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.9606377346454876, Transaction Cost: 0.9328444346454683, Slippage: 0.010000000000019327, Time Penalty: 0.0177933\n", "Step: 7139, Timestamp: 2023-07-03 13:33:09.861396128, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.10810951803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.0177933\n", "Step: 7140, Timestamp: 2023-07-03 13:33:09.861396128, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.0531915182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0177933\n", "Step: 7143, Timestamp: 2023-07-03 13:33:09.861437135, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.07066700435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.016676\n", "Step: 7146, Timestamp: 2023-07-03 13:33:09.861467515, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.34079900907645305, Transaction Cost: 0.31415860907646215, Slippage: 0.009999999999990905, Time Penalty: 0.0166404\n", "Step: 7147, Timestamp: 2023-07-03 13:33:09.861482116, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.09849600928925997, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.016659\n", "Step: 7150, Timestamp: 2023-07-03 13:33:09.861507635, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.07065000435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.016659\n", "Step: 7151, Timestamp: 2023-07-03 13:33:09.861845978, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.07727393640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0164775\n", "Step: 7152, Timestamp: 2023-07-03 13:33:09.861964593, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.060494204351571115, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0165032\n", "Step: 7157, Timestamp: 2023-07-03 13:33:10.702353558, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.17390569102150902, Transaction Cost: 0.12699109102150788, Slippage: 0.030000000000001137, Time Penalty: 0.0169146\n", "Step: 7163, Timestamp: 2023-07-03 13:33:10.762399124, Action: 2, Price: 193.41, Shares: 1.0, Reward: -0.22650712322317376, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0169146\n", "Step: 7164, Timestamp: 2023-07-03 13:33:10.762399124, Action: 2, Price: 193.41, Shares: 1.0, Reward: -0.1576228664985468, Transaction Cost: 0.11070826649854565, Slippage: 0.030000000000001137, Time Penalty: 0.0169146\n", "Step: 7166, Timestamp: 2023-07-03 13:33:12.581960366, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.28553438204303055, Transaction Cost: 0.25398218204301576, Slippage: 0.01500000000001478, Time Penalty: 0.0165522\n", "Step: 7168, Timestamp: 2023-07-03 13:33:13.443439074, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.27736555410664443, Transaction Cost: 0.24094865410663419, Slippage: 0.020000000000010232, Time Penalty: 0.0164169\n", "Step: 7169, Timestamp: 2023-07-03 13:33:13.443442334, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.11261695461291496, Transaction Cost: 0.07619465461290473, Slippage: 0.020000000000010232, Time Penalty: 0.0164223\n", "Step: 7170, Timestamp: 2023-07-03 13:33:13.443445748, Action: 1, Price: 193.42, Shares: 1.0, Reward: -0.22686616151005298, Transaction Cost: 0.19006286151004276, Slippage: 0.020000000000010232, Time Penalty: 0.0168033\n", "Step: 7171, Timestamp: 2023-07-03 13:33:13.443453437, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.19652582322317264, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0169333\n", "Step: 7173, Timestamp: 2023-07-03 13:33:13.443453437, Action: 1, Price: 193.44, Shares: 1.0, Reward: -0.1439243910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0169333\n", "Step: 7175, Timestamp: 2023-07-03 13:33:13.443488388, Action: 1, Price: 193.44, Shares: 1.0, Reward: -0.15324709083772775, Transaction Cost: 0.13677359083772775, Slippage: 0.0, Time Penalty: 0.0164735\n", "Step: 7177, Timestamp: 2023-07-03 13:33:13.498073307, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.14381749102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.0168264\n", "Step: 7180, Timestamp: 2023-07-03 13:33:13.498073307, Action: 1, Price: 193.45, Shares: 1.0, Reward: -0.10869557497640683, Transaction Cost: 0.062212674976405695, Slippage: 0.030000000000001137, Time Penalty: 0.0164829\n", "Step: 7182, Timestamp: 2023-07-03 13:33:13.508695880, Action: 1, Price: 193.44, Shares: 1.0, Reward: -0.15423841393390472, Transaction Cost: 0.10775551393390358, Slippage: 0.030000000000001137, Time Penalty: 0.0164829\n", "Step: 7183, Timestamp: 2023-07-03 13:33:13.508753868, Action: 2, Price: 193.45, Shares: 1.0, Reward: -0.0787215749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0165089\n", "Step: 7184, Timestamp: 2023-07-03 13:33:13.517663013, Action: 2, Price: 193.44, Shares: 1.0, Reward: -0.3011715820430169, Transaction Cost: 0.25398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.0171894\n", "Step: 7186, Timestamp: 2023-07-03 13:33:13.517663013, Action: 2, Price: 193.44, Shares: 1.0, Reward: -0.22678192322317375, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.0171894\n", "Step: 7188, Timestamp: 2023-07-03 13:33:13.517663013, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.113981542412183, Transaction Cost: 0.056792142412190966, Slippage: 0.03999999999999204, Time Penalty: 0.0171894\n", "Step: 7189, Timestamp: 2023-07-03 13:33:13.517663013, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.3111715820430078, Transaction Cost: 0.25398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0171894\n", "Step: 7193, Timestamp: 2023-07-03 13:33:13.517663013, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.08258761820429361, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.0171894\n", "Step: 7195, Timestamp: 2023-07-03 13:33:13.517848648, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.10800427804103227, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.0164297\n", "Step: 7196, Timestamp: 2023-07-03 13:33:13.517891572, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.08361256911273546, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.0164152\n", "Step: 7198, Timestamp: 2023-07-03 13:33:13.521671291, Action: 1, Price: 193.43, Shares: 1.0, Reward: -0.27043738204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164552\n", "Step: 7199, Timestamp: 2023-07-03 13:33:13.524937695, Action: 1, Price: 193.44, Shares: 1.0, Reward: -0.15563167030934327, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.0165199\n", "Step: 7201, Timestamp: 2023-07-03 13:33:13.887018814, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.290552682043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0165705\n", "Step: 7202, Timestamp: 2023-07-03 13:33:13.887018814, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.39575554644635547, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.0165705\n", "Step: 7203, Timestamp: 2023-07-03 13:33:15.208089393, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.062433204644625435, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0165147\n", "Step: 7204, Timestamp: 2023-07-03 13:33:15.210255710, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.07044240435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0164514\n", "Step: 7205, Timestamp: 2023-07-03 13:33:15.335902783, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.041859118204301576, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0164609\n", "Step: 7208, Timestamp: 2023-07-03 13:33:15.452111467, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.05209801820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166998\n", "Step: 7212, Timestamp: 2023-07-03 13:33:15.697043293, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.1350466761286123, Transaction Cost: 0.09836687612860205, Slippage: 0.020000000000010232, Time Penalty: 0.0166798\n", "Step: 7214, Timestamp: 2023-07-03 13:33:15.697550605, Action: 1, Price: 193.38, Shares: 1.0, Reward: -0.16096974995282162, Transaction Cost: 0.12442534995281139, Slippage: 0.020000000000010232, Time Penalty: 0.0165444\n", "Step: 7215, Timestamp: 2023-07-03 13:33:15.697886636, Action: 1, Price: 193.39, Shares: 1.0, Reward: -0.07725523640862247, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.0164588\n", "Step: 7216, Timestamp: 2023-07-03 13:33:15.698270729, Action: 2, Price: 193.38, Shares: 1.0, Reward: -0.37573904644634526, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.016554\n", "Step: 7220, Timestamp: 2023-07-03 13:33:16.527920673, Action: 1, Price: 193.38, Shares: 1.0, Reward: -0.17361129102150902, Transaction Cost: 0.12699109102150788, Slippage: 0.030000000000001137, Time Penalty: 0.0166202\n", "Step: 7222, Timestamp: 2023-07-03 13:33:16.527920673, Action: 1, Price: 193.38, Shares: 1.0, Reward: -0.12226333075501228, Transaction Cost: 0.09503143075502138, Slippage: 0.009999999999990905, Time Penalty: 0.0172319\n", "Step: 7227, Timestamp: 2023-07-03 13:33:16.841410303, Action: 1, Price: 193.37, Shares: 1.0, Reward: -0.08122290435155292, Transaction Cost: 0.04399100435157111, Slippage: 0.01999999999998181, Time Penalty: 0.0172319\n", "Step: 7228, Timestamp: 2023-07-03 13:33:16.841410303, Action: 1, Price: 193.37, Shares: 1.0, Reward: -0.299953111954793, Transaction Cost: 0.2627212119548112, Slippage: 0.01999999999998181, Time Penalty: 0.0172319\n", "Step: 7229, Timestamp: 2023-07-03 13:33:16.841467814, Action: 1, Price: 193.37, Shares: 1.0, Reward: -0.12824187804101406, Transaction Cost: 0.09157457804103226, Slippage: 0.01999999999998181, Time Penalty: 0.0166673\n", "Step: 7230, Timestamp: 2023-07-03 13:33:16.841467814, Action: 2, Price: 193.37, Shares: 1.0, Reward: -0.06206551820428338, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0166673\n", "Step: 7233, Timestamp: 2023-07-03 13:33:17.348252087, Action: 1, Price: 193.37, Shares: 1.0, Reward: -0.28061128204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166291\n", "Step: 7234, Timestamp: 2023-07-03 13:33:17.348252087, Action: 1, Price: 193.37, Shares: 1.0, Reward: -0.1281695728171972, Transaction Cost: 0.1015928728172063, Slippage: 0.009999999999990905, Time Penalty: 0.0165767\n", "Step: 7236, Timestamp: 2023-07-03 13:33:17.650447809, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.07104950435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.0170585\n", "Step: 7241, Timestamp: 2023-07-03 13:33:17.650793640, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.15918461305473264, Transaction Cost: 0.13197301305471332, Slippage: 0.010000000000019327, Time Penalty: 0.0172116\n", "Step: 7248, Timestamp: 2023-07-03 13:33:19.259676380, Action: 1, Price: 193.35, Shares: 1.0, Reward: -0.2811937820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0172116\n", "Step: 7249, Timestamp: 2023-07-03 13:33:19.259676380, Action: 1, Price: 193.35, Shares: 1.0, Reward: -0.10752781803556405, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.0172116\n", "Step: 7251, Timestamp: 2023-07-03 13:33:19.259676380, Action: 1, Price: 193.35, Shares: 1.0, Reward: -0.2811937820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0172116\n", "Step: 7255, Timestamp: 2023-07-03 13:33:19.294829598, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.37575244644634526, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165674\n", "Step: 7256, Timestamp: 2023-07-03 13:33:19.750045815, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.10835370928925087, Transaction Cost: 0.07183700928926906, Slippage: 0.01999999999998181, Time Penalty: 0.0165167\n", "Step: 7258, Timestamp: 2023-07-03 13:33:20.192910964, Action: 2, Price: 193.37, Shares: 1.0, Reward: -0.06233310464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0164146\n", "Step: 7259, Timestamp: 2023-07-03 13:33:20.444511046, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.2909147820429976, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0169326\n", "Step: 7260, Timestamp: 2023-07-03 13:33:20.444511046, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.2909147820429976, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0169326\n", "Step: 7262, Timestamp: 2023-07-03 13:33:20.444511046, Action: 1, Price: 193.35, Shares: 1.0, Reward: -0.11739571803555494, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0170795\n", "Step: 7272, Timestamp: 2023-07-03 13:33:20.473781525, Action: 1, Price: 193.34, Shares: 1.0, Reward: -0.08093030435155293, Transaction Cost: 0.04399100435157111, Slippage: 0.01999999999998181, Time Penalty: 0.0169393\n", "Step: 7275, Timestamp: 2023-07-03 13:33:20.612172423, Action: 2, Price: 193.33, Shares: 1.0, Reward: -0.08773573640858497, Transaction Cost: 0.05079643640860315, Slippage: 0.01999999999998181, Time Penalty: 0.0169393\n", "Step: 7276, Timestamp: 2023-07-03 13:33:20.612172423, Action: 1, Price: 193.33, Shares: 1.0, Reward: -0.29092148204299756, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0169393\n", "Step: 7277, Timestamp: 2023-07-03 13:33:20.612172423, Action: 1, Price: 193.33, Shares: 1.0, Reward: -0.1386285728171881, Transaction Cost: 0.1015928728172063, Slippage: 0.01999999999998181, Time Penalty: 0.0170357\n", "Step: 7280, Timestamp: 2023-07-03 13:33:20.612522984, Action: 1, Price: 193.33, Shares: 1.0, Reward: -0.07768693640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0168905\n", "Step: 7285, Timestamp: 2023-07-03 13:33:21.174418880, Action: 1, Price: 193.31, Shares: 1.0, Reward: -0.052791118204292484, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0173929\n", "Step: 7289, Timestamp: 2023-07-03 13:33:21.174418880, Action: 1, Price: 193.31, Shares: 1.0, Reward: -0.28137508204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0173929\n", "Step: 7290, Timestamp: 2023-07-03 13:33:21.174418880, Action: 1, Price: 193.31, Shares: 1.0, Reward: -0.1491984755001554, Transaction Cost: 0.12180557550016448, Slippage: 0.009999999999990905, Time Penalty: 0.0173929\n", "Step: 7291, Timestamp: 2023-07-03 13:33:21.174418880, Action: 1, Price: 193.31, Shares: 1.0, Reward: -0.23044399056125942, Transaction Cost: 0.21400919056125942, Slippage: 0.0, Time Penalty: 0.0164348\n", "Step: 7294, Timestamp: 2023-07-03 13:33:21.217855317, Action: 1, Price: 193.31, Shares: 1.0, Reward: -0.27704549148257707, Transaction Cost: 0.26025429148257706, Slippage: 0.0, Time Penalty: 0.0167912\n", "Step: 7296, Timestamp: 2023-07-03 13:33:21.217875334, Action: 1, Price: 193.31, Shares: 1.0, Reward: -0.27077338204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167912\n", "Step: 7297, Timestamp: 2023-07-03 13:33:21.299600028, Action: 1, Price: 193.31, Shares: 1.0, Reward: -0.07052000435156201, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.016529\n", "Step: 7299, Timestamp: 2023-07-03 13:33:21.299648381, Action: 1, Price: 193.3, Shares: 1.0, Reward: -0.062387318204283386, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0169891\n", "Step: 7300, Timestamp: 2023-07-03 13:33:21.299648381, Action: 1, Price: 193.3, Shares: 1.0, Reward: -0.19762153607107125, Transaction Cost: 0.16063243607108943, Slippage: 0.01999999999998181, Time Penalty: 0.0169891\n", "Step: 7301, Timestamp: 2023-07-03 13:33:21.299648381, Action: 1, Price: 193.3, Shares: 1.0, Reward: -0.21658162322315444, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0169891\n", "Step: 7302, Timestamp: 2023-07-03 13:33:21.299648381, Action: 1, Price: 193.3, Shares: 1.0, Reward: -0.07290760464461635, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0169891\n", "Step: 7303, Timestamp: 2023-07-03 13:33:21.299648381, Action: 1, Price: 193.3, Shares: 1.0, Reward: -0.2292856423933383, Transaction Cost: 0.19175234239335648, Slippage: 0.01999999999998181, Time Penalty: 0.0175333\n", "Step: 7304, Timestamp: 2023-07-03 13:33:21.299648381, Action: 1, Price: 193.3, Shares: 1.0, Reward: -0.21712582322315443, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.0175333\n", "Step: 7305, Timestamp: 2023-07-03 13:33:21.299648381, Action: 2, Price: 193.3, Shares: 1.0, Reward: -0.8362658732595363, Transaction Cost: 0.7987325732595545, Slippage: 0.01999999999998181, Time Penalty: 0.0175333\n", "Step: 7309, Timestamp: 2023-07-03 13:33:21.299909533, Action: 2, Price: 193.3, Shares: 1.0, Reward: -1.420219551974773, Transaction Cost: 1.393665751974782, Slippage: 0.009999999999990905, Time Penalty: 0.0165538\n", "Step: 7311, Timestamp: 2023-07-03 13:33:21.299915923, Action: 1, Price: 193.3, Shares: 1.0, Reward: -0.5345840640860224, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.0166197\n", "Step: 7312, Timestamp: 2023-07-03 13:33:21.299916400, Action: 1, Price: 193.3, Shares: 1.0, Reward: -0.34983854180170165, Transaction Cost: 0.32326654180171077, Slippage: 0.009999999999990905, Time Penalty: 0.016572\n", "Step: 7313, Timestamp: 2023-07-03 13:33:21.299942726, Action: 1, Price: 193.3, Shares: 1.0, Reward: -1.4032726724152684, Transaction Cost: 1.3766677724152776, Slippage: 0.009999999999990905, Time Penalty: 0.0166049\n", "Step: 7314, Timestamp: 2023-07-03 13:33:21.300467542, Action: 1, Price: 193.3, Shares: 1.0, Reward: -0.28048178204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0164996\n", "Step: 7315, Timestamp: 2023-07-03 13:33:21.307071788, Action: 1, Price: 193.29, Shares: 1.0, Reward: -0.736112231377798, Transaction Cost: 0.7093336313777787, Slippage: 0.010000000000019327, Time Penalty: 0.0167786\n", "Step: 7318, Timestamp: 2023-07-03 13:33:21.329355303, Action: 1, Price: 193.29, Shares: 1.0, Reward: -0.37408390881067133, Transaction Cost: 0.3573846088106713, Slippage: 0.0, Time Penalty: 0.0166993\n", "Step: 7320, Timestamp: 2023-07-03 13:33:21.335655280, Action: 1, Price: 193.29, Shares: 1.0, Reward: -0.174573588564086, Transaction Cost: 0.1480957885640667, Slippage: 0.010000000000019327, Time Penalty: 0.0164778\n", "Step: 7321, Timestamp: 2023-07-03 13:33:22.246706691, Action: 2, Price: 193.28, Shares: 1.0, Reward: -0.15049838482439215, Transaction Cost: 0.11358428482438193, Slippage: 0.020000000000010232, Time Penalty: 0.0169141\n", "Step: 7324, Timestamp: 2023-07-03 13:33:22.246706691, Action: 1, Price: 193.28, Shares: 1.0, Reward: -0.07299140464464476, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.0170729\n", "Step: 7327, Timestamp: 2023-07-03 13:33:22.246736070, Action: 1, Price: 193.28, Shares: 1.0, Reward: -0.062013518204283385, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0166153\n", "Step: 7331, Timestamp: 2023-07-03 13:33:22.247674515, Action: 1, Price: 193.26, Shares: 1.0, Reward: -0.17468998856408602, Transaction Cost: 0.1480957885640667, Slippage: 0.010000000000019327, Time Penalty: 0.0165942\n", "Step: 7333, Timestamp: 2023-07-03 13:33:22.272889822, Action: 1, Price: 193.26, Shares: 1.0, Reward: -0.0935441424122012, Transaction Cost: 0.056792142412190966, Slippage: 0.020000000000010232, Time Penalty: 0.016752\n", "Step: 7336, Timestamp: 2023-07-03 13:33:22.273250804, Action: 1, Price: 193.25, Shares: 1.0, Reward: -0.5943571409317436, Transaction Cost: 0.5576051409317334, Slippage: 0.020000000000010232, Time Penalty: 0.016752\n", "Step: 7338, Timestamp: 2023-07-03 13:33:22.273303694, Action: 2, Price: 193.25, Shares: 1.0, Reward: -0.06284010464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.0169216\n", "Step: 7340, Timestamp: 2023-07-03 13:33:22.273303694, Action: 1, Price: 193.25, Shares: 1.0, Reward: -0.28090378204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0169216\n", "Step: 7341, Timestamp: 2023-07-03 13:33:22.273303694, Action: 1, Price: 193.25, Shares: 1.0, Reward: -0.25409016964875475, Transaction Cost: 0.22716856964876386, Slippage: 0.009999999999990905, Time Penalty: 0.0169216\n", "Step: 7342, Timestamp: 2023-07-03 13:33:22.273758861, Action: 1, Price: 193.25, Shares: 1.0, Reward: -0.08364174241218186, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0168496\n", "Step: 7345, Timestamp: 2023-07-03 13:33:22.273758861, Action: 1, Price: 193.25, Shares: 1.0, Reward: -0.5297086650248742, Transaction Cost: 0.5028590650248833, Slippage: 0.009999999999990905, Time Penalty: 0.0168496\n", "Step: 7346, Timestamp: 2023-07-03 13:33:22.273778906, Action: 1, Price: 193.25, Shares: 1.0, Reward: -1.3887779342842446, Transaction Cost: 1.3618277342842537, Slippage: 0.009999999999990905, Time Penalty: 0.0169502\n", "Step: 7347, Timestamp: 2023-07-03 13:33:22.273778906, Action: 1, Price: 193.25, Shares: 1.0, Reward: -0.11118656012723331, Transaction Cost: 0.08423636012724241, Slippage: 0.009999999999990905, Time Penalty: 0.0169502\n", "Step: 7349, Timestamp: 2023-07-03 13:33:22.343096433, Action: 2, Price: 193.24, Shares: 1.0, Reward: -0.1483868755001554, Transaction Cost: 0.12180557550016448, Slippage: 0.009999999999990905, Time Penalty: 0.0165813\n", "Step: 7351, Timestamp: 2023-07-03 13:33:22.363278408, Action: 1, Price: 193.23, Shares: 1.0, Reward: -0.10694381803556405, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.0166276\n", "Step: 7352, Timestamp: 2023-07-03 13:33:22.363278408, Action: 1, Price: 193.23, Shares: 1.0, Reward: -0.09846460928928838, Transaction Cost: 0.07183700928926906, Slippage: 0.010000000000019327, Time Penalty: 0.0166276\n", "Step: 7353, Timestamp: 2023-07-03 13:33:22.365590576, Action: 1, Price: 193.22, Shares: 1.0, Reward: -0.08747053640861338, Transaction Cost: 0.05079643640860315, Slippage: 0.020000000000010232, Time Penalty: 0.0166741\n", "Step: 7355, Timestamp: 2023-07-03 13:33:22.664657838, Action: 2, Price: 193.22, Shares: 1.0, Reward: -0.07253800464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0166195\n", "Step: 7357, Timestamp: 2023-07-03 13:33:22.676280086, Action: 1, Price: 193.21, Shares: 1.0, Reward: -0.15842507550014628, Transaction Cost: 0.12180557550016448, Slippage: 0.01999999999998181, Time Penalty: 0.0166195\n", "Step: 7358, Timestamp: 2023-07-03 13:33:23.157468227, Action: 1, Price: 193.22, Shares: 1.0, Reward: -0.3302220156972137, Transaction Cost: 0.3037185156972228, Slippage: 0.009999999999990905, Time Penalty: 0.0165035\n", "Step: 7359, Timestamp: 2023-07-03 13:33:23.800890678, Action: 1, Price: 193.22, Shares: 1.0, Reward: -0.10687531803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0165591\n", "Step: 7360, Timestamp: 2023-07-03 13:33:23.800890678, Action: 2, Price: 193.22, Shares: 1.0, Reward: -0.28054128204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165591\n", "Step: 7361, Timestamp: 2023-07-03 13:33:24.635162655, Action: 1, Price: 193.22, Shares: 1.0, Reward: -0.14833937550015538, Transaction Cost: 0.12180557550016448, Slippage: 0.009999999999990905, Time Penalty: 0.0165338\n", "Step: 7362, Timestamp: 2023-07-03 13:33:24.635162655, Action: 2, Price: 193.22, Shares: 1.0, Reward: -0.2904456820429976, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0164635\n", "Step: 7367, Timestamp: 2023-07-03 13:33:25.047364930, Action: 1, Price: 193.21, Shares: 1.0, Reward: -0.062339518204283385, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0169413\n", "Step: 7371, Timestamp: 2023-07-03 13:33:25.122549155, Action: 1, Price: 193.21, Shares: 1.0, Reward: -0.1587468755001463, Transaction Cost: 0.12180557550016448, Slippage: 0.01999999999998181, Time Penalty: 0.0169413\n", "Step: 7372, Timestamp: 2023-07-03 13:33:25.122549155, Action: 1, Price: 193.21, Shares: 1.0, Reward: -0.10877830928925086, Transaction Cost: 0.07183700928926906, Slippage: 0.01999999999998181, Time Penalty: 0.0169413\n", "Step: 7373, Timestamp: 2023-07-03 13:33:25.167171647, Action: 1, Price: 193.2, Shares: 1.0, Reward: -0.08767003640861339, Transaction Cost: 0.05079643640860315, Slippage: 0.020000000000010232, Time Penalty: 0.0168736\n", "Step: 7374, Timestamp: 2023-07-03 13:33:25.167171647, Action: 1, Price: 193.2, Shares: 1.0, Reward: -0.06544740435156657, Transaction Cost: 0.04399100435157111, Slippage: 0.0049999999999954525, Time Penalty: 0.0164564\n", "Step: 7380, Timestamp: 2023-07-03 13:33:25.738242328, Action: 1, Price: 193.205, Shares: 1.0, Reward: -0.11095636012723331, Transaction Cost: 0.08423636012724241, Slippage: 0.009999999999990905, Time Penalty: 0.01672\n", "Step: 7383, Timestamp: 2023-07-03 13:33:26.224424278, Action: 1, Price: 193.21, Shares: 1.0, Reward: -0.06263850464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.01672\n", "Step: 7384, Timestamp: 2023-07-03 13:33:26.226113369, Action: 1, Price: 193.21, Shares: 1.0, Reward: -0.05272000464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0168015\n", "Step: 7393, Timestamp: 2023-07-03 13:33:26.998899328, Action: 1, Price: 193.22, Shares: 1.0, Reward: -0.12750976649854565, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.0168015\n", "Step: 7394, Timestamp: 2023-07-03 13:33:26.998942120, Action: 1, Price: 193.22, Shares: 1.0, Reward: -0.3222971466399016, Transaction Cost: 0.30583504663990163, Slippage: 0.0, Time Penalty: 0.0164621\n", "Step: 7395, Timestamp: 2023-07-03 13:33:27.259630297, Action: 1, Price: 193.22, Shares: 1.0, Reward: -0.11282075461288654, Transaction Cost: 0.07619465461290473, Slippage: 0.01999999999998181, Time Penalty: 0.0166261\n", "Step: 7397, Timestamp: 2023-07-03 13:33:28.130557567, Action: 1, Price: 193.21, Shares: 1.0, Reward: -0.07254460464461635, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0166261\n", "Step: 7399, Timestamp: 2023-07-03 13:33:28.131542694, Action: 1, Price: 193.21, Shares: 1.0, Reward: -0.290477982043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0164958\n", "Step: 7407, Timestamp: 2023-07-03 13:33:29.917542276, Action: 1, Price: 193.2, Shares: 1.0, Reward: -0.3375498748820478, Transaction Cost: 0.31106337488202845, Slippage: 0.010000000000019327, Time Penalty: 0.0164865\n", "Step: 7408, Timestamp: 2023-07-03 13:33:29.917557324, Action: 1, Price: 193.2, Shares: 1.0, Reward: -0.33750997488204776, Transaction Cost: 0.31106337488202845, Slippage: 0.010000000000019327, Time Penalty: 0.0164466\n", "Step: 7409, Timestamp: 2023-07-03 13:33:29.917598934, Action: 1, Price: 193.2, Shares: 1.0, Reward: -0.42363745099752503, Transaction Cost: 0.3967328509975057, Slippage: 0.010000000000019327, Time Penalty: 0.0169046\n", "Step: 7410, Timestamp: 2023-07-03 13:33:29.917598934, Action: 1, Price: 193.2, Shares: 1.0, Reward: -0.06325650464465385, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.017338\n", "Step: 7414, Timestamp: 2023-07-03 13:33:29.917598934, Action: 1, Price: 193.2, Shares: 1.0, Reward: -0.0534502182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.018052\n", "Step: 7420, Timestamp: 2023-07-03 13:33:29.917598934, Action: 1, Price: 193.2, Shares: 1.0, Reward: -0.08419734241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.0174052\n", "Step: 7428, Timestamp: 2023-07-03 13:33:29.918096033, Action: 1, Price: 193.19, Shares: 1.0, Reward: -0.05280341820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0174052\n", "Step: 7430, Timestamp: 2023-07-03 13:33:29.918096033, Action: 1, Price: 193.19, Shares: 1.0, Reward: -0.13296275743821734, Transaction Cost: 0.11638925743821735, Slippage: 0.0, Time Penalty: 0.0165735\n", "Step: 7436, Timestamp: 2023-07-03 13:33:29.930076384, Action: 1, Price: 193.18, Shares: 1.0, Reward: -0.4284951825313898, Transaction Cost: 0.4118898825313898, Slippage: 0.0, Time Penalty: 0.0166053\n", "Step: 7442, Timestamp: 2023-07-03 13:33:30.381061041, Action: 1, Price: 193.18, Shares: 1.0, Reward: -0.6045809631089454, Transaction Cost: 0.5880112631089454, Slippage: 0.0, Time Penalty: 0.0165697\n", "Step: 7443, Timestamp: 2023-07-03 13:33:30.381061041, Action: 1, Price: 193.18, Shares: 1.0, Reward: -0.37575474644634527, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0165697\n", "Step: 7445, Timestamp: 2023-07-03 13:33:30.387681871, Action: 2, Price: 193.19, Shares: 1.0, Reward: -0.19635402322317264, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167615\n", "Step: 7450, Timestamp: 2023-07-03 13:33:30.555587479, Action: 1, Price: 193.23, Shares: 1.0, Reward: -0.32485280780144576, Transaction Cost: 0.2983615078014549, Slippage: 0.009999999999990905, Time Penalty: 0.0164913\n", "Step: 7452, Timestamp: 2023-07-03 13:33:30.732063447, Action: 1, Price: 193.22, Shares: 1.0, Reward: -0.10365416911271727, Transaction Cost: 0.06719736911273545, Slippage: 0.01999999999998181, Time Penalty: 0.0164568\n", "Step: 7456, Timestamp: 2023-07-03 13:33:30.822283298, Action: 1, Price: 193.23, Shares: 1.0, Reward: -0.1185643092892702, Transaction Cost: 0.07183700928926906, Slippage: 0.030000000000001137, Time Penalty: 0.0167273\n", "Step: 7461, Timestamp: 2023-07-03 13:33:31.152194409, Action: 1, Price: 193.25, Shares: 1.0, Reward: -0.11289985461288654, Transaction Cost: 0.07619465461290473, Slippage: 0.01999999999998181, Time Penalty: 0.0167052\n", "Step: 7466, Timestamp: 2023-07-03 13:33:32.098021056, Action: 1, Price: 193.22, Shares: 1.0, Reward: -0.10844310928927929, Transaction Cost: 0.07183700928926906, Slippage: 0.020000000000010232, Time Penalty: 0.0166061\n", "Step: 7467, Timestamp: 2023-07-03 13:33:32.098021056, Action: 1, Price: 193.22, Shares: 1.0, Reward: -0.0933982424122012, Transaction Cost: 0.056792142412190966, Slippage: 0.020000000000010232, Time Penalty: 0.0166061\n", "Step: 7468, Timestamp: 2023-07-03 13:33:32.098056145, Action: 1, Price: 193.22, Shares: 1.0, Reward: -0.23432237577919213, Transaction Cost: 0.20789337577920122, Slippage: 0.009999999999990905, Time Penalty: 0.016429\n", "Step: 7470, Timestamp: 2023-07-03 13:33:32.099536085, Action: 1, Price: 193.21, Shares: 1.0, Reward: -0.09273155461290472, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.0165369\n", "Step: 7483, Timestamp: 2023-07-03 13:33:32.629800481, Action: 1, Price: 193.2, Shares: 1.0, Reward: -0.27050508204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165229\n", "Step: 7486, Timestamp: 2023-07-03 13:33:32.686813449, Action: 1, Price: 193.22, Shares: 1.0, Reward: -0.062026918204311804, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0166287\n", "Step: 7494, Timestamp: 2023-07-03 13:33:33.164685125, Action: 1, Price: 193.21, Shares: 1.0, Reward: -0.05208441820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0166862\n", "Step: 7499, Timestamp: 2023-07-03 13:33:34.592480548, Action: 1, Price: 193.19, Shares: 1.0, Reward: -0.5844962241219096, Transaction Cost: 0.5679214241219096, Slippage: 0.0, Time Penalty: 0.0165748\n", "Step: 7502, Timestamp: 2023-07-03 13:33:34.604468472, Action: 1, Price: 193.2, Shares: 1.0, Reward: -0.36160849910504766, Transaction Cost: 0.3151835991050465, Slippage: 0.030000000000001137, Time Penalty: 0.0164249\n", "Step: 7509, Timestamp: 2023-07-03 13:33:34.621781183, Action: 1, Price: 193.2, Shares: 1.0, Reward: -0.06051730435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0165263\n", "Step: 7526, Timestamp: 2023-07-03 13:33:36.196866859, Action: 1, Price: 193.24, Shares: 1.0, Reward: -0.14303035743820824, Transaction Cost: 0.11638925743821735, Slippage: 0.009999999999990905, Time Penalty: 0.0166411\n", "Step: 7531, Timestamp: 2023-07-03 13:33:37.695351689, Action: 1, Price: 193.25, Shares: 1.0, Reward: -0.2709168820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0169347\n", "Step: 7538, Timestamp: 2023-07-03 13:33:38.024215011, Action: 1, Price: 193.27, Shares: 1.0, Reward: -0.09720341803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0168872\n", "Step: 7544, Timestamp: 2023-07-03 13:33:39.273831509, Action: 2, Price: 193.3, Shares: 1.0, Reward: -0.21174231576341013, Transaction Cost: 0.19508741576341013, Slippage: 0.0, Time Penalty: 0.0166549\n", "Step: 7552, Timestamp: 2023-07-03 13:33:39.652845639, Action: 1, Price: 193.31, Shares: 1.0, Reward: -0.05236340464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164449\n", "Step: 7556, Timestamp: 2023-07-03 13:33:40.350208200, Action: 1, Price: 193.31, Shares: 1.0, Reward: -0.2706945820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167124\n", "Step: 7559, Timestamp: 2023-07-03 13:33:42.250424810, Action: 1, Price: 193.34, Shares: 1.0, Reward: -0.10800467804103227, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.0164301\n", "Step: 7561, Timestamp: 2023-07-03 13:33:42.285889659, Action: 1, Price: 193.35, Shares: 1.0, Reward: -0.35250404556367726, Transaction Cost: 0.33598684556367725, Slippage: 0.0, Time Penalty: 0.0165172\n", "Step: 7575, Timestamp: 2023-07-03 13:33:45.003455690, Action: 2, Price: 193.39, Shares: 1.0, Reward: -0.2807461820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.016764\n", "Step: 7588, Timestamp: 2023-07-03 13:33:46.004736837, Action: 1, Price: 193.39, Shares: 1.0, Reward: -0.06042640435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0164354\n", "Step: 7604, Timestamp: 2023-07-03 13:33:48.046530585, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.07758103640862248, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.0167846\n", "Step: 7622, Timestamp: 2023-07-03 13:33:53.914342527, Action: 1, Price: 193.35, Shares: 1.0, Reward: -0.2098872671371831, Transaction Cost: 0.19342706713718308, Slippage: 0.0, Time Penalty: 0.0164602\n", "Step: 7629, Timestamp: 2023-07-03 13:33:55.294542453, Action: 1, Price: 193.35, Shares: 1.0, Reward: -0.2705498820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165677\n", "Step: 7632, Timestamp: 2023-07-03 13:33:55.294737118, Action: 2, Price: 193.35, Shares: 1.0, Reward: -0.2705323820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165502\n", "Step: 7635, Timestamp: 2023-07-03 13:33:56.085778803, Action: 2, Price: 193.39, Shares: 1.0, Reward: -0.04200691820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0166087\n", "Step: 7637, Timestamp: 2023-07-03 13:33:56.105256958, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.16748898524522118, Transaction Cost: 0.15025788524522118, Slippage: 0.0, Time Penalty: 0.0172311\n", "Step: 7648, Timestamp: 2023-07-03 13:33:58.540794712, Action: 2, Price: 193.39, Shares: 1.0, Reward: -0.37625384644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0170688\n", "Step: 7652, Timestamp: 2023-07-03 13:33:59.024405010, Action: 1, Price: 193.39, Shares: 1.0, Reward: -0.08728303640861339, Transaction Cost: 0.05079643640860315, Slippage: 0.020000000000010232, Time Penalty: 0.0164866\n", "Step: 7659, Timestamp: 2023-07-03 13:34:00.340127009, Action: 1, Price: 193.37, Shares: 1.0, Reward: -0.062273418204283386, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0168752\n", "Step: 7660, Timestamp: 2023-07-03 13:34:00.340127009, Action: 2, Price: 193.37, Shares: 1.0, Reward: -0.27061308204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166309\n", "Step: 7669, Timestamp: 2023-07-03 13:34:00.705074527, Action: 1, Price: 193.35, Shares: 1.0, Reward: -0.23520313419672548, Transaction Cost: 0.21848373419672548, Slippage: 0.0, Time Penalty: 0.0167194\n", "Step: 7681, Timestamp: 2023-07-03 13:34:02.160906322, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.31196739226505504, Transaction Cost: 0.28509429226506416, Slippage: 0.009999999999990905, Time Penalty: 0.0168731\n", "Step: 7686, Timestamp: 2023-07-03 13:34:02.160997652, Action: 1, Price: 193.39, Shares: 1.0, Reward: -0.3860711464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.0168861\n", "Step: 7689, Timestamp: 2023-07-03 13:34:02.161110928, Action: 1, Price: 193.39, Shares: 1.0, Reward: -0.08860247497642502, Transaction Cost: 0.062212674976405695, Slippage: 0.010000000000019327, Time Penalty: 0.0163898\n", "Step: 7690, Timestamp: 2023-07-03 13:34:02.161393152, Action: 2, Price: 193.39, Shares: 1.0, Reward: -0.07731373640862248, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.0165173\n", "Step: 7692, Timestamp: 2023-07-03 13:34:02.167962902, Action: 1, Price: 193.39, Shares: 1.0, Reward: -0.05233910464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164206\n", "Step: 7695, Timestamp: 2023-07-03 13:34:02.751437827, Action: 1, Price: 193.39, Shares: 1.0, Reward: -0.0831924424122103, Transaction Cost: 0.056792142412190966, Slippage: 0.010000000000019327, Time Penalty: 0.0164003\n", "Step: 7696, Timestamp: 2023-07-03 13:34:03.040376357, Action: 1, Price: 193.38, Shares: 1.0, Reward: -0.24650272175784643, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.0165477\n", "Step: 7698, Timestamp: 2023-07-03 13:34:03.062698542, Action: 1, Price: 193.37, Shares: 1.0, Reward: -0.19612372322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0165312\n", "Step: 7702, Timestamp: 2023-07-03 13:34:03.953339978, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.2132765522572041, Transaction Cost: 0.1967337522572041, Slippage: 0.0, Time Penalty: 0.0165428\n", "Step: 7704, Timestamp: 2023-07-03 13:34:05.142466785, Action: 1, Price: 193.38, Shares: 1.0, Reward: -0.07066600435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.016675\n", "Step: 7714, Timestamp: 2023-07-03 13:34:07.725193634, Action: 1, Price: 193.35, Shares: 1.0, Reward: -0.09727241803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0169562\n", "Step: 7717, Timestamp: 2023-07-03 13:34:08.491067909, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.23982466024596064, Transaction Cost: 0.22286846024596063, Slippage: 0.0, Time Penalty: 0.0169562\n", "Step: 7718, Timestamp: 2023-07-03 13:34:08.491067909, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.21642692322318285, Transaction Cost: 0.17959252322317262, Slippage: 0.020000000000010232, Time Penalty: 0.0168344\n", "Step: 7725, Timestamp: 2023-07-03 13:34:09.041128196, Action: 1, Price: 193.34, Shares: 1.0, Reward: -0.1182089728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.0166161\n", "Step: 7732, Timestamp: 2023-07-03 13:34:09.043382110, Action: 1, Price: 193.35, Shares: 1.0, Reward: -0.2705634820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0165813\n", "Step: 7738, Timestamp: 2023-07-03 13:34:09.368461206, Action: 1, Price: 193.37, Shares: 1.0, Reward: -0.21824894239334738, Transaction Cost: 0.19175234239335648, Slippage: 0.009999999999990905, Time Penalty: 0.0164966\n", "Step: 7741, Timestamp: 2023-07-03 13:34:09.507714554, Action: 1, Price: 193.37, Shares: 1.0, Reward: -0.299336011954793, Transaction Cost: 0.2627212119548112, Slippage: 0.01999999999998181, Time Penalty: 0.0166148\n", "Step: 7745, Timestamp: 2023-07-03 13:34:09.508474298, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.21799435751851565, Transaction Cost: 0.18137955751853382, Slippage: 0.01999999999998181, Time Penalty: 0.0166148\n", "Step: 7746, Timestamp: 2023-07-03 13:34:09.866993381, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.1963793232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0167868\n", "Step: 7749, Timestamp: 2023-07-03 13:34:09.879397623, Action: 1, Price: 193.37, Shares: 1.0, Reward: -0.32888533040498397, Transaction Cost: 0.312098530404984, Slippage: 0.0, Time Penalty: 0.0167868\n", "Step: 7750, Timestamp: 2023-07-03 13:34:09.879397623, Action: 1, Price: 193.37, Shares: 1.0, Reward: -0.14831287550015537, Transaction Cost: 0.12180557550016448, Slippage: 0.009999999999990905, Time Penalty: 0.0165073\n", "Step: 7753, Timestamp: 2023-07-03 13:34:10.405961385, Action: 2, Price: 193.37, Shares: 1.0, Reward: -0.28053388204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165517\n", "Step: 7760, Timestamp: 2023-07-03 13:34:11.354477835, Action: 1, Price: 193.39, Shares: 1.0, Reward: -0.1646292885640667, Transaction Cost: 0.1480957885640667, Slippage: 0.0, Time Penalty: 0.0165335\n", "Step: 7761, Timestamp: 2023-07-03 13:34:11.354507783, Action: 1, Price: 193.39, Shares: 1.0, Reward: -0.17769553607108943, Transaction Cost: 0.16063243607108943, Slippage: 0.0, Time Penalty: 0.0170631\n", "Step: 7763, Timestamp: 2023-07-03 13:34:11.354536155, Action: 1, Price: 193.39, Shares: 1.0, Reward: -0.042461318204301574, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.0170631\n", "Step: 7764, Timestamp: 2023-07-03 13:34:11.354536155, Action: 1, Price: 193.39, Shares: 1.0, Reward: -0.05298160464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0170631\n", "Step: 7767, Timestamp: 2023-07-03 13:34:11.379590491, Action: 2, Price: 193.38, Shares: 1.0, Reward: -0.19721223607107125, Transaction Cost: 0.16063243607108943, Slippage: 0.01999999999998181, Time Penalty: 0.0165798\n", "Step: 7774, Timestamp: 2023-07-03 13:34:12.365441158, Action: 1, Price: 193.37, Shares: 1.0, Reward: -0.14286455743820825, Transaction Cost: 0.11638925743821735, Slippage: 0.009999999999990905, Time Penalty: 0.0164753\n", "Step: 7777, Timestamp: 2023-07-03 13:34:13.676649334, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.09686211803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0165459\n", "Step: 7781, Timestamp: 2023-07-03 13:34:14.122274374, Action: 1, Price: 193.35, Shares: 1.0, Reward: -0.27074188204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167597\n", "Step: 7786, Timestamp: 2023-07-03 13:34:15.127127791, Action: 2, Price: 193.38, Shares: 1.0, Reward: -0.37638614644634527, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0172011\n", "Step: 7798, Timestamp: 2023-07-03 13:34:16.982417666, Action: 2, Price: 193.4, Shares: 1.0, Reward: -0.19623472322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0166422\n", "Step: 7806, Timestamp: 2023-07-03 13:34:17.626241707, Action: 2, Price: 193.4, Shares: 1.0, Reward: -0.2706986820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0167165\n", "Step: 7809, Timestamp: 2023-07-03 13:34:17.626871773, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.6821161025901673, Transaction Cost: 0.6554512025901764, Slippage: 0.009999999999990905, Time Penalty: 0.0166649\n", "Step: 7813, Timestamp: 2023-07-03 13:34:17.628812170, Action: 1, Price: 193.39, Shares: 1.0, Reward: -0.06206931820428339, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0166711\n", "Step: 7820, Timestamp: 2023-07-03 13:34:18.919585293, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.05245370464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0165352\n", "Step: 7829, Timestamp: 2023-07-03 13:34:20.749793927, Action: 1, Price: 193.38, Shares: 1.0, Reward: -0.15784919419729104, Transaction Cost: 0.14141129419729104, Slippage: 0.0, Time Penalty: 0.0164379\n", "Step: 7848, Timestamp: 2023-07-03 13:34:23.565281219, Action: 1, Price: 193.375, Shares: 1.0, Reward: -0.16063757030933873, Transaction Cost: 0.13911177030934327, Slippage: 0.0049999999999954525, Time Penalty: 0.0165258\n", "Step: 7849, Timestamp: 2023-07-03 13:34:23.565429381, Action: 1, Price: 193.37, Shares: 1.0, Reward: -0.2052062202544666, Transaction Cost: 0.16847272025448481, Slippage: 0.01999999999998181, Time Penalty: 0.0167335\n", "Step: 7852, Timestamp: 2023-07-03 13:34:23.565524307, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.29044828204299755, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.0164661\n", "Step: 7853, Timestamp: 2023-07-03 13:34:23.565749271, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.07283670464461633, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0169182\n", "Step: 7857, Timestamp: 2023-07-03 13:34:23.565749271, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.061916418204311804, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.0165182\n", "Step: 7874, Timestamp: 2023-07-03 13:34:24.987225813, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.06088140435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.0168904\n", "Step: 7877, Timestamp: 2023-07-03 13:34:24.987225813, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.09720661803554471, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0168904\n", "Step: 7878, Timestamp: 2023-07-03 13:34:24.987225813, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.25242378609204674, Transaction Cost: 0.23553338609204677, Slippage: 0.0, Time Penalty: 0.0168904\n", "Step: 7879, Timestamp: 2023-07-03 13:34:24.987261441, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.12178863635882071, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.0170691\n", "Step: 7882, Timestamp: 2023-07-03 13:34:25.006104739, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.09738531803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.0170691\n", "Step: 7886, Timestamp: 2023-07-03 13:34:25.006130869, Action: 1, Price: 193.41, Shares: 1.0, Reward: -0.21790805751854406, Transaction Cost: 0.18137955751853382, Slippage: 0.020000000000010232, Time Penalty: 0.0165285\n", "Step: 7893, Timestamp: 2023-07-03 13:34:25.255040580, Action: 1, Price: 193.46, Shares: 1.0, Reward: -0.5444368640860133, Transaction Cost: 0.5079643640860315, Slippage: 0.01999999999998181, Time Penalty: 0.0164725\n", "Step: 7915, Timestamp: 2023-07-03 13:34:29.001966547, Action: 1, Price: 193.4, Shares: 1.0, Reward: -0.2807602820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0167781\n", "Step: 7927, Timestamp: 2023-07-03 13:34:29.625652830, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.37579444644634524, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.0166094\n", "Step: 7933, Timestamp: 2023-07-03 13:34:30.278686984, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.1485321130547133, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.0165591\n", "Step: 7937, Timestamp: 2023-07-03 13:34:30.305977395, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.11704061803555495, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.0167244\n", "Step: 7942, Timestamp: 2023-07-03 13:34:30.600785686, Action: 2, Price: 193.35, Shares: 1.0, Reward: -0.06730613640860315, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.0165097\n", "Step: 7963, Timestamp: 2023-07-03 13:34:35.628011826, Action: 1, Price: 193.34, Shares: 1.0, Reward: -0.21688477012654073, Transaction Cost: 0.19998577012654073, Slippage: 0.0, Time Penalty: 0.016899\n", "Step: 7964, Timestamp: 2023-07-03 13:34:35.628011826, Action: 1, Price: 193.33, Shares: 1.0, Reward: -0.07297510464461635, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0170566\n", "Step: 7979, Timestamp: 2023-07-03 13:34:36.652131677, Action: 1, Price: 193.3, Shares: 1.0, Reward: -0.07878987497640569, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.0165772\n", "Step: 7983, Timestamp: 2023-07-03 13:34:36.654467796, Action: 1, Price: 193.31, Shares: 1.0, Reward: -0.2804277820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164456\n", "Step: 8048, Timestamp: 2023-07-03 13:34:43.363501354, Action: 1, Price: 193.32, Shares: 1.0, Reward: -0.20623082322319194, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.0166383\n", "Step: 8068, Timestamp: 2023-07-03 13:34:44.502440719, Action: 1, Price: 193.26, Shares: 1.0, Reward: -0.11800527804102318, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.0164307\n", "Step: 8079, Timestamp: 2023-07-03 13:34:48.235110054, Action: 1, Price: 193.245, Shares: 1.0, Reward: -0.07236580464461634, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.0164473\n", "Step: 8135, Timestamp: 2023-07-03 13:34:56.695908400, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.2575160541066342, Transaction Cost: 0.24094865410663419, Slippage: 0.0, Time Penalty: 0.0165674\n", "Step: 8169, Timestamp: 2023-07-03 13:34:59.996146689, Action: 1, Price: 193.35, Shares: 1.0, Reward: -0.1281658728171972, Transaction Cost: 0.1015928728172063, Slippage: 0.009999999999990905, Time Penalty: 0.016573\n", "Step: 8187, Timestamp: 2023-07-03 13:35:00.671672015, Action: 2, Price: 193.31, Shares: 1.0, Reward: -0.08333414241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.016542\n", "Step: 8190, Timestamp: 2023-07-03 13:35:00.724899180, Action: 1, Price: 193.29, Shares: 1.0, Reward: -0.0518884182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164902\n", "Step: 8280, Timestamp: 2023-07-03 13:35:10.868375998, Action: 2, Price: 193.28, Shares: 1.0, Reward: -0.11286065461291496, Transaction Cost: 0.07619465461290473, Slippage: 0.020000000000010232, Time Penalty: 0.016666\n", "Step: 8297, Timestamp: 2023-07-03 13:35:12.869291329, Action: 2, Price: 193.32, Shares: 1.0, Reward: -0.11272845461291496, Transaction Cost: 0.07619465461290473, Slippage: 0.020000000000010232, Time Penalty: 0.0165338\n", "Step: 8300, Timestamp: 2023-07-03 13:35:12.902622943, Action: 1, Price: 193.33, Shares: 1.0, Reward: -0.10680131803553562, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.0164851\n", "Step: 8314, Timestamp: 2023-07-03 13:35:13.497585605, Action: 2, Price: 193.33, Shares: 1.0, Reward: -0.05236470464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.0164462\n", "Step: 8418, Timestamp: 2023-07-03 13:35:22.052539262, Action: 1, Price: 193.29, Shares: 1.0, Reward: -0.0938659424122012, Transaction Cost: 0.056792142412190966, Slippage: 0.020000000000010232, Time Penalty: 0.0170738\n", "Step: 8428, Timestamp: 2023-07-03 13:35:25.781603169, Action: 1, Price: 193.25, Shares: 1.0, Reward: -0.2594652148764256, Transaction Cost: 0.2327785148764347, Slippage: 0.009999999999990905, Time Penalty: 0.0166867\n", "Step: 8445, Timestamp: 2023-07-03 13:35:28.277554139, Action: 2, Price: 193.2, Shares: 1.0, Reward: -0.21488306713717853, Transaction Cost: 0.19342706713718308, Slippage: 0.0049999999999954525, Time Penalty: 0.016456\n", "Step: 8452, Timestamp: 2023-07-03 13:35:29.246607899, Action: 1, Price: 193.2, Shares: 1.0, Reward: -0.05272121820432091, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.017323\n", "Step: 8461, Timestamp: 2023-07-03 13:35:29.246607899, Action: 1, Price: 193.2, Shares: 1.0, Reward: -0.06389900464465385, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.0179805\n", "Step: 8465, Timestamp: 2023-07-03 13:35:29.246607899, Action: 1, Price: 193.2, Shares: 1.0, Reward: -0.10801787804103227, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.0164433\n", "Step: 8479, Timestamp: 2023-07-03 13:35:29.411257855, Action: 1, Price: 193.21, Shares: 1.0, Reward: -0.051934418204320904, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0165362\n", "Step: 8512, Timestamp: 2023-07-03 13:35:31.231498638, Action: 1, Price: 193.23, Shares: 1.0, Reward: -0.2806911820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.016709\n", "Step: 8635, Timestamp: 2023-07-03 13:35:45.341965390, Action: 1, Price: 193.36, Shares: 1.0, Reward: -0.2805597820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.0165776\n", "Step: 8667, Timestamp: 2023-07-03 13:35:48.646180996, Action: 1, Price: 193.37, Shares: 1.0, Reward: -0.27042228204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0164401\n", "Step: 8969, Timestamp: 2023-07-03 13:36:13.748808917, Action: 1, Price: 193.38, Shares: 1.0, Reward: -0.2804064820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0164243\n", "Step: 9455, Timestamp: 2023-07-03 13:37:12.298762757, Action: 1, Price: 193.19, Shares: 1.0, Reward: -0.394490148680452, Transaction Cost: 0.36805514868046113, Slippage: 0.009999999999990905, Time Penalty: 0.016435\n", "Step: 28547, Timestamp: 2023-07-03 14:34:52.712333050, Action: 2, Price: 192.65, Shares: 1.0, Reward: -0.2807458820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0167637\n", "Step: 28550, Timestamp: 2023-07-03 14:34:52.712993744, Action: 2, Price: 192.64, Shares: 1.0, Reward: -0.07764313640862247, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.0168467\n", "Step: 28595, Timestamp: 2023-07-03 14:35:09.289277778, Action: 1, Price: 192.68, Shares: 1.0, Reward: -0.2711230820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0171409\n", "Step: 28643, Timestamp: 2023-07-03 14:35:21.430205398, Action: 1, Price: 192.68, Shares: 1.0, Reward: -0.2810374820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.0170553\n", "Step: 28685, Timestamp: 2023-07-03 14:35:36.317540111, Action: 1, Price: 192.64, Shares: 1.0, Reward: -0.27062438204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.0166422\n", "Step: 33831, Timestamp: 2023-07-03 14:47:40.949765696, Action: 1, Price: 191.81, Shares: 1.0, Reward: -0.19606192322317262, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.0164694\n" ] } ], "source": [ "import pandas as pd\n", "from stable_baselines3 import PPO\n", "\n", "# Define the daily trading limit (total number of shares to trade per day)\n", "daily_trading_limit = 1000\n", "\n", "ticker = 'AAPL' # Specify the ticker you want to trade\n", "ticker_data = market_features_df[market_features_df['symbol'] == ticker]\n", "\n", "# Create the trading environment\n", "env = TradingEnvironment(ticker_data, daily_trading_limit) # Adjust window_size if needed\n", "\n", "# Define the best hyperparameters\n", "best_hyperparameters = {'learning_rate': 0.0009931989008886031,'n_steps': 512,'batch_size': 128, 'gamma': 0.9916829193042708,'clip_range': 0.21127653449387027,'n_epochs': 6} # type: ignore\n", "\n", "# Create the RL model with the best hyperparameters\n", "model = PPO('MlpPolicy', env, verbose=1, **best_hyperparameters)\n", "\n", "# Train the model\n", "model.learn(total_timesteps=10000)\n", "\n", "# Save the model\n", "model.save(\"trading_agent\")\n", "\n", "# Evaluate the model\n", "obs = env.reset()\n", "for _ in range(len(ticker_data)):\n", " action, _states = model.predict(obs)\n", " obs, rewards, done, info = env.step(action)\n", " if done:\n", " break\n", "\n", "# Render the final state\n", "env.render()" ] }, { "cell_type": "markdown", "metadata": { "id": "js51TGEaAXtc" }, "source": [ "### TRADING BLOTTER:" ] }, { "cell_type": "markdown", "metadata": { "id": "FEh_5KVcAXtc" }, "source": [ "#### Preprocess the data for the trading blotter:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "id": "9seF-kewAXtc" }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "from scipy.stats import norm\n", "import matplotlib.pyplot as plt\n", "\n", "INITIAL_CASH = 10_000_000 # $10 million\n", "\n", "def preprocess_data(df):\n", " df['liquidity'] = df['bid_sz_00'] * df['bid_px_00'] + df['ask_sz_00'] * df['ask_px_00']\n", " return df\n", "\n", "def calculate_rsi(data, window=14):\n", " delta = data.diff()\n", " gain = (delta.where(delta > 0, 0)).rolling(window=window).mean()\n", " loss = (-delta.where(delta < 0, 0)).rolling(window=window).mean()\n", " rs = gain / loss\n", " rsi = 100 - (100 / (1 + rs))\n", " return rsi\n", "\n", "def calculate_vol_and_liquidity(price_df, volume_df, window_size):\n", " # Calculate rolling statistics\n", " rolling_mean_vol = price_df.pct_change().rolling(window=window_size).mean()\n", " rolling_std_vol = price_df.pct_change().rolling(window=window_size).std()\n", " rolling_mean_liq = volume_df.rolling(window=window_size).mean()\n", " rolling_std_liq = volume_df.rolling(window=window_size).std()\n", "\n", " return rolling_mean_vol, rolling_std_vol, rolling_mean_liq, rolling_std_liq\n", "\n", "def get_percentile(current_value, mean, std):\n", " if std > 0:\n", " z_score = (current_value - mean) / std\n", " percentile = norm.cdf(z_score)\n", " else:\n", " percentile = 0.5 # No variation\n", " return percentile\n", "\n", "def get_trade_price(base_price, current_vol, current_liq, mean_vol, std_vol, mean_liq, std_liq, trade_direction):\n", " vol_percentile = get_percentile(current_vol, mean_vol, std_vol)\n", " liq_percentile = get_percentile(current_liq, mean_liq, std_liq)\n", "\n", " # Define price adjustment scenarios based on market conditions\n", " if vol_percentile >= 0.9 and liq_percentile < 0.1:\n", " price_adjustment_percent = np.random.uniform(-0.25, -0.15)\n", " elif vol_percentile <= 0.1 and liq_percentile < 0.1:\n", " price_adjustment_percent = np.random.uniform(-0.10, -0.05)\n", " elif vol_percentile >= 0.9 and liq_percentile >= 0.9:\n", " price_adjustment_percent = np.random.uniform(-0.05, +0.10)\n", " else:\n", " price_adjustment_percent = np.random.uniform(-0.05, +0.05) # Default for normal conditions\n", "\n", " # Adjust price based on trade direction\n", " if trade_direction == 'BUY':\n", " adjusted_price = base_price * (1 - price_adjustment_percent)\n", " else: # SELL\n", " adjusted_price = base_price * (1 + price_adjustment_percent)\n", "\n", " return adjusted_price\n" ] }, { "cell_type": "markdown", "metadata": { "id": "GpBXusfDAXtc" }, "source": [ "#### Create trading environment for the blotter" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "id": "5bMcqr1lAXtd" }, "outputs": [], "source": [ "class TradingEnvironmentwithBlotter:\n", " def __init__(self, data, daily_trading_limit, window_size):\n", " self.data = preprocess_data(data)\n", " self.daily_trading_limit = daily_trading_limit\n", " self.window_size = window_size\n", " self.state_columns = ['price', 'liquidity', 'RSI', 'MACD', 'MACD_signal', 'MACD_hist', 'Stoch_k', 'Stoch_d',\n", " 'OBV', 'Upper_BB', 'Middle_BB', 'Lower_BB', 'ATR_1', 'ADX', '+DI', '-DI', 'CCI']\n", " self.reset()\n", "\n", " def reset(self):\n", " self.current_step = 0\n", " self.balance = INITIAL_CASH\n", " self.shares_held = 0\n", " self.total_shares_traded = 0\n", " self.cumulative_reward = 0\n", " self.trades = []\n", " self.portfolio = {'cash': self.balance, 'holdings': {ticker: 0 for ticker in self.data['symbol'].unique()}}\n", " self.data['RSI'] = calculate_rsi(self.data['price'])\n", " self.data['pct_change'] = self.data['price'].pct_change()\n", " self.data['rolling_mean_vol'], self.data['rolling_std_vol'], self.data['rolling_mean_liq'], self.data['rolling_std_liq'] = calculate_vol_and_liquidity(self.data['price'], self.data['liquidity'], self.window_size)\n", "\n", " def step(self):\n", " row = self.data.iloc[self.current_step]\n", " current_price = row['price']\n", " current_time = pd.to_datetime(row['ts_event'])\n", " current_rsi = row['RSI']\n", " current_vol = row['pct_change']\n", " current_liq = row['liquidity']\n", " mean_vol = row['rolling_mean_vol']\n", " std_vol = row['rolling_std_vol']\n", " mean_liq = row['rolling_mean_liq']\n", " std_liq = row['rolling_std_liq']\n", "\n", " if current_rsi < 30: # Entry signal based on RSI\n", " trade_direction = 'BUY'\n", " trade_price = get_trade_price(current_price, current_vol, current_liq, mean_vol, std_vol, mean_liq, std_liq, trade_direction)\n", " trade_size = (self.portfolio['cash'] * np.random.uniform(0.001, 0.005)) / trade_price\n", " if self.portfolio['cash'] >= trade_size * trade_price:\n", " self.portfolio['cash'] -= trade_size * trade_price\n", " self.portfolio['holdings'][row['symbol']] += trade_size\n", " trade_status = 'filled'\n", " else:\n", " trade_status = 'cancelled'\n", " elif current_rsi > 70: # Exit signal based on RSI\n", " trade_direction = 'SELL'\n", " if self.portfolio['holdings'][row['symbol']] > 0:\n", " trade_size = min(self.portfolio['holdings'][row['symbol']], self.portfolio['cash']*np.random.uniform(0.001, 0.005) / current_price)\n", " trade_price = get_trade_price(current_price, current_vol, current_liq, mean_vol, std_vol, mean_liq, std_liq, trade_direction)\n", " self.portfolio['cash'] += trade_size * trade_price\n", " self.portfolio['holdings'][row['symbol']] -= trade_size\n", " trade_status = 'filled'\n", " else:\n", " trade_size = 0\n", " trade_status = 'cancelled'\n", " else:\n", " trade_direction = 'HOLD'\n", " trade_size = 0\n", " trade_price = current_price\n", " trade_status = 'skipped'\n", "\n", " if trade_size > 0:\n", " expected_price = row['ask_px_00']\n", " actual_price = row['price']\n", " transaction_time = row['ts_in_delta']\n", " transaction_cost = self._calculate_transaction_cost(row['Volume'], 0.3, self.data['Volume'].mean())\n", " slippage = expected_price - actual_price\n", " time_penalty = 1000 * transaction_time / 1e9\n", " reward = - (slippage + time_penalty + transaction_cost)\n", "\n", " self.cumulative_reward += reward\n", " self.trades.append({\n", " 'step': self.current_step,\n", " 'timestamp': current_time,\n", " 'action': trade_direction,\n", " 'price': trade_price,\n", " 'shares': trade_size,\n", " 'symbol': row['symbol'],\n", " 'reward': reward,\n", " 'transaction_cost': transaction_cost,\n", " 'slippage': slippage,\n", " 'time_penalty': time_penalty\n", " })\n", "\n", "\n", "\n", " self.current_step += 1\n", " if self.current_step >= len(self.data) - 1:\n", " done=True\n", " self.current_step = 0\n", "\n", " def _calculate_transaction_cost(self, volume, volatility, daily_volume):\n", " return volatility * np.sqrt(volume / daily_volume)\n", "\n", " def run(self):\n", " self.reset()\n", " for _ in range(len(self.data)):\n", " self.step()\n", " return self.cumulative_reward, self.trades\n", "\n", " def render(self):\n", " print(f'Cumulative reward: {self.cumulative_reward}')\n", " row = self.data.iloc[self.current_step]\n", " print(f'Total portfolio value: {self.portfolio[\"cash\"] + self.portfolio[\"holdings\"][row[\"symbol\"]]*row[\"Close\"]}')\n", " # get trades in a pandas dataframe\n", " trades_df = pd.DataFrame(self.trades)\n", " # Save a csv\n", " trades_df.to_csv('trades_blotter.csv', index=False)\n", " for trade in self.trades:\n", " print(f\"Step: {trade['step']}, Timestamp: {trade['timestamp']}, Action: {trade['action']}, Price: {trade['price']}, Shares: {trade['shares']}, Symbol: {trade['symbol']}, Reward: {trade['reward']}, Transaction Cost: {trade['transaction_cost']}, Slippage: {trade['slippage']}, Time Penalty: {trade['time_penalty']}\")" ] }, { "cell_type": "markdown", "metadata": { "id": "DqqmR6eAAXtd" }, "source": [ "#### Run the trading blotter" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "id": "P2q35VQqAXtd", "outputId": "f461b3e8-5c19-441f-9300-f28921347309", "colab": { "base_uri": "https://localhost:8080/" } }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n", "Step: 49815, Timestamp: 2023-07-03 16:29:54.454344746, Action: SELL, Price: 194.9530057719009, Shares: 0.2913933778662606, Symbol: AAPL, Reward: -0.25111421803554473, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.170798\n", "Step: 49816, Timestamp: 2023-07-03 16:29:54.454344746, Action: SELL, Price: 185.571180561821, Shares: 0.3478826539793682, Symbol: AAPL, Reward: -0.19619621820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170798\n", "Step: 49817, Timestamp: 2023-07-03 16:29:54.454344746, Action: SELL, Price: 188.34434323402223, Shares: 0.17182920179409852, Symbol: AAPL, Reward: -0.42478018204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170798\n", "Step: 49818, Timestamp: 2023-07-03 16:29:54.474421200, Action: SELL, Price: 188.41192019237056, Shares: 0.37355052605934574, Symbol: AAPL, Reward: -0.4312691820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167287\n", "Step: 49819, Timestamp: 2023-07-03 16:29:54.474421200, Action: SELL, Price: 190.38553970465517, Shares: 0.13046161344095591, Symbol: AAPL, Reward: -0.4312691820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167287\n", "Step: 49820, Timestamp: 2023-07-03 16:29:54.474421200, Action: SELL, Price: 199.61084767282833, Shares: 0.22564720446908593, Symbol: AAPL, Reward: -0.20268521820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167287\n", "Step: 49821, Timestamp: 2023-07-03 16:29:54.474421200, Action: SELL, Price: 193.0264783017938, Shares: 0.30456642192985783, Symbol: AAPL, Reward: -0.4312691820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167287\n", "Step: 49822, Timestamp: 2023-07-03 16:29:54.474741240, Action: SELL, Price: 183.50184888014036, Shares: 0.23530890276346567, Symbol: AAPL, Reward: -0.24136536911272638, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.164168\n", "Step: 49823, Timestamp: 2023-07-03 16:29:54.476033791, Action: SELL, Price: 183.9306470653408, Shares: 0.11773315015837806, Symbol: AAPL, Reward: -0.3472630968449835, Transaction Cost: 0.1722590968449926, Slippage: 0.009999999999990905, Time Penalty: 0.165004\n", "Step: 49824, Timestamp: 2023-07-03 16:29:57.836400306, Action: SELL, Price: 199.72074715806326, Shares: 0.38251675607079777, Symbol: AAPL, Reward: -0.19463621820429702, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164238\n", "Step: 49825, Timestamp: 2023-07-03 16:29:58.431066129, Action: SELL, Price: 184.69149249269188, Shares: 0.23886799645592663, Symbol: AAPL, Reward: -0.375812415763401, Transaction Cost: 0.19508741576341013, Slippage: 0.009999999999990905, Time Penalty: 0.170725\n", "Step: 49826, Timestamp: 2023-07-03 16:29:58.431066129, Action: SELL, Price: 187.34937858679345, Shares: 0.3930869943894257, Symbol: AAPL, Reward: -0.4347071820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170725\n", "Step: 49845, Timestamp: 2023-07-03 16:30:04.653293435, Action: SELL, Price: 185.560577300896, Shares: 0.292483832930197, Symbol: AAPL, Reward: -0.44986658839458205, Transaction Cost: 0.2828225883945821, Slippage: 0.0, Time Penalty: 0.167044\n", "Step: 49846, Timestamp: 2023-07-03 16:30:04.653293435, Action: SELL, Price: 190.78637283538202, Shares: 0.3486081696932215, Symbol: AAPL, Reward: -0.4210261820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167044\n", "Step: 49847, Timestamp: 2023-07-03 16:30:04.653293435, Action: SELL, Price: 192.56592769888525, Shares: 0.3597357270745105, Symbol: AAPL, Reward: -0.38846053299709127, Transaction Cost: 0.2214165329970913, Slippage: 0.0, Time Penalty: 0.167044\n", "Step: 49848, Timestamp: 2023-07-03 16:30:04.653341711, Action: SELL, Price: 185.7613060063082, Shares: 0.15612590322453732, Symbol: AAPL, Reward: -0.2887813499528114, Transaction Cost: 0.12442534995281139, Slippage: 0.0, Time Penalty: 0.164356\n", "Step: 49849, Timestamp: 2023-07-03 16:30:07.038046319, Action: SELL, Price: 186.76439955288825, Shares: 0.11323794961050772, Symbol: AAPL, Reward: -0.4237971820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164815\n", "Step: 49850, Timestamp: 2023-07-03 16:30:09.638376371, Action: SELL, Price: 184.08906350347866, Shares: 0.31748068837255805, Symbol: AAPL, Reward: -0.42360518204301123, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164623\n", "Step: 49851, Timestamp: 2023-07-03 16:30:10.001872520, Action: SELL, Price: 185.46906840770512, Shares: 0.1441624850151732, Symbol: AAPL, Reward: -0.4315401820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167558\n", "Step: 49852, Timestamp: 2023-07-03 16:30:10.001872520, Action: SELL, Price: 193.39371628873786, Shares: 0.17849793185134927, Symbol: AAPL, Reward: -0.4315401820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167558\n", "Step: 49853, Timestamp: 2023-07-03 16:30:10.001872520, Action: SELL, Price: 189.95365936680335, Shares: 0.11809544708953736, Symbol: AAPL, Reward: -0.4315401820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167558\n", "Step: 49854, Timestamp: 2023-07-03 16:30:10.001872520, Action: SELL, Price: 183.2244841349784, Shares: 0.3444789574543154, Symbol: AAPL, Reward: -0.4315401820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167558\n", "Step: 49855, Timestamp: 2023-07-03 16:30:10.001872520, Action: SELL, Price: 184.02234859109674, Shares: 0.1934479716335504, Symbol: AAPL, Reward: -0.36026252322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.17067\n", "Step: 49856, Timestamp: 2023-07-03 16:30:10.001872520, Action: SELL, Price: 201.18610053305582, Shares: 0.31582643355211637, Symbol: AAPL, Reward: -0.43465218204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17067\n", "Step: 49857, Timestamp: 2023-07-03 16:30:10.001872520, Action: SELL, Price: 193.17646851320745, Shares: 0.10097280017389956, Symbol: AAPL, Reward: -0.43465218204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17067\n", "Step: 49858, Timestamp: 2023-07-03 16:30:10.001872520, Action: SELL, Price: 200.29578555482445, Shares: 0.1352807758381571, Symbol: AAPL, Reward: -0.49890876195187916, Transaction Cost: 0.31823876195188827, Slippage: 0.009999999999990905, Time Penalty: 0.17067\n", "Step: 49860, Timestamp: 2023-07-03 16:30:14.902293073, Action: BUY, Price: 201.60523647265688, Shares: 0.19674591794652002, Symbol: AAPL, Reward: -0.4305101820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166528\n", "Step: 49861, Timestamp: 2023-07-03 16:30:14.902293073, Action: BUY, Price: 187.83115315451218, Shares: 0.3067306089389994, Symbol: AAPL, Reward: -0.32020201857852904, Transaction Cost: 0.14367401857853812, Slippage: 0.009999999999990905, Time Penalty: 0.166528\n", "Step: 49862, Timestamp: 2023-07-03 16:30:14.902293073, Action: BUY, Price: 193.36866272880505, Shares: 0.24860605572350933, Symbol: AAPL, Reward: -0.8803840696251287, Transaction Cost: 0.7038560696251378, Slippage: 0.009999999999990905, Time Penalty: 0.166528\n", "Step: 49863, Timestamp: 2023-07-03 16:30:14.902322290, Action: BUY, Price: 198.88615102752078, Shares: 0.12893243732937865, Symbol: AAPL, Reward: -0.318421018578529, Transaction Cost: 0.14367401857853812, Slippage: 0.009999999999990905, Time Penalty: 0.164747\n", "Step: 49864, Timestamp: 2023-07-03 16:30:14.915525283, Action: BUY, Price: 186.71487804823053, Shares: 0.23383983302039427, Symbol: AAPL, Reward: -0.43355018204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169568\n", "Step: 49865, Timestamp: 2023-07-03 16:30:14.915525283, Action: BUY, Price: 193.9624632774053, Shares: 0.11713874586969364, Symbol: AAPL, Reward: -0.43355018204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169568\n", "Step: 49866, Timestamp: 2023-07-03 16:30:14.915525283, Action: BUY, Price: 187.2870757419203, Shares: 0.25852382683678293, Symbol: AAPL, Reward: -0.29315228482437283, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.169568\n", "Step: 49867, Timestamp: 2023-07-03 16:30:14.915525283, Action: BUY, Price: 189.73177795936436, Shares: 0.18120494523786032, Symbol: AAPL, Reward: -0.43355018204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169568\n", "Step: 49868, Timestamp: 2023-07-03 16:30:14.915525283, Action: BUY, Price: 198.19644752573134, Shares: 0.280548327611248, Symbol: AAPL, Reward: -0.2417806749763966, Transaction Cost: 0.062212674976405695, Slippage: 0.009999999999990905, Time Penalty: 0.169568\n", "Step: 49869, Timestamp: 2023-07-03 16:30:19.891831744, Action: BUY, Price: 206.1120264304789, Shares: 0.0879030507812234, Symbol: AAPL, Reward: -0.4327986999056467, Transaction Cost: 0.24885069990562278, Slippage: 0.005000000000023874, Time Penalty: 0.178948\n", "Step: 49870, Timestamp: 2023-07-03 16:30:19.891831744, Action: BUY, Price: 239.14833012803808, Shares: 0.31482848851642203, Symbol: AAPL, Reward: -0.27052257804103225, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.178948\n", "Step: 49871, Timestamp: 2023-07-03 16:30:19.891831744, Action: BUY, Price: 195.52490940870322, Shares: 0.3746827098845117, Symbol: AAPL, Reward: -0.27731487612860206, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.178948\n", "Step: 49872, Timestamp: 2023-07-03 16:30:20.336211008, Action: BUY, Price: 190.73088577506303, Shares: 0.13925304752894846, Symbol: AAPL, Reward: -0.2006222182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165224\n", "Step: 49873, Timestamp: 2023-07-03 16:30:20.336211008, Action: BUY, Price: 193.33271270222048, Shares: 0.31439668707538637, Symbol: AAPL, Reward: -0.42920618204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165224\n", "Step: 49874, Timestamp: 2023-07-03 16:30:20.437081258, Action: BUY, Price: 183.46601900242712, Shares: 0.4027138592540267, Symbol: AAPL, Reward: -0.42859618204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164614\n", "Step: 49875, Timestamp: 2023-07-03 16:30:20.916133385, Action: BUY, Price: 196.50464455290088, Shares: 0.13849123077489076, Symbol: AAPL, Reward: -0.18989021820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164492\n", "Step: 49876, Timestamp: 2023-07-03 16:30:21.062877640, Action: BUY, Price: 190.18722504834523, Shares: 0.10600514833814491, Symbol: AAPL, Reward: -0.41779108038172724, Transaction Cost: 0.25270908038172724, Slippage: 0.0, Time Penalty: 0.165082\n", "Step: 49877, Timestamp: 2023-07-03 16:30:21.062877640, Action: BUY, Price: 188.50390647619443, Shares: 0.2685264354756874, Symbol: AAPL, Reward: -0.41906418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165082\n", "Step: 49878, Timestamp: 2023-07-03 16:30:21.063707455, Action: BUY, Price: 195.84226829089096, Shares: 0.14154230075138563, Symbol: AAPL, Reward: -0.2995063499528023, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.165081\n", "Step: 49879, Timestamp: 2023-07-03 16:30:29.989189492, Action: BUY, Price: 182.5358895002102, Shares: 0.21434826058259995, Symbol: AAPL, Reward: -0.19008921820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164691\n", "Step: 49880, Timestamp: 2023-07-03 16:30:30.085110474, Action: BUY, Price: 189.47383068255968, Shares: 0.31045760984561177, Symbol: AAPL, Reward: -0.4237231820430396, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164741\n", "Step: 49881, Timestamp: 2023-07-03 16:30:31.137188956, Action: BUY, Price: 184.07234094043156, Shares: 0.311642116731058, Symbol: AAPL, Reward: -0.5292653591051081, Transaction Cost: 0.35101035910508877, Slippage: 0.010000000000019327, Time Penalty: 0.168255\n", "Step: 49882, Timestamp: 2023-07-03 16:30:31.137188956, Action: BUY, Price: 184.68336089289167, Shares: 0.18133819338753546, Symbol: AAPL, Reward: -0.2500920092892884, Transaction Cost: 0.07183700928926906, Slippage: 0.010000000000019327, Time Penalty: 0.168255\n", "Step: 49883, Timestamp: 2023-07-03 16:30:31.137188956, Action: BUY, Price: 200.33440540011014, Shares: 0.20798241911720622, Symbol: AAPL, Reward: -0.4322371820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168255\n", "Step: 49884, Timestamp: 2023-07-03 16:30:31.137188956, Action: BUY, Price: 185.9708609901301, Shares: 0.25381760262708036, Symbol: AAPL, Reward: -0.4357861820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171804\n", "Step: 49885, Timestamp: 2023-07-03 16:30:31.137188956, Action: BUY, Price: 189.92308710137834, Shares: 0.23953288934700448, Symbol: AAPL, Reward: -0.4357861820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171804\n", "Step: 49886, Timestamp: 2023-07-03 16:30:31.137188956, Action: BUY, Price: 201.13947041443572, Shares: 0.17389821012044335, Symbol: AAPL, Reward: -0.4357861820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171804\n", "Step: 49887, Timestamp: 2023-07-03 16:30:31.137188956, Action: BUY, Price: 189.41355572905576, Shares: 0.1825181815004396, Symbol: AAPL, Reward: -0.4357861820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171804\n", "Step: 49888, Timestamp: 2023-07-03 16:30:31.137188956, Action: BUY, Price: 182.73645932628253, Shares: 0.12195592558683091, Symbol: AAPL, Reward: -0.4357861820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171804\n", "Step: 49889, Timestamp: 2023-07-03 16:30:31.137188956, Action: BUY, Price: 187.62108030166647, Shares: 0.3513752285217711, Symbol: AAPL, Reward: -0.4357861820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171804\n", "Step: 49890, Timestamp: 2023-07-03 16:30:31.137642814, Action: BUY, Price: 189.15569721129643, Shares: 0.16328012775462597, Symbol: AAPL, Reward: -0.29183509102150784, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.164844\n", "Step: 49891, Timestamp: 2023-07-03 16:30:31.147266442, Action: BUY, Price: 200.48997573273667, Shares: 0.2988093976676857, Symbol: AAPL, Reward: -0.41841818204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164436\n", "Step: 49892, Timestamp: 2023-07-03 16:30:32.188153706, Action: BUY, Price: 198.67539799218375, Shares: 0.2691864775237664, Symbol: AAPL, Reward: -0.5278390464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.168654\n", "Step: 49893, Timestamp: 2023-07-03 16:30:32.188153706, Action: BUY, Price: 192.2086643499276, Shares: 0.3345422251534916, Symbol: AAPL, Reward: -0.4226361820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168654\n", "Step: 49894, Timestamp: 2023-07-03 16:30:32.188153706, Action: BUY, Price: 193.05913067458405, Shares: 0.18301479893858966, Symbol: AAPL, Reward: -0.2489702180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.168654\n", "Step: 49898, Timestamp: 2023-07-03 16:30:34.018399015, Action: SELL, Price: 186.83274225923947, Shares: 0.20215145685904937, Symbol: AAPL, Reward: -0.4243141820430396, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.165332\n", "Step: 49899, Timestamp: 2023-07-03 16:30:34.317628078, Action: SELL, Price: 194.9729635798882, Shares: 0.37152296616749325, Symbol: AAPL, Reward: -0.42350618204303964, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164524\n", "Step: 49900, Timestamp: 2023-07-03 16:30:35.140711757, Action: SELL, Price: 188.92402892318026, Shares: 0.08599298696547818, Symbol: AAPL, Reward: -0.42362218204303964, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.16464\n", "Step: 49902, Timestamp: 2023-07-03 16:30:35.705959786, Action: SELL, Price: 188.17437341740353, Shares: 0.17664082953026058, Symbol: AAPL, Reward: -0.2087050043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.164714\n", "Step: 49903, Timestamp: 2023-07-03 16:30:36.633411292, Action: SELL, Price: 190.1468772621659, Shares: 0.2422012845089369, Symbol: AAPL, Reward: -0.26522187612860204, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.166855\n", "Step: 49904, Timestamp: 2023-07-03 16:30:36.633411292, Action: SELL, Price: 187.8775421011578, Shares: 0.3511912237881166, Symbol: AAPL, Reward: -0.606765043515711, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.166855\n", "Step: 49905, Timestamp: 2023-07-03 16:30:36.633411292, Action: SELL, Price: 197.05512147964112, Shares: 0.3200701801097258, Symbol: AAPL, Reward: -0.2108460043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.166855\n", "Step: 49906, Timestamp: 2023-07-03 16:30:36.633411292, Action: SELL, Price: 190.03606554571496, Shares: 0.34597748873456835, Symbol: AAPL, Reward: -0.30596677030934327, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.166855\n", "Step: 49907, Timestamp: 2023-07-03 16:30:40.217557973, Action: SELL, Price: 199.0441497030628, Shares: 0.11501668049783681, Symbol: AAPL, Reward: -0.4303281820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.171346\n", "Step: 49908, Timestamp: 2023-07-03 16:30:40.217557973, Action: SELL, Price: 189.45412117150784, Shares: 0.19401231605356906, Symbol: AAPL, Reward: -0.4303281820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.171346\n", "Step: 49909, Timestamp: 2023-07-03 16:30:40.217557973, Action: SELL, Price: 198.3413344007358, Shares: 0.10671395921569925, Symbol: AAPL, Reward: -0.43532818204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171346\n", "Step: 49910, Timestamp: 2023-07-03 16:30:40.217557973, Action: SELL, Price: 182.95256565034148, Shares: 0.31701951525299316, Symbol: AAPL, Reward: -0.43532818204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171346\n", "Step: 49911, Timestamp: 2023-07-03 16:30:40.217557973, Action: SELL, Price: 186.41120366173845, Shares: 0.30387757183025965, Symbol: AAPL, Reward: -0.43532818204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171346\n", "Step: 49912, Timestamp: 2023-07-03 16:30:40.217557973, Action: SELL, Price: 182.98443287290232, Shares: 0.3344005362345145, Symbol: AAPL, Reward: -0.43532818204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171346\n", "Step: 49913, Timestamp: 2023-07-03 16:30:40.217557973, Action: SELL, Price: 184.52953136818823, Shares: 0.17199187754067805, Symbol: AAPL, Reward: -0.23214243640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.171346\n", "Step: 49914, Timestamp: 2023-07-03 16:30:40.217557973, Action: SELL, Price: 195.7742997463467, Shares: 0.28940270948412117, Symbol: AAPL, Reward: -0.20674421820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171346\n", "Step: 49915, Timestamp: 2023-07-03 16:30:40.217557973, Action: SELL, Price: 192.84663893306475, Shares: 0.31307600420286147, Symbol: AAPL, Reward: -0.4288972095619016, Transaction Cost: 0.2475512095619107, Slippage: 0.009999999999990905, Time Penalty: 0.171346\n", "Step: 49916, Timestamp: 2023-07-03 16:30:40.217597661, Action: SELL, Price: 201.16844860274148, Shares: 0.2290543066227103, Symbol: AAPL, Reward: -0.23516714241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.168375\n", "Step: 49921, Timestamp: 2023-07-03 16:30:41.002200457, Action: BUY, Price: 191.19164877387186, Shares: 0.34675315538497037, Symbol: AAPL, Reward: -0.4385271820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.174545\n", "Step: 49922, Timestamp: 2023-07-03 16:30:41.136222476, Action: BUY, Price: 195.17422508463108, Shares: 0.2467614429237103, Symbol: AAPL, Reward: -0.4286521820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.16467\n", "Step: 49923, Timestamp: 2023-07-03 16:30:45.703199770, Action: BUY, Price: 199.4763454079106, Shares: 0.22930614798582794, Symbol: AAPL, Reward: -0.2545143601272663, Transaction Cost: 0.08423636012724241, Slippage: 0.005000000000023874, Time Penalty: 0.165278\n", "Step: 49934, Timestamp: 2023-07-03 16:30:51.133070989, Action: SELL, Price: 188.50183141345866, Shares: 0.38007627838851477, Symbol: AAPL, Reward: -0.4185051820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164523\n", "Step: 49935, Timestamp: 2023-07-03 16:30:51.133309335, Action: SELL, Price: 199.22900751257322, Shares: 0.07947797017685952, Symbol: AAPL, Reward: -0.41921818204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165236\n", "Step: 49936, Timestamp: 2023-07-03 16:30:51.133309335, Action: SELL, Price: 183.7592612415461, Shares: 0.2232382412899654, Symbol: AAPL, Reward: -0.39371973419671635, Transaction Cost: 0.21848373419672548, Slippage: 0.009999999999990905, Time Penalty: 0.165236\n", "Step: 49937, Timestamp: 2023-07-03 16:30:51.159118379, Action: SELL, Price: 197.53589242106412, Shares: 0.2837478401941228, Symbol: AAPL, Reward: -0.2454322180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.165116\n", "Step: 49940, Timestamp: 2023-07-03 16:30:51.168035647, Action: BUY, Price: 191.72624662769286, Shares: 0.11891844505249512, Symbol: AAPL, Reward: -0.42840018204303965, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.169418\n", "Step: 49941, Timestamp: 2023-07-03 16:30:51.168035647, Action: BUY, Price: 183.52793507353923, Shares: 0.17183961377803297, Symbol: AAPL, Reward: -0.4334001820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169418\n", "Step: 49942, Timestamp: 2023-07-03 16:30:51.168035647, Action: BUY, Price: 188.37801215049484, Shares: 0.32033261960208387, Symbol: AAPL, Reward: -0.4334001820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169418\n", "Step: 49943, Timestamp: 2023-07-03 16:30:51.168035647, Action: BUY, Price: 192.79425720060127, Shares: 0.3393579945243383, Symbol: AAPL, Reward: -0.4334001820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169418\n", "Step: 49944, Timestamp: 2023-07-03 16:30:51.168035647, Action: BUY, Price: 191.91920496805338, Shares: 0.14720492961613482, Symbol: AAPL, Reward: -0.4334001820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169418\n", "Step: 49945, Timestamp: 2023-07-03 16:30:51.168035647, Action: BUY, Price: 188.1692065602623, Shares: 0.2417195807493627, Symbol: AAPL, Reward: -0.4334001820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169418\n", "Step: 49946, Timestamp: 2023-07-03 16:30:51.168157978, Action: BUY, Price: 187.55330589938188, Shares: 0.23604347035250778, Symbol: AAPL, Reward: -0.4290661820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165084\n", "Step: 49947, Timestamp: 2023-07-03 16:30:51.168422191, Action: BUY, Price: 184.74821230533553, Shares: 0.39983185198358173, Symbol: AAPL, Reward: -0.4509032692209527, Transaction Cost: 0.2758952692209334, Slippage: 0.010000000000019327, Time Penalty: 0.165008\n", "Step: 49948, Timestamp: 2023-07-03 16:30:52.281155231, Action: BUY, Price: 189.20372092657558, Shares: 0.3260068452149216, Symbol: AAPL, Reward: -0.43332518204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169343\n", "Step: 49949, Timestamp: 2023-07-03 16:30:52.281155231, Action: BUY, Price: 200.72030004036813, Shares: 0.12038904232293253, Symbol: AAPL, Reward: -0.20474121820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169343\n", "Step: 49950, Timestamp: 2023-07-03 16:30:52.281155231, Action: BUY, Price: 199.88724843070298, Shares: 0.2441140373551503, Symbol: AAPL, Reward: -0.2596592180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.169343\n", "Step: 49951, Timestamp: 2023-07-03 16:30:52.281155231, Action: BUY, Price: 196.76610820539702, Shares: 0.19098258403367555, Symbol: AAPL, Reward: -0.20474121820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169343\n", "Step: 49952, Timestamp: 2023-07-03 16:30:52.281155231, Action: BUY, Price: 193.01418976976015, Shares: 0.2310740413921519, Symbol: AAPL, Reward: -0.43542618204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171444\n", "Step: 49953, Timestamp: 2023-07-03 16:30:52.281155231, Action: BUY, Price: 184.57482234230392, Shares: 0.18685823311375024, Symbol: AAPL, Reward: -0.43542618204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171444\n", "Step: 49954, Timestamp: 2023-07-03 16:30:52.281155231, Action: BUY, Price: 197.4955895645003, Shares: 0.11213389700751787, Symbol: AAPL, Reward: -0.23823614241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.171444\n", "Step: 49955, Timestamp: 2023-07-03 16:30:52.281155231, Action: BUY, Price: 196.72532069578523, Shares: 0.2679754847436063, Symbol: AAPL, Reward: -0.43542618204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171444\n", "Step: 49956, Timestamp: 2023-07-03 16:30:53.021686735, Action: BUY, Price: 184.83999508665963, Shares: 0.13424579188129981, Symbol: AAPL, Reward: -0.42095118204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166969\n", "Step: 49957, Timestamp: 2023-07-03 16:30:53.021686735, Action: BUY, Price: 183.4184728990854, Shares: 0.10374602805523797, Symbol: AAPL, Reward: -0.42095118204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166969\n", "Step: 49958, Timestamp: 2023-07-03 16:30:53.021686735, Action: BUY, Price: 194.59407110183395, Shares: 0.2090752854083086, Symbol: AAPL, Reward: -0.42095118204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166969\n", "Step: 49959, Timestamp: 2023-07-03 16:30:53.021686735, Action: BUY, Price: 200.52552717203076, Shares: 0.3303777512768357, Symbol: AAPL, Reward: -0.42095118204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166969\n", "Step: 49960, Timestamp: 2023-07-03 16:30:53.021686735, Action: BUY, Price: 195.826546908974, Shares: 0.2569303704151173, Symbol: AAPL, Reward: -0.5284570464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.169272\n", "Step: 49961, Timestamp: 2023-07-03 16:30:53.021686735, Action: BUY, Price: 198.49575653004922, Shares: 0.32748150254229724, Symbol: AAPL, Reward: -0.4232541820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169272\n", "Step: 49968, Timestamp: 2023-07-03 16:30:54.608396976, Action: SELL, Price: 185.24842065877758, Shares: 0.32489332364008777, Symbol: AAPL, Reward: -0.42542918204303964, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.166447\n", "Step: 49969, Timestamp: 2023-07-03 16:30:54.608396976, Action: SELL, Price: 185.5301014521385, Shares: 0.23845272582396618, Symbol: AAPL, Reward: -0.42542918204303964, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.166447\n", "Step: 49970, Timestamp: 2023-07-03 16:30:54.608396976, Action: SELL, Price: 191.8303793096258, Shares: 0.3452670341784429, Symbol: AAPL, Reward: -0.3360462663836845, Transaction Cost: 0.16459926638366065, Slippage: 0.005000000000023874, Time Penalty: 0.166447\n", "Step: 49971, Timestamp: 2023-07-03 16:30:55.218189170, Action: SELL, Price: 190.73476025042487, Shares: 0.10771102168167071, Symbol: AAPL, Reward: -0.22591214241221483, Transaction Cost: 0.056792142412190966, Slippage: 0.005000000000023874, Time Penalty: 0.16412\n", "Step: 49972, Timestamp: 2023-07-03 16:30:56.372334832, Action: SELL, Price: 188.49118643648816, Shares: 0.16978770343656452, Symbol: AAPL, Reward: -0.2808182574382173, Transaction Cost: 0.11638925743821735, Slippage: 0.0, Time Penalty: 0.164429\n", "Step: 49973, Timestamp: 2023-07-03 16:30:56.500466980, Action: SELL, Price: 193.84186376428934, Shares: 0.1975465454805836, Symbol: AAPL, Reward: -0.5411800464463601, Transaction Cost: 0.35918504644634525, Slippage: 0.01500000000001478, Time Penalty: 0.166995\n", "Step: 49974, Timestamp: 2023-07-03 16:30:56.500466980, Action: SELL, Price: 185.89823371196826, Shares: 0.28469446644473656, Symbol: AAPL, Reward: -0.43597718204303054, Transaction Cost: 0.25398218204301576, Slippage: 0.01500000000001478, Time Penalty: 0.166995\n", "Step: 49982, Timestamp: 2023-07-03 16:31:00.145232073, Action: BUY, Price: 196.18137739663416, Shares: 0.14225030192715205, Symbol: AAPL, Reward: -0.22072621820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.185328\n", "Step: 49983, Timestamp: 2023-07-03 16:31:00.145232073, Action: BUY, Price: 182.81815382400126, Shares: 0.3506099361462688, Symbol: AAPL, Reward: -0.44931018204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.185328\n", "Step: 49984, Timestamp: 2023-07-03 16:31:00.145232073, Action: BUY, Price: 187.48049011624184, Shares: 0.14236118206764156, Symbol: AAPL, Reward: -0.23124650464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.185328\n", "Step: 49985, Timestamp: 2023-07-03 16:31:00.145232073, Action: BUY, Price: 192.4902065868572, Shares: 0.1934062274548319, Symbol: AAPL, Reward: -0.25212014241218184, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.185328\n", "Step: 49988, Timestamp: 2023-07-03 16:31:03.875102702, Action: SELL, Price: 201.3773210647111, Shares: 0.21013589143578834, Symbol: AAPL, Reward: -0.43162718204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.177645\n", "Step: 49989, Timestamp: 2023-07-03 16:31:07.969572643, Action: SELL, Price: 189.58211200131154, Shares: 0.28977904036361873, Symbol: AAPL, Reward: -0.4309261820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166944\n", "Step: 49990, Timestamp: 2023-07-03 16:31:07.969572643, Action: SELL, Price: 188.30806723698515, Shares: 0.09938752774601445, Symbol: AAPL, Reward: -0.4309261820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166944\n", "Step: 49991, Timestamp: 2023-07-03 16:31:07.969572643, Action: SELL, Price: 197.49130003626388, Shares: 0.10256002233589968, Symbol: AAPL, Reward: -0.25726021803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.166944\n", "Step: 49992, Timestamp: 2023-07-03 16:31:07.969572643, Action: SELL, Price: 185.2792497743344, Shares: 0.11236022744438161, Symbol: AAPL, Reward: -0.5361290464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.166944\n", "Step: 49993, Timestamp: 2023-07-03 16:31:13.308882848, Action: SELL, Price: 195.6516880313313, Shares: 0.17266369152356115, Symbol: AAPL, Reward: -0.5285410464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.164356\n", "Step: 49994, Timestamp: 2023-07-03 16:31:13.317009007, Action: SELL, Price: 190.3392029841604, Shares: 0.12253087995893007, Symbol: AAPL, Reward: -0.4238441820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164862\n", "Step: 49995, Timestamp: 2023-07-03 16:31:20.886243651, Action: SELL, Price: 197.0122098604038, Shares: 0.13816882279628773, Symbol: AAPL, Reward: -0.32930226638366067, Transaction Cost: 0.16459926638366065, Slippage: 0.0, Time Penalty: 0.164703\n", "Step: 49996, Timestamp: 2023-07-03 16:31:20.886473305, Action: SELL, Price: 190.59943277470032, Shares: 0.1820648879412072, Symbol: AAPL, Reward: -0.3587070671371831, Transaction Cost: 0.19342706713718308, Slippage: 0.0, Time Penalty: 0.16528\n", "Step: 49997, Timestamp: 2023-07-03 16:31:20.886473305, Action: SELL, Price: 190.92683608279978, Shares: 0.2979256491227187, Symbol: AAPL, Reward: -0.24951636012724243, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.16528\n", "Step: 49998, Timestamp: 2023-07-03 16:31:21.083708254, Action: SELL, Price: 184.64315798738713, Shares: 0.20255606093261788, Symbol: AAPL, Reward: -0.41864918204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164667\n", "Step: 49999, Timestamp: 2023-07-03 16:31:21.219154702, Action: SELL, Price: 198.2609879336223, Shares: 0.17512568126790917, Symbol: AAPL, Reward: -0.41845318204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164471\n", "Step: 50000, Timestamp: 2023-07-03 16:31:21.219424008, Action: SELL, Price: 187.6778121903919, Shares: 0.25590501770108837, Symbol: AAPL, Reward: -0.41947718204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165495\n", "Step: 50001, Timestamp: 2023-07-03 16:31:21.219437832, Action: SELL, Price: 199.32574395413874, Shares: 0.34748587600070724, Symbol: AAPL, Reward: -0.41854618204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164564\n", "Step: 50017, Timestamp: 2023-07-03 16:31:34.706595816, Action: BUY, Price: 192.86665722471196, Shares: 0.25521599560606617, Symbol: AAPL, Reward: -0.43061218204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.17663\n", "Step: 50018, Timestamp: 2023-07-03 16:31:34.706595816, Action: BUY, Price: 197.07221340718982, Shares: 0.30124218942794634, Symbol: AAPL, Reward: -0.43061218204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.17663\n", "Step: 50019, Timestamp: 2023-07-03 16:31:34.706595816, Action: BUY, Price: 198.67351216682164, Shares: 0.292102828518136, Symbol: AAPL, Reward: -0.5358150464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.17663\n", "Step: 50024, Timestamp: 2023-07-03 16:31:40.000912119, Action: BUY, Price: 200.03645054546166, Shares: 0.2976986506525465, Symbol: AAPL, Reward: -0.43756902046843343, Transaction Cost: 0.2590120204684425, Slippage: 0.009999999999990905, Time Penalty: 0.168557\n", "Step: 50025, Timestamp: 2023-07-03 16:31:40.000912119, Action: BUY, Price: 197.77014486308897, Shares: 0.3478402788310386, Symbol: AAPL, Reward: -0.4325391820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168557\n", "Step: 50026, Timestamp: 2023-07-03 16:31:40.000912119, Action: BUY, Price: 193.05526091059104, Shares: 0.26118201458796614, Symbol: AAPL, Reward: -0.22254800435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.168557\n", "Step: 50027, Timestamp: 2023-07-03 16:31:40.000912119, Action: BUY, Price: 186.14834961240652, Shares: 0.09170510025560176, Symbol: AAPL, Reward: -0.4325391820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168557\n", "Step: 50028, Timestamp: 2023-07-03 16:31:40.000912119, Action: BUY, Price: 187.0474747024529, Shares: 0.15936024956269174, Symbol: AAPL, Reward: -0.20848521820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173087\n", "Step: 50029, Timestamp: 2023-07-03 16:31:40.000912119, Action: BUY, Price: 197.66635937912753, Shares: 0.29957022477464573, Symbol: AAPL, Reward: -0.2966712848243728, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.173087\n", "Step: 50030, Timestamp: 2023-07-03 16:31:40.000912119, Action: BUY, Price: 192.5422545916012, Shares: 0.3413866043337902, Symbol: AAPL, Reward: -0.21900550464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.173087\n", "Step: 50031, Timestamp: 2023-07-03 16:31:40.000912119, Action: BUY, Price: 198.01542104751198, Shares: 0.25817009927885287, Symbol: AAPL, Reward: -0.5422720464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.173087\n", "Step: 50032, Timestamp: 2023-07-03 16:31:40.000912119, Action: BUY, Price: 189.70209156557635, Shares: 0.3244686190915962, Symbol: AAPL, Reward: -0.43706918204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173087\n", "Step: 50033, Timestamp: 2023-07-03 16:31:40.000912119, Action: BUY, Price: 188.63803239628783, Shares: 0.16784374399129104, Symbol: AAPL, Reward: -0.36761052322316357, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.178018\n", "Step: 50034, Timestamp: 2023-07-03 16:31:40.000912119, Action: BUY, Price: 190.22264536938346, Shares: 0.33408155017301044, Symbol: AAPL, Reward: -0.5472030464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.178018\n", "Step: 50035, Timestamp: 2023-07-03 16:31:40.000912119, Action: BUY, Price: 185.3140769267878, Shares: 0.34075831633809356, Symbol: AAPL, Reward: -0.24481014241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.178018\n", "Step: 50036, Timestamp: 2023-07-03 16:31:40.000912119, Action: BUY, Price: 191.42887721360415, Shares: 0.2978592220046157, Symbol: AAPL, Reward: -0.4420001820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.178018\n", "Step: 50037, Timestamp: 2023-07-03 16:31:40.000912119, Action: BUY, Price: 197.28556689444255, Shares: 0.3387001332921652, Symbol: AAPL, Reward: -0.4420001820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.178018\n", "Step: 50041, Timestamp: 2023-07-03 16:31:41.709973995, Action: BUY, Price: 191.3966293161092, Shares: 0.26271019420275815, Symbol: AAPL, Reward: -0.4250401820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.166058\n", "Step: 50042, Timestamp: 2023-07-03 16:31:41.709973995, Action: BUY, Price: 190.3884838209858, Shares: 0.11098092984753304, Symbol: AAPL, Reward: -0.40383651487643013, Transaction Cost: 0.2327785148764347, Slippage: 0.0049999999999954525, Time Penalty: 0.166058\n", "Step: 50051, Timestamp: 2023-07-03 16:31:46.395682099, Action: BUY, Price: 185.4817467310942, Shares: 0.17812663930212247, Symbol: AAPL, Reward: -0.20485521820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169457\n", "Step: 50052, Timestamp: 2023-07-03 16:31:46.395682099, Action: BUY, Price: 183.54523899360606, Shares: 0.09237033386348951, Symbol: AAPL, Reward: -0.223448004351562, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.169457\n", "Step: 50053, Timestamp: 2023-07-03 16:31:46.395682099, Action: BUY, Price: 199.21716746180996, Shares: 0.1389003777801558, Symbol: AAPL, Reward: -0.29304128482437286, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.169457\n", "Step: 50054, Timestamp: 2023-07-03 16:31:46.395682099, Action: BUY, Price: 193.60872555814868, Shares: 0.19922597794094554, Symbol: AAPL, Reward: -0.4334391820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169457\n", "Step: 50057, Timestamp: 2023-07-03 16:31:46.395682099, Action: BUY, Price: 200.52410373933768, Shares: 0.10112365909104244, Symbol: AAPL, Reward: -0.368922024929208, Transaction Cost: 0.1866380249292171, Slippage: 0.009999999999990905, Time Penalty: 0.172284\n", "Step: 50058, Timestamp: 2023-07-03 16:31:46.395682099, Action: BUY, Price: 197.292618798396, Shares: 0.2595844466831896, Symbol: AAPL, Reward: -0.43626618204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172284\n", "Step: 50059, Timestamp: 2023-07-03 16:31:46.395682099, Action: BUY, Price: 199.16046699060746, Shares: 0.2721255995926901, Symbol: AAPL, Reward: -0.43626618204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172284\n", "Step: 50060, Timestamp: 2023-07-03 16:31:46.395682099, Action: BUY, Price: 189.3938695632127, Shares: 0.22111366332846216, Symbol: AAPL, Reward: -0.622194043515702, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.172284\n", "Step: 50061, Timestamp: 2023-07-03 16:31:46.396524759, Action: BUY, Price: 192.2222754367255, Shares: 0.24986776628551458, Symbol: AAPL, Reward: -0.22877114241221483, Transaction Cost: 0.056792142412190966, Slippage: 0.005000000000023874, Time Penalty: 0.166979\n", "Step: 50062, Timestamp: 2023-07-03 16:31:47.543659340, Action: BUY, Price: 191.61485026554323, Shares: 0.0806873462762493, Symbol: AAPL, Reward: -0.2213472182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.185949\n", "Step: 50063, Timestamp: 2023-07-03 16:31:47.543659340, Action: BUY, Price: 190.07411282098548, Shares: 0.116735772421052, Symbol: AAPL, Reward: -0.44993118204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.185949\n", "Step: 50064, Timestamp: 2023-07-03 16:31:47.543659340, Action: BUY, Price: 185.18008350186045, Shares: 0.07517587883452115, Symbol: AAPL, Reward: -0.44993118204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.185949\n", "Step: 50065, Timestamp: 2023-07-03 16:31:47.543659340, Action: BUY, Price: 200.22538700606157, Shares: 0.25526825432378925, Symbol: AAPL, Reward: -0.44993118204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.185949\n", "Step: 50066, Timestamp: 2023-07-03 16:31:47.545127003, Action: BUY, Price: 184.44739082407668, Shares: 0.3376184216030369, Symbol: AAPL, Reward: -0.4461101820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.192128\n", "Step: 50067, Timestamp: 2023-07-03 16:31:47.545127003, Action: BUY, Price: 190.29535086758537, Shares: 0.2945464214669583, Symbol: AAPL, Reward: -0.4461101820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.192128\n", "Step: 50068, Timestamp: 2023-07-03 16:31:47.546728739, Action: BUY, Price: 193.38136524654044, Shares: 0.21810777335981957, Symbol: AAPL, Reward: -0.42217418204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168192\n", "Step: 50069, Timestamp: 2023-07-03 16:31:47.547271448, Action: BUY, Price: 184.40218753057306, Shares: 0.22309798689896868, Symbol: AAPL, Reward: -0.4202941820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166312\n", "Step: 50070, Timestamp: 2023-07-03 16:31:47.551050418, Action: BUY, Price: 187.08541647876132, Shares: 0.2027901574645395, Symbol: AAPL, Reward: -0.254947218035564, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.164631\n", "Step: 50073, Timestamp: 2023-07-03 16:31:53.494908536, Action: BUY, Price: 193.0935435686745, Shares: 0.15102869397588708, Symbol: AAPL, Reward: -0.25519921803556406, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.164883\n", "Step: 50086, Timestamp: 2023-07-03 16:32:07.806978701, Action: SELL, Price: 199.30769717762513, Shares: 0.24079239297894134, Symbol: AAPL, Reward: -0.20633721820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.180939\n", "Step: 50087, Timestamp: 2023-07-03 16:32:18.536076612, Action: SELL, Price: 191.02501929688884, Shares: 0.14316807824165723, Symbol: AAPL, Reward: -0.19467121820429703, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164273\n", "Step: 50088, Timestamp: 2023-07-03 16:32:20.533180031, Action: SELL, Price: 187.78315843388367, Shares: 0.06963450161034555, Symbol: AAPL, Reward: -0.2845002848243774, Transaction Cost: 0.11358428482438193, Slippage: 0.0049999999999954525, Time Penalty: 0.165916\n", "Step: 50089, Timestamp: 2023-07-03 16:32:20.650077356, Action: SELL, Price: 205.36148740665766, Shares: 0.329464870164531, Symbol: AAPL, Reward: -0.4019605148764347, Transaction Cost: 0.2327785148764347, Slippage: 0.0, Time Penalty: 0.169182\n", "Step: 50090, Timestamp: 2023-07-03 16:32:20.650077356, Action: SELL, Price: 198.8851785412962, Shares: 0.2892414122775447, Symbol: AAPL, Reward: -0.42316418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169182\n", "Step: 50091, Timestamp: 2023-07-03 16:32:20.650077356, Action: SELL, Price: 188.06393197413038, Shares: 0.323726606190316, Symbol: AAPL, Reward: -0.42316418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169182\n", "Step: 50092, Timestamp: 2023-07-03 16:32:20.650077356, Action: SELL, Price: 188.07866845085303, Shares: 0.21821456367824796, Symbol: AAPL, Reward: -0.6340457203142023, Transaction Cost: 0.46486372031420226, Slippage: 0.0, Time Penalty: 0.169182\n", "Step: 50093, Timestamp: 2023-07-03 16:32:20.650108864, Action: SELL, Price: 190.23214599826977, Shares: 0.22690203462418831, Symbol: AAPL, Reward: -0.37193698151060767, Transaction Cost: 0.20476698151060765, Slippage: 0.0, Time Penalty: 0.16717\n", "Step: 50094, Timestamp: 2023-07-03 16:32:20.650108864, Action: SELL, Price: 198.79788127766128, Shares: 0.3420624953189042, Symbol: AAPL, Reward: -0.6751343640860316, Transaction Cost: 0.5079643640860315, Slippage: 0.0, Time Penalty: 0.16717\n", "Step: 50095, Timestamp: 2023-07-03 16:32:20.650108864, Action: SELL, Price: 182.99968535946704, Shares: 0.31274775088648016, Symbol: AAPL, Reward: -0.25515200870314225, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.16717\n", "Step: 50096, Timestamp: 2023-07-03 16:32:20.651100364, Action: SELL, Price: 200.59581194460162, Shares: 0.3357040413051079, Symbol: AAPL, Reward: -0.4287951820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.164813\n", "Step: 50097, Timestamp: 2023-07-03 16:32:21.746410216, Action: SELL, Price: 198.11271593215457, Shares: 0.3184029279271598, Symbol: AAPL, Reward: -0.43107718204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.177095\n", "Step: 50098, Timestamp: 2023-07-03 16:32:21.746410216, Action: SELL, Price: 192.80851805660078, Shares: 0.09861975047483083, Symbol: AAPL, Reward: -0.3818619815106077, Transaction Cost: 0.20476698151060765, Slippage: 0.0, Time Penalty: 0.177095\n", "Step: 50099, Timestamp: 2023-07-03 16:32:21.746411194, Action: SELL, Price: 188.9964863890967, Shares: 0.27422459815591965, Symbol: AAPL, Reward: -0.2711484307550214, Transaction Cost: 0.09503143075502138, Slippage: 0.0, Time Penalty: 0.176117\n", "Step: 50100, Timestamp: 2023-07-03 16:32:21.746411194, Action: SELL, Price: 183.69447695453113, Shares: 0.10232630673211858, Symbol: AAPL, Reward: -0.41165038609204674, Transaction Cost: 0.23553338609204677, Slippage: 0.0, Time Penalty: 0.176117\n", "Step: 50101, Timestamp: 2023-07-03 16:32:21.746527442, Action: SELL, Price: 184.79213581570815, Shares: 0.15473212450523385, Symbol: AAPL, Reward: -0.43773618204303966, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.178754\n", "Step: 50124, Timestamp: 2023-07-03 16:32:28.248145864, Action: BUY, Price: 183.6525081701348, Shares: 0.332711473728179, Symbol: AAPL, Reward: -0.4232601820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164278\n", "Step: 50135, Timestamp: 2023-07-03 16:32:33.705161315, Action: BUY, Price: 190.73019606639414, Shares: 0.08335740379559756, Symbol: AAPL, Reward: -0.4510122119548021, Transaction Cost: 0.2627212119548112, Slippage: 0.009999999999990905, Time Penalty: 0.178291\n", "Step: 50136, Timestamp: 2023-07-03 16:32:33.705188939, Action: BUY, Price: 195.91493182478771, Shares: 0.09007605735163038, Symbol: AAPL, Reward: -0.5418653591050797, Transaction Cost: 0.35101035910508877, Slippage: 0.009999999999990905, Time Penalty: 0.180855\n", "Step: 50137, Timestamp: 2023-07-03 16:32:33.705265516, Action: BUY, Price: 197.68634125425177, Shares: 0.2664984248904783, Symbol: AAPL, Reward: -0.39423477012653163, Transaction Cost: 0.19998577012654073, Slippage: 0.009999999999990905, Time Penalty: 0.184249\n", "Step: 50138, Timestamp: 2023-07-03 16:32:33.705522962, Action: BUY, Price: 186.2404020724656, Shares: 0.2297898525715916, Symbol: AAPL, Reward: -0.22475850464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.17884\n", "Step: 50139, Timestamp: 2023-07-03 16:32:33.713736862, Action: BUY, Price: 196.99069241103237, Shares: 0.2485491102621565, Symbol: AAPL, Reward: -0.5386670464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.169482\n", "Step: 50140, Timestamp: 2023-07-03 16:32:33.713736862, Action: BUY, Price: 184.43306436817622, Shares: 0.1462752849038087, Symbol: AAPL, Reward: -0.20488021820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169482\n", "Step: 50141, Timestamp: 2023-07-03 16:32:33.713736862, Action: BUY, Price: 201.07163240136668, Shares: 0.14367665427821483, Symbol: AAPL, Reward: -0.43346418204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169482\n", "Step: 50142, Timestamp: 2023-07-03 16:32:33.713736862, Action: BUY, Price: 187.80621363117532, Shares: 0.16462700655597404, Symbol: AAPL, Reward: -0.27784887612859294, Transaction Cost: 0.09836687612860205, Slippage: 0.009999999999990905, Time Penalty: 0.169482\n", "Step: 50143, Timestamp: 2023-07-03 16:32:33.757361813, Action: BUY, Price: 184.12980447688233, Shares: 0.12136608738931745, Symbol: AAPL, Reward: -0.32431533002948765, Transaction Cost: 0.15449133002946377, Slippage: 0.005000000000023874, Time Penalty: 0.164824\n", "Step: 50144, Timestamp: 2023-07-03 16:32:34.094113109, Action: BUY, Price: 186.63987765233563, Shares: 0.21090841539949287, Symbol: AAPL, Reward: -0.22162714241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.164835\n", "Step: 50145, Timestamp: 2023-07-03 16:32:34.094167019, Action: BUY, Price: 199.03188901430818, Shares: 0.2662229747281704, Symbol: AAPL, Reward: -0.5282608156888894, Transaction Cost: 0.35466681568888936, Slippage: 0.0, Time Penalty: 0.173594\n", "Step: 50146, Timestamp: 2023-07-03 16:32:34.094167019, Action: BUY, Price: 201.46464570680342, Shares: 0.23495534577068963, Symbol: AAPL, Reward: -0.42757618204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173594\n", "Step: 50147, Timestamp: 2023-07-03 16:32:34.094167019, Action: BUY, Price: 184.89083516682834, Shares: 0.0759775782044182, Symbol: AAPL, Reward: -0.42757618204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173594\n", "Step: 50148, Timestamp: 2023-07-03 16:32:34.094167019, Action: BUY, Price: 189.34191367486596, Shares: 0.07959039162608007, Symbol: AAPL, Reward: -0.20951250464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.173594\n", "Step: 50149, Timestamp: 2023-07-03 16:32:34.094167019, Action: BUY, Price: 185.3868093136471, Shares: 0.3246604651857373, Symbol: AAPL, Reward: -0.42757618204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173594\n", "Step: 50150, Timestamp: 2023-07-03 16:32:34.094167019, Action: BUY, Price: 187.05280914978147, Shares: 0.1554545246927614, Symbol: AAPL, Reward: -0.44754002610941757, Transaction Cost: 0.26394602610942663, Slippage: 0.009999999999990905, Time Penalty: 0.173594\n", "Step: 50151, Timestamp: 2023-07-03 16:32:34.698565030, Action: BUY, Price: 195.38134686621268, Shares: 0.14067354833033377, Symbol: AAPL, Reward: -0.42884418204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164862\n", "Step: 50152, Timestamp: 2023-07-03 16:32:34.751087724, Action: BUY, Price: 185.25247432983602, Shares: 0.15551893889205898, Symbol: AAPL, Reward: -0.19038221820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164984\n", "Step: 50156, Timestamp: 2023-07-03 16:32:42.592759442, Action: BUY, Price: 189.49287233702748, Shares: 0.2435914305207279, Symbol: AAPL, Reward: -0.2032602182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167862\n", "Step: 50158, Timestamp: 2023-07-03 16:32:42.592759442, Action: BUY, Price: 196.36416092077704, Shares: 0.2903639667530326, Symbol: AAPL, Reward: -0.30228734995283074, Transaction Cost: 0.12442534995281139, Slippage: 0.010000000000019327, Time Penalty: 0.167862\n", "Step: 50159, Timestamp: 2023-07-03 16:32:42.592759442, Action: BUY, Price: 190.36450285539735, Shares: 0.15742434673157354, Symbol: AAPL, Reward: -0.3963457341967448, Transaction Cost: 0.21848373419672548, Slippage: 0.010000000000019327, Time Penalty: 0.167862\n", "Step: 50160, Timestamp: 2023-07-03 16:32:47.672016193, Action: BUY, Price: 194.52191838765302, Shares: 0.2798935664026608, Symbol: AAPL, Reward: -0.5341320464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.164947\n", "Step: 50161, Timestamp: 2023-07-03 16:32:47.672190727, Action: BUY, Price: 192.41387871534724, Shares: 0.27726804123824017, Symbol: AAPL, Reward: -0.4636352922650835, Transaction Cost: 0.28509429226506416, Slippage: 0.010000000000019327, Time Penalty: 0.168541\n", "Step: 50162, Timestamp: 2023-07-03 16:32:47.672190727, Action: BUY, Price: 192.46068948835406, Shares: 0.07441838329193629, Symbol: AAPL, Reward: -0.21445950464465385, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.168541\n", "Step: 50163, Timestamp: 2023-07-03 16:32:47.672190727, Action: BUY, Price: 196.48737147001938, Shares: 0.16386127158540487, Symbol: AAPL, Reward: -0.2039392182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168541\n", "Step: 50164, Timestamp: 2023-07-03 16:32:47.672190727, Action: BUY, Price: 183.99344627822882, Shares: 0.3416139951247149, Symbol: AAPL, Reward: -0.4325231820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168541\n", "Step: 50165, Timestamp: 2023-07-03 16:32:47.672190727, Action: BUY, Price: 190.60163761563783, Shares: 0.10976221593235722, Symbol: AAPL, Reward: -0.5777053314782579, Transaction Cost: 0.3991643314782385, Slippage: 0.010000000000019327, Time Penalty: 0.168541\n", "Step: 50166, Timestamp: 2023-07-03 16:32:47.672263392, Action: BUY, Price: 187.93901474568148, Shares: 0.1687350930980196, Symbol: AAPL, Reward: -0.2661585780410516, Transaction Cost: 0.09157457804103226, Slippage: 0.010000000000019327, Time Penalty: 0.164584\n", "Step: 50167, Timestamp: 2023-07-03 16:32:47.672303221, Action: BUY, Price: 200.38670618737044, Shares: 0.24240315575258495, Symbol: AAPL, Reward: -0.41160280846460084, Transaction Cost: 0.23689880846458156, Slippage: 0.010000000000019327, Time Penalty: 0.164704\n", "Step: 50168, Timestamp: 2023-07-03 16:32:50.522330558, Action: BUY, Price: 194.9973401640709, Shares: 0.14374674826548747, Symbol: AAPL, Reward: -0.4219101820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167928\n", "Step: 50169, Timestamp: 2023-07-03 16:32:50.522330558, Action: BUY, Price: 183.04011910211793, Shares: 0.0871853422503541, Symbol: AAPL, Reward: -0.5271130464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.167928\n", "Step: 50171, Timestamp: 2023-07-03 16:32:51.812529917, Action: SELL, Price: 194.806978740441, Shares: 0.3126230069268667, Symbol: AAPL, Reward: -0.41999008038172725, Transaction Cost: 0.25270908038172724, Slippage: 0.0, Time Penalty: 0.167281\n", "Step: 50172, Timestamp: 2023-07-03 16:32:51.812529917, Action: SELL, Price: 190.86931737909015, Shares: 0.18737957746835074, Symbol: AAPL, Reward: -0.8392546911273545, Transaction Cost: 0.6719736911273545, Slippage: 0.0, Time Penalty: 0.167281\n", "Step: 50173, Timestamp: 2023-07-03 16:32:51.812529917, Action: SELL, Price: 197.86630246699033, Shares: 0.09634504759107126, Symbol: AAPL, Reward: -0.1926792182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.167281\n", "Step: 50174, Timestamp: 2023-07-03 16:32:56.946854762, Action: SELL, Price: 198.91661407916132, Shares: 0.12618075690377722, Symbol: AAPL, Reward: -0.41976218204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16578\n", "Step: 50175, Timestamp: 2023-07-03 16:32:56.946854762, Action: SELL, Price: 197.7195369606623, Shares: 0.29773606104477635, Symbol: AAPL, Reward: -0.41976218204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16578\n", "Step: 50176, Timestamp: 2023-07-03 16:32:56.947274429, Action: SELL, Price: 196.43174382835204, Shares: 0.33344282122644, Symbol: AAPL, Reward: -0.5287730464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.164588\n", "Step: 50177, Timestamp: 2023-07-03 16:32:56.947481487, Action: SELL, Price: 194.88233239284617, Shares: 0.30321016745399676, Symbol: AAPL, Reward: -0.1929292182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.167531\n", "Step: 50178, Timestamp: 2023-07-03 16:32:56.947481487, Action: SELL, Price: 189.36239360397477, Shares: 0.3391590896242928, Symbol: AAPL, Reward: -0.1929292182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.167531\n", "Step: 50179, Timestamp: 2023-07-03 16:32:56.947481487, Action: SELL, Price: 193.13991093002474, Shares: 0.14237603243185157, Symbol: AAPL, Reward: -0.40169100187058393, Transaction Cost: 0.2341600018705839, Slippage: 0.0, Time Penalty: 0.167531\n", "Step: 50180, Timestamp: 2023-07-03 16:32:56.947537335, Action: SELL, Price: 192.31280278668868, Shares: 0.2149704832976618, Symbol: AAPL, Reward: -0.26312587612860205, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.164759\n", "Step: 50181, Timestamp: 2023-07-03 16:32:57.204895604, Action: SELL, Price: 187.9502755543868, Shares: 0.11419274150631373, Symbol: AAPL, Reward: -0.43115918204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167177\n", "Step: 50182, Timestamp: 2023-07-03 16:32:57.204895604, Action: SELL, Price: 186.70300774048945, Shares: 0.11616149964617017, Symbol: AAPL, Reward: -0.43115918204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167177\n", "Step: 50183, Timestamp: 2023-07-03 16:32:57.204895604, Action: SELL, Price: 183.10977477187862, Shares: 0.31897114885456895, Symbol: AAPL, Reward: -0.3041680910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.167177\n", "Step: 50184, Timestamp: 2023-07-03 16:32:57.204895604, Action: SELL, Price: 185.5887766248299, Shares: 0.30021055291476545, Symbol: AAPL, Reward: -0.43115918204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167177\n", "Step: 50185, Timestamp: 2023-07-03 16:32:58.132823859, Action: SELL, Price: 194.60305044334024, Shares: 0.1620296164312681, Symbol: AAPL, Reward: -0.2916490910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.164658\n", "Step: 50186, Timestamp: 2023-07-03 16:33:00.858124073, Action: SELL, Price: 198.14899431018395, Shares: 0.3380169813207702, Symbol: AAPL, Reward: -0.20038350464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.164465\n", "Step: 50187, Timestamp: 2023-07-03 16:33:02.350183592, Action: SELL, Price: 201.50077361532547, Shares: 0.3391681838325495, Symbol: AAPL, Reward: -0.20065150464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.164733\n", "Step: 50188, Timestamp: 2023-07-03 16:33:02.793133195, Action: SELL, Price: 184.16733322297728, Shares: 0.28945981144291677, Symbol: AAPL, Reward: -0.4241891820430396, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.165207\n", "Step: 50189, Timestamp: 2023-07-03 16:33:03.313671331, Action: SELL, Price: 200.83689536879962, Shares: 0.07385033977591181, Symbol: AAPL, Reward: -0.4236111820430396, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164629\n", "Step: 50197, Timestamp: 2023-07-03 16:33:15.354476745, Action: BUY, Price: 188.10438582415293, Shares: 0.12638645847105284, Symbol: AAPL, Reward: -0.21776721820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.182369\n", "Step: 50198, Timestamp: 2023-07-03 16:33:15.354476745, Action: BUY, Price: 188.49345004876895, Shares: 0.2071571338400817, Symbol: AAPL, Reward: -0.44635118204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.182369\n", "Step: 50199, Timestamp: 2023-07-03 16:33:15.354476745, Action: BUY, Price: 201.29242517211398, Shares: 0.14877805863455898, Symbol: AAPL, Reward: -0.37196152322316356, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.182369\n", "Step: 50200, Timestamp: 2023-07-03 16:33:15.354476745, Action: BUY, Price: 196.53393379168253, Shares: 0.24745040697632342, Symbol: AAPL, Reward: -0.23636000435156201, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.182369\n", "Step: 50201, Timestamp: 2023-07-03 16:33:15.354476745, Action: BUY, Price: 186.92685017375192, Shares: 0.3586444825313909, Symbol: AAPL, Reward: -0.27268521803553564, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.182369\n", "Step: 50202, Timestamp: 2023-07-03 16:33:15.354476745, Action: BUY, Price: 190.33327592879698, Shares: 0.19012169551047256, Symbol: AAPL, Reward: -0.21776721820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.182369\n", "Step: 50203, Timestamp: 2023-07-03 16:33:15.354476745, Action: BUY, Price: 185.25305146065062, Shares: 0.2540895803081102, Symbol: AAPL, Reward: -0.22828750464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.182369\n", "Step: 50204, Timestamp: 2023-07-03 16:33:18.977428312, Action: BUY, Price: 193.80851292275477, Shares: 0.26132200131037486, Symbol: AAPL, Reward: -0.22627314241221483, Transaction Cost: 0.056792142412190966, Slippage: 0.005000000000023874, Time Penalty: 0.164481\n", "Step: 50205, Timestamp: 2023-07-03 16:33:20.045706710, Action: BUY, Price: 186.73254616948188, Shares: 0.3171318287814089, Symbol: AAPL, Reward: -0.19495521820432546, Transaction Cost: 0.025398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164557\n", "Step: 50206, Timestamp: 2023-07-03 16:33:20.109823511, Action: BUY, Price: 197.08890502704304, Shares: 0.12837363483674852, Symbol: AAPL, Reward: -0.28946328482440126, Transaction Cost: 0.11358428482438193, Slippage: 0.010000000000019327, Time Penalty: 0.165879\n", "Step: 50207, Timestamp: 2023-07-03 16:33:20.109823511, Action: BUY, Price: 197.42928406194858, Shares: 0.23114171442217554, Symbol: AAPL, Reward: -0.4030475696487832, Transaction Cost: 0.22716856964876386, Slippage: 0.010000000000019327, Time Penalty: 0.165879\n", "Step: 50208, Timestamp: 2023-07-03 16:33:20.524002909, Action: BUY, Price: 200.57861653599977, Shares: 0.2809689824030837, Symbol: AAPL, Reward: -0.43309718204303504, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169115\n", "Step: 50209, Timestamp: 2023-07-03 16:33:20.524002909, Action: BUY, Price: 184.98386533427865, Shares: 0.34665046014680256, Symbol: AAPL, Reward: -0.2045132182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169115\n", "Step: 50210, Timestamp: 2023-07-03 16:33:20.524002909, Action: BUY, Price: 186.93857430592783, Shares: 0.10874487005669119, Symbol: AAPL, Reward: -0.3061060910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.169115\n", "Step: 50211, Timestamp: 2023-07-03 16:33:20.524002909, Action: BUY, Price: 184.6080495386574, Shares: 0.21703944813641537, Symbol: AAPL, Reward: -0.44670183293994203, Transaction Cost: 0.2675868329399227, Slippage: 0.010000000000019327, Time Penalty: 0.169115\n", "Step: 50212, Timestamp: 2023-07-03 16:33:20.524002909, Action: BUY, Price: 183.11861095009817, Shares: 0.23387235961732808, Symbol: AAPL, Reward: -0.43309718204303504, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169115\n", "Step: 50213, Timestamp: 2023-07-03 16:33:20.524002909, Action: BUY, Price: 191.39716327107746, Shares: 0.08140166508353687, Symbol: AAPL, Reward: -0.43309718204303504, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169115\n", "Step: 50214, Timestamp: 2023-07-03 16:33:21.932509553, Action: BUY, Price: 195.11266349056984, Shares: 0.3131147135185608, Symbol: AAPL, Reward: -0.18996721820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164569\n", "Step: 50215, Timestamp: 2023-07-03 16:33:24.127463981, Action: BUY, Price: 190.14296967073537, Shares: 0.16093181432164896, Symbol: AAPL, Reward: -0.4234891820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164507\n", "Step: 50216, Timestamp: 2023-07-03 16:33:24.841634754, Action: BUY, Price: 190.76109819932896, Shares: 0.23726879603020476, Symbol: AAPL, Reward: -0.4376898329399227, Transaction Cost: 0.2675868329399227, Slippage: 0.0, Time Penalty: 0.170103\n", "Step: 50217, Timestamp: 2023-07-03 16:33:24.841634754, Action: BUY, Price: 188.8116832003801, Shares: 0.24889433658165155, Symbol: AAPL, Reward: -0.22689514241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.170103\n", "Step: 50230, Timestamp: 2023-07-03 16:33:25.647265564, Action: BUY, Price: 199.8319818395258, Shares: 0.21112192610335867, Symbol: AAPL, Reward: -0.3352860910215181, Transaction Cost: 0.12699109102150788, Slippage: 0.020000000000010232, Time Penalty: 0.188295\n", "Step: 50231, Timestamp: 2023-07-03 16:33:25.647265564, Action: BUY, Price: 189.79267747150772, Shares: 0.1393521565109083, Symbol: AAPL, Reward: -0.4323594714619548, Transaction Cost: 0.21700247146194457, Slippage: 0.020000000000010232, Time Penalty: 0.195357\n", "Step: 50237, Timestamp: 2023-07-03 16:33:25.649729351, Action: BUY, Price: 193.9270301745371, Shares: 0.11122520373793408, Symbol: AAPL, Reward: -0.42527900187057477, Transaction Cost: 0.2341600018705839, Slippage: 0.009999999999990905, Time Penalty: 0.181119\n", "Step: 50246, Timestamp: 2023-07-03 16:33:25.655359424, Action: BUY, Price: 198.302921141647, Shares: 0.0898992997263059, Symbol: AAPL, Reward: -0.43194831132722855, Transaction Cost: 0.23960631132723764, Slippage: 0.009999999999990905, Time Penalty: 0.182342\n", "Step: 50247, Timestamp: 2023-07-03 16:33:25.661561713, Action: BUY, Price: 193.38796819742993, Shares: 0.23390401392650326, Symbol: AAPL, Reward: -0.36821952322317264, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.188627\n", "Step: 50254, Timestamp: 2023-07-03 16:33:25.683144276, Action: SELL, Price: 194.1906908732861, Shares: 0.31000125255369854, Symbol: AAPL, Reward: -0.3939939638387142, Transaction Cost: 0.22858396383871418, Slippage: 0.0, Time Penalty: 0.16541\n", "Step: 50255, Timestamp: 2023-07-03 16:33:25.707078649, Action: SELL, Price: 200.0838947432316, Shares: 0.20085760169708736, Symbol: AAPL, Reward: -0.1932882182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.16789\n", "Step: 50268, Timestamp: 2023-07-03 16:33:26.898869437, Action: BUY, Price: 193.98295850978067, Shares: 0.19473477579331902, Symbol: AAPL, Reward: -0.42897318204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164991\n", "Step: 50269, Timestamp: 2023-07-03 16:33:26.898869437, Action: BUY, Price: 192.9015051621184, Shares: 0.16478792892528152, Symbol: AAPL, Reward: -0.42897318204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164991\n", "Step: 50278, Timestamp: 2023-07-03 16:33:27.466504771, Action: SELL, Price: 198.96183890980006, Shares: 0.23945939543835404, Symbol: AAPL, Reward: -0.21555600435156655, Transaction Cost: 0.04399100435157111, Slippage: 0.0049999999999954525, Time Penalty: 0.166565\n", "Step: 50279, Timestamp: 2023-07-03 16:33:30.936031431, Action: SELL, Price: 193.16870241228284, Shares: 0.31059875927232555, Symbol: AAPL, Reward: -0.24731521803554474, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.166999\n", "Step: 50280, Timestamp: 2023-07-03 16:33:30.936031431, Action: SELL, Price: 194.2492210773319, Shares: 0.2713963450430437, Symbol: AAPL, Reward: -0.42098118204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166999\n", "Step: 50281, Timestamp: 2023-07-03 16:33:30.936288046, Action: SELL, Price: 198.1796058322061, Shares: 0.15512611459218384, Symbol: AAPL, Reward: -0.4189431820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164961\n", "Step: 50282, Timestamp: 2023-07-03 16:33:30.936457375, Action: SELL, Price: 186.10721998377946, Shares: 0.3170122065334148, Symbol: AAPL, Reward: -0.5378830464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.173698\n", "Step: 50283, Timestamp: 2023-07-03 16:33:30.936457375, Action: SELL, Price: 194.6030960131663, Shares: 0.2893092992756902, Symbol: AAPL, Reward: -0.4376801820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173698\n", "Step: 50284, Timestamp: 2023-07-03 16:33:30.936457375, Action: SELL, Price: 195.34022111787087, Shares: 0.31102804951460433, Symbol: AAPL, Reward: -0.4376801820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173698\n", "Step: 50285, Timestamp: 2023-07-03 16:33:30.936457375, Action: SELL, Price: 186.09415933095536, Shares: 0.3268017547690318, Symbol: AAPL, Reward: -0.4376801820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173698\n", "Step: 50286, Timestamp: 2023-07-03 16:33:30.936457375, Action: SELL, Price: 189.499415695949, Shares: 0.13084704628061247, Symbol: AAPL, Reward: -0.4376801820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173698\n", "Step: 50287, Timestamp: 2023-07-03 16:33:30.936457375, Action: SELL, Price: 188.88851255438345, Shares: 0.26942079164404803, Symbol: AAPL, Reward: -0.27168000870313314, Transaction Cost: 0.08798200870314223, Slippage: 0.009999999999990905, Time Penalty: 0.173698\n", "Step: 50288, Timestamp: 2023-07-03 16:33:30.936457375, Action: SELL, Price: 187.5679353138765, Shares: 0.09609027619638943, Symbol: AAPL, Reward: -0.4376801820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173698\n", "Step: 50289, Timestamp: 2023-07-03 16:33:30.936457375, Action: SELL, Price: 201.23761572890803, Shares: 0.28172708135732843, Symbol: AAPL, Reward: -0.4376801820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173698\n", "Step: 50290, Timestamp: 2023-07-03 16:33:30.936457375, Action: SELL, Price: 200.28361168918119, Shares: 0.11684954993067101, Symbol: AAPL, Reward: -0.5428830464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.173698\n", "Step: 50291, Timestamp: 2023-07-03 16:33:41.773626517, Action: SELL, Price: 192.39831933372983, Shares: 0.07000266969890591, Symbol: AAPL, Reward: -0.4340571820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170075\n", "Step: 50292, Timestamp: 2023-07-03 16:33:41.773626517, Action: SELL, Price: 201.27866283663178, Shares: 0.09237280712794377, Symbol: AAPL, Reward: -0.4340571820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170075\n", "Step: 50295, Timestamp: 2023-07-03 16:33:49.148730728, Action: BUY, Price: 190.79407706398993, Shares: 0.15521337099131352, Symbol: AAPL, Reward: -0.24730836911275478, Transaction Cost: 0.06719736911273545, Slippage: 0.010000000000019327, Time Penalty: 0.170111\n", "Step: 50296, Timestamp: 2023-07-03 16:33:49.148730728, Action: BUY, Price: 183.66219376486654, Shares: 0.22929465147571598, Symbol: AAPL, Reward: -0.4340931820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.170111\n", "Step: 50297, Timestamp: 2023-07-03 16:33:49.148730728, Action: BUY, Price: 182.67020703568036, Shares: 0.2442919132783779, Symbol: AAPL, Reward: -0.3578985274301304, Transaction Cost: 0.17778752743011103, Slippage: 0.010000000000019327, Time Penalty: 0.170111\n", "Step: 50299, Timestamp: 2023-07-03 16:33:53.323195691, Action: BUY, Price: 182.68949918463187, Shares: 0.27557479423124254, Symbol: AAPL, Reward: -0.35735252322319194, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.16776\n", "Step: 50300, Timestamp: 2023-07-03 16:33:53.323195691, Action: BUY, Price: 186.38887258730767, Shares: 0.21056934036937255, Symbol: AAPL, Reward: -0.43174218204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.16776\n", "Step: 50301, Timestamp: 2023-07-03 16:33:53.323195691, Action: BUY, Price: 188.9637345825071, Shares: 0.07720746557658385, Symbol: AAPL, Reward: -0.43174218204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.16776\n", "Step: 50302, Timestamp: 2023-07-03 16:33:53.323275111, Action: BUY, Price: 199.5212499955825, Shares: 0.09477330200992483, Symbol: AAPL, Reward: -0.4295941820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165612\n", "Step: 50303, Timestamp: 2023-07-03 16:33:53.323275111, Action: BUY, Price: 193.1179504761728, Shares: 0.2665465087519974, Symbol: AAPL, Reward: -0.4295941820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165612\n", "Step: 50304, Timestamp: 2023-07-03 16:33:53.323331633, Action: BUY, Price: 185.86614740536527, Shares: 0.33736063467920807, Symbol: AAPL, Reward: -0.4283661820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.164384\n", "Step: 50305, Timestamp: 2023-07-03 16:33:53.323346451, Action: BUY, Price: 199.55637218805387, Shares: 0.21917099050034697, Symbol: AAPL, Reward: -0.254993218035564, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.164677\n", "Step: 50306, Timestamp: 2023-07-03 16:33:55.159596878, Action: BUY, Price: 194.5227701248345, Shares: 0.12362928166931207, Symbol: AAPL, Reward: -0.31818730922580946, Transaction Cost: 0.15238930922580946, Slippage: 0.0, Time Penalty: 0.165798\n", "Step: 50313, Timestamp: 2023-07-03 16:33:58.914715879, Action: SELL, Price: 188.6895396652104, Shares: 0.25934442334523033, Symbol: AAPL, Reward: -0.42517818204303964, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.166196\n", "Step: 50314, Timestamp: 2023-07-03 16:33:58.914715879, Action: SELL, Price: 194.214368889247, Shares: 0.12887971139095603, Symbol: AAPL, Reward: -0.42517818204303964, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.166196\n", "Step: 50315, Timestamp: 2023-07-03 16:34:00.932389010, Action: SELL, Price: 182.72026660878416, Shares: 0.2524038956507669, Symbol: AAPL, Reward: -0.27847028482438196, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.164886\n", "Step: 50316, Timestamp: 2023-07-03 16:34:02.940727941, Action: SELL, Price: 186.34611040636557, Shares: 0.2081852650434829, Symbol: AAPL, Reward: -0.19003221820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164634\n", "Step: 50317, Timestamp: 2023-07-03 16:34:04.224510170, Action: SELL, Price: 196.8196215193222, Shares: 0.15412006580787727, Symbol: AAPL, Reward: -0.3938393012532364, Transaction Cost: 0.2257443012532364, Slippage: 0.0, Time Penalty: 0.168095\n", "Step: 50318, Timestamp: 2023-07-03 16:34:04.224510170, Action: SELL, Price: 193.0220095589025, Shares: 0.24309806023898034, Symbol: AAPL, Reward: -1.0838407804103225, Transaction Cost: 0.9157457804103226, Slippage: 0.0, Time Penalty: 0.168095\n", "Step: 50319, Timestamp: 2023-07-03 16:34:04.224510170, Action: SELL, Price: 193.83913686178897, Shares: 0.23867704248966537, Symbol: AAPL, Reward: -0.34768752322317265, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.168095\n", "Step: 50320, Timestamp: 2023-07-03 16:34:04.224510170, Action: SELL, Price: 195.46490040603607, Shares: 0.14337179611761167, Symbol: AAPL, Reward: -0.21889143640860315, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.168095\n", "Step: 50321, Timestamp: 2023-07-03 16:34:04.224510170, Action: SELL, Price: 199.75248633298546, Shares: 0.13791541737190893, Symbol: AAPL, Reward: -0.24517900928926906, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.173342\n", "Step: 50322, Timestamp: 2023-07-03 16:34:04.224510170, Action: SELL, Price: 199.1095579963451, Shares: 0.11319562098862518, Symbol: AAPL, Reward: -0.5325270464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.173342\n", "Step: 50323, Timestamp: 2023-07-03 16:34:04.224510170, Action: SELL, Price: 196.03638972247427, Shares: 0.209207725553243, Symbol: AAPL, Reward: -0.8198750836034215, Transaction Cost: 0.6465330836034215, Slippage: 0.0, Time Penalty: 0.173342\n", "Step: 50324, Timestamp: 2023-07-03 16:34:04.224510170, Action: SELL, Price: 198.67379904995406, Shares: 0.07682331625520565, Symbol: AAPL, Reward: -0.2780615363588207, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.173342\n", "Step: 50325, Timestamp: 2023-07-03 16:34:04.224510170, Action: SELL, Price: 188.3318325615792, Shares: 0.3085589132643288, Symbol: AAPL, Reward: -0.2173330043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.173342\n", "Step: 50326, Timestamp: 2023-07-03 16:34:04.224510170, Action: SELL, Price: 182.80618150648823, Shares: 0.26102686592380786, Symbol: AAPL, Reward: -0.19874021820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.173342\n", "Step: 50327, Timestamp: 2023-07-03 16:34:04.224540030, Action: SELL, Price: 199.365288784316, Shares: 0.2932009592431774, Symbol: AAPL, Reward: -0.4352420204684334, Transaction Cost: 0.2590120204684425, Slippage: 0.009999999999990905, Time Penalty: 0.16623\n", "Step: 50328, Timestamp: 2023-07-03 16:34:04.224844381, Action: SELL, Price: 183.1626054389183, Shares: 0.19429217392649437, Symbol: AAPL, Reward: -0.3126670910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.175676\n", "Step: 50339, Timestamp: 2023-07-03 16:34:04.255057137, Action: SELL, Price: 195.78439755224014, Shares: 0.1478271684575851, Symbol: AAPL, Reward: -0.4242471820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165265\n", "Step: 50340, Timestamp: 2023-07-03 16:34:05.776717994, Action: SELL, Price: 197.78701218999012, Shares: 0.15958904649814382, Symbol: AAPL, Reward: -0.4240181820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165036\n", "Step: 50347, Timestamp: 2023-07-03 16:34:11.537223987, Action: BUY, Price: 201.1846907048541, Shares: 0.28960824865391777, Symbol: AAPL, Reward: -0.26975621803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.17944\n", "Step: 50348, Timestamp: 2023-07-03 16:34:11.537223987, Action: BUY, Price: 182.79199889388462, Shares: 0.23823190918314352, Symbol: AAPL, Reward: -0.45942676289539663, Transaction Cost: 0.2699867628953773, Slippage: 0.010000000000019327, Time Penalty: 0.17944\n", "Step: 50349, Timestamp: 2023-07-03 16:34:11.537229769, Action: BUY, Price: 196.29865360579802, Shares: 0.08446052676968481, Symbol: AAPL, Reward: -0.40253144541147107, Transaction Cost: 0.21097344541145174, Slippage: 0.010000000000019327, Time Penalty: 0.181558\n", "Step: 50350, Timestamp: 2023-07-03 16:34:11.537229769, Action: BUY, Price: 199.41050891178506, Shares: 0.3131128729287487, Symbol: AAPL, Reward: -0.3729375575185532, Transaction Cost: 0.18137955751853382, Slippage: 0.010000000000019327, Time Penalty: 0.181558\n", "Step: 50351, Timestamp: 2023-07-03 16:34:11.537229769, Action: BUY, Price: 189.08583991153097, Shares: 0.10523590641062897, Symbol: AAPL, Reward: -0.2169562182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.181558\n", "Step: 50352, Timestamp: 2023-07-03 16:34:11.537229769, Action: BUY, Price: 195.22328732726774, Shares: 0.23793754168428227, Symbol: AAPL, Reward: -0.2169562182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.181558\n", "Step: 50353, Timestamp: 2023-07-03 16:34:18.912150522, Action: BUY, Price: 195.58502988237626, Shares: 0.3065344420488349, Symbol: AAPL, Reward: -0.4237401820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164758\n", "Step: 50354, Timestamp: 2023-07-03 16:34:22.805266969, Action: BUY, Price: 200.7394975299149, Shares: 0.2918388769348516, Symbol: AAPL, Reward: -0.20775921820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172361\n", "Step: 50355, Timestamp: 2023-07-03 16:34:22.805266969, Action: BUY, Price: 199.97435476804762, Shares: 0.26208389140217325, Symbol: AAPL, Reward: -0.23915314241218186, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.172361\n", "Step: 50356, Timestamp: 2023-07-03 16:34:22.805266969, Action: BUY, Price: 199.08109521672054, Shares: 0.19670919937795275, Symbol: AAPL, Reward: -0.3143340130547042, Transaction Cost: 0.13197301305471332, Slippage: 0.009999999999990905, Time Penalty: 0.172361\n", "Step: 50357, Timestamp: 2023-07-03 16:34:22.805266969, Action: BUY, Price: 193.4653043240907, Shares: 0.2272482992220516, Symbol: AAPL, Reward: -0.37242386151003365, Transaction Cost: 0.19006286151004276, Slippage: 0.009999999999990905, Time Penalty: 0.172361\n", "Step: 50358, Timestamp: 2023-07-03 16:34:22.805266969, Action: BUY, Price: 182.5044917167456, Shares: 0.2871828189603121, Symbol: AAPL, Reward: -0.2626772180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.172361\n", "Step: 50359, Timestamp: 2023-07-03 16:34:22.805266969, Action: BUY, Price: 198.79044521453451, Shares: 0.1954559541992882, Symbol: AAPL, Reward: -0.30935209102149874, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.172361\n", "Step: 50360, Timestamp: 2023-07-03 16:34:22.805266969, Action: BUY, Price: 196.3096318701807, Shares: 0.21078162977357062, Symbol: AAPL, Reward: -1.2599161393390266, Transaction Cost: 1.0775551393390357, Slippage: 0.009999999999990905, Time Penalty: 0.172361\n", "Step: 50361, Timestamp: 2023-07-03 16:34:22.805266969, Action: BUY, Price: 199.2707885380933, Shares: 0.2563787821509603, Symbol: AAPL, Reward: -0.43634318204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172361\n", "Step: 50362, Timestamp: 2023-07-03 16:34:22.805266969, Action: BUY, Price: 185.837944247425, Shares: 0.1103233463457939, Symbol: AAPL, Reward: -0.43634318204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172361\n", "Step: 50363, Timestamp: 2023-07-03 16:34:25.695127605, Action: BUY, Price: 183.83579554764594, Shares: 0.31658598513260267, Symbol: AAPL, Reward: -0.42370618204301125, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164724\n", "Step: 50364, Timestamp: 2023-07-03 16:34:25.695622252, Action: BUY, Price: 186.01115448536237, Shares: 0.26676643204924316, Symbol: AAPL, Reward: -0.619190043515702, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.16928\n", "Step: 50365, Timestamp: 2023-07-03 16:34:25.695622252, Action: BUY, Price: 188.31044018364173, Shares: 0.13227699147753652, Symbol: AAPL, Reward: -0.23607214241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.16928\n", "Step: 50366, Timestamp: 2023-07-03 16:34:25.695622252, Action: BUY, Price: 185.61704878280847, Shares: 0.21976620598318397, Symbol: AAPL, Reward: -0.4332621820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16928\n", "Step: 50367, Timestamp: 2023-07-03 16:34:25.695622252, Action: BUY, Price: 195.31196380290567, Shares: 0.10366254948866267, Symbol: AAPL, Reward: -0.21519850464462545, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.16928\n", "Step: 50368, Timestamp: 2023-07-03 16:34:25.695622252, Action: BUY, Price: 187.59128259727163, Shares: 0.11499411274281636, Symbol: AAPL, Reward: -0.24148114241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.174689\n", "Step: 50369, Timestamp: 2023-07-03 16:34:25.695622252, Action: BUY, Price: 183.53381714367174, Shares: 0.3269238126899931, Symbol: AAPL, Reward: -0.2982732848243729, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.174689\n", "Step: 50370, Timestamp: 2023-07-03 16:34:25.695622252, Action: BUY, Price: 187.06188680139385, Shares: 0.2674918493346192, Symbol: AAPL, Reward: -0.2100872182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174689\n", "Step: 50371, Timestamp: 2023-07-03 16:34:25.695622252, Action: BUY, Price: 192.75188906046964, Shares: 0.32015124434462927, Symbol: AAPL, Reward: -0.4386711820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174689\n", "Step: 50372, Timestamp: 2023-07-03 16:34:25.695622252, Action: BUY, Price: 195.38369672143276, Shares: 0.23972491079121105, Symbol: AAPL, Reward: -0.4386711820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174689\n", "Step: 50373, Timestamp: 2023-07-03 16:34:25.695622252, Action: BUY, Price: 188.93064683296475, Shares: 0.13408937391306766, Symbol: AAPL, Reward: -0.24148114241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.174689\n", "Step: 50374, Timestamp: 2023-07-03 16:34:25.695622252, Action: BUY, Price: 190.44333800157213, Shares: 0.17389168524087215, Symbol: AAPL, Reward: -0.3116800910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.174689\n", "Step: 50375, Timestamp: 2023-07-03 16:34:25.695622252, Action: BUY, Price: 188.8220550976844, Shares: 0.19650787560934327, Symbol: AAPL, Reward: -0.4386711820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174689\n", "Step: 50376, Timestamp: 2023-07-03 16:34:30.122986646, Action: BUY, Price: 196.47120260039827, Shares: 0.1029674205039733, Symbol: AAPL, Reward: -0.4356321820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.18165\n", "Step: 50377, Timestamp: 2023-07-03 16:34:30.122986646, Action: BUY, Price: 197.01407112009628, Shares: 0.20798856654268796, Symbol: AAPL, Reward: -0.5408350464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.18165\n", "Step: 50382, Timestamp: 2023-07-03 16:34:32.131118617, Action: BUY, Price: 198.1821816060352, Shares: 0.12320647983524341, Symbol: AAPL, Reward: -0.42383618204303963, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164854\n", "Step: 50396, Timestamp: 2023-07-03 16:34:45.560870664, Action: SELL, Price: 199.63099133367626, Shares: 0.0856021907758784, Symbol: AAPL, Reward: -0.25084600928925993, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.169009\n", "Step: 50399, Timestamp: 2023-07-03 16:34:45.597523360, Action: BUY, Price: 201.1848128249673, Shares: 0.10156096683466376, Symbol: AAPL, Reward: -0.42563518204303963, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.166653\n", "Step: 50400, Timestamp: 2023-07-03 16:34:45.597523360, Action: BUY, Price: 187.23638649216787, Shares: 0.11601296496179117, Symbol: AAPL, Reward: -0.42563518204303963, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.166653\n", "Step: 50403, Timestamp: 2023-07-03 16:34:49.671770584, Action: BUY, Price: 189.34113938910696, Shares: 0.10407338542366366, Symbol: AAPL, Reward: -0.22868450464465387, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.182766\n", "Step: 50404, Timestamp: 2023-07-03 16:34:49.671770584, Action: BUY, Price: 190.89690884277974, Shares: 0.2646380596050317, Symbol: AAPL, Reward: -0.3318777703093626, Transaction Cost: 0.13911177030934327, Slippage: 0.010000000000019327, Time Penalty: 0.182766\n", "Step: 50405, Timestamp: 2023-07-03 16:34:49.671770584, Action: BUY, Price: 200.90475505680766, Shares: 0.27857293469734573, Symbol: AAPL, Reward: -0.27308221803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.182766\n", "Step: 50406, Timestamp: 2023-07-03 16:34:49.671770584, Action: BUY, Price: 199.72004288357914, Shares: 0.17468705345901228, Symbol: AAPL, Reward: -0.27308221803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.182766\n", "Step: 50407, Timestamp: 2023-07-03 16:34:49.671770584, Action: BUY, Price: 183.13072965711694, Shares: 0.09316961441709658, Symbol: AAPL, Reward: -0.27308221803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.182766\n", "Step: 50408, Timestamp: 2023-07-03 16:34:49.671770584, Action: BUY, Price: 190.68263224738726, Shares: 0.13317947063483507, Symbol: AAPL, Reward: -0.4467481820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.182766\n", "Step: 50409, Timestamp: 2023-07-03 16:34:49.671770584, Action: BUY, Price: 186.0066274125589, Shares: 0.22222844029637728, Symbol: AAPL, Reward: -0.21816421820432091, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.182766\n", "Step: 50410, Timestamp: 2023-07-03 16:34:49.671770584, Action: BUY, Price: 188.66569904685085, Shares: 0.2941692580547349, Symbol: AAPL, Reward: -0.21816421820432091, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.182766\n", "Step: 50411, Timestamp: 2023-07-03 16:34:49.671770584, Action: BUY, Price: 193.65718009300147, Shares: 0.2920224237059439, Symbol: AAPL, Reward: -0.2599633691127548, Transaction Cost: 0.06719736911273545, Slippage: 0.010000000000019327, Time Penalty: 0.182766\n", "Step: 50412, Timestamp: 2023-07-03 16:34:49.671770584, Action: BUY, Price: 192.95230395137983, Shares: 0.12126590583047796, Symbol: AAPL, Reward: -0.4467481820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.182766\n", "Step: 50414, Timestamp: 2023-07-03 16:34:50.828893196, Action: BUY, Price: 199.22092434993021, Shares: 0.18264930582820293, Symbol: AAPL, Reward: -0.2968240910215033, Transaction Cost: 0.12699109102150788, Slippage: 0.0049999999999954525, Time Penalty: 0.164833\n", "Step: 50415, Timestamp: 2023-07-03 16:34:51.622345567, Action: BUY, Price: 183.08640863829055, Shares: 0.1343795139324776, Symbol: AAPL, Reward: -0.3520418195192404, Transaction Cost: 0.1849018195192404, Slippage: 0.0, Time Penalty: 0.16714\n", "Step: 50416, Timestamp: 2023-07-03 16:34:51.622345567, Action: BUY, Price: 192.58932499279135, Shares: 0.27880627773608146, Symbol: AAPL, Reward: -0.2293526749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.16714\n", "Step: 50436, Timestamp: 2023-07-03 16:34:57.410382352, Action: BUY, Price: 193.58661685177736, Shares: 0.14814322492035256, Symbol: AAPL, Reward: -0.4902608931431433, Transaction Cost: 0.3252558931431433, Slippage: 0.0, Time Penalty: 0.165005\n", "Step: 50437, Timestamp: 2023-07-03 16:34:57.410382352, Action: BUY, Price: 190.3681810840048, Shares: 0.23681756836976034, Symbol: AAPL, Reward: -0.41898718204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165005\n", "Step: 50443, Timestamp: 2023-07-03 16:35:04.358716405, Action: SELL, Price: 148.4272010346884, Shares: 0.2399008800490796, Symbol: AAPL, Reward: -0.42370618204303967, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164724\n", "Step: 50444, Timestamp: 2023-07-03 16:35:04.513822729, Action: SELL, Price: 199.65381969695179, Shares: 0.07252419514566184, Symbol: AAPL, Reward: -0.42420118204303964, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.165219\n", "Step: 50445, Timestamp: 2023-07-03 16:35:04.807403336, Action: SELL, Price: 193.0600452390821, Shares: 0.2486641342617872, Symbol: AAPL, Reward: -0.4237811820430396, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164799\n", "Step: 50446, Timestamp: 2023-07-03 16:35:08.515865901, Action: SELL, Price: 199.99589144882813, Shares: 0.2907709031525465, Symbol: AAPL, Reward: -0.25048465461292857, Transaction Cost: 0.07619465461290473, Slippage: 0.005000000000023874, Time Penalty: 0.16929\n", "Step: 50457, Timestamp: 2023-07-03 16:35:11.091512261, Action: BUY, Price: 192.57182413714045, Shares: 0.2016038857709447, Symbol: AAPL, Reward: -0.4301461820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166164\n", "Step: 50458, Timestamp: 2023-07-03 16:35:11.091512261, Action: BUY, Price: 188.1139069633486, Shares: 0.18551697847468496, Symbol: AAPL, Reward: -0.4301461820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166164\n", "Step: 50459, Timestamp: 2023-07-03 16:35:12.308390251, Action: BUY, Price: 196.8338699793867, Shares: 0.22654320498843575, Symbol: AAPL, Reward: -0.20449921820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169101\n", "Step: 50460, Timestamp: 2023-07-03 16:35:12.308390251, Action: BUY, Price: 190.2956162437439, Shares: 0.2296470061542361, Symbol: AAPL, Reward: -0.21501950464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.169101\n", "Step: 50461, Timestamp: 2023-07-03 16:35:12.308390251, Action: BUY, Price: 194.26464204329542, Shares: 0.2135044584943659, Symbol: AAPL, Reward: -0.4076849638387051, Transaction Cost: 0.22858396383871418, Slippage: 0.009999999999990905, Time Penalty: 0.169101\n", "Step: 50462, Timestamp: 2023-07-03 16:35:12.308390251, Action: BUY, Price: 192.87534634518062, Shares: 0.09327562989940627, Symbol: AAPL, Reward: -0.25941721803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.169101\n", "Step: 50463, Timestamp: 2023-07-03 16:35:12.308390251, Action: BUY, Price: 200.8818243652435, Shares: 0.24780542425362106, Symbol: AAPL, Reward: -0.4378831820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173901\n", "Step: 50464, Timestamp: 2023-07-03 16:35:12.308390251, Action: BUY, Price: 186.13807173833337, Shares: 0.0843770188821608, Symbol: AAPL, Reward: -0.20929921820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173901\n", "Step: 50465, Timestamp: 2023-07-03 16:35:12.308390251, Action: BUY, Price: 197.87019125989525, Shares: 0.20691509321002738, Symbol: AAPL, Reward: -0.4378831820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173901\n", "Step: 50466, Timestamp: 2023-07-03 16:35:12.308390251, Action: BUY, Price: 190.22293252722974, Shares: 0.18941494892950747, Symbol: AAPL, Reward: -0.7518224241219005, Transaction Cost: 0.5679214241219096, Slippage: 0.009999999999990905, Time Penalty: 0.173901\n", "Step: 50467, Timestamp: 2023-07-03 16:35:12.308390251, Action: BUY, Price: 197.8184052398661, Shares: 0.10804899159729017, Symbol: AAPL, Reward: -0.4378831820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173901\n", "Step: 50468, Timestamp: 2023-07-03 16:35:12.308390251, Action: BUY, Price: 193.18160311810703, Shares: 0.222668969082334, Symbol: AAPL, Reward: -0.4378831820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173901\n", "Step: 50469, Timestamp: 2023-07-03 16:35:12.308553985, Action: BUY, Price: 189.44472259462475, Shares: 0.14928735843830196, Symbol: AAPL, Reward: -0.47317050780144576, Transaction Cost: 0.2983615078014549, Slippage: 0.009999999999990905, Time Penalty: 0.164809\n", "Step: 50470, Timestamp: 2023-07-03 16:35:12.308977844, Action: BUY, Price: 187.78378778452796, Shares: 0.20591857436534308, Symbol: AAPL, Reward: -0.361215024929208, Transaction Cost: 0.1866380249292171, Slippage: 0.009999999999990905, Time Penalty: 0.164577\n", "Step: 50471, Timestamp: 2023-07-03 16:35:19.283078752, Action: BUY, Price: 199.44590700940967, Shares: 0.2589296335823469, Symbol: AAPL, Reward: -0.42372118204301124, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164739\n", "Step: 50472, Timestamp: 2023-07-03 16:35:19.427632709, Action: BUY, Price: 182.8868741524035, Shares: 0.2192179433219098, Symbol: AAPL, Reward: -0.39944602175784644, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.169491\n", "Step: 50473, Timestamp: 2023-07-03 16:35:19.427632709, Action: BUY, Price: 199.3320627487952, Shares: 0.10371987339203773, Symbol: AAPL, Reward: -0.5386760464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.169491\n", "Step: 50474, Timestamp: 2023-07-03 16:35:19.427632709, Action: BUY, Price: 198.376389187646, Shares: 0.12674742717591758, Symbol: AAPL, Reward: -0.5386760464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.169491\n", "Step: 50475, Timestamp: 2023-07-03 16:35:19.427632709, Action: BUY, Price: 184.67198751384524, Shares: 0.07300968151765376, Symbol: AAPL, Reward: -0.25980721803553564, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.169491\n", "Step: 50476, Timestamp: 2023-07-03 16:35:19.427632709, Action: BUY, Price: 200.03704896307477, Shares: 0.24625167972476322, Symbol: AAPL, Reward: -0.2083922182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172994\n", "Step: 50477, Timestamp: 2023-07-03 16:35:19.427632709, Action: BUY, Price: 182.79917879406443, Shares: 0.2791573348318939, Symbol: AAPL, Reward: -0.36258652322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.172994\n", "Step: 50478, Timestamp: 2023-07-03 16:35:19.427632709, Action: BUY, Price: 195.89583795088035, Shares: 0.0849609570359068, Symbol: AAPL, Reward: -0.4369761820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172994\n", "Step: 50479, Timestamp: 2023-07-03 16:35:19.427632709, Action: BUY, Price: 186.23980757969412, Shares: 0.18966881275006717, Symbol: AAPL, Reward: -0.4369761820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172994\n", "Step: 50480, Timestamp: 2023-07-03 16:35:19.978716342, Action: BUY, Price: 190.9777533178078, Shares: 0.11699637582483209, Symbol: AAPL, Reward: -0.5118068366559398, Transaction Cost: 0.3301768366559205, Slippage: 0.010000000000019327, Time Penalty: 0.17163\n", "Step: 50481, Timestamp: 2023-07-03 16:35:19.978716342, Action: BUY, Price: 190.76381887002233, Shares: 0.12239736426844436, Symbol: AAPL, Reward: -0.22562100435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.17163\n", "Step: 50482, Timestamp: 2023-07-03 16:35:19.978716342, Action: BUY, Price: 193.3373720417933, Shares: 0.1524309723998177, Symbol: AAPL, Reward: -0.29521428482440126, Transaction Cost: 0.11358428482438193, Slippage: 0.010000000000019327, Time Penalty: 0.17163\n", "Step: 50483, Timestamp: 2023-07-03 16:35:19.978716342, Action: BUY, Price: 188.77240411733402, Shares: 0.27094055466269223, Symbol: AAPL, Reward: -0.6215400435157303, Transaction Cost: 0.43991004351571106, Slippage: 0.010000000000019327, Time Penalty: 0.17163\n", "Step: 50484, Timestamp: 2023-07-03 16:35:19.978716342, Action: BUY, Price: 189.42608214792878, Shares: 0.13066197733888504, Symbol: AAPL, Reward: -0.26194621803556406, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.17163\n", "Step: 50485, Timestamp: 2023-07-03 16:35:19.978716342, Action: BUY, Price: 184.1856346712214, Shares: 0.1252926976123945, Symbol: AAPL, Reward: -0.40737430125325574, Transaction Cost: 0.2257443012532364, Slippage: 0.010000000000019327, Time Penalty: 0.17163\n", "Step: 50486, Timestamp: 2023-07-03 16:35:19.978765241, Action: BUY, Price: 188.99770284873193, Shares: 0.19086700020014732, Symbol: AAPL, Reward: -0.29536525743823666, Transaction Cost: 0.11638925743821735, Slippage: 0.010000000000019327, Time Penalty: 0.168976\n", "Step: 50487, Timestamp: 2023-07-03 16:35:19.978765241, Action: BUY, Price: 199.3453708524976, Shares: 0.15976374766942206, Symbol: AAPL, Reward: -0.21489450464465384, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.168976\n", "Step: 50488, Timestamp: 2023-07-03 16:35:19.978765241, Action: BUY, Price: 188.6249246906616, Shares: 0.20226866432808843, Symbol: AAPL, Reward: -0.21489450464465384, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.168976\n", "Step: 50489, Timestamp: 2023-07-03 16:35:19.978765241, Action: BUY, Price: 188.78122836458496, Shares: 0.25072137606870903, Symbol: AAPL, Reward: -0.29536525743823666, Transaction Cost: 0.11638925743821735, Slippage: 0.010000000000019327, Time Penalty: 0.168976\n", "Step: 50490, Timestamp: 2023-07-03 16:35:19.978811353, Action: BUY, Price: 193.70117851250703, Shares: 0.23724445134326536, Symbol: AAPL, Reward: -0.40848830125325575, Transaction Cost: 0.2257443012532364, Slippage: 0.010000000000019327, Time Penalty: 0.172744\n", "Step: 50491, Timestamp: 2023-07-03 16:35:19.978811353, Action: BUY, Price: 183.99960609536714, Shares: 0.1761139486180815, Symbol: AAPL, Reward: -0.29632828482440127, Transaction Cost: 0.11358428482438193, Slippage: 0.010000000000019327, Time Penalty: 0.172744\n", "Step: 50492, Timestamp: 2023-07-03 16:35:19.978811353, Action: BUY, Price: 183.95034849933083, Shares: 0.26232564672668746, Symbol: AAPL, Reward: -0.2081422182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.172744\n", "Step: 50493, Timestamp: 2023-07-03 16:35:19.978811353, Action: BUY, Price: 185.53789426813606, Shares: 0.20021633505542066, Symbol: AAPL, Reward: -0.27777543075504074, Transaction Cost: 0.09503143075502138, Slippage: 0.010000000000019327, Time Penalty: 0.172744\n", "Step: 50499, Timestamp: 2023-07-03 16:35:24.264364261, Action: SELL, Price: 187.11588693776386, Shares: 0.15606141125461845, Symbol: AAPL, Reward: -0.367011752257228, Transaction Cost: 0.1967337522572041, Slippage: 0.005000000000023874, Time Penalty: 0.165278\n", "Step: 50500, Timestamp: 2023-07-03 16:35:27.909006052, Action: SELL, Price: 199.94625205912484, Shares: 0.15303719189040224, Symbol: AAPL, Reward: -0.2056365046446584, Transaction Cost: 0.03591850464463453, Slippage: 0.005000000000023874, Time Penalty: 0.164718\n", "Step: 50501, Timestamp: 2023-07-03 16:35:30.691901187, Action: SELL, Price: 198.8811661559273, Shares: 0.11794207501496508, Symbol: AAPL, Reward: -0.19495321820432546, Transaction Cost: 0.025398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164555\n", "Step: 50502, Timestamp: 2023-07-03 16:35:31.015592551, Action: SELL, Price: 197.62546807041807, Shares: 0.14789618252925055, Symbol: AAPL, Reward: -0.42384518204303967, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164863\n", "Step: 50513, Timestamp: 2023-07-03 16:35:33.020562261, Action: BUY, Price: 194.41544822800043, Shares: 0.0750909444344482, Symbol: AAPL, Reward: -0.25517821803556406, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.164862\n", "Step: 50514, Timestamp: 2023-07-03 16:35:33.120589569, Action: BUY, Price: 194.11919912796066, Shares: 0.24745112116893467, Symbol: AAPL, Reward: -0.25498821803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.164672\n", "Step: 50515, Timestamp: 2023-07-03 16:35:33.220503402, Action: BUY, Price: 192.71040111002395, Shares: 0.1369979003863379, Symbol: AAPL, Reward: -0.25500821803556406, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.164692\n", "Step: 50516, Timestamp: 2023-07-03 16:35:33.220764395, Action: BUY, Price: 182.46926755394873, Shares: 0.17841198340036285, Symbol: AAPL, Reward: -0.4160666541066535, Transaction Cost: 0.24094865410663419, Slippage: 0.010000000000019327, Time Penalty: 0.165118\n", "Step: 50521, Timestamp: 2023-07-03 16:35:36.608274269, Action: SELL, Price: 184.65278433460168, Shares: 0.06095635168651004, Symbol: AAPL, Reward: -0.20094350464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.165025\n", "Step: 50529, Timestamp: 2023-07-03 16:35:40.965236219, Action: SELL, Price: 160.3197287931335, Shares: 0.12145804218848956, Symbol: AAPL, Reward: -0.42386418204301124, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164882\n", "Step: 50530, Timestamp: 2023-07-03 16:35:41.721940957, Action: SELL, Price: 144.95135378140031, Shares: 0.15751286606486894, Symbol: AAPL, Reward: -0.30588759083772776, Transaction Cost: 0.13677359083772775, Slippage: 0.0, Time Penalty: 0.169114\n", "Step: 50531, Timestamp: 2023-07-03 16:35:41.721940957, Action: SELL, Price: 184.96934999153325, Shares: 0.09883905105065646, Symbol: AAPL, Reward: -0.24943021803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.169114\n", "Step: 50532, Timestamp: 2023-07-03 16:35:41.721940957, Action: SELL, Price: 187.22618040019782, Shares: 0.22445382550510007, Symbol: AAPL, Reward: -0.32150330922580944, Transaction Cost: 0.15238930922580946, Slippage: 0.0, Time Penalty: 0.169114\n", "Step: 50533, Timestamp: 2023-07-03 16:35:41.721940957, Action: SELL, Price: 193.25276508373358, Shares: 0.1473996261397695, Symbol: AAPL, Reward: -0.20503250464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.169114\n", "Step: 50534, Timestamp: 2023-07-03 16:35:41.721940957, Action: SELL, Price: 189.7874080500577, Shares: 0.23834850169305485, Symbol: AAPL, Reward: -0.29091957550016445, Transaction Cost: 0.12180557550016448, Slippage: 0.0, Time Penalty: 0.169114\n", "Step: 50535, Timestamp: 2023-07-03 16:35:42.212037031, Action: SELL, Price: 183.69096768515283, Shares: 0.06811852569928116, Symbol: AAPL, Reward: -0.42601718204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172035\n", "Step: 50536, Timestamp: 2023-07-03 16:35:42.212037031, Action: SELL, Price: 198.33975364689314, Shares: 0.08599246304921268, Symbol: AAPL, Reward: -0.42601718204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172035\n", "Step: 50537, Timestamp: 2023-07-03 16:35:42.212037031, Action: SELL, Price: 195.8830266648021, Shares: 0.14924678728799648, Symbol: AAPL, Reward: -0.3040080130547133, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.172035\n", "Step: 50538, Timestamp: 2023-07-03 16:35:42.212037031, Action: SELL, Price: 198.20352107964297, Shares: 0.22260033504299548, Symbol: AAPL, Reward: -0.23923236911273543, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.172035\n", "Step: 50539, Timestamp: 2023-07-03 16:35:42.212306104, Action: SELL, Price: 185.62665045190948, Shares: 0.15146576597952838, Symbol: AAPL, Reward: -0.45063276322951346, Transaction Cost: 0.27117876322949414, Slippage: 0.010000000000019327, Time Penalty: 0.169454\n", "Step: 50540, Timestamp: 2023-07-03 16:35:43.447360036, Action: SELL, Price: 154.11637138352785, Shares: 0.24347491138490004, Symbol: AAPL, Reward: -0.42399518204303965, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.165013\n", "Step: 50541, Timestamp: 2023-07-03 16:35:43.589514786, Action: SELL, Price: 196.21281204304825, Shares: 0.1603210649835922, Symbol: AAPL, Reward: -0.42367818204303964, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164696\n", "Step: 50542, Timestamp: 2023-07-03 16:35:44.335010015, Action: SELL, Price: 196.53179333941046, Shares: 0.24143752914118455, Symbol: AAPL, Reward: -0.42345218204303964, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.16447\n", "Step: 50543, Timestamp: 2023-07-03 16:35:44.990250959, Action: SELL, Price: 196.19940251999404, Shares: 0.08998067906264538, Symbol: AAPL, Reward: -0.5377230464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.168538\n", "Step: 50544, Timestamp: 2023-07-03 16:35:44.990250959, Action: SELL, Price: 199.41605971814062, Shares: 0.06844417677733149, Symbol: AAPL, Reward: -0.258854218035564, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.168538\n", "Step: 50545, Timestamp: 2023-07-03 16:35:44.990250959, Action: SELL, Price: 192.5950804873418, Shares: 0.2660072109972476, Symbol: AAPL, Reward: -0.4325201820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168538\n", "Step: 50546, Timestamp: 2023-07-03 16:35:44.990250959, Action: SELL, Price: 188.92409114927796, Shares: 0.10538754484300857, Symbol: AAPL, Reward: -0.2039362182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168538\n", "Step: 50547, Timestamp: 2023-07-03 16:35:44.990250959, Action: SELL, Price: 200.91520369789654, Shares: 0.2591385824393283, Symbol: AAPL, Reward: -0.4325201820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168538\n", "Step: 50548, Timestamp: 2023-07-03 16:35:44.990891156, Action: SELL, Price: 182.7009158870591, Shares: 0.0704178544685625, Symbol: AAPL, Reward: -0.22581143640862247, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.165015\n", "Step: 50568, Timestamp: 2023-07-03 16:36:06.120526474, Action: BUY, Price: 191.08379873901325, Shares: 0.10389396614016029, Symbol: AAPL, Reward: -0.41919531132722854, Transaction Cost: 0.23960631132723764, Slippage: 0.009999999999990905, Time Penalty: 0.169589\n", "Step: 50569, Timestamp: 2023-07-03 16:36:06.120526474, Action: BUY, Price: 186.35817358710196, Shares: 0.29063702482014514, Symbol: AAPL, Reward: -0.43357118204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169589\n", "Step: 50570, Timestamp: 2023-07-03 16:36:06.120526474, Action: BUY, Price: 199.9447531265113, Shares: 0.06362602605036285, Symbol: AAPL, Reward: -0.223580004351562, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.169589\n", "Step: 50580, Timestamp: 2023-07-03 16:36:10.025632892, Action: SELL, Price: 188.67010377271353, Shares: 0.15276510297634913, Symbol: AAPL, Reward: -0.42839769990564214, Transaction Cost: 0.24885069990562278, Slippage: 0.010000000000019327, Time Penalty: 0.169547\n", "Step: 50581, Timestamp: 2023-07-03 16:36:10.026044465, Action: SELL, Price: 188.69864723634996, Shares: 0.1449644833292769, Symbol: AAPL, Reward: -0.3950943012532364, Transaction Cost: 0.2257443012532364, Slippage: 0.0, Time Penalty: 0.16935\n", "Step: 50582, Timestamp: 2023-07-03 16:36:10.026048087, Action: SELL, Price: 199.51826760136808, Shares: 0.08372545456504893, Symbol: AAPL, Reward: -0.28411225743821733, Transaction Cost: 0.11638925743821735, Slippage: 0.0, Time Penalty: 0.167723\n", "Step: 50583, Timestamp: 2023-07-03 16:36:10.026048087, Action: SELL, Price: 184.9764813404099, Shares: 0.05822288363891639, Symbol: AAPL, Reward: -0.2285194364086225, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.167723\n", "Step: 50584, Timestamp: 2023-07-03 16:36:10.026212359, Action: SELL, Price: 190.48063425692683, Shares: 0.11032098927163501, Symbol: AAPL, Reward: -0.4379901820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.174008\n", "Step: 50586, Timestamp: 2023-07-03 16:36:11.023300202, Action: SELL, Price: 189.80648712732992, Shares: 0.09476969940873062, Symbol: AAPL, Reward: -0.19440821820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.16901\n", "Step: 50587, Timestamp: 2023-07-03 16:36:11.023300202, Action: SELL, Price: 191.63164312765912, Shares: 0.07375442600207424, Symbol: AAPL, Reward: -0.42299218204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16901\n", "Step: 50588, Timestamp: 2023-07-03 16:36:11.023300202, Action: SELL, Price: 198.5292839054504, Shares: 0.20436569786501751, Symbol: AAPL, Reward: -0.42299218204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16901\n", "Step: 50589, Timestamp: 2023-07-03 16:36:11.023300202, Action: SELL, Price: 186.90982047434684, Shares: 0.21716007867261983, Symbol: AAPL, Reward: -0.42299218204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16901\n", "Step: 50590, Timestamp: 2023-07-03 16:36:11.168625131, Action: SELL, Price: 187.23091205265996, Shares: 0.2052651961160041, Symbol: AAPL, Reward: -0.42141918204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167437\n", "Step: 50591, Timestamp: 2023-07-03 16:36:11.168625131, Action: SELL, Price: 195.8175726771084, Shares: 0.18507312498772605, Symbol: AAPL, Reward: -0.19283521820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.167437\n", "Step: 50592, Timestamp: 2023-07-03 16:36:11.168625131, Action: SELL, Price: 185.20791381704484, Shares: 0.16025944082977256, Symbol: AAPL, Reward: -0.24775321803554473, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.167437\n", "Step: 50593, Timestamp: 2023-07-03 16:36:13.952270831, Action: SELL, Price: 191.09178140577814, Shares: 0.08752592102687758, Symbol: AAPL, Reward: -0.4234881820430396, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164506\n", "Step: 50594, Timestamp: 2023-07-03 16:36:15.832241854, Action: SELL, Price: 183.85496787968572, Shares: 0.11827213429244657, Symbol: AAPL, Reward: -0.4213931820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167411\n", "Step: 50595, Timestamp: 2023-07-03 16:36:15.832241854, Action: SELL, Price: 184.72084518263821, Shares: 0.07273098544059169, Symbol: AAPL, Reward: -0.4213931820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167411\n", "Step: 50596, Timestamp: 2023-07-03 16:36:15.832241854, Action: SELL, Price: 197.96009238821495, Shares: 0.2395943126175418, Symbol: AAPL, Reward: -0.6391619653873472, Transaction Cost: 0.4717509653873472, Slippage: 0.0, Time Penalty: 0.167411\n", "Step: 50597, Timestamp: 2023-07-03 16:36:15.832271907, Action: SELL, Price: 183.87436252145778, Shares: 0.2500342588760669, Symbol: AAPL, Reward: -0.3576792274216669, Transaction Cost: 0.18835822742166689, Slippage: 0.0, Time Penalty: 0.169321\n", "Step: 50598, Timestamp: 2023-07-03 16:36:15.832271907, Action: SELL, Price: 183.71178381046505, Shares: 0.1027193320780281, Symbol: AAPL, Reward: -0.6341847203142023, Transaction Cost: 0.46486372031420226, Slippage: 0.0, Time Penalty: 0.169321\n", "Step: 50599, Timestamp: 2023-07-03 16:36:15.832276703, Action: SELL, Price: 194.6062955920434, Shares: 0.1237190585515445, Symbol: AAPL, Reward: -0.5364940464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.167309\n", "Step: 50600, Timestamp: 2023-07-03 16:36:18.276575948, Action: SELL, Price: 188.5074816529883, Shares: 0.22091471349528616, Symbol: AAPL, Reward: -0.4342841820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170302\n", "Step: 50601, Timestamp: 2023-07-03 16:36:18.276575948, Action: SELL, Price: 185.27372386068853, Shares: 0.25858141901215353, Symbol: AAPL, Reward: -0.4342841820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170302\n", "Step: 50602, Timestamp: 2023-07-03 16:36:18.276575948, Action: SELL, Price: 194.9493892833027, Shares: 0.07705990550236168, Symbol: AAPL, Reward: -0.2057002182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170302\n", "Step: 50603, Timestamp: 2023-07-03 16:36:18.276575948, Action: SELL, Price: 190.8104215572374, Shares: 0.07024719016433599, Symbol: AAPL, Reward: -0.2564966546128956, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.170302\n", "Step: 50604, Timestamp: 2023-07-03 16:36:24.376014950, Action: SELL, Price: 187.74167683816657, Shares: 0.16291046605247259, Symbol: AAPL, Reward: -0.41881618204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164834\n", "Step: 50605, Timestamp: 2023-07-03 16:36:24.376056529, Action: SELL, Price: 199.2605463062996, Shares: 0.13323027286470343, Symbol: AAPL, Reward: -0.4294581820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165476\n", "Step: 50606, Timestamp: 2023-07-03 16:36:24.376103894, Action: SELL, Price: 200.2406907719721, Shares: 0.0989134365823444, Symbol: AAPL, Reward: -0.24607300928925996, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.164236\n", "Step: 50607, Timestamp: 2023-07-03 16:36:24.376197841, Action: SELL, Price: 201.07760983450748, Shares: 0.17978557129299158, Symbol: AAPL, Reward: -0.43110018204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167118\n", "Step: 50608, Timestamp: 2023-07-03 16:36:24.376197841, Action: SELL, Price: 184.62172631230348, Shares: 0.06815028798418976, Symbol: AAPL, Reward: -0.45534154061867743, Transaction Cost: 0.27822354061868654, Slippage: 0.009999999999990905, Time Penalty: 0.167118\n", "Step: 50609, Timestamp: 2023-07-03 16:36:24.376197841, Action: SELL, Price: 182.85489316461172, Shares: 0.11888149855639915, Symbol: AAPL, Reward: -0.24895500928925995, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.167118\n", "Step: 50610, Timestamp: 2023-07-03 16:36:24.376197841, Action: SELL, Price: 195.57027233206918, Shares: 0.23440517500267588, Symbol: AAPL, Reward: -0.43110018204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167118\n", "Step: 50611, Timestamp: 2023-07-03 16:36:25.232393160, Action: SELL, Price: 194.2522772058596, Shares: 0.287172893052771, Symbol: AAPL, Reward: -0.5241630464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.164978\n", "Step: 50612, Timestamp: 2023-07-03 16:36:25.232393160, Action: SELL, Price: 190.9437748324139, Shares: 0.12009766041623669, Symbol: AAPL, Reward: -0.41896018204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164978\n", "Step: 50613, Timestamp: 2023-07-03 16:36:25.685406721, Action: SELL, Price: 188.11292231175565, Shares: 0.18442021426813454, Symbol: AAPL, Reward: -0.41873418204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164752\n", "Step: 50618, Timestamp: 2023-07-03 16:36:26.292772486, Action: BUY, Price: 199.23447375617658, Shares: 0.0983303566638796, Symbol: AAPL, Reward: -0.4269231820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.167941\n", "Step: 50619, Timestamp: 2023-07-03 16:36:26.292772486, Action: BUY, Price: 182.75185388627122, Shares: 0.26972028559501854, Symbol: AAPL, Reward: -0.3696747522571996, Transaction Cost: 0.1967337522572041, Slippage: 0.0049999999999954525, Time Penalty: 0.167941\n", "Step: 50620, Timestamp: 2023-07-03 16:36:26.292772486, Action: BUY, Price: 189.53654499229057, Shares: 0.15921072356830412, Symbol: AAPL, Reward: -0.39789602175784644, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.167941\n", "Step: 50622, Timestamp: 2023-07-03 16:36:26.319416557, Action: BUY, Price: 190.36470662933473, Shares: 0.0871644531778295, Symbol: AAPL, Reward: -0.3047060910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.167715\n", "Step: 50623, Timestamp: 2023-07-03 16:36:26.319416557, Action: BUY, Price: 197.62560454545823, Shares: 0.167229551594761, Symbol: AAPL, Reward: -0.6856793640860224, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.167715\n", "Step: 50624, Timestamp: 2023-07-03 16:36:26.319416557, Action: BUY, Price: 199.64366485419683, Shares: 0.29030142658508723, Symbol: AAPL, Reward: -0.4428801828330911, Transaction Cost: 0.2651651828331002, Slippage: 0.009999999999990905, Time Penalty: 0.167715\n", "Step: 50625, Timestamp: 2023-07-03 16:36:26.319416557, Action: BUY, Price: 183.0968103544836, Shares: 0.12170847872852573, Symbol: AAPL, Reward: -0.3616665232231635, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.172074\n", "Step: 50626, Timestamp: 2023-07-03 16:36:26.319416557, Action: BUY, Price: 191.86006433698043, Shares: 0.07466330427894304, Symbol: AAPL, Reward: -0.22606500435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.172074\n", "Step: 50627, Timestamp: 2023-07-03 16:36:26.319416557, Action: BUY, Price: 201.23554756962434, Shares: 0.18939791174664358, Symbol: AAPL, Reward: -0.26239021803553564, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.172074\n", "Step: 50631, Timestamp: 2023-07-03 16:36:26.357073282, Action: BUY, Price: 197.22338446925627, Shares: 0.06140116554292673, Symbol: AAPL, Reward: -0.42693718204303965, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.167955\n", "Step: 50642, Timestamp: 2023-07-03 16:36:31.883446051, Action: SELL, Price: 194.08495880590115, Shares: 0.0991980582132885, Symbol: AAPL, Reward: -0.8021037123333894, Transaction Cost: 0.6339387123333894, Slippage: 0.0, Time Penalty: 0.168165\n", "Step: 50643, Timestamp: 2023-07-03 16:36:31.883446051, Action: SELL, Price: 191.11771231096904, Shares: 0.23695635300957882, Symbol: AAPL, Reward: -0.42214718204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168165\n", "Step: 50644, Timestamp: 2023-07-03 16:36:31.883446051, Action: SELL, Price: 188.8594672112174, Shares: 0.2294565612129384, Symbol: AAPL, Reward: -0.42214718204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168165\n", "Step: 50645, Timestamp: 2023-07-03 16:36:31.883446051, Action: SELL, Price: 188.2949052783928, Shares: 0.12147107315436455, Symbol: AAPL, Reward: -0.27887326649854566, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.168165\n", "Step: 50646, Timestamp: 2023-07-03 16:36:37.129718427, Action: SELL, Price: 183.2263183015888, Shares: 0.12568633806256252, Symbol: AAPL, Reward: -0.24476900928926906, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.172932\n", "Step: 50647, Timestamp: 2023-07-03 16:36:37.130981555, Action: SELL, Price: 193.1717643593064, Shares: 0.28532387816962307, Symbol: AAPL, Reward: -0.33307525450151554, Transaction Cost: 0.16654725450151556, Slippage: 0.0, Time Penalty: 0.166528\n", "Step: 50648, Timestamp: 2023-07-03 16:36:37.130981555, Action: SELL, Price: 191.0585215785769, Shares: 0.1476255321942011, Symbol: AAPL, Reward: -0.3965186476624037, Transaction Cost: 0.22999064766240368, Slippage: 0.0, Time Penalty: 0.166528\n", "Step: 50649, Timestamp: 2023-07-03 16:36:37.131479965, Action: SELL, Price: 196.86929333785184, Shares: 0.14889982854062597, Symbol: AAPL, Reward: -0.2788065139339036, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.171051\n", "Step: 50650, Timestamp: 2023-07-03 16:36:37.131479965, Action: SELL, Price: 201.44594427061944, Shares: 0.22091226980007247, Symbol: AAPL, Reward: -0.3506435232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.171051\n", "Step: 50651, Timestamp: 2023-07-03 16:36:40.117748608, Action: SELL, Price: 185.78726663983878, Shares: 0.20196657911634014, Symbol: AAPL, Reward: -0.5288970464463691, Transaction Cost: 0.35918504644634525, Slippage: 0.005000000000023874, Time Penalty: 0.164712\n", "Step: 50652, Timestamp: 2023-07-03 16:36:40.503005630, Action: SELL, Price: 183.98288319473863, Shares: 0.2272317353440161, Symbol: AAPL, Reward: -0.22671114241221485, Transaction Cost: 0.056792142412190966, Slippage: 0.005000000000023874, Time Penalty: 0.164919\n", "Step: 50653, Timestamp: 2023-07-03 16:36:41.114005303, Action: SELL, Price: 186.52160658295114, Shares: 0.13216282259915454, Symbol: AAPL, Reward: -0.4172462095619346, Transaction Cost: 0.2475512095619107, Slippage: 0.005000000000023874, Time Penalty: 0.164695\n", "Step: 50654, Timestamp: 2023-07-03 16:36:43.389501730, Action: SELL, Price: 187.90036804986548, Shares: 0.1370258798781993, Symbol: AAPL, Reward: -0.4236421820430396, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.16466\n", "Step: 50655, Timestamp: 2023-07-03 16:36:45.647578347, Action: SELL, Price: 191.65325672008194, Shares: 0.24246540319224918, Symbol: AAPL, Reward: -0.41943618204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165454\n", "Step: 50656, Timestamp: 2023-07-03 16:36:45.648053871, Action: SELL, Price: 195.77346553613194, Shares: 0.0775274144809161, Symbol: AAPL, Reward: -0.2494993601272424, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.165263\n", "Step: 50657, Timestamp: 2023-07-03 16:36:45.648053871, Action: SELL, Price: 191.55524126346378, Shares: 0.11861878804906653, Symbol: AAPL, Reward: -0.37623644541145174, Transaction Cost: 0.21097344541145174, Slippage: 0.0, Time Penalty: 0.165263\n", "Step: 50658, Timestamp: 2023-07-03 16:36:45.648109064, Action: SELL, Price: 194.88274823193922, Shares: 0.21516809192463562, Symbol: AAPL, Reward: -0.41950718204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165525\n", "Step: 50659, Timestamp: 2023-07-03 16:36:45.809525447, Action: SELL, Price: 198.30832221194163, Shares: 0.23249380366875805, Symbol: AAPL, Reward: -0.4237971820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164815\n", "Step: 50660, Timestamp: 2023-07-03 16:36:49.468591049, Action: SELL, Price: 197.8414244906133, Shares: 0.21659012152872795, Symbol: AAPL, Reward: -0.4425661820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.178584\n", "Step: 50661, Timestamp: 2023-07-03 16:36:49.468591049, Action: SELL, Price: 197.94665009934627, Shares: 0.10993902061022208, Symbol: AAPL, Reward: -0.4450934301799323, Transaction Cost: 0.25650943017994143, Slippage: 0.009999999999990905, Time Penalty: 0.178584\n", "Step: 50662, Timestamp: 2023-07-03 16:36:49.468591049, Action: SELL, Price: 193.36884110266922, Shares: 0.25128873280202185, Symbol: AAPL, Reward: -0.2647786546128956, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.178584\n", "Step: 50663, Timestamp: 2023-07-03 16:36:49.468591049, Action: SELL, Price: 200.54183184538914, Shares: 0.29984821476098844, Symbol: AAPL, Reward: -0.4425661820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.178584\n", "Step: 50664, Timestamp: 2023-07-03 16:36:49.468591049, Action: SELL, Price: 195.55168734072637, Shares: 0.1671585080523673, Symbol: AAPL, Reward: -0.2689002180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.178584\n", "Step: 50669, Timestamp: 2023-07-03 16:36:52.247052366, Action: BUY, Price: 191.4227142882547, Shares: 0.1129740353206923, Symbol: AAPL, Reward: -0.4414741820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.177492\n", "Step: 50670, Timestamp: 2023-07-03 16:36:52.247052366, Action: BUY, Price: 191.80047507491338, Shares: 0.07365953575640392, Symbol: AAPL, Reward: -0.36708452322319196, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.177492\n", "Step: 50671, Timestamp: 2023-07-03 16:36:52.247052366, Action: BUY, Price: 198.5750219687437, Shares: 0.09434430601814117, Symbol: AAPL, Reward: -0.2128902182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.177492\n", "Step: 50672, Timestamp: 2023-07-03 16:36:52.247083151, Action: BUY, Price: 182.80069181902974, Shares: 0.27058706610667976, Symbol: AAPL, Reward: -0.43561008038174653, Transaction Cost: 0.25270908038172724, Slippage: 0.010000000000019327, Time Penalty: 0.172901\n", "Step: 50673, Timestamp: 2023-07-03 16:36:52.247083151, Action: BUY, Price: 199.71224157448094, Shares: 0.1313346734438967, Symbol: AAPL, Reward: -0.24511367497642503, Transaction Cost: 0.062212674976405695, Slippage: 0.010000000000019327, Time Penalty: 0.172901\n", "Step: 50674, Timestamp: 2023-07-03 16:36:52.247083151, Action: BUY, Price: 193.3316439249316, Shares: 0.25960378172627335, Symbol: AAPL, Reward: -0.5420860464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.172901\n", "Step: 50675, Timestamp: 2023-07-03 16:36:52.247083151, Action: BUY, Price: 197.4564918853454, Shares: 0.1882799878176204, Symbol: AAPL, Reward: -0.4368831820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.172901\n", "Step: 50676, Timestamp: 2023-07-03 16:36:52.247092692, Action: BUY, Price: 192.72484184851865, Shares: 0.20190615568827416, Symbol: AAPL, Reward: -0.4431271820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.179145\n", "Step: 50677, Timestamp: 2023-07-03 16:36:52.247796162, Action: BUY, Price: 184.4166868151363, Shares: 0.178186582917677, Symbol: AAPL, Reward: -0.4447591820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180777\n", "Step: 50678, Timestamp: 2023-07-03 16:36:52.247796162, Action: BUY, Price: 182.48592695568462, Shares: 0.18182621442991423, Symbol: AAPL, Reward: -0.21617521820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180777\n", "Step: 50679, Timestamp: 2023-07-03 16:36:52.247796162, Action: BUY, Price: 193.186139006583, Shares: 0.08392481222830199, Symbol: AAPL, Reward: -0.4447591820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180777\n", "Step: 50680, Timestamp: 2023-07-03 16:36:52.247796162, Action: BUY, Price: 192.4749323049821, Shares: 0.25691348549226295, Symbol: AAPL, Reward: -0.21617521820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180777\n", "Step: 50681, Timestamp: 2023-07-03 16:36:52.247796162, Action: BUY, Price: 196.91499313662382, Shares: 0.21699314385347546, Symbol: AAPL, Reward: -0.21617521820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180777\n", "Step: 50682, Timestamp: 2023-07-03 16:36:52.247796162, Action: BUY, Price: 190.01538562595954, Shares: 0.1943247988383974, Symbol: AAPL, Reward: -0.21617521820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180777\n", "Step: 50683, Timestamp: 2023-07-03 16:36:52.247796162, Action: BUY, Price: 189.3325821386072, Shares: 0.22501506806973934, Symbol: AAPL, Reward: -0.4150879896111971, Transaction Cost: 0.22431098961120619, Slippage: 0.009999999999990905, Time Penalty: 0.180777\n", "Step: 50684, Timestamp: 2023-07-03 16:36:52.247796162, Action: BUY, Price: 199.03018589077078, Shares: 0.2801551699214766, Symbol: AAPL, Reward: -0.30791851393389447, Transaction Cost: 0.10775551393390358, Slippage: 0.009999999999990905, Time Penalty: 0.190163\n", "Step: 50685, Timestamp: 2023-07-03 16:36:52.248731672, Action: BUY, Price: 191.89497407665382, Shares: 0.2736504388133565, Symbol: AAPL, Reward: -0.22190650464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.175988\n", "Step: 50686, Timestamp: 2023-07-03 16:36:52.248731672, Action: BUY, Price: 195.04676331974133, Shares: 0.13510674692864907, Symbol: AAPL, Reward: -0.43997018204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175988\n", "Step: 50687, Timestamp: 2023-07-03 16:36:52.248731672, Action: BUY, Price: 183.3901107003431, Shares: 0.1731500829891568, Symbol: AAPL, Reward: -0.43997018204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175988\n", "Step: 50688, Timestamp: 2023-07-03 16:36:52.511336712, Action: BUY, Price: 203.4391236619166, Shares: 0.135661342192659, Symbol: AAPL, Reward: -0.20390621820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168508\n", "Step: 50689, Timestamp: 2023-07-03 16:36:52.511336712, Action: BUY, Price: 183.24703771148683, Shares: 0.23792785608555697, Symbol: AAPL, Reward: -0.43249018204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168508\n", "Step: 50690, Timestamp: 2023-07-03 16:36:52.511336712, Action: BUY, Price: 197.8354521073519, Shares: 0.21124050002290531, Symbol: AAPL, Reward: -0.2801008728171972, Transaction Cost: 0.1015928728172063, Slippage: 0.009999999999990905, Time Penalty: 0.168508\n", "Step: 50691, Timestamp: 2023-07-03 16:36:52.511336712, Action: BUY, Price: 195.22747916047305, Shares: 0.09380530633310573, Symbol: AAPL, Reward: -0.2801008728171972, Transaction Cost: 0.1015928728172063, Slippage: 0.009999999999990905, Time Penalty: 0.168508\n", "Step: 50692, Timestamp: 2023-07-03 16:36:55.471557644, Action: BUY, Price: 200.45498629563212, Shares: 0.11930845016843997, Symbol: AAPL, Reward: -0.43695729148257706, Transaction Cost: 0.26025429148257706, Slippage: 0.0, Time Penalty: 0.176703\n", "Step: 50693, Timestamp: 2023-07-03 16:36:55.471557644, Action: BUY, Price: 183.25332419986657, Shares: 0.22605763653305172, Symbol: AAPL, Reward: -0.43068518204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.176703\n", "Step: 50697, Timestamp: 2023-07-03 16:36:59.635542444, Action: BUY, Price: 201.76048982819785, Shares: 0.07403728648621144, Symbol: AAPL, Reward: -0.2031322182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167734\n", "Step: 50698, Timestamp: 2023-07-03 16:36:59.635542444, Action: BUY, Price: 189.04824331223344, Shares: 0.17907211101822929, Symbol: AAPL, Reward: -0.2345261424122103, Transaction Cost: 0.056792142412190966, Slippage: 0.010000000000019327, Time Penalty: 0.167734\n", "Step: 50699, Timestamp: 2023-07-03 16:36:59.635542444, Action: BUY, Price: 183.2723152844637, Shares: 0.07677556582216269, Symbol: AAPL, Reward: -0.3573265232231919, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.167734\n", "Step: 50700, Timestamp: 2023-07-03 16:36:59.635542444, Action: BUY, Price: 190.91161808128496, Shares: 0.08611362902554347, Symbol: AAPL, Reward: -0.2345261424122103, Transaction Cost: 0.056792142412190966, Slippage: 0.010000000000019327, Time Penalty: 0.167734\n", "Step: 50701, Timestamp: 2023-07-03 16:36:59.636215135, Action: BUY, Price: 184.95044870030122, Shares: 0.29315054702791427, Symbol: AAPL, Reward: -0.28293128482437735, Transaction Cost: 0.11358428482438193, Slippage: 0.0049999999999954525, Time Penalty: 0.164347\n", "Step: 50702, Timestamp: 2023-07-03 16:37:02.587980793, Action: BUY, Price: 193.53979345142807, Shares: 0.21643318232861813, Symbol: AAPL, Reward: -0.20555350464463, Transaction Cost: 0.03591850464463453, Slippage: 0.0049999999999954525, Time Penalty: 0.164635\n", "Step: 50703, Timestamp: 2023-07-03 16:37:04.788933380, Action: BUY, Price: 188.76942389229336, Shares: 0.13592110862672496, Symbol: AAPL, Reward: -0.37475442549874377, Transaction Cost: 0.19836642549875286, Slippage: 0.009999999999990905, Time Penalty: 0.166388\n", "Step: 50704, Timestamp: 2023-07-03 16:37:04.788933380, Action: BUY, Price: 195.47728809857526, Shares: 0.21897464796294905, Symbol: AAPL, Reward: -0.4303701820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166388\n", "Step: 50705, Timestamp: 2023-07-03 16:37:04.788933380, Action: BUY, Price: 187.1105997035921, Shares: 0.2928563844964115, Symbol: AAPL, Reward: -0.33499982184874, Transaction Cost: 0.1586118218487491, Slippage: 0.009999999999990905, Time Penalty: 0.166388\n", "Step: 50708, Timestamp: 2023-07-03 16:37:06.368507794, Action: BUY, Price: 185.7292108576495, Shares: 0.20170706401709357, Symbol: AAPL, Reward: -0.21633343640860314, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.165537\n", "Step: 50709, Timestamp: 2023-07-03 16:37:06.368507794, Action: BUY, Price: 189.0831778455753, Shares: 0.06104253019045985, Symbol: AAPL, Reward: -0.41951918204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165537\n", "Step: 50710, Timestamp: 2023-07-03 16:37:06.463006990, Action: BUY, Price: 184.50784492597234, Shares: 0.14015915106013274, Symbol: AAPL, Reward: -0.4234871820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164505\n", "Step: 50717, Timestamp: 2023-07-03 16:37:09.430896248, Action: SELL, Price: 196.17047969965046, Shares: 0.22072986975701442, Symbol: AAPL, Reward: -0.5011145418017301, Transaction Cost: 0.32326654180171077, Slippage: 0.010000000000019327, Time Penalty: 0.167848\n", "Step: 50737, Timestamp: 2023-07-03 16:37:28.821346999, Action: BUY, Price: 198.6518506679822, Shares: 0.06465574371643511, Symbol: AAPL, Reward: -0.20682221820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171424\n", "Step: 50738, Timestamp: 2023-07-03 16:37:28.821346999, Action: BUY, Price: 194.770009172249, Shares: 0.17134912775366892, Symbol: AAPL, Reward: -0.43540618204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171424\n", "Step: 50739, Timestamp: 2023-07-03 16:37:28.822069948, Action: BUY, Price: 191.4737883649438, Shares: 0.13472622651922636, Symbol: AAPL, Reward: -0.4322571820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.173275\n", "Step: 50740, Timestamp: 2023-07-03 16:37:28.822069948, Action: BUY, Price: 200.339377607129, Shares: 0.2593567961426175, Symbol: AAPL, Reward: -0.5324600464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.173275\n", "Step: 50753, Timestamp: 2023-07-03 16:37:32.536456233, Action: SELL, Price: 194.06222397312968, Shares: 0.23539009883438186, Symbol: AAPL, Reward: -0.42027418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166292\n", "Step: 50758, Timestamp: 2023-07-03 16:37:32.537294755, Action: SELL, Price: 191.06521110486574, Shares: 0.07410641850492872, Symbol: AAPL, Reward: -0.4252111820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.166229\n", "Step: 50772, Timestamp: 2023-07-03 16:37:39.783593107, Action: BUY, Price: 189.2222022120923, Shares: 0.23478928609679336, Symbol: AAPL, Reward: -0.5351410464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.165956\n", "Step: 50773, Timestamp: 2023-07-03 16:37:40.381125620, Action: BUY, Price: 184.2435973797388, Shares: 0.09987673737753458, Symbol: AAPL, Reward: -0.2588522180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.168536\n", "Step: 50774, Timestamp: 2023-07-03 16:37:40.381125620, Action: BUY, Price: 196.69313099220636, Shares: 0.16368156515756074, Symbol: AAPL, Reward: -0.5377210464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.168536\n", "Step: 50775, Timestamp: 2023-07-03 16:37:40.381125620, Action: BUY, Price: 186.92574758754446, Shares: 0.1932602396836786, Symbol: AAPL, Reward: -0.23532814241218186, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.168536\n", "Step: 50776, Timestamp: 2023-07-03 16:37:40.381125620, Action: BUY, Price: 192.16549147376654, Shares: 0.22306180394644978, Symbol: AAPL, Reward: -0.4325181820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168536\n", "Step: 50777, Timestamp: 2023-07-03 16:37:40.381125620, Action: BUY, Price: 193.36705740697246, Shares: 0.2597283684948378, Symbol: AAPL, Reward: -0.22945000435156201, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.175459\n", "Step: 50778, Timestamp: 2023-07-03 16:37:40.381125620, Action: BUY, Price: 187.49409201071714, Shares: 0.2329035483139469, Symbol: AAPL, Reward: -0.43944118204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175459\n", "Step: 50779, Timestamp: 2023-07-03 16:37:40.381125620, Action: BUY, Price: 185.47804502118197, Shares: 0.28695503502172404, Symbol: AAPL, Reward: -0.43944118204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175459\n", "Step: 50780, Timestamp: 2023-07-03 16:37:40.381125620, Action: BUY, Price: 192.1796680550085, Shares: 0.11748732675436392, Symbol: AAPL, Reward: -0.34609143607108034, Transaction Cost: 0.16063243607108943, Slippage: 0.009999999999990905, Time Penalty: 0.175459\n", "Step: 50781, Timestamp: 2023-07-03 16:37:40.381125620, Action: BUY, Price: 190.02727998690125, Shares: 0.11045414386014016, Symbol: AAPL, Reward: -0.21085721820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175459\n", "Step: 50782, Timestamp: 2023-07-03 16:37:40.381125620, Action: BUY, Price: 182.75033189103652, Shares: 0.1841098249562111, Symbol: AAPL, Reward: -0.26165365461289564, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.175459\n", "Step: 50783, Timestamp: 2023-07-03 16:37:40.381125620, Action: BUY, Price: 187.77674441243624, Shares: 0.2526816869908734, Symbol: AAPL, Reward: -0.22137750464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.175459\n", "Step: 50784, Timestamp: 2023-07-03 16:37:40.381125620, Action: BUY, Price: 186.6710809192424, Shares: 0.19572625639957517, Symbol: AAPL, Reward: -0.43944118204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175459\n", "Step: 50785, Timestamp: 2023-07-03 16:37:41.199614849, Action: BUY, Price: 183.33599467835526, Shares: 0.15380080002827543, Symbol: AAPL, Reward: -0.4234761820430396, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164494\n", "Step: 50786, Timestamp: 2023-07-03 16:37:42.344064864, Action: BUY, Price: 193.92448989937355, Shares: 0.09055124820583704, Symbol: AAPL, Reward: -0.24696321803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.166647\n", "Step: 50799, Timestamp: 2023-07-03 16:37:48.147077179, Action: SELL, Price: 195.189845809807, Shares: 0.14403811952630194, Symbol: AAPL, Reward: -0.35895152322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.169359\n", "Step: 50802, Timestamp: 2023-07-03 16:37:48.147987839, Action: BUY, Price: 186.95678848213586, Shares: 0.06978806750310508, Symbol: AAPL, Reward: -0.2043022182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168904\n", "Step: 50803, Timestamp: 2023-07-03 16:37:48.147987839, Action: BUY, Price: 187.29161095840703, Shares: 0.20515266115401667, Symbol: AAPL, Reward: -0.4328861820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168904\n", "Step: 50804, Timestamp: 2023-07-03 16:37:48.147987839, Action: BUY, Price: 184.08022275409743, Shares: 0.22783983836701008, Symbol: AAPL, Reward: -0.4328861820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168904\n", "Step: 50805, Timestamp: 2023-07-03 16:37:48.147987839, Action: BUY, Price: 182.93926552506153, Shares: 0.2790988093473627, Symbol: AAPL, Reward: -0.4328861820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168904\n", "Step: 50806, Timestamp: 2023-07-03 16:37:48.147987839, Action: BUY, Price: 188.98385650441017, Shares: 0.1214781124213256, Symbol: AAPL, Reward: -0.4328861820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168904\n", "Step: 50807, Timestamp: 2023-07-03 16:37:48.148288052, Action: BUY, Price: 186.6517303214783, Shares: 0.09510591642022055, Symbol: AAPL, Reward: -0.42808218204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.1641\n", "Step: 50808, Timestamp: 2023-07-03 16:37:48.149153608, Action: BUY, Price: 196.75352861131336, Shares: 0.17401279551066898, Symbol: AAPL, Reward: -0.24150800928926452, Transaction Cost: 0.07183700928926906, Slippage: 0.0049999999999954525, Time Penalty: 0.164671\n", "Step: 50809, Timestamp: 2023-07-03 16:37:48.149688774, Action: BUY, Price: 200.3448455582786, Shares: 0.1503643101168174, Symbol: AAPL, Reward: -0.43513218204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17115\n", "Step: 50810, Timestamp: 2023-07-03 16:37:48.149688774, Action: BUY, Price: 185.3527903139052, Shares: 0.1733394354166502, Symbol: AAPL, Reward: -0.3607425232231635, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.17115\n", "Step: 50811, Timestamp: 2023-07-03 16:37:48.149688774, Action: BUY, Price: 189.04711880853478, Shares: 0.25890459197551857, Symbol: AAPL, Reward: -0.21706850464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.17115\n", "Step: 50812, Timestamp: 2023-07-03 16:37:48.149688774, Action: BUY, Price: 197.85194622624948, Shares: 0.2022201441119416, Symbol: AAPL, Reward: -0.43513218204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17115\n", "Step: 50813, Timestamp: 2023-07-03 16:37:48.149688774, Action: BUY, Price: 193.0226633628364, Shares: 0.2493252079019161, Symbol: AAPL, Reward: -0.43513218204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17115\n", "Step: 50814, Timestamp: 2023-07-03 16:37:48.149688774, Action: BUY, Price: 191.30111920778137, Shares: 0.14685249073367762, Symbol: AAPL, Reward: -0.43513218204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17115\n", "Step: 50815, Timestamp: 2023-07-03 16:37:48.149688774, Action: BUY, Price: 198.9265733926944, Shares: 0.07322021740528624, Symbol: AAPL, Reward: -0.41940640587377176, Transaction Cost: 0.23825640587378089, Slippage: 0.009999999999990905, Time Penalty: 0.17115\n", "Step: 50816, Timestamp: 2023-07-03 16:37:48.149688774, Action: BUY, Price: 188.68145115589306, Shares: 0.26720883758614683, Symbol: AAPL, Reward: -0.43513218204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17115\n", "Step: 50817, Timestamp: 2023-07-03 16:37:48.151603616, Action: BUY, Price: 182.42654808851108, Shares: 0.12453683011895574, Symbol: AAPL, Reward: -0.3728557522571996, Transaction Cost: 0.1967337522572041, Slippage: 0.0049999999999954525, Time Penalty: 0.171122\n", "Step: 50818, Timestamp: 2023-07-03 16:37:48.151603616, Action: BUY, Price: 200.395071724578, Shares: 0.1313310706803267, Symbol: AAPL, Reward: -0.20652021820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171122\n", "Step: 50819, Timestamp: 2023-07-03 16:37:48.151603616, Action: BUY, Price: 191.5415889583869, Shares: 0.18913778479983137, Symbol: AAPL, Reward: -0.43510418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171122\n", "Step: 50820, Timestamp: 2023-07-03 16:37:48.151603616, Action: BUY, Price: 195.0165102388788, Shares: 0.10205896018595327, Symbol: AAPL, Reward: -0.20652021820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171122\n", "Step: 50821, Timestamp: 2023-07-03 16:37:48.151603616, Action: BUY, Price: 186.18389214813513, Shares: 0.1664224837514404, Symbol: AAPL, Reward: -0.36071452322316355, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.171122\n", "Step: 50822, Timestamp: 2023-07-03 16:37:48.151603616, Action: BUY, Price: 183.60835336672545, Shares: 0.12280599926335707, Symbol: AAPL, Reward: -0.43510418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171122\n", "Step: 50823, Timestamp: 2023-07-03 16:37:48.151603616, Action: BUY, Price: 195.1987025283183, Shares: 0.21949221113552753, Symbol: AAPL, Reward: -1.8734897279222422, Transaction Cost: 1.6923677279222513, Slippage: 0.009999999999990905, Time Penalty: 0.171122\n", "Step: 50825, Timestamp: 2023-07-03 16:37:48.151638159, Action: BUY, Price: 182.87890269517214, Shares: 0.13779025198806097, Symbol: AAPL, Reward: -0.374279752257195, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.167546\n", "Step: 50826, Timestamp: 2023-07-03 16:37:48.151638159, Action: BUY, Price: 197.52566064695282, Shares: 0.09539890036362214, Symbol: AAPL, Reward: -0.24474336911272637, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.167546\n", "Step: 50827, Timestamp: 2023-07-03 16:37:48.151980969, Action: BUY, Price: 187.3690649599714, Shares: 0.19478386223045982, Symbol: AAPL, Reward: -0.43139018204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167408\n", "Step: 50828, Timestamp: 2023-07-03 16:37:48.151980969, Action: BUY, Price: 199.82719249832138, Shares: 0.09095321122827904, Symbol: AAPL, Reward: -0.43139018204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167408\n", "Step: 50829, Timestamp: 2023-07-03 16:37:48.152011791, Action: BUY, Price: 185.52751614686795, Shares: 0.06236102881721291, Symbol: AAPL, Reward: -0.20183121820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166433\n", "Step: 50830, Timestamp: 2023-07-03 16:37:48.152011791, Action: BUY, Price: 199.9953980259264, Shares: 0.09770272751522313, Symbol: AAPL, Reward: -0.3542205274301019, Transaction Cost: 0.17778752743011103, Slippage: 0.009999999999990905, Time Penalty: 0.166433\n", "Step: 50832, Timestamp: 2023-07-03 16:37:48.160027562, Action: SELL, Price: 191.08176045419395, Shares: 0.12282114180825685, Symbol: AAPL, Reward: -0.41873618204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164754\n", "Step: 50833, Timestamp: 2023-07-03 16:37:48.160516578, Action: SELL, Price: 188.88481674767607, Shares: 0.17164312326878048, Symbol: AAPL, Reward: -0.34398552322317266, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.164393\n", "Step: 50834, Timestamp: 2023-07-03 16:37:48.496004593, Action: SELL, Price: 195.5313971174329, Shares: 0.1309225673605926, Symbol: AAPL, Reward: -0.4231821820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.1642\n", "Step: 50835, Timestamp: 2023-07-03 16:37:49.508591776, Action: SELL, Price: 200.86750902523343, Shares: 0.1941702277023003, Symbol: AAPL, Reward: -0.3832697341967255, Transaction Cost: 0.21848373419672548, Slippage: 0.0, Time Penalty: 0.164786\n", "Step: 50836, Timestamp: 2023-07-03 16:37:49.508641668, Action: SELL, Price: 185.19244094478452, Shares: 0.25247674455655533, Symbol: AAPL, Reward: -0.29612201023422124, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.166616\n", "Step: 50837, Timestamp: 2023-07-03 16:37:49.508641668, Action: SELL, Price: 200.06662042332601, Shares: 0.24705505428030416, Symbol: AAPL, Reward: -0.42059818204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166616\n", "Step: 50838, Timestamp: 2023-07-03 16:37:49.508641668, Action: SELL, Price: 185.08298357353672, Shares: 0.08937563081766307, Symbol: AAPL, Reward: -0.42059818204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166616\n", "Step: 50849, Timestamp: 2023-07-03 16:37:52.817759696, Action: BUY, Price: 187.69216054690938, Shares: 0.1776286599410018, Symbol: AAPL, Reward: -0.3420802545015065, Transaction Cost: 0.16654725450151556, Slippage: 0.009999999999990905, Time Penalty: 0.165533\n", "Step: 50850, Timestamp: 2023-07-03 16:37:55.135901218, Action: BUY, Price: 185.04261204255604, Shares: 0.21444406005128008, Symbol: AAPL, Reward: -0.24258336911272638, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.165386\n", "Step: 50851, Timestamp: 2023-07-03 16:37:55.135901218, Action: BUY, Price: 184.36644023509425, Shares: 0.16272248321623517, Symbol: AAPL, Reward: -0.24258336911272638, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.165386\n", "Step: 50857, Timestamp: 2023-07-03 16:37:57.927829378, Action: SELL, Price: 198.79351816153266, Shares: 0.11560342980757883, Symbol: AAPL, Reward: -0.3251464360710894, Transaction Cost: 0.16063243607108943, Slippage: 0.0, Time Penalty: 0.164514\n", "Step: 50866, Timestamp: 2023-07-03 16:37:58.064259531, Action: BUY, Price: 198.22803390489452, Shares: 0.20752618431757777, Symbol: AAPL, Reward: -0.36645175225719956, Transaction Cost: 0.1967337522572041, Slippage: 0.0049999999999954525, Time Penalty: 0.164718\n", "Step: 50867, Timestamp: 2023-07-03 16:37:58.230705625, Action: BUY, Price: 198.62329378457508, Shares: 0.14165131460868852, Symbol: AAPL, Reward: -0.2834622848243774, Transaction Cost: 0.11358428482438193, Slippage: 0.0049999999999954525, Time Penalty: 0.164878\n", "Step: 50868, Timestamp: 2023-07-03 16:37:58.407680069, Action: BUY, Price: 191.78240143042305, Shares: 0.1564509114015328, Symbol: AAPL, Reward: -0.19512021820429704, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164722\n", "Step: 50869, Timestamp: 2023-07-03 16:37:58.408799860, Action: BUY, Price: 187.36945931634747, Shares: 0.2257360482539802, Symbol: AAPL, Reward: -0.19447621820429703, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164078\n", "Step: 50870, Timestamp: 2023-07-03 16:37:58.963975708, Action: BUY, Price: 200.23921096586002, Shares: 0.2294456770438269, Symbol: AAPL, Reward: -0.2830072848243774, Transaction Cost: 0.11358428482438193, Slippage: 0.0049999999999954525, Time Penalty: 0.164423\n", "Step: 50871, Timestamp: 2023-07-03 16:38:00.001618450, Action: BUY, Price: 199.59741672936997, Shares: 0.1470474737465162, Symbol: AAPL, Reward: -0.24170865461290472, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.165514\n", "Step: 50872, Timestamp: 2023-07-03 16:38:00.067240633, Action: BUY, Price: 200.2625321790697, Shares: 0.23837393621745182, Symbol: AAPL, Reward: -0.35875652743010195, Transaction Cost: 0.17778752743011103, Slippage: 0.009999999999990905, Time Penalty: 0.170969\n", "Step: 50873, Timestamp: 2023-07-03 16:38:00.067240633, Action: BUY, Price: 187.1333455730118, Shares: 0.08514258041901479, Symbol: AAPL, Reward: -0.43495118204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170969\n", "Step: 50874, Timestamp: 2023-07-03 16:38:00.067240633, Action: BUY, Price: 195.05134752247827, Shares: 0.21547383399716652, Symbol: AAPL, Reward: -0.36056152322316354, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.170969\n", "Step: 50875, Timestamp: 2023-07-03 16:38:00.067240633, Action: BUY, Price: 196.28897366885235, Shares: 0.19786621089794143, Symbol: AAPL, Reward: -0.2063672182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170969\n", "Step: 50876, Timestamp: 2023-07-03 16:38:00.067240633, Action: BUY, Price: 184.22779694480977, Shares: 0.18710392554303432, Symbol: AAPL, Reward: -0.3079600910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.170969\n", "Step: 50877, Timestamp: 2023-07-03 16:38:00.067240633, Action: BUY, Price: 191.02597779647792, Shares: 0.17594302306864829, Symbol: AAPL, Reward: -0.43495118204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170969\n", "Step: 50878, Timestamp: 2023-07-03 16:38:00.067240633, Action: BUY, Price: 192.75944762512665, Shares: 0.06006421095655203, Symbol: AAPL, Reward: -0.43495118204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170969\n", "Step: 50886, Timestamp: 2023-07-03 16:38:02.788405651, Action: SELL, Price: 187.85087218951082, Shares: 0.18724600876067954, Symbol: AAPL, Reward: -0.3021820910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.165191\n", "Step: 50888, Timestamp: 2023-07-03 16:38:12.114506519, Action: SELL, Price: 194.49090488394884, Shares: 0.05503839085138837, Symbol: AAPL, Reward: -0.42093218204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16695\n", "Step: 50889, Timestamp: 2023-07-03 16:38:12.114506519, Action: SELL, Price: 187.93320867943743, Shares: 0.08682460093394703, Symbol: AAPL, Reward: -0.6640029286566171, Transaction Cost: 0.4970529286566171, Slippage: 0.0, Time Penalty: 0.16695\n", "Step: 50890, Timestamp: 2023-07-03 16:38:12.137790529, Action: SELL, Price: 190.29274190542293, Shares: 0.19208151413678118, Symbol: AAPL, Reward: -0.41840318204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164421\n", "Step: 50891, Timestamp: 2023-07-03 16:38:12.894711501, Action: SELL, Price: 182.70674028781337, Shares: 0.08935788462685715, Symbol: AAPL, Reward: -0.4186401820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164658\n", "Step: 50892, Timestamp: 2023-07-03 16:38:12.895402972, Action: SELL, Price: 191.9737202177806, Shares: 0.19186005815399865, Symbol: AAPL, Reward: -0.34396952322317265, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.164377\n", "Step: 50913, Timestamp: 2023-07-03 16:38:13.730536064, Action: BUY, Price: 186.523153114151, Shares: 0.12912865010773492, Symbol: AAPL, Reward: -0.32777494657157163, Transaction Cost: 0.16262794657157165, Slippage: 0.0, Time Penalty: 0.165147\n", "Step: 50914, Timestamp: 2023-07-03 16:38:14.045659891, Action: BUY, Price: 184.27044403898682, Shares: 0.259487465786518, Symbol: AAPL, Reward: -0.3591015232231635, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.169509\n", "Step: 50915, Timestamp: 2023-07-03 16:38:14.045659891, Action: BUY, Price: 187.62919449990977, Shares: 0.1220876879985549, Symbol: AAPL, Reward: -0.43349118204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169509\n", "Step: 50916, Timestamp: 2023-07-03 16:38:14.045659891, Action: BUY, Price: 192.23881921735804, Shares: 0.22604566524971573, Symbol: AAPL, Reward: -0.2417216749763966, Transaction Cost: 0.062212674976405695, Slippage: 0.009999999999990905, Time Penalty: 0.169509\n", "Step: 50917, Timestamp: 2023-07-03 16:38:14.045659891, Action: BUY, Price: 189.8255361958305, Shares: 0.1027677411765284, Symbol: AAPL, Reward: -0.43349118204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169509\n", "Step: 50918, Timestamp: 2023-07-03 16:38:14.045659891, Action: BUY, Price: 199.9053196090648, Shares: 0.1569688315504936, Symbol: AAPL, Reward: -0.3626581560820554, Transaction Cost: 0.18314915608206453, Slippage: 0.009999999999990905, Time Penalty: 0.169509\n", "Step: 50919, Timestamp: 2023-07-03 16:38:14.045659891, Action: BUY, Price: 190.3642205629355, Shares: 0.2121593271807118, Symbol: AAPL, Reward: -0.43349118204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169509\n", "Step: 50920, Timestamp: 2023-07-03 16:38:14.045736192, Action: BUY, Price: 191.4711829862165, Shares: 0.2445299530619894, Symbol: AAPL, Reward: -0.4282151820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164233\n", "Step: 50921, Timestamp: 2023-07-03 16:38:14.045817506, Action: BUY, Price: 183.56089421476423, Shares: 0.22891910394888124, Symbol: AAPL, Reward: -0.42932418204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165342\n", "Step: 50922, Timestamp: 2023-07-03 16:38:14.045880205, Action: BUY, Price: 190.60907295554193, Shares: 0.06590965494686424, Symbol: AAPL, Reward: -0.42966618204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165684\n", "Step: 50923, Timestamp: 2023-07-03 16:38:14.162234936, Action: BUY, Price: 185.14678728601078, Shares: 0.14377229205905614, Symbol: AAPL, Reward: -0.5259850464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.1668\n", "Step: 50924, Timestamp: 2023-07-03 16:38:14.162234936, Action: BUY, Price: 187.38376201177482, Shares: 0.09103649938337985, Symbol: AAPL, Reward: -0.42078218204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.1668\n", "Step: 50925, Timestamp: 2023-07-03 16:38:14.162234936, Action: BUY, Price: 193.03712407338497, Shares: 0.06575072693128843, Symbol: AAPL, Reward: -0.42078218204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.1668\n", "Step: 50926, Timestamp: 2023-07-03 16:38:14.162234936, Action: BUY, Price: 194.11218477963342, Shares: 0.23414919715331833, Symbol: AAPL, Reward: -0.42078218204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.1668\n", "Step: 50927, Timestamp: 2023-07-03 16:38:14.162353767, Action: BUY, Price: 193.7774557757895, Shares: 0.21717096649317214, Symbol: AAPL, Reward: -0.2688015363588207, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.164082\n", "Step: 50928, Timestamp: 2023-07-03 16:38:18.361003130, Action: SELL, Price: 200.99290272262118, Shares: 0.22867937807060104, Symbol: AAPL, Reward: -0.4235881820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164606\n", "Step: 50929, Timestamp: 2023-07-03 16:38:18.863438272, Action: SELL, Price: 200.67681338241042, Shares: 0.13160206602033825, Symbol: AAPL, Reward: -0.20533750464463, Transaction Cost: 0.03591850464463453, Slippage: 0.0049999999999954525, Time Penalty: 0.164419\n", "Step: 50930, Timestamp: 2023-07-03 16:38:22.840278990, Action: SELL, Price: 189.3036258397895, Shares: 0.19541788838316532, Symbol: AAPL, Reward: -0.23660236911273091, Transaction Cost: 0.06719736911273545, Slippage: 0.0049999999999954525, Time Penalty: 0.164405\n", "Step: 50945, Timestamp: 2023-07-03 16:38:35.778188976, Action: SELL, Price: 197.76459454574604, Shares: 0.15273092541412017, Symbol: AAPL, Reward: -0.3868210217578555, Transaction Cost: 0.21995502175785553, Slippage: 0.0, Time Penalty: 0.166866\n", "Step: 50946, Timestamp: 2023-07-03 16:38:35.778244139, Action: SELL, Price: 184.310437868261, Shares: 0.12935963085295485, Symbol: AAPL, Reward: -0.5518882730645237, Transaction Cost: 0.38097327306452367, Slippage: 0.0, Time Penalty: 0.170915\n", "Step: 50947, Timestamp: 2023-07-03 16:38:35.778244139, Action: SELL, Price: 190.7330721454267, Shares: 0.23209573479175266, Symbol: AAPL, Reward: -0.42489718204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170915\n", "Step: 50948, Timestamp: 2023-07-03 16:38:35.778244139, Action: SELL, Price: 193.60085090458637, Shares: 0.16430369079146695, Symbol: AAPL, Reward: -0.42489718204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170915\n", "Step: 50949, Timestamp: 2023-07-03 16:38:35.778244139, Action: SELL, Price: 187.4069930897496, Shares: 0.2188391571428867, Symbol: AAPL, Reward: -0.42489718204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170915\n", "Step: 50950, Timestamp: 2023-07-03 16:38:35.778244139, Action: SELL, Price: 199.39478576338607, Shares: 0.1625816882837952, Symbol: AAPL, Reward: -0.42489718204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170915\n", "Step: 50951, Timestamp: 2023-07-03 16:38:35.778244139, Action: SELL, Price: 193.48781767838926, Shares: 0.20781324246403868, Symbol: AAPL, Reward: -0.620825043515702, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.170915\n", "Step: 50952, Timestamp: 2023-07-03 16:38:36.168074316, Action: SELL, Price: 185.33129031358206, Shares: 0.1995031797354641, Symbol: AAPL, Reward: -0.3797277522572041, Transaction Cost: 0.1967337522572041, Slippage: 0.0, Time Penalty: 0.182994\n", "Step: 50953, Timestamp: 2023-07-03 16:38:36.168074316, Action: SELL, Price: 195.23996737102246, Shares: 0.10276004474064394, Symbol: AAPL, Reward: -0.20839221820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.182994\n", "Step: 50954, Timestamp: 2023-07-03 16:38:36.168074316, Action: SELL, Price: 187.34923120330157, Shares: 0.16186463058873582, Symbol: AAPL, Reward: -0.43697618204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.182994\n", "Step: 50955, Timestamp: 2023-07-03 16:38:36.698614786, Action: SELL, Price: 199.40389546300497, Shares: 0.06023082569322269, Symbol: AAPL, Reward: -0.42418318204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170201\n", "Step: 50956, Timestamp: 2023-07-03 16:38:36.716839392, Action: SELL, Price: 183.50483027088654, Shares: 0.05839906705514131, Symbol: AAPL, Reward: -0.3469870968449835, Transaction Cost: 0.1722590968449926, Slippage: 0.009999999999990905, Time Penalty: 0.164728\n", "Step: 50957, Timestamp: 2023-07-03 16:38:36.758376851, Action: SELL, Price: 182.61022764896285, Shares: 0.07414504493124947, Symbol: AAPL, Reward: -0.26070957804102773, Transaction Cost: 0.09157457804103226, Slippage: 0.0049999999999954525, Time Penalty: 0.164135\n", "Step: 50958, Timestamp: 2023-07-03 16:38:37.044465776, Action: SELL, Price: 196.26102982887195, Shares: 0.1605315165059345, Symbol: AAPL, Reward: -0.43497118204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170989\n", "Step: 50959, Timestamp: 2023-07-03 16:38:37.046076605, Action: SELL, Price: 184.3704785366684, Shares: 0.06072476997691696, Symbol: AAPL, Reward: -0.3889769896112062, Transaction Cost: 0.22431098961120619, Slippage: 0.0, Time Penalty: 0.164666\n", "Step: 50960, Timestamp: 2023-07-03 16:38:37.154229889, Action: SELL, Price: 184.41044673463335, Shares: 0.09408626654613844, Symbol: AAPL, Reward: -0.5244420464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.165257\n", "Step: 50961, Timestamp: 2023-07-03 16:38:37.154229889, Action: SELL, Price: 191.86000275599852, Shares: 0.20860675944022486, Symbol: AAPL, Reward: -0.42923918204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165257\n", "Step: 50962, Timestamp: 2023-07-03 16:38:37.898440776, Action: SELL, Price: 193.48566744753572, Shares: 0.20313005357956246, Symbol: AAPL, Reward: -0.41806718204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164085\n", "Step: 50963, Timestamp: 2023-07-03 16:38:39.299325968, Action: SELL, Price: 184.66445679245192, Shares: 0.224141308505651, Symbol: AAPL, Reward: -0.24569121803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.165375\n", "Step: 50964, Timestamp: 2023-07-03 16:38:39.299325968, Action: SELL, Price: 195.47656540276174, Shares: 0.1800792385769879, Symbol: AAPL, Reward: -0.25694957804103224, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.165375\n", "Step: 50965, Timestamp: 2023-07-03 16:38:39.299378350, Action: SELL, Price: 188.5403611037052, Shares: 0.1728641723288198, Symbol: AAPL, Reward: -0.3971585148764347, Transaction Cost: 0.2327785148764347, Slippage: 0.0, Time Penalty: 0.16438\n", "Step: 50966, Timestamp: 2023-07-03 16:38:39.299404510, Action: SELL, Price: 191.28140459419706, Shares: 0.06709368998053244, Symbol: AAPL, Reward: -0.2080860043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.164095\n", "Step: 50967, Timestamp: 2023-07-03 16:38:39.560147702, Action: SELL, Price: 184.51403471520217, Shares: 0.09917581105210002, Symbol: AAPL, Reward: -0.43015818204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166176\n", "Step: 50968, Timestamp: 2023-07-03 16:38:39.560147702, Action: SELL, Price: 195.99344171248103, Shares: 0.10792552422487436, Symbol: AAPL, Reward: -0.43015818204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166176\n", "Step: 50971, Timestamp: 2023-07-03 16:38:41.975792708, Action: BUY, Price: 207.76127921609458, Shares: 0.0940259263718153, Symbol: AAPL, Reward: -0.4293391820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165357\n", "Step: 50972, Timestamp: 2023-07-03 16:38:45.538493155, Action: BUY, Price: 197.21222572659178, Shares: 0.18509571209630662, Symbol: AAPL, Reward: -0.4180821820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.1641\n", "Step: 50973, Timestamp: 2023-07-03 16:38:45.538514271, Action: BUY, Price: 192.81844669544225, Shares: 0.11749496489008482, Symbol: AAPL, Reward: -0.4180691820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164087\n", "Step: 50986, Timestamp: 2023-07-03 16:38:51.887923484, Action: SELL, Price: 184.87925056593022, Shares: 0.20559555460733567, Symbol: AAPL, Reward: -0.4256051820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171623\n", "Step: 50987, Timestamp: 2023-07-03 16:38:51.887923484, Action: SELL, Price: 199.8364262196841, Shares: 0.18853592137404987, Symbol: AAPL, Reward: -0.4256051820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171623\n", "Step: 50989, Timestamp: 2023-07-03 16:38:51.887923484, Action: SELL, Price: 198.47799672305004, Shares: 0.18452666853946093, Symbol: AAPL, Reward: -0.19702121820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.171623\n", "Step: 50990, Timestamp: 2023-07-03 16:38:51.887923484, Action: SELL, Price: 192.67076566991477, Shares: 0.08926712553688289, Symbol: AAPL, Reward: -0.4256051820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171623\n", "Step: 50991, Timestamp: 2023-07-03 16:38:51.887923484, Action: SELL, Price: 189.90983010865403, Shares: 0.10442171567647317, Symbol: AAPL, Reward: -0.2519392180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.171623\n", "Step: 50992, Timestamp: 2023-07-03 16:38:52.464834186, Action: SELL, Price: 185.71461328923974, Shares: 0.17766905556114193, Symbol: AAPL, Reward: -0.2726675139339036, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.164912\n", "Step: 50993, Timestamp: 2023-07-03 16:38:54.744819430, Action: SELL, Price: 188.6949357434015, Shares: 0.20996681158325967, Symbol: AAPL, Reward: -0.4297751820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.175793\n", "Step: 50994, Timestamp: 2023-07-03 16:38:54.744819430, Action: SELL, Price: 193.71449536733164, Shares: 0.14705660761617992, Symbol: AAPL, Reward: -0.5349780464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.175793\n", "Step: 50995, Timestamp: 2023-07-03 16:38:54.744819430, Action: SELL, Price: 197.44386222203374, Shares: 0.1683215314087769, Symbol: AAPL, Reward: -0.5349780464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.175793\n", "Step: 50996, Timestamp: 2023-07-03 16:38:54.744819430, Action: SELL, Price: 192.6221370259967, Shares: 0.08997167776428984, Symbol: AAPL, Reward: -0.4297751820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.175793\n", "Step: 50997, Timestamp: 2023-07-03 16:38:54.744819430, Action: SELL, Price: 188.29027826449845, Shares: 0.15400727705622294, Symbol: AAPL, Reward: -0.4297751820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.175793\n", "Step: 50998, Timestamp: 2023-07-03 16:38:54.744819430, Action: SELL, Price: 198.71087142960465, Shares: 0.14631310616923632, Symbol: AAPL, Reward: -0.20119121820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.175793\n", "Step: 50999, Timestamp: 2023-07-03 16:38:54.744819430, Action: SELL, Price: 188.75606234192043, Shares: 0.26177527024971625, Symbol: AAPL, Reward: -0.21171150464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.175793\n", "Step: 51000, Timestamp: 2023-07-03 16:38:54.806173617, Action: SELL, Price: 146.6835768320342, Shares: 0.15783905336853066, Symbol: AAPL, Reward: -0.42864918204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164667\n", "Step: 51001, Timestamp: 2023-07-03 16:38:54.806251315, Action: SELL, Price: 198.74874006791697, Shares: 0.18494738105201008, Symbol: AAPL, Reward: -0.41821618204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164234\n", "Step: 51002, Timestamp: 2023-07-03 16:38:54.806396962, Action: SELL, Price: 190.82843543284912, Shares: 0.25792966952280444, Symbol: AAPL, Reward: -0.41843418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164452\n", "Step: 51003, Timestamp: 2023-07-03 16:38:54.806427494, Action: SELL, Price: 183.08565578007196, Shares: 0.2491295410145693, Symbol: AAPL, Reward: -0.4186981820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164716\n", "Step: 51004, Timestamp: 2023-07-03 16:38:54.899428582, Action: SELL, Price: 191.79885059266994, Shares: 0.22331392523839244, Symbol: AAPL, Reward: -0.4310081820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.172026\n", "Step: 51005, Timestamp: 2023-07-03 16:38:54.899428582, Action: SELL, Price: 187.75052314721077, Shares: 0.2677843139831598, Symbol: AAPL, Reward: -0.45024954061868655, Transaction Cost: 0.27822354061868654, Slippage: 0.0, Time Penalty: 0.172026\n", "Step: 51006, Timestamp: 2023-07-03 16:38:54.899428582, Action: SELL, Price: 194.3657322997258, Shares: 0.07226791307634176, Symbol: AAPL, Reward: -0.42600818204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172026\n", "Step: 51007, Timestamp: 2023-07-03 16:38:54.899428582, Action: SELL, Price: 192.72501856027284, Shares: 0.14610858338679308, Symbol: AAPL, Reward: -0.42600818204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172026\n", "Step: 51008, Timestamp: 2023-07-03 16:38:54.899428582, Action: SELL, Price: 197.1691420537183, Shares: 0.08352981390014484, Symbol: AAPL, Reward: -0.42600818204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172026\n", "Step: 51009, Timestamp: 2023-07-03 16:38:54.899428582, Action: SELL, Price: 186.94617822401105, Shares: 0.10851711324975792, Symbol: AAPL, Reward: -0.42600818204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172026\n", "Step: 51010, Timestamp: 2023-07-03 16:38:54.899428582, Action: SELL, Price: 185.80935840551976, Shares: 0.1169882677000915, Symbol: AAPL, Reward: -0.3991945696487639, Transaction Cost: 0.22716856964876386, Slippage: 0.0, Time Penalty: 0.172026\n", "Step: 51011, Timestamp: 2023-07-03 16:38:59.079007851, Action: SELL, Price: 184.48333749792005, Shares: 0.13979271025112852, Symbol: AAPL, Reward: -0.4232341820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164252\n", "Step: 51012, Timestamp: 2023-07-03 16:39:00.371824582, Action: SELL, Price: 192.24635641442077, Shares: 0.08672011617577435, Symbol: AAPL, Reward: -0.24714921803554474, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.166833\n", "Step: 51013, Timestamp: 2023-07-03 16:39:00.371824582, Action: SELL, Price: 185.11408269050273, Shares: 0.14262563125037125, Symbol: AAPL, Reward: -0.3233981319490582, Transaction Cost: 0.15656513194905822, Slippage: 0.0, Time Penalty: 0.166833\n", "Step: 51014, Timestamp: 2023-07-03 16:39:00.371824582, Action: SELL, Price: 194.1225443617952, Shares: 0.10454286587378196, Symbol: AAPL, Reward: -0.42081518204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166833\n", "Step: 51015, Timestamp: 2023-07-03 16:39:01.086759349, Action: SELL, Price: 186.94654919403803, Shares: 0.18675206424755192, Symbol: AAPL, Reward: -0.26306387612860205, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.164697\n", "Step: 51016, Timestamp: 2023-07-03 16:39:01.174452802, Action: SELL, Price: 189.59626796330346, Shares: 0.08082153818867173, Symbol: AAPL, Reward: -0.9639117040442851, Transaction Cost: 0.7971157040442851, Slippage: 0.0, Time Penalty: 0.166796\n", "Step: 51017, Timestamp: 2023-07-03 16:39:01.174452802, Action: SELL, Price: 187.13989144182196, Shares: 0.11189276806532861, Symbol: AAPL, Reward: -0.42077818204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166796\n", "Step: 51018, Timestamp: 2023-07-03 16:39:01.174452802, Action: SELL, Price: 188.40396529298835, Shares: 0.21387793132136043, Symbol: AAPL, Reward: -0.5677965992897595, Transaction Cost: 0.3910005992897401, Slippage: 0.010000000000019327, Time Penalty: 0.166796\n", "Step: 51019, Timestamp: 2023-07-03 16:39:01.174804196, Action: SELL, Price: 186.0752081282105, Shares: 0.11149195504775218, Symbol: AAPL, Reward: -0.8660431301293566, Transaction Cost: 0.7015611301293566, Slippage: 0.0, Time Penalty: 0.164482\n", "Step: 51020, Timestamp: 2023-07-03 16:39:02.979290062, Action: SELL, Price: 183.23207726413744, Shares: 0.21659635352499912, Symbol: AAPL, Reward: -0.47705837488202846, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.165995\n", "Step: 51021, Timestamp: 2023-07-03 16:39:03.124464531, Action: SELL, Price: 196.96167536073435, Shares: 0.11500048929813675, Symbol: AAPL, Reward: -0.19538421820429702, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164986\n", "Step: 51022, Timestamp: 2023-07-03 16:39:03.952925330, Action: SELL, Price: 183.28639096898752, Shares: 0.28135983172980716, Symbol: AAPL, Reward: -0.4234681820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164486\n", "Step: 51023, Timestamp: 2023-07-03 16:39:11.742086935, Action: SELL, Price: 197.366516045107, Shares: 0.1629904440532862, Symbol: AAPL, Reward: -0.3906993012532364, Transaction Cost: 0.2257443012532364, Slippage: 0.0, Time Penalty: 0.164955\n", "Step: 51024, Timestamp: 2023-07-03 16:39:12.408158887, Action: SELL, Price: 198.50302802287766, Shares: 0.16550701659387967, Symbol: AAPL, Reward: -0.3408200174062844, Transaction Cost: 0.17596401740628445, Slippage: 0.0, Time Penalty: 0.164856\n", "Step: 51025, Timestamp: 2023-07-03 16:39:18.631239075, Action: SELL, Price: 194.4798619261017, Shares: 0.21284171145557282, Symbol: AAPL, Reward: -0.3441405232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.164548\n", "Step: 51026, Timestamp: 2023-07-03 16:39:20.351810941, Action: SELL, Price: 189.82762844324452, Shares: 0.06072474940382827, Symbol: AAPL, Reward: -0.19617421820429704, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165776\n", "Step: 51027, Timestamp: 2023-07-03 16:39:20.352572234, Action: SELL, Price: 197.53065421023388, Shares: 0.09038168843973224, Symbol: AAPL, Reward: -0.4260010803817227, Transaction Cost: 0.25270908038172724, Slippage: 0.0049999999999954525, Time Penalty: 0.168292\n", "Step: 51028, Timestamp: 2023-07-03 16:39:20.352572234, Action: SELL, Price: 185.34995019266927, Shares: 0.2248645849908694, Symbol: AAPL, Reward: -0.43227418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168292\n", "Step: 51037, Timestamp: 2023-07-03 16:39:20.352598998, Action: BUY, Price: 200.38887887654664, Shares: 0.17848661120750303, Symbol: AAPL, Reward: -0.24711736911272636, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.16992\n", "Step: 51038, Timestamp: 2023-07-03 16:39:20.352598998, Action: BUY, Price: 193.13545857434698, Shares: 0.25454389839442604, Symbol: AAPL, Reward: -0.45228554685684164, Transaction Cost: 0.2723655468568507, Slippage: 0.009999999999990905, Time Penalty: 0.16992\n", "Step: 51039, Timestamp: 2023-07-03 16:39:20.353044115, Action: BUY, Price: 192.4462357393305, Shares: 0.10789339018607333, Symbol: AAPL, Reward: -0.43011718204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166135\n", "Step: 51040, Timestamp: 2023-07-03 16:39:20.353048249, Action: BUY, Price: 201.64206612843253, Shares: 0.2349136630926441, Symbol: AAPL, Reward: -0.4289871820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165005\n", "Step: 51041, Timestamp: 2023-07-03 16:39:23.714800625, Action: BUY, Price: 184.09197270978524, Shares: 0.13337983448547247, Symbol: AAPL, Reward: -0.2456636546129286, Transaction Cost: 0.07619465461290473, Slippage: 0.005000000000023874, Time Penalty: 0.164469\n", "Step: 51042, Timestamp: 2023-07-03 16:39:24.541264607, Action: BUY, Price: 192.45695813353822, Shares: 0.16377064868542168, Symbol: AAPL, Reward: -0.24138000928929293, Transaction Cost: 0.07183700928926906, Slippage: 0.005000000000023874, Time Penalty: 0.164543\n", "Step: 51067, Timestamp: 2023-07-03 16:39:37.250029088, Action: SELL, Price: 197.4928748719314, Shares: 0.1690012092778826, Symbol: AAPL, Reward: -0.2611045780410277, Transaction Cost: 0.09157457804103226, Slippage: 0.0049999999999954525, Time Penalty: 0.16453\n", "Step: 51068, Timestamp: 2023-07-03 16:39:39.417120029, Action: SELL, Price: 188.9376097048235, Shares: 0.2696989745311545, Symbol: AAPL, Reward: -0.28111125743821735, Transaction Cost: 0.11638925743821735, Slippage: 0.0, Time Penalty: 0.164722\n", "Step: 51069, Timestamp: 2023-07-03 16:39:39.417169748, Action: SELL, Price: 185.19198965094972, Shares: 0.14919831951973433, Symbol: AAPL, Reward: -0.20221150464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.166293\n", "Step: 51070, Timestamp: 2023-07-03 16:39:39.417169748, Action: SELL, Price: 185.1144497156186, Shares: 0.2676285760101903, Symbol: AAPL, Reward: -0.23349036911273546, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.166293\n", "Step: 51071, Timestamp: 2023-07-03 16:39:39.417226960, Action: SELL, Price: 195.2420465065531, Shares: 0.28330839773834693, Symbol: AAPL, Reward: -0.19217221820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.166774\n", "Step: 51072, Timestamp: 2023-07-03 16:39:39.417226960, Action: SELL, Price: 191.98658590651414, Shares: 0.0906774336852759, Symbol: AAPL, Reward: -0.4182035325124417, Transaction Cost: 0.25142953251244166, Slippage: 0.0, Time Penalty: 0.166774\n", "Step: 51088, Timestamp: 2023-07-03 16:39:44.049241638, Action: BUY, Price: 195.88243380291513, Shares: 0.15680899281632896, Symbol: AAPL, Reward: -0.5119587994956278, Transaction Cost: 0.33212479949563695, Slippage: 0.009999999999990905, Time Penalty: 0.169834\n", "Step: 51089, Timestamp: 2023-07-03 16:39:44.049241638, Action: BUY, Price: 195.32720622745006, Shares: 0.21903466562679647, Symbol: AAPL, Reward: -0.43381618204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169834\n", "Step: 51090, Timestamp: 2023-07-03 16:39:44.049241638, Action: BUY, Price: 183.35056864439213, Shares: 0.130407569124085, Symbol: AAPL, Reward: -0.21575250464462545, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.169834\n", "Step: 51091, Timestamp: 2023-07-03 16:39:44.049241638, Action: BUY, Price: 200.6350965783625, Shares: 0.07649651965295384, Symbol: AAPL, Reward: -0.2601502180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.169834\n", "Step: 51092, Timestamp: 2023-07-03 16:39:44.049241638, Action: BUY, Price: 187.14387276366813, Shares: 0.13747813851998597, Symbol: AAPL, Reward: -0.43381618204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169834\n", "Step: 51093, Timestamp: 2023-07-03 16:39:44.049241638, Action: BUY, Price: 198.35426177110742, Shares: 0.24954180444147464, Symbol: AAPL, Reward: -0.2601502180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.169834\n", "Step: 51094, Timestamp: 2023-07-03 16:39:49.391227883, Action: BUY, Price: 199.67562280630432, Shares: 0.24099825911360145, Symbol: AAPL, Reward: -0.42369918204303963, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164717\n", "Step: 51095, Timestamp: 2023-07-03 16:39:49.447854255, Action: BUY, Price: 188.9115805603586, Shares: 0.06941898833806673, Symbol: AAPL, Reward: -0.19531521820432546, Transaction Cost: 0.025398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164917\n", "Step: 51096, Timestamp: 2023-07-03 16:39:50.286455363, Action: BUY, Price: 189.80088855658695, Shares: 0.15204852316607595, Symbol: AAPL, Reward: -0.33738743607110877, Transaction Cost: 0.16063243607108943, Slippage: 0.010000000000019327, Time Penalty: 0.166755\n", "Step: 51097, Timestamp: 2023-07-03 16:39:50.286455363, Action: BUY, Price: 193.31944995272005, Shares: 0.09297940833523592, Symbol: AAPL, Reward: -0.37348875225722344, Transaction Cost: 0.1967337522572041, Slippage: 0.010000000000019327, Time Penalty: 0.166755\n", "Step: 51098, Timestamp: 2023-07-03 16:39:50.286465336, Action: BUY, Price: 190.0119353158643, Shares: 0.14962073170226217, Symbol: AAPL, Reward: -0.3428604360711087, Transaction Cost: 0.16063243607108943, Slippage: 0.010000000000019327, Time Penalty: 0.172228\n", "Step: 51099, Timestamp: 2023-07-03 16:39:50.286465336, Action: BUY, Price: 200.43784404507716, Shares: 0.2509050895198653, Symbol: AAPL, Reward: -0.4362101820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.172228\n", "Step: 51100, Timestamp: 2023-07-03 16:39:50.286465336, Action: BUY, Price: 195.16645006206397, Shares: 0.11598298368369661, Symbol: AAPL, Reward: -0.2076262182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.172228\n", "Step: 51101, Timestamp: 2023-07-03 16:39:50.286465336, Action: BUY, Price: 195.3834757702724, Shares: 0.24902712927110537, Symbol: AAPL, Reward: -0.4362101820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.172228\n", "Step: 51102, Timestamp: 2023-07-03 16:39:50.286465336, Action: BUY, Price: 184.2072852188141, Shares: 0.25418820846843104, Symbol: AAPL, Reward: -0.2076262182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.172228\n", "Step: 51103, Timestamp: 2023-07-03 16:39:50.286465336, Action: BUY, Price: 191.9190615409195, Shares: 0.11771492175203396, Symbol: AAPL, Reward: -0.433657532512461, Transaction Cost: 0.25142953251244166, Slippage: 0.010000000000019327, Time Penalty: 0.172228\n", "Step: 51104, Timestamp: 2023-07-03 16:39:50.286479389, Action: BUY, Price: 193.7076199348936, Shares: 0.26128824949588497, Symbol: AAPL, Reward: -0.4349084301799607, Transaction Cost: 0.25650943017994143, Slippage: 0.010000000000019327, Time Penalty: 0.168399\n", "Step: 51105, Timestamp: 2023-07-03 16:39:50.286479389, Action: BUY, Price: 194.8996763183634, Shares: 0.0804470340061322, Symbol: AAPL, Reward: -0.4323811820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168399\n", "Step: 51106, Timestamp: 2023-07-03 16:39:50.286479389, Action: BUY, Price: 188.69466023762115, Shares: 0.18307905441495925, Symbol: AAPL, Reward: -0.4323811820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168399\n", "Step: 51107, Timestamp: 2023-07-03 16:39:50.286479389, Action: BUY, Price: 195.13284494373204, Shares: 0.06313889373956769, Symbol: AAPL, Reward: -0.4323811820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168399\n", "Step: 51108, Timestamp: 2023-07-03 16:39:50.286479389, Action: BUY, Price: 188.3190418318609, Shares: 0.2359211143378014, Symbol: AAPL, Reward: -0.4365581820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.172576\n", "Step: 51109, Timestamp: 2023-07-03 16:39:50.286479389, Action: BUY, Price: 195.87837895845487, Shares: 0.22636983747762582, Symbol: AAPL, Reward: -0.4365581820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.172576\n", "Step: 51111, Timestamp: 2023-07-03 16:39:55.049554207, Action: BUY, Price: 198.2832424281291, Shares: 0.11255707632188659, Symbol: AAPL, Reward: -0.20038850464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.16447\n", "Step: 51112, Timestamp: 2023-07-03 16:39:55.050670781, Action: BUY, Price: 183.15872548783818, Shares: 0.2406984813780822, Symbol: AAPL, Reward: -0.4191085325124416, Transaction Cost: 0.25142953251244166, Slippage: 0.0, Time Penalty: 0.167679\n", "Step: 51113, Timestamp: 2023-07-03 16:39:55.050670781, Action: BUY, Price: 200.6672665856316, Shares: 0.2558884661010955, Symbol: AAPL, Reward: -0.5268640464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.167679\n", "Step: 51114, Timestamp: 2023-07-03 16:39:55.050670781, Action: BUY, Price: 193.74539928141658, Shares: 0.08295087594975414, Symbol: AAPL, Reward: -0.5121971936899852, Transaction Cost: 0.3445181936899852, Slippage: 0.0, Time Penalty: 0.167679\n", "Step: 51115, Timestamp: 2023-07-03 16:39:55.050670781, Action: BUY, Price: 196.52561734989803, Shares: 0.1580895334240327, Symbol: AAPL, Reward: -0.2723985363588207, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.167679\n", "Step: 51116, Timestamp: 2023-07-03 16:39:55.050698325, Action: BUY, Price: 199.8951966139876, Shares: 0.15747828565851496, Symbol: AAPL, Reward: -0.5924271631248617, Transaction Cost: 0.42726416312486165, Slippage: 0.0, Time Penalty: 0.165163\n", "Step: 51117, Timestamp: 2023-07-03 16:39:55.052070934, Action: BUY, Price: 184.35889879922976, Shares: 0.21517742002009674, Symbol: AAPL, Reward: -0.40193956964875477, Transaction Cost: 0.22716856964876386, Slippage: 0.009999999999990905, Time Penalty: 0.164771\n", "Step: 51118, Timestamp: 2023-07-03 16:39:55.053465173, Action: BUY, Price: 184.92734184852492, Shares: 0.11014240792163126, Symbol: AAPL, Reward: -0.3234147885640576, Transaction Cost: 0.1480957885640667, Slippage: 0.009999999999990905, Time Penalty: 0.165319\n", "Step: 51120, Timestamp: 2023-07-03 16:39:55.056975060, Action: BUY, Price: 206.25065736832224, Shares: 0.06835440454421131, Symbol: AAPL, Reward: -0.219028004351562, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.165037\n", "Step: 51121, Timestamp: 2023-07-03 16:39:55.058318948, Action: BUY, Price: 188.72512418332985, Shares: 0.10248087163378776, Symbol: AAPL, Reward: -0.1995382182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16414\n", "Step: 51134, Timestamp: 2023-07-03 16:40:02.634358465, Action: SELL, Price: 186.35717812705133, Shares: 0.08902186897755586, Symbol: AAPL, Reward: -0.5350680464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.165883\n", "Step: 51135, Timestamp: 2023-07-03 16:40:04.507850882, Action: SELL, Price: 190.62529540945957, Shares: 0.192447568712111, Symbol: AAPL, Reward: -0.19049121820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.165093\n", "Step: 51136, Timestamp: 2023-07-03 16:40:04.679618525, Action: SELL, Price: 185.3619168114605, Shares: 0.138863931979526, Symbol: AAPL, Reward: -0.1915122182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.166114\n", "Step: 51137, Timestamp: 2023-07-03 16:40:04.679618525, Action: SELL, Price: 190.23890987209316, Shares: 0.08027974793288017, Symbol: AAPL, Reward: -0.3097880185785381, Transaction Cost: 0.14367401857853812, Slippage: 0.0, Time Penalty: 0.166114\n", "Step: 51138, Timestamp: 2023-07-03 16:40:04.679825426, Action: SELL, Price: 187.25570220735443, Shares: 0.13724189351328994, Symbol: AAPL, Reward: -0.37582707271764143, Transaction Cost: 0.20943907271764142, Slippage: 0.0, Time Penalty: 0.166388\n", "Step: 51139, Timestamp: 2023-07-03 16:40:04.680191957, Action: SELL, Price: 196.0411237320818, Shares: 0.2295447653227881, Symbol: AAPL, Reward: -0.32468913194905824, Transaction Cost: 0.15656513194905822, Slippage: 0.0, Time Penalty: 0.168124\n", "Step: 51140, Timestamp: 2023-07-03 16:40:04.680208287, Action: SELL, Price: 192.87586068855754, Shares: 0.1104028686166243, Symbol: AAPL, Reward: -0.3661867701265407, Transaction Cost: 0.19998577012654073, Slippage: 0.0, Time Penalty: 0.166201\n", "Step: 51141, Timestamp: 2023-07-03 16:40:05.028569377, Action: SELL, Price: 191.66945111343608, Shares: 0.2012389269142167, Symbol: AAPL, Reward: -0.5324480464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.173263\n", "Step: 51142, Timestamp: 2023-07-03 16:40:05.028569377, Action: SELL, Price: 191.04199479231596, Shares: 0.08215281195680144, Symbol: AAPL, Reward: -0.3002540910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.173263\n", "Step: 51143, Timestamp: 2023-07-03 16:40:05.317700342, Action: SELL, Price: 147.40505719552203, Shares: 0.1101738076651781, Symbol: AAPL, Reward: -0.22790814241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.171116\n", "Step: 51144, Timestamp: 2023-07-03 16:40:05.317700342, Action: SELL, Price: 198.04490899631637, Shares: 0.10597380529420813, Symbol: AAPL, Reward: -0.42509818204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171116\n", "Step: 51145, Timestamp: 2023-07-03 16:40:05.317700342, Action: SELL, Price: 198.1019638793023, Shares: 0.13993977528867368, Symbol: AAPL, Reward: -0.19651421820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.171116\n", "Step: 51146, Timestamp: 2023-07-03 16:40:05.317700342, Action: SELL, Price: 193.56551987502368, Shares: 0.08199685436068818, Symbol: AAPL, Reward: -0.19651421820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.171116\n", "Step: 51147, Timestamp: 2023-07-03 16:40:05.317700342, Action: SELL, Price: 199.5086220870003, Shares: 0.18356940800942104, Symbol: AAPL, Reward: -0.2981070910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.171116\n", "Step: 51148, Timestamp: 2023-07-03 16:40:06.259001354, Action: SELL, Price: 194.6599174531248, Shares: 0.1632219567170742, Symbol: AAPL, Reward: -0.4240901820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165108\n", "Step: 51149, Timestamp: 2023-07-03 16:40:06.317104336, Action: SELL, Price: 183.7357367744901, Shares: 0.25942073381689607, Symbol: AAPL, Reward: -0.5317300464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.167545\n", "Step: 51150, Timestamp: 2023-07-03 16:40:06.317104336, Action: SELL, Price: 184.0368913557529, Shares: 0.1808552605259791, Symbol: AAPL, Reward: -0.4265271820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.167545\n", "Step: 51151, Timestamp: 2023-07-03 16:40:08.242161945, Action: SELL, Price: 189.7001207881046, Shares: 0.22436433990549995, Symbol: AAPL, Reward: -0.19225221820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.166854\n", "Step: 51152, Timestamp: 2023-07-03 16:40:08.242161945, Action: SELL, Price: 191.26492380618444, Shares: 0.16720611755914244, Symbol: AAPL, Reward: -0.42083618204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166854\n", "Step: 51153, Timestamp: 2023-07-03 16:40:08.242161945, Action: SELL, Price: 184.46645810411556, Shares: 0.0627468759809166, Symbol: AAPL, Reward: -0.2938450910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.166854\n", "Step: 51154, Timestamp: 2023-07-03 16:40:08.243966562, Action: SELL, Price: 194.90613029657382, Shares: 0.0830254926356957, Symbol: AAPL, Reward: -0.5253600464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.166175\n", "Step: 51155, Timestamp: 2023-07-03 16:40:08.243966562, Action: SELL, Price: 197.54986009096135, Shares: 0.20741088798867932, Symbol: AAPL, Reward: -0.4201571820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166175\n", "Step: 51156, Timestamp: 2023-07-03 16:40:08.244135267, Action: SELL, Price: 192.6698137840368, Shares: 0.12402104988725546, Symbol: AAPL, Reward: -0.41963518204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165653\n", "Step: 51161, Timestamp: 2023-07-03 16:40:09.748224341, Action: SELL, Price: 190.81213716147093, Shares: 0.19715698135159873, Symbol: AAPL, Reward: -0.4325901820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168608\n", "Step: 51162, Timestamp: 2023-07-03 16:40:09.748224341, Action: SELL, Price: 192.15743929008238, Shares: 0.2373461265432054, Symbol: AAPL, Reward: -0.5377930464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.168608\n", "Step: 51163, Timestamp: 2023-07-03 16:40:09.748224341, Action: SELL, Price: 188.42313684112457, Shares: 0.13969337808015925, Symbol: AAPL, Reward: -0.3895814454114711, Transaction Cost: 0.21097344541145174, Slippage: 0.010000000000019327, Time Penalty: 0.168608\n", "Step: 51164, Timestamp: 2023-07-03 16:40:09.748224341, Action: SELL, Price: 184.86578777400607, Shares: 0.2289632390590176, Symbol: AAPL, Reward: -0.4325901820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168608\n", "Step: 51175, Timestamp: 2023-07-03 16:40:16.312758536, Action: BUY, Price: 195.31518019692342, Shares: 0.2402550798327759, Symbol: AAPL, Reward: -0.4018570278677981, Transaction Cost: 0.21551102786780715, Slippage: 0.009999999999990905, Time Penalty: 0.176346\n", "Step: 51176, Timestamp: 2023-07-03 16:40:16.312758536, Action: BUY, Price: 190.9526556787886, Shares: 0.21481297701437696, Symbol: AAPL, Reward: -0.22226450464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.176346\n", "Step: 51177, Timestamp: 2023-07-03 16:40:16.312758536, Action: BUY, Price: 183.8188830593561, Shares: 0.06869071177816895, Symbol: AAPL, Reward: -0.44032818204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.176346\n", "Step: 51178, Timestamp: 2023-07-03 16:40:16.312758536, Action: BUY, Price: 192.44617534521325, Shares: 0.060328472702324096, Symbol: AAPL, Reward: -0.5213715078406282, Transaction Cost: 0.3350255078406374, Slippage: 0.009999999999990905, Time Penalty: 0.176346\n", "Step: 51179, Timestamp: 2023-07-03 16:40:17.057306862, Action: BUY, Price: 191.456312055715, Shares: 0.05694780761223699, Symbol: AAPL, Reward: -0.4289041820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.169922\n", "Step: 51180, Timestamp: 2023-07-03 16:40:17.057306862, Action: BUY, Price: 196.42798570345937, Shares: 0.08314299616549341, Symbol: AAPL, Reward: -0.4289041820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.169922\n", "Step: 51181, Timestamp: 2023-07-03 16:40:17.057471728, Action: BUY, Price: 198.98997346470944, Shares: 0.09785505437705805, Symbol: AAPL, Reward: -0.43009818204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166116\n", "Step: 51182, Timestamp: 2023-07-03 16:40:17.057471728, Action: BUY, Price: 184.13222620653036, Shares: 0.23186344797651984, Symbol: AAPL, Reward: -0.39753253299708224, Transaction Cost: 0.2214165329970913, Slippage: 0.009999999999990905, Time Penalty: 0.166116\n", "Step: 51183, Timestamp: 2023-07-03 16:40:17.057544745, Action: BUY, Price: 185.1745343335916, Shares: 0.24432845126619732, Symbol: AAPL, Reward: -0.3034023499528023, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.168977\n", "Step: 51184, Timestamp: 2023-07-03 16:40:17.057544745, Action: BUY, Price: 199.13180211330987, Shares: 0.09043612532004879, Symbol: AAPL, Reward: -0.43295918204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168977\n", "Step: 51185, Timestamp: 2023-07-03 16:40:17.057544745, Action: BUY, Price: 194.2876972478259, Shares: 0.11258754354431759, Symbol: AAPL, Reward: -0.24617436911272633, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.168977\n", "Step: 51186, Timestamp: 2023-07-03 16:40:17.057544745, Action: BUY, Price: 200.5060542881257, Shares: 0.19731958061171667, Symbol: AAPL, Reward: -0.43295918204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168977\n", "Step: 51187, Timestamp: 2023-07-03 16:40:17.057571087, Action: BUY, Price: 191.06833698302265, Shares: 0.16300750454445034, Symbol: AAPL, Reward: -0.42942318204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165441\n", "Step: 51188, Timestamp: 2023-07-03 16:40:17.057906302, Action: BUY, Price: 187.03003157471844, Shares: 0.23707963935072338, Symbol: AAPL, Reward: -0.43137818204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167396\n", "Step: 51189, Timestamp: 2023-07-03 16:40:17.057906302, Action: BUY, Price: 194.0038548296093, Shares: 0.08549334677889525, Symbol: AAPL, Reward: -0.43137818204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167396\n", "Step: 51190, Timestamp: 2023-07-03 16:40:17.065055843, Action: BUY, Price: 194.51269264650992, Shares: 0.0857334401543729, Symbol: AAPL, Reward: -0.5276700464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.168485\n", "Step: 51191, Timestamp: 2023-07-03 16:40:17.065055843, Action: BUY, Price: 183.34854121057822, Shares: 0.20795178588761765, Symbol: AAPL, Reward: -0.42246718204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168485\n", "Step: 51192, Timestamp: 2023-07-03 16:40:17.065055843, Action: BUY, Price: 194.70445923944527, Shares: 0.260361782681857, Symbol: AAPL, Reward: -0.42246718204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168485\n", "Step: 51193, Timestamp: 2023-07-03 16:40:17.065055843, Action: BUY, Price: 198.48757888248858, Shares: 0.2612273454539964, Symbol: AAPL, Reward: -0.42246718204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168485\n", "Step: 51194, Timestamp: 2023-07-03 16:40:17.065055843, Action: BUY, Price: 199.27269292249102, Shares: 0.1039730595183676, Symbol: AAPL, Reward: -0.24880121803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.168485\n", "Step: 51196, Timestamp: 2023-07-03 16:40:17.069287413, Action: SELL, Price: 197.99862790369673, Shares: 0.26773601762938953, Symbol: AAPL, Reward: -0.5259570464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.166772\n", "Step: 51197, Timestamp: 2023-07-03 16:40:17.069287413, Action: SELL, Price: 199.43160914324227, Shares: 0.1132746594930133, Symbol: AAPL, Reward: -0.787861006339738, Transaction Cost: 0.621089006339738, Slippage: 0.0, Time Penalty: 0.166772\n", "Step: 51198, Timestamp: 2023-07-03 16:40:17.069314621, Action: SELL, Price: 199.20393219007582, Shares: 0.23907226048145488, Symbol: AAPL, Reward: -0.5829671454352828, Transaction Cost: 0.41887814543528284, Slippage: 0.0, Time Penalty: 0.164089\n", "Step: 51199, Timestamp: 2023-07-03 16:40:17.069352140, Action: SELL, Price: 191.48384279352854, Shares: 0.09065932262809807, Symbol: AAPL, Reward: -0.45823224237850213, Transaction Cost: 0.28958424237850217, Slippage: 0.0, Time Penalty: 0.168648\n", "Step: 51200, Timestamp: 2023-07-03 16:40:17.069352140, Action: SELL, Price: 189.514862263534, Shares: 0.22956910953359916, Symbol: AAPL, Reward: -0.43263018204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168648\n", "Step: 51201, Timestamp: 2023-07-03 16:40:17.170465743, Action: SELL, Price: 189.51237847162656, Shares: 0.16329074707987482, Symbol: AAPL, Reward: -0.5332990464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.164114\n", "Step: 51202, Timestamp: 2023-07-03 16:40:17.219925689, Action: SELL, Price: 190.7004439533583, Shares: 0.06517664104651708, Symbol: AAPL, Reward: -0.34896652322316807, Transaction Cost: 0.17959252322317262, Slippage: 0.0049999999999954525, Time Penalty: 0.164374\n", "Step: 51203, Timestamp: 2023-07-03 16:40:20.387047778, Action: SELL, Price: 185.50366691500122, Shares: 0.25732982287669104, Symbol: AAPL, Reward: -0.4187131820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164731\n", "Step: 51204, Timestamp: 2023-07-03 16:40:20.625927476, Action: SELL, Price: 187.94630838418112, Shares: 0.16106933665180093, Symbol: AAPL, Reward: -0.3210861319490582, Transaction Cost: 0.15656513194905822, Slippage: 0.0, Time Penalty: 0.164521\n", "Step: 51205, Timestamp: 2023-07-03 16:40:21.761300723, Action: SELL, Price: 198.13249999142693, Shares: 0.22071775720751038, Symbol: AAPL, Reward: -0.41852918204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164547\n", "Step: 51206, Timestamp: 2023-07-03 16:40:23.000658285, Action: SELL, Price: 191.51098243478066, Shares: 0.23859692608252653, Symbol: AAPL, Reward: -0.4242301820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165248\n", "Step: 51207, Timestamp: 2023-07-03 16:40:23.001754960, Action: SELL, Price: 192.82457015804454, Shares: 0.1246827954812469, Symbol: AAPL, Reward: -0.4206521820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16667\n", "Step: 51208, Timestamp: 2023-07-03 16:40:23.001754960, Action: SELL, Price: 194.09832626807753, Shares: 0.23667991652239848, Symbol: AAPL, Reward: -0.4206521820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16667\n", "Step: 51209, Timestamp: 2023-07-03 16:40:23.001754960, Action: SELL, Price: 192.45271996051716, Shares: 0.06378127976997851, Symbol: AAPL, Reward: -0.4206521820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16667\n", "Step: 51210, Timestamp: 2023-07-03 16:40:23.001754960, Action: SELL, Price: 196.80325713048148, Shares: 0.08902093110972424, Symbol: AAPL, Reward: -0.4206521820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16667\n", "Step: 51211, Timestamp: 2023-07-03 16:40:23.003441211, Action: SELL, Price: 187.26134292552166, Shares: 0.13138305035475994, Symbol: AAPL, Reward: -0.4249211820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165939\n", "Step: 51212, Timestamp: 2023-07-03 16:40:23.003441211, Action: SELL, Price: 187.8093277438661, Shares: 0.26439866901517695, Symbol: AAPL, Reward: -0.4249211820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165939\n", "Step: 51213, Timestamp: 2023-07-03 16:40:24.482478622, Action: SELL, Price: 159.96822807975033, Shares: 0.19997967143216847, Symbol: AAPL, Reward: -0.20004350464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.164125\n", "Step: 51214, Timestamp: 2023-07-03 16:40:24.482492319, Action: SELL, Price: 191.43966073319442, Shares: 0.1701233385468506, Symbol: AAPL, Reward: -0.4950892610745372, Transaction Cost: 0.3222672610745372, Slippage: 0.0, Time Penalty: 0.172822\n", "Step: 51215, Timestamp: 2023-07-03 16:40:24.482492319, Action: SELL, Price: 187.0716247866215, Shares: 0.28294223926414575, Symbol: AAPL, Reward: -0.39277702175785556, Transaction Cost: 0.21995502175785553, Slippage: 0.0, Time Penalty: 0.172822\n", "Step: 51216, Timestamp: 2023-07-03 16:40:24.482492319, Action: SELL, Price: 189.64018208297458, Shares: 0.17061754141175933, Symbol: AAPL, Reward: -0.19822021820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.172822\n", "Step: 51217, Timestamp: 2023-07-03 16:40:24.482492319, Action: SELL, Price: 183.53846604632358, Shares: 0.12166874760908172, Symbol: AAPL, Reward: -0.22961414241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.172822\n", "Step: 51218, Timestamp: 2023-07-03 16:40:24.504522947, Action: SELL, Price: 157.3147090105135, Shares: 0.17725369320976017, Symbol: AAPL, Reward: -0.2981140130547133, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.166141\n", "Step: 51219, Timestamp: 2023-07-03 16:40:27.215960162, Action: SELL, Price: 184.71961035689122, Shares: 0.16586553205621618, Symbol: AAPL, Reward: -0.19291621820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.167518\n", "Step: 51220, Timestamp: 2023-07-03 16:40:27.215960162, Action: SELL, Price: 189.51241892989032, Shares: 0.09323953418259355, Symbol: AAPL, Reward: -0.22431014241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.167518\n", "Step: 51221, Timestamp: 2023-07-03 16:40:27.652195305, Action: SELL, Price: 179.65810814914627, Shares: 0.21886214187375835, Symbol: AAPL, Reward: -0.22767514241218642, Transaction Cost: 0.056792142412190966, Slippage: 0.0049999999999954525, Time Penalty: 0.165883\n", "Step: 51222, Timestamp: 2023-07-03 16:40:28.730698807, Action: SELL, Price: 192.0997842056663, Shares: 0.2257109918934351, Symbol: AAPL, Reward: -0.25438765461289564, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.168193\n", "Step: 51223, Timestamp: 2023-07-03 16:40:28.730698807, Action: SELL, Price: 187.05219060766916, Shares: 0.26066734477393444, Symbol: AAPL, Reward: -0.43217518204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168193\n", "Step: 51224, Timestamp: 2023-07-03 16:40:28.730698807, Action: SELL, Price: 194.52388339748833, Shares: 0.26240769010225634, Symbol: AAPL, Reward: -0.43217518204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168193\n", "Step: 51225, Timestamp: 2023-07-03 16:40:28.730698807, Action: SELL, Price: 197.59454719939285, Shares: 0.1575950539421394, Symbol: AAPL, Reward: -0.43217518204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168193\n", "Step: 51226, Timestamp: 2023-07-03 16:40:28.952010706, Action: SELL, Price: 192.65583973136575, Shares: 0.2225272023135754, Symbol: AAPL, Reward: -0.4289081820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164926\n", "Step: 51227, Timestamp: 2023-07-03 16:40:29.655390278, Action: SELL, Price: 150.48341157548458, Shares: 0.22379455745101948, Symbol: AAPL, Reward: -0.30355673822546636, Transaction Cost: 0.1343947382254709, Slippage: 0.0049999999999954525, Time Penalty: 0.164162\n", "Step: 51228, Timestamp: 2023-07-03 16:40:31.614667386, Action: SELL, Price: 184.14440943964314, Shares: 0.11675655542573092, Symbol: AAPL, Reward: -0.4230971820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164115\n", "Step: 51229, Timestamp: 2023-07-03 16:40:32.483323051, Action: SELL, Price: 188.162832637157, Shares: 0.13751287462283976, Symbol: AAPL, Reward: -0.42354418204301125, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164562\n", "Step: 51230, Timestamp: 2023-07-03 16:40:32.663342773, Action: SELL, Price: 190.7743502163965, Shares: 0.08783734501360861, Symbol: AAPL, Reward: -0.4232181820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164236\n", "Step: 51231, Timestamp: 2023-07-03 16:40:33.006819749, Action: SELL, Price: 198.37921384625204, Shares: 0.25320848984714445, Symbol: AAPL, Reward: -0.20048750464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.164569\n", "Step: 51236, Timestamp: 2023-07-03 16:40:35.275453951, Action: SELL, Price: 196.1899618050486, Shares: 0.08139228725349308, Symbol: AAPL, Reward: -0.2483582180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.168042\n", "Step: 51237, Timestamp: 2023-07-03 16:40:35.275453951, Action: SELL, Price: 182.78286342279347, Shares: 0.2768261784094431, Symbol: AAPL, Reward: -0.4220241820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168042\n", "Step: 51238, Timestamp: 2023-07-03 16:40:35.275453951, Action: SELL, Price: 201.7181057898731, Shares: 0.22332156710220233, Symbol: AAPL, Reward: -0.4220241820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168042\n", "Step: 51239, Timestamp: 2023-07-03 16:40:35.275453951, Action: SELL, Price: 185.67523425265358, Shares: 0.21172575290323994, Symbol: AAPL, Reward: -0.19724121820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.171843\n", "Step: 51240, Timestamp: 2023-07-03 16:40:35.275453951, Action: SELL, Price: 182.85223654964688, Shares: 0.15997489815107394, Symbol: AAPL, Reward: -0.4258251820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171843\n", "Step: 51241, Timestamp: 2023-07-03 16:40:35.275453951, Action: SELL, Price: 200.4900745183315, Shares: 0.21217577695544507, Symbol: AAPL, Reward: -0.19724121820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.171843\n", "Step: 51242, Timestamp: 2023-07-03 16:40:35.275453951, Action: SELL, Price: 191.7260962821304, Shares: 0.21903867670461202, Symbol: AAPL, Reward: -0.20776150464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.171843\n", "Step: 51243, Timestamp: 2023-07-03 16:40:35.275453951, Action: SELL, Price: 189.5490409273512, Shares: 0.1227872212596197, Symbol: AAPL, Reward: -0.2158340043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.171843\n", "Step: 51244, Timestamp: 2023-07-03 16:40:35.275453951, Action: SELL, Price: 190.37770603351345, Shares: 0.06622766021975997, Symbol: AAPL, Reward: -0.4370919339513385, Transaction Cost: 0.2552489339513192, Slippage: 0.010000000000019327, Time Penalty: 0.171843\n", "Step: 51252, Timestamp: 2023-07-03 16:40:35.754775613, Action: SELL, Price: 194.1063656378842, Shares: 0.09819244236058143, Symbol: AAPL, Reward: -0.41867818204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164696\n", "Step: 51253, Timestamp: 2023-07-03 16:40:36.907647779, Action: SELL, Price: 189.39499271102335, Shares: 0.2098414616766325, Symbol: AAPL, Reward: -0.41858818204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164606\n", "Step: 51254, Timestamp: 2023-07-03 16:40:37.201877522, Action: SELL, Price: 198.14637966795516, Shares: 0.25464087101432403, Symbol: AAPL, Reward: -0.4234791820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164497\n", "Step: 51255, Timestamp: 2023-07-03 16:40:38.075993360, Action: SELL, Price: 185.02784229687407, Shares: 0.16403619432567945, Symbol: AAPL, Reward: -0.43335718204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169375\n", "Step: 51256, Timestamp: 2023-07-03 16:40:38.075993360, Action: SELL, Price: 192.10154488758639, Shares: 0.24947693424127482, Symbol: AAPL, Reward: -0.5385600464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.169375\n", "Step: 51257, Timestamp: 2023-07-03 16:40:38.075993360, Action: SELL, Price: 187.2359394560412, Shares: 0.26341642251412706, Symbol: AAPL, Reward: -0.2555696546128956, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.169375\n", "Step: 51258, Timestamp: 2023-07-03 16:40:38.075993360, Action: SELL, Price: 184.97900743911333, Shares: 0.20213470329184793, Symbol: AAPL, Reward: -0.43335718204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169375\n", "Step: 51259, Timestamp: 2023-07-03 16:40:38.075993360, Action: SELL, Price: 195.69645453267083, Shares: 0.2233687333796594, Symbol: AAPL, Reward: -0.5385600464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.169375\n", "Step: 51260, Timestamp: 2023-07-03 16:40:38.075993360, Action: SELL, Price: 198.3674683374932, Shares: 0.3039634243708536, Symbol: AAPL, Reward: -0.3063660910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.169375\n", "Step: 51266, Timestamp: 2023-07-03 16:40:43.425798724, Action: BUY, Price: 198.19626257623256, Shares: 0.18765013315339735, Symbol: AAPL, Reward: -0.4396021820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.17562\n", "Step: 51267, Timestamp: 2023-07-03 16:40:43.425798724, Action: BUY, Price: 183.24352157062964, Shares: 0.1197373672188324, Symbol: AAPL, Reward: -0.34423182184876844, Transaction Cost: 0.1586118218487491, Slippage: 0.010000000000019327, Time Penalty: 0.17562\n", "Step: 51268, Timestamp: 2023-07-03 16:40:43.425801079, Action: BUY, Price: 198.8508103771772, Shares: 0.1387702268573441, Symbol: AAPL, Reward: -0.38163142549877216, Transaction Cost: 0.19836642549875286, Slippage: 0.010000000000019327, Time Penalty: 0.173265\n", "Step: 51269, Timestamp: 2023-07-03 16:40:43.425801079, Action: BUY, Price: 185.1360063242777, Shares: 0.15800233298852479, Symbol: AAPL, Reward: -0.27124700870316154, Transaction Cost: 0.08798200870314223, Slippage: 0.010000000000019327, Time Penalty: 0.173265\n", "Step: 51270, Timestamp: 2023-07-03 16:40:43.425801079, Action: BUY, Price: 187.56947260978563, Shares: 0.1740306273336079, Symbol: AAPL, Reward: -0.9864271803554666, Transaction Cost: 0.8031621803554473, Slippage: 0.010000000000019327, Time Penalty: 0.173265\n", "Step: 51271, Timestamp: 2023-07-03 16:40:43.425801079, Action: BUY, Price: 189.6244112191721, Shares: 0.12443243708897438, Symbol: AAPL, Reward: -0.44393118204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.179949\n", "Step: 51272, Timestamp: 2023-07-03 16:40:45.168282152, Action: BUY, Price: 192.0492696037247, Shares: 0.08674599840300513, Symbol: AAPL, Reward: -0.4250241820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.166042\n", "Step: 51273, Timestamp: 2023-07-03 16:40:45.168282152, Action: BUY, Price: 189.85510800728474, Shares: 0.179215045195873, Symbol: AAPL, Reward: -0.4200241820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166042\n", "Step: 51274, Timestamp: 2023-07-03 16:40:47.565796772, Action: BUY, Price: 198.13025348333122, Shares: 0.19193972766732983, Symbol: AAPL, Reward: -0.3853380278678026, Transaction Cost: 0.21551102786780715, Slippage: 0.0049999999999954525, Time Penalty: 0.164827\n", "Step: 51287, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 187.96589812089306, Shares: 0.13572296790054686, Symbol: AAPL, Reward: -0.42293418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168952\n", "Step: 51288, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 198.2286014336266, Shares: 0.1150056273253963, Symbol: AAPL, Reward: -0.42293418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168952\n", "Step: 51289, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 194.7847281877033, Shares: 0.27859098117121367, Symbol: AAPL, Reward: -0.42293418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168952\n", "Step: 51290, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 190.02157449283348, Shares: 0.22093150129836409, Symbol: AAPL, Reward: -0.2880802029368904, Transaction Cost: 0.11912820293689044, Slippage: 0.0, Time Penalty: 0.168952\n", "Step: 51291, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 200.73138521449457, Shares: 0.29447818234179796, Symbol: AAPL, Reward: -0.2570532180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.176737\n", "Step: 51292, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 188.99668581840857, Shares: 0.23641655633378567, Symbol: AAPL, Reward: -0.2903212848243819, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.176737\n", "Step: 51293, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 191.97874443566877, Shares: 0.24203697895906054, Symbol: AAPL, Reward: -0.43071918204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.176737\n", "Step: 51294, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 185.98457293348443, Shares: 0.1107701175813273, Symbol: AAPL, Reward: -0.43071918204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.176737\n", "Step: 51295, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 195.81376231767095, Shares: 0.11547075109063493, Symbol: AAPL, Reward: -0.20213521820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.176737\n", "Step: 51296, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 187.32643806715762, Shares: 0.229529046124262, Symbol: AAPL, Reward: -0.28449251393390357, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.176737\n", "Step: 51297, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 200.95861520453997, Shares: 0.2596254354414125, Symbol: AAPL, Reward: -0.3037280910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.176737\n", "Step: 51298, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 185.84054675142715, Shares: 0.0671852561364097, Symbol: AAPL, Reward: -0.43071918204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.176737\n", "Step: 51299, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 195.8384949435022, Shares: 0.2507338626901685, Symbol: AAPL, Reward: -0.43071918204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.176737\n", "Step: 51300, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 197.74203393438768, Shares: 0.12290584300946185, Symbol: AAPL, Reward: -0.43071918204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.176737\n", "Step: 51301, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 193.5934604248828, Shares: 0.09509466584900202, Symbol: AAPL, Reward: -0.3325868852452212, Transaction Cost: 0.15025788524522118, Slippage: 0.0, Time Penalty: 0.182329\n", "Step: 51302, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 196.4524284216117, Shares: 0.21273488426887255, Symbol: AAPL, Reward: -0.4363111820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.182329\n", "Step: 51303, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 199.12208740353594, Shares: 0.28875759620231056, Symbol: AAPL, Reward: -0.4849836997642212, Transaction Cost: 0.3026546997642212, Slippage: 0.0, Time Penalty: 0.182329\n", "Step: 51304, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 198.92093272893086, Shares: 0.2533619591194519, Symbol: AAPL, Reward: -0.5415140464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.182329\n", "Step: 51305, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 199.8963649938686, Shares: 0.28086476797394433, Symbol: AAPL, Reward: -0.4363111820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.182329\n", "Step: 51306, Timestamp: 2023-07-03 16:40:50.945439757, Action: SELL, Price: 184.26851778915795, Shares: 0.10411984081739929, Symbol: AAPL, Reward: -0.21824750464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.182329\n", "Step: 51307, Timestamp: 2023-07-03 16:40:50.948516584, Action: SELL, Price: 191.30425762951967, Shares: 0.26055018494249693, Symbol: AAPL, Reward: -0.25057465461289563, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.16438\n", "Step: 51308, Timestamp: 2023-07-03 16:40:51.642667987, Action: SELL, Price: 192.75060651389342, Shares: 0.28841801687610313, Symbol: AAPL, Reward: -0.20553850464462997, Transaction Cost: 0.03591850464463453, Slippage: 0.0049999999999954525, Time Penalty: 0.16462\n", "Step: 51309, Timestamp: 2023-07-03 16:40:51.648082275, Action: SELL, Price: 184.4220897440666, Shares: 0.330550369331461, Symbol: AAPL, Reward: -0.22734614241219098, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.170554\n", "Step: 51310, Timestamp: 2023-07-03 16:40:51.648082275, Action: SELL, Price: 192.01926949465255, Shares: 0.22544389399385495, Symbol: AAPL, Reward: -0.1959522182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170554\n", "Step: 51311, Timestamp: 2023-07-03 16:40:51.648082275, Action: SELL, Price: 198.61848349809503, Shares: 0.12016040473596457, Symbol: AAPL, Reward: -0.3409304272365729, Transaction Cost: 0.1703764272365729, Slippage: 0.0, Time Penalty: 0.170554\n", "Step: 51312, Timestamp: 2023-07-03 16:40:51.648082275, Action: SELL, Price: 188.07965494019163, Shares: 0.2613516482285534, Symbol: AAPL, Reward: -0.1959522182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170554\n", "Step: 51313, Timestamp: 2023-07-03 16:40:51.648082275, Action: SELL, Price: 191.68413756934177, Shares: 0.11027036033482195, Symbol: AAPL, Reward: -0.20647250464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.170554\n", "Step: 51314, Timestamp: 2023-07-03 16:40:51.648107587, Action: SELL, Price: 185.29552434159245, Shares: 0.09420887627273494, Symbol: AAPL, Reward: -0.18959221820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164194\n", "Step: 51315, Timestamp: 2023-07-03 16:40:51.648128112, Action: SELL, Price: 185.2836995877702, Shares: 0.12098320845603093, Symbol: AAPL, Reward: -0.23640336911273546, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.169206\n", "Step: 51316, Timestamp: 2023-07-03 16:40:51.648128112, Action: SELL, Price: 189.2689826495064, Shares: 0.2675044611795177, Symbol: AAPL, Reward: -0.19460421820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169206\n", "Step: 51317, Timestamp: 2023-07-03 16:40:51.648128112, Action: SELL, Price: 186.03170602944328, Shares: 0.12946113473236842, Symbol: AAPL, Reward: -0.2739255363588207, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.169206\n", "Step: 51318, Timestamp: 2023-07-03 16:40:51.648128112, Action: SELL, Price: 189.59276737730332, Shares: 0.32972387055144275, Symbol: AAPL, Reward: -0.3891610217578555, Transaction Cost: 0.21995502175785553, Slippage: 0.0, Time Penalty: 0.169206\n", "Step: 51319, Timestamp: 2023-07-03 16:40:51.648336198, Action: SELL, Price: 183.23050198275817, Shares: 0.26051364238004604, Symbol: AAPL, Reward: -0.41726108038172727, Transaction Cost: 0.25270908038172724, Slippage: 0.0, Time Penalty: 0.164552\n", "Step: 51320, Timestamp: 2023-07-03 16:40:51.648580014, Action: SELL, Price: 192.23649901681407, Shares: 0.2481778803340607, Symbol: AAPL, Reward: -0.306749294197291, Transaction Cost: 0.14141129419729104, Slippage: 0.0, Time Penalty: 0.165338\n", "Step: 51321, Timestamp: 2023-07-03 16:40:51.648760676, Action: SELL, Price: 192.3260269008667, Shares: 0.27669611189185955, Symbol: AAPL, Reward: -0.21769543640860314, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.166899\n", "Step: 51322, Timestamp: 2023-07-03 16:40:51.648760676, Action: SELL, Price: 200.66372799672394, Shares: 0.18742056416687408, Symbol: AAPL, Reward: -0.19229721820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.166899\n", "Step: 51324, Timestamp: 2023-07-03 16:40:52.239053171, Action: SELL, Price: 199.47592549330503, Shares: 0.10278956225090895, Symbol: AAPL, Reward: -0.3036280910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.166637\n", "Step: 51325, Timestamp: 2023-07-03 16:40:52.239053171, Action: SELL, Price: 198.02121112488865, Shares: 0.3209352176506263, Symbol: AAPL, Reward: -0.33524882184874005, Transaction Cost: 0.1586118218487491, Slippage: 0.009999999999990905, Time Penalty: 0.166637\n", "Step: 51326, Timestamp: 2023-07-03 16:40:52.239053171, Action: SELL, Price: 200.6377575571591, Shares: 0.2872864924493345, Symbol: AAPL, Reward: -0.43061918204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166637\n", "Step: 51327, Timestamp: 2023-07-03 16:40:52.239053171, Action: SELL, Price: 184.19414757054503, Shares: 0.31247694140824034, Symbol: AAPL, Reward: -0.373370752257195, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.166637\n", "Step: 51328, Timestamp: 2023-07-03 16:40:52.239102178, Action: SELL, Price: 200.03740590194485, Shares: 0.2677197439939106, Symbol: AAPL, Reward: -0.4799297704904333, Transaction Cost: 0.30051577049044237, Slippage: 0.009999999999990905, Time Penalty: 0.169414\n", "Step: 51329, Timestamp: 2023-07-03 16:40:52.239424563, Action: SELL, Price: 197.6613184988598, Shares: 0.13374543772556305, Symbol: AAPL, Reward: -0.3012540910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.164263\n", "Step: 51330, Timestamp: 2023-07-03 16:40:55.621842728, Action: SELL, Price: 187.37444662122658, Shares: 0.10948467862750372, Symbol: AAPL, Reward: -0.19066121820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.165263\n", "Step: 51331, Timestamp: 2023-07-03 16:40:55.983622217, Action: SELL, Price: 183.09186579564184, Shares: 0.11571193089467237, Symbol: AAPL, Reward: -0.2488863601272424, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.16465\n", "Step: 51332, Timestamp: 2023-07-03 16:40:56.036210492, Action: SELL, Price: 196.3101547447928, Shares: 0.07287840049291541, Symbol: AAPL, Reward: -0.3389850968449926, Transaction Cost: 0.1722590968449926, Slippage: 0.0, Time Penalty: 0.166726\n", "Step: 51333, Timestamp: 2023-07-03 16:40:56.036210492, Action: SELL, Price: 194.27176520807126, Shares: 0.25783532039619644, Symbol: AAPL, Reward: -0.42070818204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166726\n", "Step: 51334, Timestamp: 2023-07-03 16:40:56.036244951, Action: SELL, Price: 189.95739699440495, Shares: 0.11834192078519955, Symbol: AAPL, Reward: -0.4298191820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165837\n", "Step: 51335, Timestamp: 2023-07-03 16:40:56.036283120, Action: SELL, Price: 201.00429642479546, Shares: 0.34528688996120405, Symbol: AAPL, Reward: -0.4300121820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16603\n", "Step: 51336, Timestamp: 2023-07-03 16:40:56.036676829, Action: SELL, Price: 188.69436920277695, Shares: 0.27506996769602776, Symbol: AAPL, Reward: -0.4269031820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.167921\n", "Step: 51337, Timestamp: 2023-07-03 16:40:56.036676829, Action: SELL, Price: 183.22784769615214, Shares: 0.22801237851941966, Symbol: AAPL, Reward: -0.19331921820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.167921\n", "Step: 51338, Timestamp: 2023-07-03 16:40:56.036676829, Action: SELL, Price: 195.5829246562077, Shares: 0.31203219183219444, Symbol: AAPL, Reward: -0.4206300803817272, Transaction Cost: 0.25270908038172724, Slippage: 0.0, Time Penalty: 0.167921\n", "Step: 51339, Timestamp: 2023-07-03 16:40:57.602546803, Action: SELL, Price: 187.62467510371624, Shares: 0.2120279601344236, Symbol: AAPL, Reward: -0.19496421820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169566\n", "Step: 51340, Timestamp: 2023-07-03 16:40:57.602546803, Action: SELL, Price: 199.93457251425937, Shares: 0.31961072885817027, Symbol: AAPL, Reward: -0.24988221803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.169566\n", "Step: 51341, Timestamp: 2023-07-03 16:40:57.602546803, Action: SELL, Price: 200.98762393790196, Shares: 0.10126759916666345, Symbol: AAPL, Reward: -0.20548450464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.169566\n", "Step: 51342, Timestamp: 2023-07-03 16:40:57.602546803, Action: SELL, Price: 193.06553630495225, Shares: 0.15110195087856118, Symbol: AAPL, Reward: -0.24988221803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.169566\n", "Step: 51343, Timestamp: 2023-07-03 16:40:57.602546803, Action: SELL, Price: 187.98750065528955, Shares: 0.28650986402958495, Symbol: AAPL, Reward: -0.3613183423933565, Transaction Cost: 0.19175234239335648, Slippage: 0.0, Time Penalty: 0.169566\n", "Step: 51344, Timestamp: 2023-07-03 16:41:00.937039798, Action: SELL, Price: 189.29065143981293, Shares: 0.27632646132913535, Symbol: AAPL, Reward: -0.2498593601272424, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.165623\n", "Step: 51345, Timestamp: 2023-07-03 16:41:00.937370007, Action: SELL, Price: 197.54132405015156, Shares: 0.3649539734549272, Symbol: AAPL, Reward: -0.40732531132723765, Transaction Cost: 0.23960631132723764, Slippage: 0.0, Time Penalty: 0.167719\n", "Step: 51346, Timestamp: 2023-07-03 16:41:00.937370007, Action: SELL, Price: 194.27017191904426, Shares: 0.3140413537271771, Symbol: AAPL, Reward: -0.789845749764057, Transaction Cost: 0.6221267497640569, Slippage: 0.0, Time Penalty: 0.167719\n", "Step: 51347, Timestamp: 2023-07-03 16:41:00.937456339, Action: SELL, Price: 194.93848823653207, Shares: 0.36434424405713123, Symbol: AAPL, Reward: -0.34223552743011104, Transaction Cost: 0.17778752743011103, Slippage: 0.0, Time Penalty: 0.164448\n", "Step: 51348, Timestamp: 2023-07-03 16:41:01.568192218, Action: SELL, Price: 187.23011209016008, Shares: 0.15764862817728897, Symbol: AAPL, Reward: -0.42222418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168242\n", "Step: 51349, Timestamp: 2023-07-03 16:41:01.568192218, Action: SELL, Price: 187.40208755364765, Shares: 0.34666901565021785, Symbol: AAPL, Reward: -0.2304546749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.168242\n", "Step: 51350, Timestamp: 2023-07-03 16:41:01.568192218, Action: SELL, Price: 196.23809215282043, Shares: 0.36665878711254063, Symbol: AAPL, Reward: -0.33478925450151553, Transaction Cost: 0.16654725450151556, Slippage: 0.0, Time Penalty: 0.168242\n", "Step: 51351, Timestamp: 2023-07-03 16:41:01.568262652, Action: SELL, Price: 183.6438885918455, Shares: 0.08882604309187893, Symbol: AAPL, Reward: -0.5842097508358659, Transaction Cost: 0.4165617508358659, Slippage: 0.0, Time Penalty: 0.167648\n", "Step: 51352, Timestamp: 2023-07-03 16:41:01.568262652, Action: SELL, Price: 194.49857765761976, Shares: 0.11698946077142514, Symbol: AAPL, Reward: -0.2116390043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.167648\n", "Step: 51353, Timestamp: 2023-07-03 16:41:01.568262652, Action: SELL, Price: 193.16663232269514, Shares: 0.09876417242768697, Symbol: AAPL, Reward: -0.3020427382254709, Transaction Cost: 0.1343947382254709, Slippage: 0.0, Time Penalty: 0.167648\n", "Step: 51354, Timestamp: 2023-07-03 16:41:01.568280346, Action: SELL, Price: 183.00410676431352, Shares: 0.32510707666037114, Symbol: AAPL, Reward: -0.19077621820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.165378\n", "Step: 51355, Timestamp: 2023-07-03 16:41:01.568296185, Action: SELL, Price: 191.12086804796797, Shares: 0.18359839382093385, Symbol: AAPL, Reward: -0.37939819056125945, Transaction Cost: 0.21400919056125942, Slippage: 0.0, Time Penalty: 0.165389\n", "Step: 51356, Timestamp: 2023-07-03 16:41:03.138025117, Action: SELL, Price: 197.00701155007252, Shares: 0.2522151336901398, Symbol: AAPL, Reward: -0.19127721820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.165879\n", "Step: 51357, Timestamp: 2023-07-03 16:41:03.138025117, Action: SELL, Price: 194.5442966718745, Shares: 0.1857998588507514, Symbol: AAPL, Reward: -0.2705985363588207, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.165879\n", "Step: 51358, Timestamp: 2023-07-03 16:41:03.283671879, Action: SELL, Price: 188.31525521305772, Shares: 0.12891953271554282, Symbol: AAPL, Reward: -0.3964697799789031, Transaction Cost: 0.23138877997890311, Slippage: 0.0, Time Penalty: 0.165081\n", "Step: 51359, Timestamp: 2023-07-03 16:41:03.283671879, Action: SELL, Price: 189.10818648721173, Shares: 0.3580324790131881, Symbol: AAPL, Reward: -0.26980053635882073, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.165081\n", "Step: 51360, Timestamp: 2023-07-03 16:41:03.283694455, Action: SELL, Price: 188.27270656081018, Shares: 0.09830046640034203, Symbol: AAPL, Reward: -0.18969521820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164297\n", "Step: 51361, Timestamp: 2023-07-03 16:41:03.283704448, Action: SELL, Price: 200.499423367491, Shares: 0.23915641385273587, Symbol: AAPL, Reward: -0.3157038852452212, Transaction Cost: 0.15025788524522118, Slippage: 0.0, Time Penalty: 0.165446\n", "Step: 51362, Timestamp: 2023-07-03 16:41:03.307028203, Action: SELL, Price: 185.7242489719177, Shares: 0.08048954270744932, Symbol: AAPL, Reward: -0.38236973916728745, Transaction Cost: 0.21249673916729198, Slippage: 0.0049999999999954525, Time Penalty: 0.164873\n", "Step: 51363, Timestamp: 2023-07-03 16:41:03.577775604, Action: SELL, Price: 190.5887558793649, Shares: 0.32628310363688207, Symbol: AAPL, Reward: -0.19790421820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.172506\n", "Step: 51364, Timestamp: 2023-07-03 16:41:03.577775604, Action: SELL, Price: 193.20185535086898, Shares: 0.15514875612946313, Symbol: AAPL, Reward: -0.19790421820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.172506\n", "Step: 51365, Timestamp: 2023-07-03 16:41:03.577775604, Action: SELL, Price: 195.5597450170027, Shares: 0.31072211414711143, Symbol: AAPL, Reward: -0.2994970910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.172506\n", "Step: 51366, Timestamp: 2023-07-03 16:41:03.577775604, Action: SELL, Price: 183.4654352019569, Shares: 0.24906118356558762, Symbol: AAPL, Reward: -0.42648818204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172506\n", "Step: 51367, Timestamp: 2023-07-03 16:41:03.577775604, Action: SELL, Price: 184.9463613861265, Shares: 0.1002981720258483, Symbol: AAPL, Reward: -0.3675934157634101, Transaction Cost: 0.19508741576341013, Slippage: 0.0, Time Penalty: 0.172506\n", "Step: 51368, Timestamp: 2023-07-03 16:41:03.577851100, Action: SELL, Price: 191.3626208329868, Shares: 0.22744385080306326, Symbol: AAPL, Reward: -0.9646475484993005, Transaction Cost: 0.7954955484993005, Slippage: 0.0, Time Penalty: 0.169152\n", "Step: 51369, Timestamp: 2023-07-03 16:41:03.577851100, Action: SELL, Price: 189.98155576294027, Shares: 0.3685715738194393, Symbol: AAPL, Reward: -0.26751887612860203, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.169152\n", "Step: 51370, Timestamp: 2023-07-03 16:41:03.577851100, Action: SELL, Price: 185.88576772785143, Shares: 0.16455943249234203, Symbol: AAPL, Reward: -0.4231341820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169152\n", "Step: 51371, Timestamp: 2023-07-03 16:41:03.577851100, Action: SELL, Price: 195.34258679026215, Shares: 0.33677772612943674, Symbol: AAPL, Reward: -0.19455021820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169152\n", "Step: 51372, Timestamp: 2023-07-03 16:41:03.604170905, Action: SELL, Price: 197.02374179673978, Shares: 0.312237312058489, Symbol: AAPL, Reward: -0.5337600464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.164575\n", "Step: 51377, Timestamp: 2023-07-03 16:41:04.267535694, Action: BUY, Price: 200.7157672941942, Shares: 0.37746552629577784, Symbol: AAPL, Reward: -0.41848302175784646, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.188528\n", "Step: 51378, Timestamp: 2023-07-03 16:41:04.267726847, Action: BUY, Price: 195.85668722138567, Shares: 0.1544642477984832, Symbol: AAPL, Reward: -0.3343380910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.197347\n", "Step: 51379, Timestamp: 2023-07-03 16:41:04.267726847, Action: BUY, Price: 198.90902781190502, Shares: 0.19650784196656337, Symbol: AAPL, Reward: -0.23274521820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.197347\n", "Step: 51380, Timestamp: 2023-07-03 16:41:04.267726847, Action: BUY, Price: 201.3551653932405, Shares: 0.21490497886757487, Symbol: AAPL, Reward: -0.5121256184516099, Transaction Cost: 0.3047786184516189, Slippage: 0.009999999999990905, Time Penalty: 0.197347\n", "Step: 51381, Timestamp: 2023-07-03 16:41:04.423692020, Action: BUY, Price: 207.32871522205707, Shares: 0.08512940077795307, Symbol: AAPL, Reward: -0.34176726638368, Transaction Cost: 0.16459926638366065, Slippage: 0.010000000000019327, Time Penalty: 0.167168\n", "Step: 51382, Timestamp: 2023-07-03 16:41:04.423692020, Action: BUY, Price: 189.0956984717945, Shares: 0.20346226123908628, Symbol: AAPL, Reward: -0.4882313748820478, Transaction Cost: 0.31106337488202845, Slippage: 0.010000000000019327, Time Penalty: 0.167168\n", "Step: 51383, Timestamp: 2023-07-03 16:41:04.423692020, Action: BUY, Price: 184.4260707746512, Shares: 0.270849640702162, Symbol: AAPL, Reward: -0.4311501820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167168\n", "Step: 51384, Timestamp: 2023-07-03 16:41:04.423692020, Action: BUY, Price: 199.50809470724192, Shares: 0.24655068625726123, Symbol: AAPL, Reward: -0.2490050092892884, Transaction Cost: 0.07183700928926906, Slippage: 0.010000000000019327, Time Penalty: 0.167168\n", "Step: 51385, Timestamp: 2023-07-03 16:41:05.674479994, Action: BUY, Price: 189.6442422865225, Shares: 0.3322286092119538, Symbol: AAPL, Reward: -0.35740252322319194, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.16781\n", "Step: 51386, Timestamp: 2023-07-03 16:41:05.674479994, Action: BUY, Price: 200.7118246796526, Shares: 0.16299765740325572, Symbol: AAPL, Reward: -0.43179218204303504, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.16781\n", "Step: 51387, Timestamp: 2023-07-03 16:41:05.674479994, Action: BUY, Price: 200.26331509547774, Shares: 0.2370241074637627, Symbol: AAPL, Reward: -0.43179218204303504, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.16781\n", "Step: 51388, Timestamp: 2023-07-03 16:41:05.674479994, Action: BUY, Price: 187.38205033891592, Shares: 0.372911689416068, Symbol: AAPL, Reward: -0.33437513194907753, Transaction Cost: 0.15656513194905822, Slippage: 0.010000000000019327, Time Penalty: 0.16781\n", "Step: 51389, Timestamp: 2023-07-03 16:41:05.674533626, Action: BUY, Price: 192.99645729279064, Shares: 0.13252600904251502, Symbol: AAPL, Reward: -0.43858602610944597, Transaction Cost: 0.26394602610942663, Slippage: 0.010000000000019327, Time Penalty: 0.16464\n", "Step: 51390, Timestamp: 2023-07-03 16:41:05.674583173, Action: BUY, Price: 184.64708786700103, Shares: 0.09036526270264633, Symbol: AAPL, Reward: -0.3135787703093626, Transaction Cost: 0.13911177030934327, Slippage: 0.010000000000019327, Time Penalty: 0.164467\n", "Step: 51391, Timestamp: 2023-07-03 16:41:05.797399825, Action: BUY, Price: 196.3161394481597, Shares: 0.1170937664902298, Symbol: AAPL, Reward: -0.4189141820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164932\n", "Step: 51393, Timestamp: 2023-07-03 16:41:10.408398549, Action: BUY, Price: 183.38412943299068, Shares: 0.18642623219620763, Symbol: AAPL, Reward: -0.4917562666113836, Transaction Cost: 0.3162052666113643, Slippage: 0.010000000000019327, Time Penalty: 0.165551\n", "Step: 51394, Timestamp: 2023-07-03 16:41:10.408398549, Action: BUY, Price: 196.62582049751572, Shares: 0.13784555394218576, Symbol: AAPL, Reward: -0.3910620278678265, Transaction Cost: 0.21551102786780715, Slippage: 0.010000000000019327, Time Penalty: 0.165551\n", "Step: 51404, Timestamp: 2023-07-03 16:41:12.669007666, Action: BUY, Price: 195.06744885446108, Shares: 0.2761411586895538, Symbol: AAPL, Reward: -0.4477511820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.183769\n", "Step: 51405, Timestamp: 2023-07-03 16:41:12.669007666, Action: BUY, Price: 195.39974083588368, Shares: 0.12978370036677084, Symbol: AAPL, Reward: -0.4477511820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.183769\n", "Step: 51406, Timestamp: 2023-07-03 16:41:12.669007666, Action: BUY, Price: 194.0483195816241, Shares: 0.13700248417709399, Symbol: AAPL, Reward: -0.4477511820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.183769\n", "Step: 51407, Timestamp: 2023-07-03 16:41:12.669007666, Action: BUY, Price: 201.32722654472204, Shares: 0.21633731314567478, Symbol: AAPL, Reward: -0.8565603105165125, Transaction Cost: 0.6627913105165216, Slippage: 0.009999999999990905, Time Penalty: 0.183769\n", "Step: 51408, Timestamp: 2023-07-03 16:41:12.669007666, Action: BUY, Price: 191.18298074146924, Shares: 0.19007939849952613, Symbol: AAPL, Reward: -0.4477511820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.183769\n", "Step: 51409, Timestamp: 2023-07-03 16:41:12.669007666, Action: BUY, Price: 198.38019615737934, Shares: 0.13942950435531756, Symbol: AAPL, Reward: -0.33288077030933416, Transaction Cost: 0.13911177030934327, Slippage: 0.009999999999990905, Time Penalty: 0.183769\n", "Step: 51410, Timestamp: 2023-07-03 16:41:14.247621004, Action: BUY, Price: 191.38342519543022, Shares: 0.17425619835841114, Symbol: AAPL, Reward: -0.2125592182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.177161\n", "Step: 51411, Timestamp: 2023-07-03 16:41:14.247621004, Action: BUY, Price: 192.10425329380396, Shares: 0.37203547639327356, Symbol: AAPL, Reward: -0.4411431820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.177161\n", "Step: 51412, Timestamp: 2023-07-03 16:41:14.247621004, Action: BUY, Price: 198.11164547253014, Shares: 0.3197667325752616, Symbol: AAPL, Reward: -0.4411431820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.177161\n", "Step: 51413, Timestamp: 2023-07-03 16:41:14.247621004, Action: BUY, Price: 189.5394616276643, Shares: 0.29056997003456086, Symbol: AAPL, Reward: -0.4411431820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.177161\n", "Step: 51414, Timestamp: 2023-07-03 16:41:14.247621004, Action: BUY, Price: 196.7240378608126, Shares: 0.09797387520856117, Symbol: AAPL, Reward: -0.22307950464462545, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.177161\n", "Step: 51415, Timestamp: 2023-07-03 16:41:14.247621004, Action: BUY, Price: 193.17992901086157, Shares: 0.1749758658298487, Symbol: AAPL, Reward: -0.4411431820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.177161\n", "Step: 51416, Timestamp: 2023-07-03 16:41:14.247621004, Action: BUY, Price: 200.66807245872945, Shares: 0.28267796492021185, Symbol: AAPL, Reward: -0.4411431820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.177161\n", "Step: 51417, Timestamp: 2023-07-03 16:41:14.247621004, Action: BUY, Price: 182.67018056595933, Shares: 0.1867028785864713, Symbol: AAPL, Reward: -0.44865166087156294, Transaction Cost: 0.261490660871572, Slippage: 0.009999999999990905, Time Penalty: 0.177161\n", "Step: 51418, Timestamp: 2023-07-03 16:41:14.893962801, Action: BUY, Price: 182.90423286266454, Shares: 0.3556337974153794, Symbol: AAPL, Reward: -0.4248231820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170841\n", "Step: 51419, Timestamp: 2023-07-03 16:41:14.893962801, Action: BUY, Price: 196.03415576128037, Shares: 0.08443917244995175, Symbol: AAPL, Reward: -0.3232303092258094, Transaction Cost: 0.15238930922580946, Slippage: 0.0, Time Penalty: 0.170841\n", "Step: 51420, Timestamp: 2023-07-03 16:41:14.893962801, Action: BUY, Price: 182.63158755632014, Shares: 0.3081957508667762, Symbol: AAPL, Reward: -0.4248231820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170841\n", "Step: 51424, Timestamp: 2023-07-03 16:41:15.542431384, Action: SELL, Price: 191.73015141087387, Shares: 0.24391668218635632, Symbol: AAPL, Reward: -0.19255221820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.167154\n", "Step: 51425, Timestamp: 2023-07-03 16:41:17.603652244, Action: SELL, Price: 197.11639013533343, Shares: 0.22139693833685997, Symbol: AAPL, Reward: -0.19268121820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.167283\n", "Step: 51426, Timestamp: 2023-07-03 16:41:17.603652244, Action: SELL, Price: 195.13485183954916, Shares: 0.2735307290761311, Symbol: AAPL, Reward: -0.4212651820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167283\n", "Step: 51427, Timestamp: 2023-07-03 16:41:17.610056708, Action: SELL, Price: 203.06231978808216, Shares: 0.3538804408043753, Symbol: AAPL, Reward: -0.1919552182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.166557\n", "Step: 51428, Timestamp: 2023-07-03 16:41:17.610056708, Action: SELL, Price: 194.77216159345488, Shares: 0.30880307115158784, Symbol: AAPL, Reward: -0.20247550464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.166557\n", "Step: 51429, Timestamp: 2023-07-03 16:41:17.610056708, Action: SELL, Price: 199.31719978780723, Shares: 0.19692142861574646, Symbol: AAPL, Reward: -0.24687321803554474, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.166557\n", "Step: 51430, Timestamp: 2023-07-03 16:41:17.610428528, Action: SELL, Price: 183.78816994862083, Shares: 0.37179135663401747, Symbol: AAPL, Reward: -0.5336480464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.164463\n", "Step: 51431, Timestamp: 2023-07-03 16:41:18.633056361, Action: SELL, Price: 208.6936049545504, Shares: 0.3340414041886483, Symbol: AAPL, Reward: -0.19396321820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.168565\n", "Step: 51432, Timestamp: 2023-07-03 16:41:18.633056361, Action: SELL, Price: 187.07846913417612, Shares: 0.3024662711180781, Symbol: AAPL, Reward: -0.2488812180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.168565\n", "Step: 51433, Timestamp: 2023-07-03 16:41:18.633056361, Action: SELL, Price: 195.38444157956943, Shares: 0.27249561141902695, Symbol: AAPL, Reward: -0.4796283748820285, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.168565\n", "Step: 51434, Timestamp: 2023-07-03 16:41:18.983184933, Action: SELL, Price: 189.5261141245803, Shares: 0.2611778186870002, Symbol: AAPL, Reward: -0.19470821820432546, Transaction Cost: 0.025398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.16431\n", "Step: 51435, Timestamp: 2023-07-03 16:41:19.890088619, Action: SELL, Price: 196.33805036738792, Shares: 0.3525738420591081, Symbol: AAPL, Reward: -0.3014800910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.164489\n", "Step: 51436, Timestamp: 2023-07-03 16:41:21.536985866, Action: SELL, Price: 186.7781503746232, Shares: 0.24004805091332437, Symbol: AAPL, Reward: -0.39708902175787486, Transaction Cost: 0.21995502175785553, Slippage: 0.010000000000019327, Time Penalty: 0.167134\n", "Step: 51437, Timestamp: 2023-07-03 16:41:21.536985866, Action: SELL, Price: 199.6271901499257, Shares: 0.13557240481157473, Symbol: AAPL, Reward: -0.4311161820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167134\n", "Step: 51438, Timestamp: 2023-07-03 16:41:21.536985866, Action: SELL, Price: 200.74188594245476, Shares: 0.1847323434373448, Symbol: AAPL, Reward: -0.4311161820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167134\n", "Step: 51439, Timestamp: 2023-07-03 16:41:21.536985866, Action: SELL, Price: 182.99713621496176, Shares: 0.13403143294573305, Symbol: AAPL, Reward: -0.2489710092892884, Transaction Cost: 0.07183700928926906, Slippage: 0.010000000000019327, Time Penalty: 0.167134\n", "Step: 51440, Timestamp: 2023-07-03 16:41:21.536985866, Action: SELL, Price: 189.13012406906677, Shares: 0.21615863014280873, Symbol: AAPL, Reward: -0.3062160910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.169225\n", "Step: 51441, Timestamp: 2023-07-03 16:41:21.536985866, Action: SELL, Price: 197.3377153600303, Shares: 0.3818484262248175, Symbol: AAPL, Reward: -0.5384100464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.169225\n", "Step: 51442, Timestamp: 2023-07-03 16:41:21.536985866, Action: SELL, Price: 195.2432071221589, Shares: 0.13649225074247792, Symbol: AAPL, Reward: -0.4332071820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169225\n", "Step: 51443, Timestamp: 2023-07-03 16:41:21.536985866, Action: SELL, Price: 189.84941148021292, Shares: 0.3340109833434983, Symbol: AAPL, Reward: -0.4332071820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169225\n", "Step: 51444, Timestamp: 2023-07-03 16:41:21.537372697, Action: SELL, Price: 183.19357543099565, Shares: 0.3436821142477211, Symbol: AAPL, Reward: -0.3010670910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.164076\n", "Step: 51445, Timestamp: 2023-07-03 16:41:21.549820830, Action: BUY, Price: 183.5128892452526, Shares: 0.24299753368782392, Symbol: AAPL, Reward: -0.32311278856405756, Transaction Cost: 0.1480957885640667, Slippage: 0.009999999999990905, Time Penalty: 0.165017\n", "Step: 51446, Timestamp: 2023-07-03 16:41:21.549860475, Action: BUY, Price: 195.4873719531631, Shares: 0.2918460341060205, Symbol: AAPL, Reward: -0.38222910010106115, Transaction Cost: 0.2063361001010702, Slippage: 0.009999999999990905, Time Penalty: 0.165893\n", "Step: 51447, Timestamp: 2023-07-03 16:41:21.549860475, Action: BUY, Price: 184.5446368258943, Shares: 0.38926205988237744, Symbol: AAPL, Reward: -0.372626752257195, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.165893\n", "Step: 51462, Timestamp: 2023-07-03 16:41:28.046992051, Action: BUY, Price: 196.65834543959645, Shares: 0.13909805365698946, Symbol: AAPL, Reward: -0.5251110464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.165926\n", "Step: 51463, Timestamp: 2023-07-03 16:41:28.046992051, Action: BUY, Price: 199.66325698518904, Shares: 0.23293277390561865, Symbol: AAPL, Reward: -0.4199081820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165926\n", "Step: 51467, Timestamp: 2023-07-03 16:41:28.899356176, Action: SELL, Price: 201.09093940257452, Shares: 0.1217119683494451, Symbol: AAPL, Reward: -0.34758552743011106, Transaction Cost: 0.17778752743011103, Slippage: 0.0, Time Penalty: 0.169798\n", "Step: 51468, Timestamp: 2023-07-03 16:41:28.899356176, Action: SELL, Price: 194.6321329835567, Shares: 0.19773869066933772, Symbol: AAPL, Reward: -0.25011421803554473, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.169798\n", "Step: 51469, Timestamp: 2023-07-03 16:41:28.904168472, Action: SELL, Price: 195.03991150739162, Shares: 0.30663694765253413, Symbol: AAPL, Reward: -0.5335550464463645, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.16437\n", "Step: 51478, Timestamp: 2023-07-03 16:41:33.830375976, Action: SELL, Price: 190.66501415284128, Shares: 0.21842858780943675, Symbol: AAPL, Reward: -0.19160721820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.166209\n", "Step: 51479, Timestamp: 2023-07-03 16:41:33.830375976, Action: SELL, Price: 186.11126136345882, Shares: 0.34475821918972144, Symbol: AAPL, Reward: -0.2709285363588207, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.166209\n", "Step: 51480, Timestamp: 2023-07-03 16:41:35.522106944, Action: SELL, Price: 201.83849845664508, Shares: 0.2804025416095964, Symbol: AAPL, Reward: -0.2600464307550214, Transaction Cost: 0.09503143075502138, Slippage: 0.0, Time Penalty: 0.165015\n", "Step: 51484, Timestamp: 2023-07-03 16:41:36.685803573, Action: SELL, Price: 187.23481824178594, Shares: 0.14100358579947972, Symbol: AAPL, Reward: -0.3706937701265407, Transaction Cost: 0.19998577012654073, Slippage: 0.0, Time Penalty: 0.170708\n", "Step: 51485, Timestamp: 2023-07-03 16:41:36.685803573, Action: SELL, Price: 187.6942183114675, Shares: 0.3906760000627233, Symbol: AAPL, Reward: -0.4246901820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170708\n", "Step: 51486, Timestamp: 2023-07-03 16:41:36.685803573, Action: SELL, Price: 191.39757972272537, Shares: 0.10217584054651409, Symbol: AAPL, Reward: -0.4246901820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170708\n", "Step: 51487, Timestamp: 2023-07-03 16:41:36.685803573, Action: SELL, Price: 198.73917353499104, Shares: 0.08163871918973659, Symbol: AAPL, Reward: -0.19610621820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170708\n", "Step: 51488, Timestamp: 2023-07-03 16:41:36.685803573, Action: SELL, Price: 189.7473217957339, Shares: 0.2290363706035058, Symbol: AAPL, Reward: -0.19610621820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170708\n", "Step: 51489, Timestamp: 2023-07-03 16:41:36.685803573, Action: SELL, Price: 185.79698399061857, Shares: 0.2533770798899203, Symbol: AAPL, Reward: -0.19610621820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170708\n", "Step: 51490, Timestamp: 2023-07-03 16:41:36.685803573, Action: SELL, Price: 188.70932804950536, Shares: 0.15495438080685353, Symbol: AAPL, Reward: -0.19610621820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170708\n", "Step: 51491, Timestamp: 2023-07-03 16:41:36.685803573, Action: SELL, Price: 190.9436082323916, Shares: 0.11849604957830814, Symbol: AAPL, Reward: -0.26907487612860204, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.170708\n", "Step: 51494, Timestamp: 2023-07-03 16:41:37.585458835, Action: SELL, Price: 188.19180303629005, Shares: 0.24223333090236668, Symbol: AAPL, Reward: -0.19541921820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170021\n", "Step: 51495, Timestamp: 2023-07-03 16:41:37.585458835, Action: SELL, Price: 200.8011372567126, Shares: 0.14154663956917424, Symbol: AAPL, Reward: -0.19541921820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170021\n", "Step: 51496, Timestamp: 2023-07-03 16:41:37.585458835, Action: SELL, Price: 186.4325541121395, Shares: 0.28790000311512803, Symbol: AAPL, Reward: -0.19541921820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170021\n", "Step: 51497, Timestamp: 2023-07-03 16:41:37.585458835, Action: SELL, Price: 196.09340120982478, Shares: 0.12927780375545578, Symbol: AAPL, Reward: -0.19541921820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170021\n", "Step: 51498, Timestamp: 2023-07-03 16:41:37.585458835, Action: SELL, Price: 197.4970052154388, Shares: 0.290886979428761, Symbol: AAPL, Reward: -0.20444921820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.179051\n", "Step: 51499, Timestamp: 2023-07-03 16:41:37.585458835, Action: SELL, Price: 189.79460306925898, Shares: 0.31261928835347985, Symbol: AAPL, Reward: -0.20444921820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.179051\n", "Step: 51500, Timestamp: 2023-07-03 16:41:37.585458835, Action: SELL, Price: 197.95211705986188, Shares: 0.39994541381391707, Symbol: AAPL, Reward: -0.20444921820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.179051\n", "Step: 51501, Timestamp: 2023-07-03 16:41:37.585458835, Action: SELL, Price: 191.8497649977863, Shares: 0.25092934364532704, Symbol: AAPL, Reward: -0.20444921820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.179051\n", "Step: 51502, Timestamp: 2023-07-03 16:41:37.585458835, Action: SELL, Price: 197.49713124053304, Shares: 0.14623099125454203, Symbol: AAPL, Reward: -0.20444921820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.179051\n", "Step: 51503, Timestamp: 2023-07-03 16:41:37.585458835, Action: SELL, Price: 184.61811764634396, Shares: 0.13028440642053687, Symbol: AAPL, Reward: -0.4330331820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.179051\n", "Step: 51504, Timestamp: 2023-07-03 16:41:37.585458835, Action: SELL, Price: 184.79811747757506, Shares: 0.18999097641342774, Symbol: AAPL, Reward: -0.4330331820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.179051\n", "Step: 51505, Timestamp: 2023-07-03 16:41:37.585458835, Action: SELL, Price: 191.54760476336799, Shares: 0.1663477674654326, Symbol: AAPL, Reward: -0.22984743640860314, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.179051\n", "Step: 51506, Timestamp: 2023-07-03 16:41:37.585458835, Action: SELL, Price: 200.4775019154577, Shares: 0.15891722385981016, Symbol: AAPL, Reward: -0.4330331820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.179051\n", "Step: 51507, Timestamp: 2023-07-03 16:41:37.585458835, Action: SELL, Price: 200.2446386147043, Shares: 0.37608015502360387, Symbol: AAPL, Reward: -0.41458438609204673, Transaction Cost: 0.23553338609204677, Slippage: 0.0, Time Penalty: 0.179051\n", "Step: 51512, Timestamp: 2023-07-03 16:41:37.617517377, Action: SELL, Price: 183.64191792390093, Shares: 0.16502305727630084, Symbol: AAPL, Reward: -0.3611213423933519, Transaction Cost: 0.19175234239335648, Slippage: 0.0049999999999954525, Time Penalty: 0.164369\n", "Step: 51513, Timestamp: 2023-07-03 16:41:37.625097688, Action: SELL, Price: 193.9840452550191, Shares: 0.369629119969841, Symbol: AAPL, Reward: -0.36160934239335196, Transaction Cost: 0.19175234239335648, Slippage: 0.0049999999999954525, Time Penalty: 0.164857\n", "Step: 51514, Timestamp: 2023-07-03 16:41:38.676131522, Action: SELL, Price: 197.95075628198973, Shares: 0.21355946590327843, Symbol: AAPL, Reward: -0.39858796383870965, Transaction Cost: 0.22858396383871418, Slippage: 0.0049999999999954525, Time Penalty: 0.165004\n", "Step: 51515, Timestamp: 2023-07-03 16:41:38.676409937, Action: SELL, Price: 193.33579923481165, Shares: 0.3708999636487054, Symbol: AAPL, Reward: -0.4238731820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164891\n", "Step: 51516, Timestamp: 2023-07-03 16:41:42.486996757, Action: SELL, Price: 192.07412614390637, Shares: 0.3507162055443939, Symbol: AAPL, Reward: -0.2572650087031377, Transaction Cost: 0.08798200870314223, Slippage: 0.0049999999999954525, Time Penalty: 0.164283\n", "Step: 51517, Timestamp: 2023-07-03 16:41:42.775216867, Action: SELL, Price: 185.56568438067447, Shares: 0.20800508902809564, Symbol: AAPL, Reward: -0.33229594657156714, Transaction Cost: 0.16262794657157165, Slippage: 0.0049999999999954525, Time Penalty: 0.164668\n", "Step: 51518, Timestamp: 2023-07-03 16:41:43.254182074, Action: SELL, Price: 187.67523937394228, Shares: 0.2918835659336092, Symbol: AAPL, Reward: -0.4237191820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164737\n", "Step: 51526, Timestamp: 2023-07-03 16:41:43.994102387, Action: BUY, Price: 187.95064341356414, Shares: 0.1774728457969864, Symbol: AAPL, Reward: -0.6231000435157019, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.17319\n", "Step: 51527, Timestamp: 2023-07-03 16:41:43.994102387, Action: BUY, Price: 188.55761611705282, Shares: 0.2909906443564429, Symbol: AAPL, Reward: -0.3101810910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.17319\n", "Step: 51528, Timestamp: 2023-07-03 16:41:43.994102387, Action: BUY, Price: 190.09455012961473, Shares: 0.4204813518612119, Symbol: AAPL, Reward: -0.2593846546128956, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.17319\n", "Step: 51529, Timestamp: 2023-07-03 16:41:43.994102387, Action: BUY, Price: 190.66997027826517, Shares: 0.16493221450662945, Symbol: AAPL, Reward: -0.4371721820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17319\n", "Step: 51530, Timestamp: 2023-07-03 16:41:43.994102387, Action: BUY, Price: 189.83847804770895, Shares: 0.29848946935276527, Symbol: AAPL, Reward: -0.369828024929208, Transaction Cost: 0.1866380249292171, Slippage: 0.009999999999990905, Time Penalty: 0.17319\n", "Step: 51531, Timestamp: 2023-07-03 16:41:43.994767206, Action: BUY, Price: 201.81445376439345, Shares: 0.39512746629864415, Symbol: AAPL, Reward: -0.2990413499528023, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.164616\n", "Step: 51532, Timestamp: 2023-07-03 16:41:43.995442546, Action: BUY, Price: 184.36628004161858, Shares: 0.1558899227482975, Symbol: AAPL, Reward: -0.3990505329970822, Transaction Cost: 0.2214165329970913, Slippage: 0.009999999999990905, Time Penalty: 0.167634\n", "Step: 51533, Timestamp: 2023-07-03 16:41:43.995442546, Action: BUY, Price: 189.82737583473386, Shares: 0.09520633171853032, Symbol: AAPL, Reward: -0.20303221820429249, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167634\n", "Step: 51534, Timestamp: 2023-07-03 16:41:43.996523505, Action: BUY, Price: 191.22907484037918, Shares: 0.37879304667740693, Symbol: AAPL, Reward: -0.33652025450153944, Transaction Cost: 0.16654725450151556, Slippage: 0.005000000000023874, Time Penalty: 0.164973\n", "Step: 51535, Timestamp: 2023-07-03 16:41:47.215316211, Action: BUY, Price: 188.29427915953542, Shares: 0.2923658624364747, Symbol: AAPL, Reward: -0.2499192180355686, Transaction Cost: 0.08031621803554471, Slippage: 0.005000000000023874, Time Penalty: 0.164603\n", "Step: 51536, Timestamp: 2023-07-03 16:41:48.766559244, Action: BUY, Price: 196.24710713057277, Shares: 0.2652035049426325, Symbol: AAPL, Reward: -0.43240618204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168424\n", "Step: 51537, Timestamp: 2023-07-03 16:41:48.766559244, Action: BUY, Price: 195.06092753012263, Shares: 0.3351433607720883, Symbol: AAPL, Reward: -0.2038222182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168424\n", "Step: 51538, Timestamp: 2023-07-03 16:41:48.766559244, Action: BUY, Price: 183.56110257220695, Shares: 0.3756091506639665, Symbol: AAPL, Reward: -0.43240618204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168424\n", "Step: 51539, Timestamp: 2023-07-03 16:41:48.766559244, Action: BUY, Price: 196.2123837479593, Shares: 0.15941944142306802, Symbol: AAPL, Reward: -0.43240618204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168424\n", "Step: 51540, Timestamp: 2023-07-03 16:41:48.766559244, Action: BUY, Price: 182.75941425294644, Shares: 0.16729983458986736, Symbol: AAPL, Reward: -0.43659218204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.17261\n", "Step: 51541, Timestamp: 2023-07-03 16:41:48.766559244, Action: BUY, Price: 201.57681549669667, Shares: 0.22262205529157744, Symbol: AAPL, Reward: -0.2498073691127548, Transaction Cost: 0.06719736911273545, Slippage: 0.010000000000019327, Time Penalty: 0.17261\n", "Step: 51542, Timestamp: 2023-07-03 16:41:48.766559244, Action: BUY, Price: 196.93644199229473, Shares: 0.17712377424429362, Symbol: AAPL, Reward: -0.3096010910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.17261\n", "Step: 51543, Timestamp: 2023-07-03 16:41:48.766559244, Action: BUY, Price: 192.20369595185198, Shares: 0.09239577567838539, Symbol: AAPL, Reward: -0.2394021424122103, Transaction Cost: 0.056792142412190966, Slippage: 0.010000000000019327, Time Penalty: 0.17261\n", "Step: 51544, Timestamp: 2023-07-03 16:41:48.766559244, Action: BUY, Price: 190.96701510227285, Shares: 0.2776474775084129, Symbol: AAPL, Reward: -0.43659218204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.17261\n", "Step: 51545, Timestamp: 2023-07-03 16:41:48.766559244, Action: BUY, Price: 187.91548309177892, Shares: 0.22778509497755323, Symbol: AAPL, Reward: -0.43659218204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.17261\n", "Step: 51546, Timestamp: 2023-07-03 16:41:48.767282827, Action: BUY, Price: 189.57127422308974, Shares: 0.24597398752584465, Symbol: AAPL, Reward: -0.42332554631376895, Transaction Cost: 0.24493154631377806, Slippage: 0.009999999999990905, Time Penalty: 0.168394\n", "Step: 51547, Timestamp: 2023-07-03 16:41:48.767282827, Action: BUY, Price: 184.65000138455574, Shares: 0.342081102931848, Symbol: AAPL, Reward: -0.43237618204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168394\n", "Step: 51548, Timestamp: 2023-07-03 16:41:48.767282827, Action: BUY, Price: 199.87429018564387, Shares: 0.29117948721566334, Symbol: AAPL, Reward: -0.43237618204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168394\n", "Step: 51549, Timestamp: 2023-07-03 16:41:48.767282827, Action: BUY, Price: 184.64057131685803, Shares: 0.11028356964814576, Symbol: AAPL, Reward: -0.4668623066577202, Transaction Cost: 0.2884683066577293, Slippage: 0.009999999999990905, Time Penalty: 0.168394\n", "Step: 51550, Timestamp: 2023-07-03 16:41:48.767282827, Action: BUY, Price: 193.2215720547645, Shares: 0.3111177124138519, Symbol: AAPL, Reward: -0.43985718204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175875\n", "Step: 51551, Timestamp: 2023-07-03 16:41:48.767282827, Action: BUY, Price: 185.13000482300393, Shares: 0.18929551891610003, Symbol: AAPL, Reward: -0.5450600464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.175875\n", "Step: 51552, Timestamp: 2023-07-03 16:41:48.767282827, Action: BUY, Price: 192.1940650254813, Shares: 0.14584882579421604, Symbol: AAPL, Reward: -0.24266714241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.175875\n", "Step: 51553, Timestamp: 2023-07-03 16:41:48.767282827, Action: BUY, Price: 197.32607939426856, Shares: 0.21028244804471133, Symbol: AAPL, Reward: -0.43985718204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175875\n", "Step: 51554, Timestamp: 2023-07-03 16:41:48.767282827, Action: BUY, Price: 188.36203949932732, Shares: 0.09942840685880092, Symbol: AAPL, Reward: -0.21127321820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175875\n", "Step: 51555, Timestamp: 2023-07-03 16:41:48.767282827, Action: BUY, Price: 197.76721558785354, Shares: 0.26030530564613685, Symbol: AAPL, Reward: -0.21127321820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175875\n", "Step: 51556, Timestamp: 2023-07-03 16:41:48.767282827, Action: BUY, Price: 189.76159019908627, Shares: 0.18030666460072647, Symbol: AAPL, Reward: -0.5359652779443091, Transaction Cost: 0.3500902779443183, Slippage: 0.009999999999990905, Time Penalty: 0.175875\n", "Step: 51557, Timestamp: 2023-07-03 16:41:48.767282827, Action: BUY, Price: 193.7562647316499, Shares: 0.2779936572639982, Symbol: AAPL, Reward: -0.31286609102149876, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.175875\n", "Step: 51558, Timestamp: 2023-07-03 16:41:48.767357754, Action: BUY, Price: 196.2438182716947, Shares: 0.14144292379318985, Symbol: AAPL, Reward: -0.3943200217578464, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.164365\n", "Step: 51559, Timestamp: 2023-07-03 16:41:48.767375662, Action: BUY, Price: 194.9190012588102, Shares: 0.12615908993218222, Symbol: AAPL, Reward: -0.3553155232231635, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.165723\n", "Step: 51570, Timestamp: 2023-07-03 16:41:49.944270026, Action: SELL, Price: 185.15083073349132, Shares: 0.2889693476552788, Symbol: AAPL, Reward: -0.41815618204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164174\n", "Step: 51571, Timestamp: 2023-07-03 16:41:52.348732125, Action: SELL, Price: 188.89744179686755, Shares: 0.08244371400404002, Symbol: AAPL, Reward: -0.3231583300294638, Transaction Cost: 0.15449133002946377, Slippage: 0.0, Time Penalty: 0.168667\n", "Step: 51572, Timestamp: 2023-07-03 16:41:52.348732125, Action: SELL, Price: 186.34474570562224, Shares: 0.35506055375305556, Symbol: AAPL, Reward: -0.42264918204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168667\n", "Step: 51573, Timestamp: 2023-07-03 16:41:52.348732125, Action: SELL, Price: 195.5609753366305, Shares: 0.2746935193616862, Symbol: AAPL, Reward: -0.42264918204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168667\n", "Step: 51574, Timestamp: 2023-07-03 16:41:52.348732125, Action: SELL, Price: 188.30078796702813, Shares: 0.36291789922842627, Symbol: AAPL, Reward: -0.4929297430593754, Transaction Cost: 0.3242627430593754, Slippage: 0.0, Time Penalty: 0.168667\n", "Step: 51575, Timestamp: 2023-07-03 16:41:52.348763320, Action: SELL, Price: 193.23135039374327, Shares: 0.2265027931670452, Symbol: AAPL, Reward: -0.941558033964363, Transaction Cost: 0.777451033964363, Slippage: 0.0, Time Penalty: 0.164107\n", "Step: 51576, Timestamp: 2023-07-03 16:41:52.348764590, Action: SELL, Price: 187.06442127962117, Shares: 0.11325733944743277, Symbol: AAPL, Reward: -0.4292951820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165313\n", "Step: 51577, Timestamp: 2023-07-03 16:41:52.380425181, Action: SELL, Price: 185.43630412866514, Shares: 0.3604267254145763, Symbol: AAPL, Reward: -0.42317318204303966, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164191\n", "Step: 51578, Timestamp: 2023-07-03 16:41:53.113312679, Action: SELL, Price: 195.63107759075686, Shares: 0.11017887191149882, Symbol: AAPL, Reward: -0.41858518204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164603\n", "Step: 51579, Timestamp: 2023-07-03 16:41:53.126492416, Action: SELL, Price: 193.43215776209217, Shares: 0.29459860101533186, Symbol: AAPL, Reward: -0.3153448852452212, Transaction Cost: 0.15025788524522118, Slippage: 0.0, Time Penalty: 0.165087\n", "Step: 51580, Timestamp: 2023-07-03 16:41:53.126530508, Action: SELL, Price: 187.17765786974996, Shares: 0.23743789981224409, Symbol: AAPL, Reward: -0.37309598151060763, Transaction Cost: 0.20476698151060765, Slippage: 0.0, Time Penalty: 0.168329\n", "Step: 51581, Timestamp: 2023-07-03 16:41:53.126530508, Action: SELL, Price: 183.01542844803242, Shares: 0.24753102885771613, Symbol: AAPL, Reward: -0.24016600928926907, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.168329\n", "Step: 51582, Timestamp: 2023-07-03 16:41:53.126530508, Action: SELL, Price: 185.75808295253262, Shares: 0.21747490818266893, Symbol: AAPL, Reward: -0.42231118204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168329\n", "Step: 51583, Timestamp: 2023-07-03 16:41:53.126530508, Action: SELL, Price: 182.9503118471422, Shares: 0.29694473395405524, Symbol: AAPL, Reward: -0.21424750464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.168329\n", "Step: 51584, Timestamp: 2023-07-03 16:41:53.126896638, Action: SELL, Price: 200.64537361847266, Shares: 0.25774697527918905, Symbol: AAPL, Reward: -0.42823718204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164255\n", "Step: 51585, Timestamp: 2023-07-03 16:41:53.660124608, Action: SELL, Price: 196.28829625430794, Shares: 0.3034338770186955, Symbol: AAPL, Reward: -0.32526443607108946, Transaction Cost: 0.16063243607108943, Slippage: 0.0, Time Penalty: 0.164632\n", "Step: 51586, Timestamp: 2023-07-03 16:41:53.660951797, Action: SELL, Price: 184.3072490110307, Shares: 0.32362776338728316, Symbol: AAPL, Reward: -0.42730553251243253, Transaction Cost: 0.25142953251244166, Slippage: 0.009999999999990905, Time Penalty: 0.165876\n", "Step: 51587, Timestamp: 2023-07-03 16:41:53.774200063, Action: SELL, Price: 186.46773963488283, Shares: 0.22598410011872097, Symbol: AAPL, Reward: -0.39913546024595153, Transaction Cost: 0.22286846024596063, Slippage: 0.009999999999990905, Time Penalty: 0.166267\n", "Step: 51588, Timestamp: 2023-07-03 16:41:53.774200063, Action: SELL, Price: 196.8615436668286, Shares: 0.2201237769873094, Symbol: AAPL, Reward: -0.43024918204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166267\n", "Step: 51589, Timestamp: 2023-07-03 16:41:53.774200063, Action: SELL, Price: 192.85978673460548, Shares: 0.1210986067764021, Symbol: AAPL, Reward: -0.45794686619254976, Transaction Cost: 0.28167986619255886, Slippage: 0.009999999999990905, Time Penalty: 0.166267\n", "Step: 51590, Timestamp: 2023-07-03 16:41:53.811495814, Action: SELL, Price: 188.76300555778337, Shares: 0.310411247341859, Symbol: AAPL, Reward: -0.3558263423933565, Transaction Cost: 0.19175234239335648, Slippage: 0.0, Time Penalty: 0.164074\n", "Step: 51591, Timestamp: 2023-07-03 16:41:53.907848774, Action: SELL, Price: 182.93594794156968, Shares: 0.2878117541162854, Symbol: AAPL, Reward: -0.1903182182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.16492\n", "Step: 51593, Timestamp: 2023-07-03 16:41:57.087683805, Action: SELL, Price: 184.52162943204468, Shares: 0.21713376702916823, Symbol: AAPL, Reward: -0.41853018204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164548\n", "Step: 51594, Timestamp: 2023-07-03 16:41:57.487894100, Action: SELL, Price: 183.1241807604081, Shares: 0.18640121418575714, Symbol: AAPL, Reward: -0.41868918204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164707\n", "Step: 51595, Timestamp: 2023-07-03 16:41:57.674427330, Action: SELL, Price: 191.69545458201716, Shares: 0.12753903591766652, Symbol: AAPL, Reward: -0.24192565461290472, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.165731\n", "Step: 51596, Timestamp: 2023-07-03 16:41:57.674427330, Action: SELL, Price: 199.54681755716948, Shares: 0.21880519330584278, Symbol: AAPL, Reward: -0.4080145599122478, Transaction Cost: 0.24228355991224776, Slippage: 0.0, Time Penalty: 0.165731\n", "Step: 51597, Timestamp: 2023-07-03 16:41:57.760554570, Action: SELL, Price: 188.59782613590207, Shares: 0.14656629138930596, Symbol: AAPL, Reward: -0.3599324157634101, Transaction Cost: 0.19508741576341013, Slippage: 0.0, Time Penalty: 0.164845\n", "Step: 51598, Timestamp: 2023-07-03 16:41:57.760554570, Action: SELL, Price: 201.2529897998652, Shares: 0.1446651020480861, Symbol: AAPL, Reward: -0.32747294657157167, Transaction Cost: 0.16262794657157165, Slippage: 0.0, Time Penalty: 0.164845\n", "Step: 51600, Timestamp: 2023-07-03 16:41:57.963635423, Action: SELL, Price: 194.6904054332169, Shares: 0.4206508459869404, Symbol: AAPL, Reward: -0.3454035232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.165811\n", "Step: 51601, Timestamp: 2023-07-03 16:41:57.963635423, Action: SELL, Price: 188.98218445610135, Shares: 0.10852133629720428, Symbol: AAPL, Reward: -0.2928020910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.165811\n", "Step: 51602, Timestamp: 2023-07-03 16:41:57.963635423, Action: SELL, Price: 192.98652203664304, Shares: 0.35779356740813983, Symbol: AAPL, Reward: -0.2928020910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.165811\n", "Step: 51622, Timestamp: 2023-07-03 16:42:03.065732100, Action: BUY, Price: 191.08494941962678, Shares: 0.41573053548930555, Symbol: AAPL, Reward: -0.2547812180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.164465\n", "Step: 51624, Timestamp: 2023-07-03 16:42:03.071838305, Action: BUY, Price: 200.24047800174182, Shares: 0.3834723169207413, Symbol: AAPL, Reward: -0.42861118204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164629\n", "Step: 51625, Timestamp: 2023-07-03 16:42:03.071846392, Action: BUY, Price: 184.9812670904421, Shares: 0.1983548346790984, Symbol: AAPL, Reward: -0.5531026578845345, Transaction Cost: 0.3775716578845436, Slippage: 0.009999999999990905, Time Penalty: 0.165531\n", "Step: 51626, Timestamp: 2023-07-03 16:42:03.071869763, Action: BUY, Price: 195.3294173209408, Shares: 0.14048471065346443, Symbol: AAPL, Reward: -0.48468376305133826, Transaction Cost: 0.31002476305134735, Slippage: 0.009999999999990905, Time Penalty: 0.164659\n", "Step: 51627, Timestamp: 2023-07-03 16:42:03.071872683, Action: BUY, Price: 200.44973574721445, Shares: 0.21290107436624905, Symbol: AAPL, Reward: -0.3838349815105986, Transaction Cost: 0.20476698151060765, Slippage: 0.009999999999990905, Time Penalty: 0.169068\n", "Step: 51628, Timestamp: 2023-07-03 16:42:03.071872683, Action: BUY, Price: 196.82079625882812, Shares: 0.23987975213622434, Symbol: AAPL, Reward: -0.29265228482437283, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.169068\n", "Step: 51629, Timestamp: 2023-07-03 16:42:03.071872683, Action: BUY, Price: 184.54734976971704, Shares: 0.09777500985464067, Symbol: AAPL, Reward: -0.36044755751852475, Transaction Cost: 0.18137955751853382, Slippage: 0.009999999999990905, Time Penalty: 0.169068\n", "Step: 51630, Timestamp: 2023-07-03 16:42:03.071872683, Action: BUY, Price: 191.57659802608097, Shares: 0.2535101842368367, Symbol: AAPL, Reward: -0.45729154061867744, Transaction Cost: 0.27822354061868654, Slippage: 0.009999999999990905, Time Penalty: 0.169068\n", "Step: 51631, Timestamp: 2023-07-03 16:42:03.071889398, Action: BUY, Price: 188.40909424652958, Shares: 0.4056667819279331, Symbol: AAPL, Reward: -0.3110777382254618, Transaction Cost: 0.1343947382254709, Slippage: 0.009999999999990905, Time Penalty: 0.166683\n", "Step: 51632, Timestamp: 2023-07-03 16:42:03.641319541, Action: BUY, Price: 195.72506916501422, Shares: 0.16985167010631788, Symbol: AAPL, Reward: -0.2015072182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166109\n", "Step: 51633, Timestamp: 2023-07-03 16:42:03.641319541, Action: BUY, Price: 197.1601203889069, Shares: 0.1808633357101051, Symbol: AAPL, Reward: -0.22690543640862249, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.166109\n", "Step: 51634, Timestamp: 2023-07-03 16:42:03.650451505, Action: BUY, Price: 199.5785065648994, Shares: 0.0812748875586632, Symbol: AAPL, Reward: -0.4440231820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.180041\n", "Step: 51635, Timestamp: 2023-07-03 16:42:03.650451505, Action: BUY, Price: 198.21244572892525, Shares: 0.33740125260656045, Symbol: AAPL, Reward: -0.4440231820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.180041\n", "Step: 51636, Timestamp: 2023-07-03 16:42:03.650451505, Action: BUY, Price: 189.96159369529715, Shares: 0.2427040785144571, Symbol: AAPL, Reward: -0.4440231820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.180041\n", "Step: 51637, Timestamp: 2023-07-03 16:42:03.787161140, Action: BUY, Price: 186.10665758931802, Shares: 0.17250126375000155, Symbol: AAPL, Reward: -0.2965130910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.169522\n", "Step: 51638, Timestamp: 2023-07-03 16:42:03.787161140, Action: BUY, Price: 186.95592603848735, Shares: 0.10675530013669006, Symbol: AAPL, Reward: -0.5287070464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.169522\n", "Step: 51639, Timestamp: 2023-07-03 16:42:03.787161140, Action: BUY, Price: 186.29043921352113, Shares: 0.3022271013837474, Symbol: AAPL, Reward: -0.42350418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169522\n", "Step: 51640, Timestamp: 2023-07-03 16:42:03.787161140, Action: BUY, Price: 183.60621285688953, Shares: 0.2847669875448575, Symbol: AAPL, Reward: -0.5287070464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.169522\n", "Step: 51641, Timestamp: 2023-07-03 16:42:03.787161140, Action: BUY, Price: 201.76259399577913, Shares: 0.18817906086531747, Symbol: AAPL, Reward: -0.42350418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169522\n", "Step: 51646, Timestamp: 2023-07-03 16:42:07.166679185, Action: SELL, Price: 185.53112867827338, Shares: 0.2155445956063218, Symbol: AAPL, Reward: -0.4273670803817181, Transaction Cost: 0.25270908038172724, Slippage: 0.009999999999990905, Time Penalty: 0.164658\n", "Step: 51647, Timestamp: 2023-07-03 16:42:07.167374617, Action: SELL, Price: 192.5824966773356, Shares: 0.2904031730866062, Symbol: AAPL, Reward: -0.20126821820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16587\n", "Step: 51648, Timestamp: 2023-07-03 16:42:07.167374617, Action: SELL, Price: 184.37510750193582, Shares: 0.333706527113813, Symbol: AAPL, Reward: -0.4298521820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16587\n", "Step: 51649, Timestamp: 2023-07-03 16:42:07.167374617, Action: SELL, Price: 192.0895497904797, Shares: 0.3041649813385836, Symbol: AAPL, Reward: -0.4298521820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16587\n", "Step: 51650, Timestamp: 2023-07-03 16:42:07.703505449, Action: SELL, Price: 200.05625019615445, Shares: 0.2911676465232543, Symbol: AAPL, Reward: -0.41842118204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164439\n", "Step: 51651, Timestamp: 2023-07-03 16:42:07.772195312, Action: SELL, Price: 185.1076747247984, Shares: 0.32019692272916206, Symbol: AAPL, Reward: -0.3272303092258003, Transaction Cost: 0.15238930922580946, Slippage: 0.009999999999990905, Time Penalty: 0.164841\n", "Step: 51652, Timestamp: 2023-07-03 16:42:07.772365132, Action: SELL, Price: 199.92765444903816, Shares: 0.1784780415531996, Symbol: AAPL, Reward: -0.25534621803553564, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.16503\n", "Step: 51653, Timestamp: 2023-07-03 16:42:11.002679045, Action: SELL, Price: 188.56126547033116, Shares: 0.18341224013234333, Symbol: AAPL, Reward: -0.43096518204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166983\n", "Step: 51654, Timestamp: 2023-07-03 16:42:11.002679045, Action: SELL, Price: 185.88897151405877, Shares: 0.3068890515312613, Symbol: AAPL, Reward: -0.2933722574382083, Transaction Cost: 0.11638925743821735, Slippage: 0.009999999999990905, Time Penalty: 0.166983\n", "Step: 51655, Timestamp: 2023-07-03 16:42:11.002679045, Action: SELL, Price: 194.73606277309722, Shares: 0.28555418338930383, Symbol: AAPL, Reward: -0.21290150464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.166983\n", "Step: 51656, Timestamp: 2023-07-03 16:42:11.002689283, Action: SELL, Price: 197.13816387715278, Shares: 0.328970913116278, Symbol: AAPL, Reward: -0.42924518204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165263\n", "Step: 51658, Timestamp: 2023-07-03 16:42:11.966460577, Action: BUY, Price: 186.93993604744486, Shares: 0.39594927771555527, Symbol: AAPL, Reward: -0.2019622182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166564\n", "Step: 51659, Timestamp: 2023-07-03 16:42:11.966460577, Action: BUY, Price: 201.73446347042804, Shares: 0.2991137362849614, Symbol: AAPL, Reward: -0.21248250464465385, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.166564\n", "Step: 51660, Timestamp: 2023-07-03 16:42:12.069102544, Action: BUY, Price: 190.33369888312774, Shares: 0.09706911614850074, Symbol: AAPL, Reward: -0.428492532512461, Transaction Cost: 0.25142953251244166, Slippage: 0.010000000000019327, Time Penalty: 0.167063\n", "Step: 51661, Timestamp: 2023-07-03 16:42:12.069102544, Action: BUY, Price: 192.85698968156922, Shares: 0.4038622163227166, Symbol: AAPL, Reward: -0.4310451820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167063\n", "Step: 51662, Timestamp: 2023-07-03 16:42:12.069102544, Action: BUY, Price: 193.0018377079761, Shares: 0.21179714653494447, Symbol: AAPL, Reward: -0.4310451820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167063\n", "Step: 51663, Timestamp: 2023-07-03 16:42:12.612433152, Action: BUY, Price: 197.60084091495878, Shares: 0.3713548335093822, Symbol: AAPL, Reward: -0.4159485325124417, Transaction Cost: 0.25142953251244166, Slippage: 0.0, Time Penalty: 0.164519\n", "Step: 51671, Timestamp: 2023-07-03 16:42:16.341573175, Action: SELL, Price: 196.33895152467318, Shares: 0.09377197758105126, Symbol: AAPL, Reward: -0.20082750464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.164909\n", "Step: 51672, Timestamp: 2023-07-03 16:42:17.042392432, Action: SELL, Price: 197.1205447723197, Shares: 0.1648524415867303, Symbol: AAPL, Reward: -0.20030450464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.164386\n", "Step: 51673, Timestamp: 2023-07-03 16:42:17.123816657, Action: SELL, Price: 193.9037423548802, Shares: 0.3549356902808125, Symbol: AAPL, Reward: -0.41873518204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164753\n", "Step: 51674, Timestamp: 2023-07-03 16:42:17.180976382, Action: SELL, Price: 190.85282270838226, Shares: 0.08642575252440846, Symbol: AAPL, Reward: -0.41953918204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165557\n", "Step: 51675, Timestamp: 2023-07-03 16:42:17.247516344, Action: SELL, Price: 195.4127109310024, Shares: 0.18246559224160905, Symbol: AAPL, Reward: -0.41860418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164622\n", "Step: 51676, Timestamp: 2023-07-03 16:42:17.440793850, Action: SELL, Price: 200.17223177194825, Shares: 0.371752371019385, Symbol: AAPL, Reward: -0.41899418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165012\n", "Step: 51677, Timestamp: 2023-07-03 16:42:17.552643973, Action: SELL, Price: 191.1247864704648, Shares: 0.16422903529692467, Symbol: AAPL, Reward: -0.4191921820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16521\n", "Step: 51678, Timestamp: 2023-07-03 16:42:17.634637994, Action: SELL, Price: 191.72892554445065, Shares: 0.3791418050624014, Symbol: AAPL, Reward: -0.4182111820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164229\n", "Step: 51679, Timestamp: 2023-07-03 16:42:17.722741214, Action: SELL, Price: 191.84570124285395, Shares: 0.1319389701184829, Symbol: AAPL, Reward: -0.41805918204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164077\n", "Step: 51680, Timestamp: 2023-07-03 16:42:17.746510159, Action: SELL, Price: 199.00905391757658, Shares: 0.29077727616620186, Symbol: AAPL, Reward: -0.41860618204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164624\n", "Step: 51681, Timestamp: 2023-07-03 16:42:17.746949036, Action: SELL, Price: 201.03219043863606, Shares: 0.15810935869619208, Symbol: AAPL, Reward: -0.31468688524522115, Transaction Cost: 0.15025788524522118, Slippage: 0.0, Time Penalty: 0.164429\n", "Step: 51682, Timestamp: 2023-07-03 16:42:17.746985952, Action: SELL, Price: 187.85446308974113, Shares: 0.3489401079490718, Symbol: AAPL, Reward: -0.4181461820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164164\n", "Step: 51683, Timestamp: 2023-07-03 16:42:17.747912281, Action: SELL, Price: 200.7698469121853, Shares: 0.41840660252244694, Symbol: AAPL, Reward: -0.4608525771281334, Transaction Cost: 0.2961915771281334, Slippage: 0.0, Time Penalty: 0.164661\n", "Step: 51684, Timestamp: 2023-07-03 16:42:18.325846417, Action: SELL, Price: 198.78467313037925, Shares: 0.33975304335728085, Symbol: AAPL, Reward: -0.6055930435157111, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.165683\n", "Step: 51685, Timestamp: 2023-07-03 16:42:18.325894243, Action: SELL, Price: 191.18312347937618, Shares: 0.4028172670287422, Symbol: AAPL, Reward: -0.18965621820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164258\n", "Step: 51686, Timestamp: 2023-07-03 16:42:18.923671465, Action: SELL, Price: 189.9330440092918, Shares: 0.23349234155578955, Symbol: AAPL, Reward: -0.19048821820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.16509\n", "Step: 51687, Timestamp: 2023-07-03 16:42:19.101791298, Action: SELL, Price: 185.6681333522013, Shares: 0.3722987089113553, Symbol: AAPL, Reward: -0.5636144870169554, Transaction Cost: 0.3983554870169554, Slippage: 0.0, Time Penalty: 0.165259\n", "Step: 51688, Timestamp: 2023-07-03 16:42:19.101875595, Action: SELL, Price: 188.57987778899243, Shares: 0.11053163347756179, Symbol: AAPL, Reward: -0.41842518204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164443\n", "Step: 51689, Timestamp: 2023-07-03 16:42:20.709492112, Action: SELL, Price: 191.47737781439918, Shares: 0.415912190890543, Symbol: AAPL, Reward: -0.2658468728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.164254\n", "Step: 51690, Timestamp: 2023-07-03 16:42:21.122239396, Action: SELL, Price: 183.71203045220156, Shares: 0.19511693921286613, Symbol: AAPL, Reward: -0.4180181820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164036\n", "Step: 51706, Timestamp: 2023-07-03 16:42:25.501025344, Action: SELL, Price: 192.94550150221113, Shares: 0.32032606213814374, Symbol: AAPL, Reward: -0.3573243423933565, Transaction Cost: 0.19175234239335648, Slippage: 0.0, Time Penalty: 0.165572\n", "Step: 51707, Timestamp: 2023-07-03 16:42:30.463767402, Action: SELL, Price: 190.48257592070527, Shares: 0.3667372774406142, Symbol: AAPL, Reward: -0.2757055139339036, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.16795\n", "Step: 51708, Timestamp: 2023-07-03 16:42:30.463767402, Action: SELL, Price: 186.15653752898544, Shares: 0.3509401797811076, Symbol: AAPL, Reward: -0.19334821820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.16795\n", "Step: 51709, Timestamp: 2023-07-03 16:42:30.463767402, Action: SELL, Price: 187.58418185775423, Shares: 0.3400805826937082, Symbol: AAPL, Reward: -0.3965339638387142, Transaction Cost: 0.22858396383871418, Slippage: 0.0, Time Penalty: 0.16795\n", "Step: 51711, Timestamp: 2023-07-03 16:42:30.463793141, Action: SELL, Price: 194.93308301643313, Shares: 0.37986954759083186, Symbol: AAPL, Reward: -0.42263318204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168651\n", "Step: 51721, Timestamp: 2023-07-03 16:42:30.464586242, Action: SELL, Price: 146.71067689169158, Shares: 0.2500623650426543, Symbol: AAPL, Reward: -0.22929314241219095, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.172501\n", "Step: 51722, Timestamp: 2023-07-03 16:42:30.464586242, Action: SELL, Price: 185.81871041161648, Shares: 0.17738593792951626, Symbol: AAPL, Reward: -0.29692634995281136, Transaction Cost: 0.12442534995281139, Slippage: 0.0, Time Penalty: 0.172501\n", "Step: 51723, Timestamp: 2023-07-03 16:42:30.464586242, Action: SELL, Price: 187.1273939509637, Shares: 0.22498606861635986, Symbol: AAPL, Reward: -0.2528172180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.172501\n", "Step: 51724, Timestamp: 2023-07-03 16:42:30.464586242, Action: SELL, Price: 200.79595628724857, Shares: 0.23298001392635825, Symbol: AAPL, Reward: -0.19789921820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.172501\n", "Step: 51725, Timestamp: 2023-07-03 16:42:30.464586242, Action: SELL, Price: 185.18304128680984, Shares: 0.10860294740432826, Symbol: AAPL, Reward: -0.4376661828331002, Transaction Cost: 0.2651651828331002, Slippage: 0.0, Time Penalty: 0.172501\n", "Step: 51726, Timestamp: 2023-07-03 16:42:30.464586242, Action: SELL, Price: 196.94042754480986, Shares: 0.277729365433383, Symbol: AAPL, Reward: -0.4038897799789031, Transaction Cost: 0.23138877997890311, Slippage: 0.0, Time Penalty: 0.172501\n", "Step: 51727, Timestamp: 2023-07-03 16:42:30.464596303, Action: SELL, Price: 198.0281256145606, Shares: 0.1947334071000264, Symbol: AAPL, Reward: -0.2727885363588207, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.168069\n", "Step: 51728, Timestamp: 2023-07-03 16:42:30.464596303, Action: SELL, Price: 200.56064544561525, Shares: 0.17101376500449722, Symbol: AAPL, Reward: -0.20398750464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.168069\n", "Step: 51729, Timestamp: 2023-07-03 16:42:30.464596303, Action: SELL, Price: 187.26466312349964, Shares: 0.2926274047812518, Symbol: AAPL, Reward: -0.19346721820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.168069\n", "Step: 51730, Timestamp: 2023-07-03 16:42:30.464596303, Action: SELL, Price: 200.58251278960762, Shares: 0.29101988080857916, Symbol: AAPL, Reward: -0.19346721820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.168069\n", "Step: 51731, Timestamp: 2023-07-03 16:42:30.464596303, Action: SELL, Price: 193.0015312620879, Shares: 0.39797979240023457, Symbol: AAPL, Reward: -0.19632521820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170927\n", "Step: 51732, Timestamp: 2023-07-03 16:42:30.464596303, Action: SELL, Price: 200.81016235639933, Shares: 0.15294738818509704, Symbol: AAPL, Reward: -0.19632521820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170927\n", "Step: 51733, Timestamp: 2023-07-03 16:42:30.464596303, Action: SELL, Price: 182.92351142926228, Shares: 0.4152637010477495, Symbol: AAPL, Reward: -0.42490918204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170927\n", "Step: 51734, Timestamp: 2023-07-03 16:42:30.464596303, Action: SELL, Price: 191.66290999369863, Shares: 0.11951577316687367, Symbol: AAPL, Reward: -0.42490918204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170927\n", "Step: 51737, Timestamp: 2023-07-03 16:42:30.467002514, Action: SELL, Price: 193.47992403290024, Shares: 0.30365394305683396, Symbol: AAPL, Reward: -0.3654457522572041, Transaction Cost: 0.1967337522572041, Slippage: 0.0, Time Penalty: 0.168712\n", "Step: 51738, Timestamp: 2023-07-03 16:42:30.467002514, Action: SELL, Price: 195.8647950686231, Shares: 0.32194812042153, Symbol: AAPL, Reward: -0.28510125743821735, Transaction Cost: 0.11638925743821735, Slippage: 0.0, Time Penalty: 0.168712\n", "Step: 51739, Timestamp: 2023-07-03 16:42:30.467002514, Action: SELL, Price: 190.3515282180276, Shares: 0.44323825972982117, Symbol: AAPL, Reward: -0.19411021820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.168712\n", "Step: 51740, Timestamp: 2023-07-03 16:42:30.467002514, Action: SELL, Price: 193.573514481676, Shares: 0.1046039100449678, Symbol: AAPL, Reward: -0.19411021820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.168712\n", "Step: 51741, Timestamp: 2023-07-03 16:42:30.467002514, Action: SELL, Price: 187.17369136996436, Shares: 0.30810021279885924, Symbol: AAPL, Reward: -0.42653518204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172553\n", "Step: 51742, Timestamp: 2023-07-03 16:42:30.467002514, Action: SELL, Price: 199.93758751326152, Shares: 0.29038553947961376, Symbol: AAPL, Reward: -0.42653518204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172553\n", "Step: 51743, Timestamp: 2023-07-03 16:42:30.467002514, Action: SELL, Price: 196.87039211333956, Shares: 0.3316381262195386, Symbol: AAPL, Reward: -0.20847150464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.172553\n", "Step: 51744, Timestamp: 2023-07-03 16:42:30.467002514, Action: SELL, Price: 189.02805620267142, Shares: 0.3432541491272477, Symbol: AAPL, Reward: -0.42653518204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172553\n", "Step: 51745, Timestamp: 2023-07-03 16:42:30.467002514, Action: SELL, Price: 190.09308784919145, Shares: 0.16314211739186313, Symbol: AAPL, Reward: -0.42653518204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172553\n", "Step: 51746, Timestamp: 2023-07-03 16:42:30.467002514, Action: SELL, Price: 190.93812901836145, Shares: 0.3580588414061851, Symbol: AAPL, Reward: -0.3521455232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.172553\n", "Step: 51747, Timestamp: 2023-07-03 16:42:30.467478696, Action: SELL, Price: 196.55968709537802, Shares: 0.26998040700471937, Symbol: AAPL, Reward: -0.3488635232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.169271\n", "Step: 51748, Timestamp: 2023-07-03 16:42:30.470273616, Action: SELL, Price: 198.84637339169953, Shares: 0.345839967899833, Symbol: AAPL, Reward: -0.19477521820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169377\n", "Step: 51749, Timestamp: 2023-07-03 16:42:30.470273616, Action: SELL, Price: 185.63520903771266, Shares: 0.41409964285379103, Symbol: AAPL, Reward: -0.19477521820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169377\n", "Step: 51750, Timestamp: 2023-07-03 16:42:30.470273616, Action: SELL, Price: 188.52200639894272, Shares: 0.26726604414215954, Symbol: AAPL, Reward: -0.2133680043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.169377\n", "Step: 51751, Timestamp: 2023-07-03 16:42:30.470273616, Action: SELL, Price: 190.1392060955084, Shares: 0.4738069680014301, Symbol: AAPL, Reward: -0.19477521820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169377\n", "Step: 51752, Timestamp: 2023-07-03 16:42:30.471143510, Action: SELL, Price: 193.17548746239575, Shares: 0.3230254510595295, Symbol: AAPL, Reward: -0.4298691820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165887\n", "Step: 51753, Timestamp: 2023-07-03 16:42:30.492119983, Action: SELL, Price: 185.5275072607898, Shares: 0.3771106082010497, Symbol: AAPL, Reward: -0.4290701820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165088\n", "Step: 51754, Timestamp: 2023-07-03 16:42:30.492119983, Action: SELL, Price: 184.1984984641539, Shares: 0.4747588978990499, Symbol: AAPL, Reward: -0.40786651487645403, Transaction Cost: 0.2327785148764347, Slippage: 0.010000000000019327, Time Penalty: 0.165088\n", "Step: 51755, Timestamp: 2023-07-03 16:42:31.320157148, Action: SELL, Price: 201.84423090069944, Shares: 0.3514472500578044, Symbol: AAPL, Reward: -0.23269536911273547, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.165498\n", "Step: 51756, Timestamp: 2023-07-03 16:42:31.701288485, Action: SELL, Price: 187.36469553500933, Shares: 0.47326826312977255, Symbol: AAPL, Reward: -0.20156850464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.16565\n", "Step: 51757, Timestamp: 2023-07-03 16:42:31.942462282, Action: SELL, Price: 192.55450649986736, Shares: 0.27249499682819267, Symbol: AAPL, Reward: -0.4291121820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.16513\n", "Step: 51758, Timestamp: 2023-07-03 16:42:31.942462282, Action: SELL, Price: 197.61374480497628, Shares: 0.17694460769887263, Symbol: AAPL, Reward: -0.5120754405089889, Transaction Cost: 0.33694544050896963, Slippage: 0.010000000000019327, Time Penalty: 0.16513\n", "Step: 51762, Timestamp: 2023-07-03 16:42:31.942877898, Action: BUY, Price: 192.22181862423687, Shares: 0.21143799102202568, Symbol: AAPL, Reward: -0.6208062481032341, Transaction Cost: 0.4391762481032433, Slippage: 0.009999999999990905, Time Penalty: 0.17163\n", "Step: 51763, Timestamp: 2023-07-03 16:42:31.942877898, Action: BUY, Price: 184.31078764281736, Shares: 0.19631296830262043, Symbol: AAPL, Reward: -0.43561218204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17163\n", "Step: 51764, Timestamp: 2023-07-03 16:42:31.942877898, Action: BUY, Price: 197.26761344199969, Shares: 0.4616163169424397, Symbol: AAPL, Reward: -0.43561218204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17163\n", "Step: 51765, Timestamp: 2023-07-03 16:42:31.942877898, Action: BUY, Price: 196.53875559200273, Shares: 0.393970608843644, Symbol: AAPL, Reward: -0.2696120087031331, Transaction Cost: 0.08798200870314223, Slippage: 0.009999999999990905, Time Penalty: 0.17163\n", "Step: 51783, Timestamp: 2023-07-03 16:42:39.920369059, Action: BUY, Price: 193.73483169293954, Shares: 0.3750300767939125, Symbol: AAPL, Reward: -0.4395481820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.175566\n", "Step: 51784, Timestamp: 2023-07-03 16:42:39.920369059, Action: BUY, Price: 182.70706413733555, Shares: 0.41230563140522175, Symbol: AAPL, Reward: -0.4395481820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.175566\n", "Step: 51785, Timestamp: 2023-07-03 16:42:39.920369059, Action: BUY, Price: 192.49754661015206, Shares: 0.36419572273068823, Symbol: AAPL, Reward: -0.7585759208288282, Transaction Cost: 0.5730099208288089, Slippage: 0.010000000000019327, Time Penalty: 0.175566\n", "Step: 51786, Timestamp: 2023-07-03 16:42:39.922717780, Action: BUY, Price: 192.6809876708688, Shares: 0.3996642819718027, Symbol: AAPL, Reward: -0.29178025743820823, Transaction Cost: 0.11638925743821735, Slippage: 0.009999999999990905, Time Penalty: 0.165391\n", "Step: 51801, Timestamp: 2023-07-03 16:42:40.506933088, Action: BUY, Price: 201.21002461776473, Shares: 0.24229168685822888, Symbol: AAPL, Reward: -0.20540921820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170011\n", "Step: 51802, Timestamp: 2023-07-03 16:42:40.506933088, Action: BUY, Price: 200.14461735923186, Shares: 0.20115491870213886, Symbol: AAPL, Reward: -0.43272008038171816, Transaction Cost: 0.25270908038172724, Slippage: 0.009999999999990905, Time Penalty: 0.170011\n", "Step: 51803, Timestamp: 2023-07-03 16:42:40.506961981, Action: BUY, Price: 185.67826464235804, Shares: 0.1538333390131443, Symbol: AAPL, Reward: -0.20773721820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172339\n", "Step: 51804, Timestamp: 2023-07-03 16:42:40.506961981, Action: BUY, Price: 193.16518176487895, Shares: 0.4798247858224556, Symbol: AAPL, Reward: -0.43632118204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172339\n", "Step: 51805, Timestamp: 2023-07-03 16:42:40.506961981, Action: BUY, Price: 186.32415376491014, Shares: 0.27416187381288104, Symbol: AAPL, Reward: -0.5415240464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.172339\n", "Step: 51806, Timestamp: 2023-07-03 16:42:40.506961981, Action: BUY, Price: 196.47731465688727, Shares: 0.3129172244929434, Symbol: AAPL, Reward: -0.4511284764509327, Transaction Cost: 0.2687894764509418, Slippage: 0.009999999999990905, Time Penalty: 0.172339\n", "Step: 51807, Timestamp: 2023-07-03 16:42:40.506961981, Action: BUY, Price: 186.734097743361, Shares: 0.28107213712325824, Symbol: AAPL, Reward: -0.20773721820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172339\n", "Step: 51808, Timestamp: 2023-07-03 16:42:40.506961981, Action: BUY, Price: 196.63286046772114, Shares: 0.3755984818600003, Symbol: AAPL, Reward: -0.43504808038171816, Transaction Cost: 0.25270908038172724, Slippage: 0.009999999999990905, Time Penalty: 0.172339\n", "Step: 51809, Timestamp: 2023-07-03 16:42:40.506980969, Action: BUY, Price: 185.6250555009395, Shares: 0.19495682983414103, Symbol: AAPL, Reward: -0.20191521820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166517\n", "Step: 51810, Timestamp: 2023-07-03 16:42:40.506980969, Action: BUY, Price: 197.48880998329705, Shares: 0.21792369677287, Symbol: AAPL, Reward: -0.42922608038171817, Transaction Cost: 0.25270908038172724, Slippage: 0.009999999999990905, Time Penalty: 0.166517\n", "Step: 51813, Timestamp: 2023-07-03 16:42:40.507867801, Action: BUY, Price: 200.5859112964916, Shares: 0.43505601685234574, Symbol: AAPL, Reward: -0.2663025780410232, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.164728\n", "Step: 51833, Timestamp: 2023-07-03 16:42:43.528883523, Action: BUY, Price: 187.36269524131652, Shares: 0.12010163201110041, Symbol: AAPL, Reward: -0.19484921820429704, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164451\n", "Step: 51834, Timestamp: 2023-07-03 16:42:45.829594473, Action: BUY, Price: 183.67008914069456, Shares: 0.2923692741181139, Symbol: AAPL, Reward: -0.44456318204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180581\n", "Step: 51835, Timestamp: 2023-07-03 16:42:45.829594473, Action: BUY, Price: 196.7058800587123, Shares: 0.4306009974425699, Symbol: AAPL, Reward: -0.24137743640859405, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.180581\n", "Step: 51836, Timestamp: 2023-07-03 16:42:45.844512124, Action: BUY, Price: 185.53861516134629, Shares: 0.22863985985019694, Symbol: AAPL, Reward: -0.43057318204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166591\n", "Step: 51850, Timestamp: 2023-07-03 16:42:54.875178284, Action: BUY, Price: 188.0381237569776, Shares: 0.18341106798347231, Symbol: AAPL, Reward: -0.35384243607108035, Transaction Cost: 0.16063243607108943, Slippage: 0.009999999999990905, Time Penalty: 0.18321\n", "Step: 51851, Timestamp: 2023-07-03 16:42:54.875178284, Action: BUY, Price: 183.1896618939109, Shares: 0.16272010126657419, Symbol: AAPL, Reward: -0.2186082182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.18321\n", "Step: 51852, Timestamp: 2023-07-03 16:42:54.875178284, Action: BUY, Price: 196.04966076685383, Shares: 0.400368565498316, Symbol: AAPL, Reward: -0.4471921820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.18321\n", "Step: 51853, Timestamp: 2023-07-03 16:42:54.875178284, Action: BUY, Price: 184.66443874857387, Shares: 0.37080030542832887, Symbol: AAPL, Reward: -0.4471921820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.18321\n", "Step: 51856, Timestamp: 2023-07-03 16:42:54.875178284, Action: BUY, Price: 200.14666932399217, Shares: 0.24594934376415262, Symbol: AAPL, Reward: -0.4189543012532273, Transaction Cost: 0.2257443012532364, Slippage: 0.009999999999990905, Time Penalty: 0.18321\n", "Step: 51857, Timestamp: 2023-07-03 16:42:54.875540126, Action: BUY, Price: 195.2739003946916, Shares: 0.20054092605892757, Symbol: AAPL, Reward: -0.29621925743820826, Transaction Cost: 0.11638925743821735, Slippage: 0.009999999999990905, Time Penalty: 0.16983\n", "Step: 51858, Timestamp: 2023-07-03 16:42:54.875540126, Action: BUY, Price: 196.67623064850898, Shares: 0.3167309342740944, Symbol: AAPL, Reward: -0.43381218204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16983\n", "Step: 51859, Timestamp: 2023-07-03 16:42:54.875540126, Action: BUY, Price: 199.39757699277612, Shares: 0.3627854547887568, Symbol: AAPL, Reward: -0.3068210910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.16983\n", "Step: 51860, Timestamp: 2023-07-03 16:42:54.875774825, Action: BUY, Price: 195.89008986063797, Shares: 0.21750388670093618, Symbol: AAPL, Reward: -0.4331491820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169167\n", "Step: 51861, Timestamp: 2023-07-03 16:42:54.875774825, Action: BUY, Price: 186.00797659092, Shares: 0.26514460449333327, Symbol: AAPL, Reward: -0.3514260968449835, Transaction Cost: 0.1722590968449926, Slippage: 0.009999999999990905, Time Penalty: 0.169167\n", "Step: 51862, Timestamp: 2023-07-03 16:42:54.876187594, Action: BUY, Price: 190.89312329567417, Shares: 0.27284909446045347, Symbol: AAPL, Reward: -0.30169259083772776, Transaction Cost: 0.13677359083772775, Slippage: 0.0, Time Penalty: 0.164919\n", "Step: 51863, Timestamp: 2023-07-03 16:42:54.878722785, Action: BUY, Price: 193.83928536167022, Shares: 0.32121472279853175, Symbol: AAPL, Reward: -0.2013952182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165997\n", "Step: 51864, Timestamp: 2023-07-03 16:42:54.878722785, Action: BUY, Price: 200.7329428260339, Shares: 0.3436238675287665, Symbol: AAPL, Reward: -0.2978025755001838, Transaction Cost: 0.12180557550016448, Slippage: 0.010000000000019327, Time Penalty: 0.165997\n", "Step: 51865, Timestamp: 2023-07-03 16:42:57.529348388, Action: BUY, Price: 188.91069392115966, Shares: 0.18756250578213074, Symbol: AAPL, Reward: -0.21441950464465387, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.168501\n", "Step: 51866, Timestamp: 2023-07-03 16:42:57.529348388, Action: BUY, Price: 196.78029406107507, Shares: 0.16905230259530565, Symbol: AAPL, Reward: -0.4324831820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168501\n", "Step: 51867, Timestamp: 2023-07-03 16:42:57.529348388, Action: BUY, Price: 188.1024903242407, Shares: 0.3005771688570279, Symbol: AAPL, Reward: -0.4324831820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168501\n", "Step: 51868, Timestamp: 2023-07-03 16:42:57.529348388, Action: BUY, Price: 191.2772279218321, Shares: 0.4131783475465519, Symbol: AAPL, Reward: -0.4324831820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168501\n", "Step: 51869, Timestamp: 2023-07-03 16:42:57.529348388, Action: BUY, Price: 182.67911532133087, Shares: 0.3071209352442279, Symbol: AAPL, Reward: -0.26648300870316155, Transaction Cost: 0.08798200870314223, Slippage: 0.010000000000019327, Time Penalty: 0.168501\n", "Step: 51870, Timestamp: 2023-07-03 16:42:57.529873154, Action: BUY, Price: 189.48871613397762, Shares: 0.3025409737417429, Symbol: AAPL, Reward: -0.41857018204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164588\n", "Step: 51871, Timestamp: 2023-07-03 16:42:58.525053770, Action: BUY, Price: 199.91838944041908, Shares: 0.22829457184199575, Symbol: AAPL, Reward: -0.4289261820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164944\n", "Step: 51872, Timestamp: 2023-07-03 16:42:58.525063868, Action: BUY, Price: 189.2930892623556, Shares: 0.11012039998906628, Symbol: AAPL, Reward: -0.3835700727176369, Transaction Cost: 0.20943907271764142, Slippage: 0.0049999999999954525, Time Penalty: 0.169131\n", "Step: 51873, Timestamp: 2023-07-03 16:42:58.525063868, Action: BUY, Price: 186.60063016802476, Shares: 0.13976464302235514, Symbol: AAPL, Reward: -0.43311318204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169131\n", "Step: 51874, Timestamp: 2023-07-03 16:42:58.525063868, Action: BUY, Price: 190.391834384947, Shares: 0.1373281912097799, Symbol: AAPL, Reward: -0.2927152848243728, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.169131\n", "Step: 51875, Timestamp: 2023-07-03 16:42:58.525063868, Action: BUY, Price: 191.5339095542001, Shares: 0.09618897593588137, Symbol: AAPL, Reward: -0.43311318204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169131\n", "Step: 51876, Timestamp: 2023-07-03 16:42:58.525063868, Action: BUY, Price: 190.5679227744991, Shares: 0.28387363136704213, Symbol: AAPL, Reward: -0.24083514241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.174043\n", "Step: 51877, Timestamp: 2023-07-03 16:42:58.525063868, Action: BUY, Price: 201.4436173115232, Shares: 0.10105004730765746, Symbol: AAPL, Reward: -0.43802518204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174043\n", "Step: 51878, Timestamp: 2023-07-03 16:42:58.525063868, Action: BUY, Price: 186.57260668268125, Shares: 0.2707718224327957, Symbol: AAPL, Reward: -0.43802518204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174043\n", "Step: 51879, Timestamp: 2023-07-03 16:42:58.525063868, Action: BUY, Price: 197.83710212428127, Shares: 0.2676100673430871, Symbol: AAPL, Reward: -0.43802518204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174043\n", "Step: 51880, Timestamp: 2023-07-03 16:42:58.525063868, Action: BUY, Price: 198.60069236363316, Shares: 0.26657162997269795, Symbol: AAPL, Reward: -0.40835398961119707, Transaction Cost: 0.22431098961120619, Slippage: 0.009999999999990905, Time Penalty: 0.174043\n", "Step: 51881, Timestamp: 2023-07-03 16:42:58.525063868, Action: BUY, Price: 199.86597172022158, Shares: 0.1305898112502824, Symbol: AAPL, Reward: -0.24083514241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.174043\n", "Step: 51882, Timestamp: 2023-07-03 16:42:58.525063868, Action: BUY, Price: 193.75898203866234, Shares: 0.3603917206284286, Symbol: AAPL, Reward: -0.32771701857852903, Transaction Cost: 0.14367401857853812, Slippage: 0.009999999999990905, Time Penalty: 0.174043\n", "Step: 51883, Timestamp: 2023-07-03 16:42:58.525080624, Action: BUY, Price: 193.31123341044045, Shares: 0.22690173565491878, Symbol: AAPL, Reward: -0.49442234581924605, Transaction Cost: 0.32025934581925514, Slippage: 0.009999999999990905, Time Penalty: 0.164163\n", "Step: 51884, Timestamp: 2023-07-03 16:42:58.525355988, Action: BUY, Price: 195.24947780069724, Shares: 0.23515922987623825, Symbol: AAPL, Reward: -0.2926030910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.165612\n", "Step: 51886, Timestamp: 2023-07-03 16:42:58.555945597, Action: BUY, Price: 185.67268356572106, Shares: 0.2955104369514754, Symbol: AAPL, Reward: -0.41830718204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164325\n", "Step: 51887, Timestamp: 2023-07-03 16:42:58.725228153, Action: BUY, Price: 190.07601243420635, Shares: 0.0997381199194961, Symbol: AAPL, Reward: -0.19517321820429703, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164775\n", "Step: 51888, Timestamp: 2023-07-03 16:42:59.586726604, Action: BUY, Price: 193.4279866592306, Shares: 0.3107843738881951, Symbol: AAPL, Reward: -0.47694777049043324, Transaction Cost: 0.30051577049044237, Slippage: 0.009999999999990905, Time Penalty: 0.166432\n", "Step: 51889, Timestamp: 2023-07-03 16:42:59.586726604, Action: BUY, Price: 197.4857987123974, Shares: 0.13735610035729515, Symbol: AAPL, Reward: -0.21235050464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.166432\n", "Step: 51890, Timestamp: 2023-07-03 16:42:59.587238652, Action: BUY, Price: 201.43804421982267, Shares: 0.1369804910361915, Symbol: AAPL, Reward: -0.35629201740627536, Transaction Cost: 0.17596401740628445, Slippage: 0.009999999999990905, Time Penalty: 0.170328\n", "Step: 51891, Timestamp: 2023-07-03 16:42:59.587238652, Action: BUY, Price: 199.4214883069846, Shares: 0.37635073638824484, Symbol: AAPL, Reward: -0.43431018204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170328\n", "Step: 51892, Timestamp: 2023-07-03 16:42:59.587238652, Action: BUY, Price: 197.615521258455, Shares: 0.31757911763593555, Symbol: AAPL, Reward: -0.2057262182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170328\n", "Step: 51893, Timestamp: 2023-07-03 16:42:59.587238652, Action: BUY, Price: 187.12353015894834, Shares: 0.25143340015816107, Symbol: AAPL, Reward: -0.2057262182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170328\n", "Step: 51894, Timestamp: 2023-07-03 16:42:59.587238652, Action: BUY, Price: 189.40173702338421, Shares: 0.16106844105342547, Symbol: AAPL, Reward: -0.43431018204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170328\n", "Step: 51895, Timestamp: 2023-07-03 16:42:59.587238652, Action: BUY, Price: 188.62340288949187, Shares: 0.33498551129986, Symbol: AAPL, Reward: -0.3047533499528023, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.170328\n", "Step: 51896, Timestamp: 2023-07-03 16:42:59.587260515, Action: BUY, Price: 196.08126813821573, Shares: 0.33202692978023846, Symbol: AAPL, Reward: -0.3972205329970822, Transaction Cost: 0.2214165329970913, Slippage: 0.009999999999990905, Time Penalty: 0.165804\n", "Step: 51897, Timestamp: 2023-07-03 16:42:59.587344571, Action: BUY, Price: 182.98482341822648, Shares: 0.39698279909802636, Symbol: AAPL, Reward: -0.42873218204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16475\n", "Step: 51898, Timestamp: 2023-07-03 16:42:59.978822815, Action: BUY, Price: 196.64849938297877, Shares: 0.3181553140581564, Symbol: AAPL, Reward: -0.42961118204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165629\n", "Step: 51899, Timestamp: 2023-07-03 16:43:00.797630940, Action: BUY, Price: 198.5049419097323, Shares: 0.23069648588011155, Symbol: AAPL, Reward: -0.5105384036609686, Transaction Cost: 0.3340614036609492, Slippage: 0.010000000000019327, Time Penalty: 0.166477\n", "Step: 51900, Timestamp: 2023-07-03 16:43:00.797630940, Action: BUY, Price: 184.27229301178127, Shares: 0.09212962501016111, Symbol: AAPL, Reward: -0.20187521820432092, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166477\n", "Step: 51901, Timestamp: 2023-07-03 16:43:00.948561635, Action: BUY, Price: 188.49074404476232, Shares: 0.398106201046188, Symbol: AAPL, Reward: -0.4509565883945821, Transaction Cost: 0.2828225883945821, Slippage: 0.0, Time Penalty: 0.168134\n", "Step: 51902, Timestamp: 2023-07-03 16:43:00.948877384, Action: BUY, Price: 194.7385122048636, Shares: 0.29486455460688027, Symbol: AAPL, Reward: -0.42403518204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170053\n", "Step: 51903, Timestamp: 2023-07-03 16:43:00.948877384, Action: BUY, Price: 199.67251359185315, Shares: 0.19253901651854619, Symbol: AAPL, Reward: -0.29704409102150786, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.170053\n", "Step: 51904, Timestamp: 2023-07-03 16:43:00.949147070, Action: BUY, Price: 187.49760560134797, Shares: 0.08316766372720606, Symbol: AAPL, Reward: -0.2920760910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.165085\n", "Step: 51905, Timestamp: 2023-07-03 16:43:00.949147070, Action: BUY, Price: 196.88157557266584, Shares: 0.20715934767168376, Symbol: AAPL, Reward: -0.2454012180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.165085\n", "Step: 51906, Timestamp: 2023-07-03 16:43:00.949230457, Action: BUY, Price: 189.32192259979954, Shares: 0.15427466108120932, Symbol: AAPL, Reward: -0.4907080199179404, Transaction Cost: 0.3262460199179404, Slippage: 0.0, Time Penalty: 0.164462\n", "Step: 51907, Timestamp: 2023-07-03 16:43:00.950311483, Action: BUY, Price: 193.90383035037743, Shares: 0.217782961509798, Symbol: AAPL, Reward: -0.4293431828331002, Transaction Cost: 0.2651651828331002, Slippage: 0.0, Time Penalty: 0.164178\n", "Step: 51908, Timestamp: 2023-07-03 16:43:00.950336494, Action: BUY, Price: 197.36238567604917, Shares: 0.30633382087333805, Symbol: AAPL, Reward: -0.34776855751853386, Transaction Cost: 0.18137955751853382, Slippage: 0.0, Time Penalty: 0.166389\n", "Step: 51909, Timestamp: 2023-07-03 16:43:00.950336494, Action: BUY, Price: 192.86530179282198, Shares: 0.3420849645741502, Symbol: AAPL, Reward: -0.29338009102150786, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.166389\n", "Step: 51910, Timestamp: 2023-07-03 16:43:00.950336494, Action: BUY, Price: 197.7468224027153, Shares: 0.23016718452705384, Symbol: AAPL, Reward: -0.5127745146499587, Transaction Cost: 0.34638551464995876, Slippage: 0.0, Time Penalty: 0.166389\n", "Step: 51911, Timestamp: 2023-07-03 16:43:01.528579546, Action: BUY, Price: 183.46194710288617, Shares: 0.11251285520973012, Symbol: AAPL, Reward: -0.43038718204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166405\n", "Step: 51912, Timestamp: 2023-07-03 16:43:01.528579546, Action: BUY, Price: 182.76209609350505, Shares: 0.0948006596113585, Symbol: AAPL, Reward: -0.31317859083771865, Transaction Cost: 0.13677359083772775, Slippage: 0.009999999999990905, Time Penalty: 0.166405\n", "Step: 51913, Timestamp: 2023-07-03 16:43:01.528612485, Action: BUY, Price: 197.00318928821196, Shares: 0.11882569682347413, Symbol: AAPL, Reward: -0.3940431905612503, Transaction Cost: 0.21400919056125942, Slippage: 0.009999999999990905, Time Penalty: 0.170034\n", "Step: 51914, Timestamp: 2023-07-03 16:43:01.528612485, Action: BUY, Price: 190.11313722246916, Shares: 0.35803830729102926, Symbol: AAPL, Reward: -0.2642703601272333, Transaction Cost: 0.08423636012724241, Slippage: 0.009999999999990905, Time Penalty: 0.170034\n", "Step: 51915, Timestamp: 2023-07-03 16:43:01.528612485, Action: BUY, Price: 200.61351213668235, Shares: 0.2604428472731524, Symbol: AAPL, Reward: -0.20543221820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170034\n", "Step: 51916, Timestamp: 2023-07-03 16:43:01.528612485, Action: BUY, Price: 185.4587479074486, Shares: 0.23519316074803875, Symbol: AAPL, Reward: -0.20543221820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170034\n", "Step: 51917, Timestamp: 2023-07-03 16:43:01.528612485, Action: BUY, Price: 193.1158224170734, Shares: 0.3743968594346633, Symbol: AAPL, Reward: -0.29916220293688134, Transaction Cost: 0.11912820293689044, Slippage: 0.009999999999990905, Time Penalty: 0.170034\n", "Step: 51918, Timestamp: 2023-07-03 16:43:01.528629831, Action: BUY, Price: 186.1620510262474, Shares: 0.1719580668857947, Symbol: AAPL, Reward: -0.5150024951091605, Transaction Cost: 0.3388544951091696, Slippage: 0.009999999999990905, Time Penalty: 0.166148\n", "Step: 51919, Timestamp: 2023-07-03 16:43:01.528629831, Action: BUY, Price: 183.78853823275858, Shares: 0.2968171772049237, Symbol: AAPL, Reward: -0.4566804892597993, Transaction Cost: 0.28053248925980845, Slippage: 0.009999999999990905, Time Penalty: 0.166148\n", "Step: 51920, Timestamp: 2023-07-03 16:43:01.528662846, Action: BUY, Price: 184.7021574959862, Shares: 0.27814547207956924, Symbol: AAPL, Reward: -0.7331136063949995, Transaction Cost: 0.5552866063950085, Slippage: 0.009999999999990905, Time Penalty: 0.167827\n", "Step: 51921, Timestamp: 2023-07-03 16:43:01.528662846, Action: BUY, Price: 192.06633882915256, Shares: 0.14705509338137798, Symbol: AAPL, Reward: -0.43180918204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167827\n", "Step: 51922, Timestamp: 2023-07-03 16:43:01.528662846, Action: BUY, Price: 196.32036071204803, Shares: 0.12930216237536493, Symbol: AAPL, Reward: -0.374560752257195, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.167827\n", "Step: 51923, Timestamp: 2023-07-03 16:43:01.528693596, Action: BUY, Price: 189.16013709735498, Shares: 0.11956230414392277, Symbol: AAPL, Reward: -0.3366509465715626, Transaction Cost: 0.16262794657157165, Slippage: 0.009999999999990905, Time Penalty: 0.164023\n", "Step: 51924, Timestamp: 2023-07-03 16:43:01.528741906, Action: BUY, Price: 184.96450823312597, Shares: 0.35041945438631544, Symbol: AAPL, Reward: -0.29339220293688134, Transaction Cost: 0.11912820293689044, Slippage: 0.009999999999990905, Time Penalty: 0.164264\n", "Step: 51925, Timestamp: 2023-07-03 16:43:02.094821319, Action: BUY, Price: 201.40842936136104, Shares: 0.2595962630673517, Symbol: AAPL, Reward: -0.4236411820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164659\n", "Step: 51926, Timestamp: 2023-07-03 16:43:02.172857131, Action: BUY, Price: 189.78839858255878, Shares: 0.27024673544138794, Symbol: AAPL, Reward: -0.3494558852452121, Transaction Cost: 0.15025788524522118, Slippage: 0.009999999999990905, Time Penalty: 0.189198\n", "Step: 51927, Timestamp: 2023-07-03 16:43:02.172857131, Action: BUY, Price: 188.33755352092288, Shares: 0.2580345982404992, Symbol: AAPL, Reward: -0.2559901424121819, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.189198\n", "Step: 51928, Timestamp: 2023-07-03 16:43:02.172857131, Action: BUY, Price: 201.1196942085392, Shares: 0.2723815363121047, Symbol: AAPL, Reward: -0.6391080435157019, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.189198\n", "Step: 51929, Timestamp: 2023-07-03 16:43:02.172857131, Action: BUY, Price: 199.91859238140864, Shares: 0.21406026144609297, Symbol: AAPL, Reward: -0.4531801820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.189198\n", "Step: 51930, Timestamp: 2023-07-03 16:43:03.305163986, Action: BUY, Price: 184.04912203379388, Shares: 0.10038736315033259, Symbol: AAPL, Reward: -0.5089918366559398, Transaction Cost: 0.3301768366559205, Slippage: 0.010000000000019327, Time Penalty: 0.168815\n", "Step: 51931, Timestamp: 2023-07-03 16:43:03.305163986, Action: BUY, Price: 187.01280799632596, Shares: 0.3624599516513273, Symbol: AAPL, Reward: -0.4327971820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168815\n", "Step: 51932, Timestamp: 2023-07-03 16:43:03.305163986, Action: BUY, Price: 183.79411146585923, Shares: 0.17804468730019746, Symbol: AAPL, Reward: -0.3394474360711087, Transaction Cost: 0.16063243607108943, Slippage: 0.010000000000019327, Time Penalty: 0.168815\n", "Step: 51933, Timestamp: 2023-07-03 16:43:03.340158394, Action: BUY, Price: 188.7586186239634, Shares: 0.2710581655461669, Symbol: AAPL, Reward: -0.3928859638387142, Transaction Cost: 0.22858396383871418, Slippage: 0.0, Time Penalty: 0.164302\n", "Step: 51934, Timestamp: 2023-07-03 16:43:03.340278126, Action: BUY, Price: 193.41847288301403, Shares: 0.20282440067802476, Symbol: AAPL, Reward: -0.18986321820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164465\n", "Step: 51935, Timestamp: 2023-07-03 16:43:03.341392936, Action: BUY, Price: 184.97212039532263, Shares: 0.19674827960014177, Symbol: AAPL, Reward: -0.36415486151006204, Transaction Cost: 0.19006286151004276, Slippage: 0.010000000000019327, Time Penalty: 0.164092\n", "Step: 51936, Timestamp: 2023-07-03 16:43:03.341413124, Action: BUY, Price: 182.81497153283453, Shares: 0.10365566513423223, Symbol: AAPL, Reward: -0.2959625755001838, Transaction Cost: 0.12180557550016448, Slippage: 0.010000000000019327, Time Penalty: 0.164157\n", "Step: 51937, Timestamp: 2023-07-03 16:43:03.341428005, Action: BUY, Price: 198.60775768509743, Shares: 0.12606046411031152, Symbol: AAPL, Reward: -0.4542364002473367, Transaction Cost: 0.27938040024731736, Slippage: 0.010000000000019327, Time Penalty: 0.164856\n", "Step: 51938, Timestamp: 2023-07-03 16:43:03.389993188, Action: BUY, Price: 197.23670913961732, Shares: 0.11203113456116454, Symbol: AAPL, Reward: -0.4233911820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164409\n", "Step: 51939, Timestamp: 2023-07-03 16:43:03.717928173, Action: BUY, Price: 183.6503939353001, Shares: 0.08968474533502963, Symbol: AAPL, Reward: -0.41912118204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165139\n", "Step: 51940, Timestamp: 2023-07-03 16:43:03.717928173, Action: BUY, Price: 195.6724290354657, Shares: 0.22349335994953748, Symbol: AAPL, Reward: -0.41912118204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165139\n", "Step: 51941, Timestamp: 2023-07-03 16:43:03.742271674, Action: BUY, Price: 199.74872143969014, Shares: 0.11206295458896459, Symbol: AAPL, Reward: -0.3684450671372024, Transaction Cost: 0.19342706713718308, Slippage: 0.010000000000019327, Time Penalty: 0.165018\n", "Step: 51942, Timestamp: 2023-07-03 16:43:03.742709939, Action: BUY, Price: 188.2498863889489, Shares: 0.3015375802909882, Symbol: AAPL, Reward: -0.41903518204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165053\n", "Step: 51944, Timestamp: 2023-07-03 16:43:05.091723547, Action: SELL, Price: 186.85760253749015, Shares: 0.22985112788469272, Symbol: AAPL, Reward: -0.42174718204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167765\n", "Step: 51945, Timestamp: 2023-07-03 16:43:05.091723547, Action: SELL, Price: 194.69685954927874, Shares: 0.11482671729016475, Symbol: AAPL, Reward: -0.2947560910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.167765\n", "Step: 51946, Timestamp: 2023-07-03 16:43:05.091723547, Action: SELL, Price: 186.023653978331, Shares: 0.1297842592220266, Symbol: AAPL, Reward: -0.42174718204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167765\n", "Step: 51947, Timestamp: 2023-07-03 16:43:05.191448857, Action: SELL, Price: 189.2610883375145, Shares: 0.20110252397881984, Symbol: AAPL, Reward: -0.42868318204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164701\n", "Step: 51964, Timestamp: 2023-07-03 16:43:10.128594416, Action: SELL, Price: 196.47204940977542, Shares: 0.15040661972135616, Symbol: AAPL, Reward: -0.3021630910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.165172\n", "Step: 51965, Timestamp: 2023-07-03 16:43:11.199492732, Action: SELL, Price: 193.7434880824552, Shares: 0.35437256183405286, Symbol: AAPL, Reward: -0.43222718204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.178245\n", "Step: 51966, Timestamp: 2023-07-03 16:43:11.199492732, Action: SELL, Price: 188.351485246437, Shares: 0.2851670414499927, Symbol: AAPL, Reward: -0.42579620956191067, Transaction Cost: 0.2475512095619107, Slippage: 0.0, Time Penalty: 0.178245\n", "Step: 51967, Timestamp: 2023-07-03 16:43:11.199492732, Action: SELL, Price: 186.00428998523694, Shares: 0.12288982888392298, Symbol: AAPL, Reward: -0.20364321820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.178245\n", "Step: 51968, Timestamp: 2023-07-03 16:43:11.199492732, Action: SELL, Price: 192.2721331824741, Shares: 0.22644220058847914, Symbol: AAPL, Reward: -0.22904143640860314, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.178245\n", "Step: 51969, Timestamp: 2023-07-03 16:43:11.201799808, Action: SELL, Price: 200.11085917797934, Shares: 0.22698749497052914, Symbol: AAPL, Reward: -0.29312909102150786, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.166138\n", "Step: 51970, Timestamp: 2023-07-03 16:43:11.350622742, Action: SELL, Price: 189.46191764131086, Shares: 0.30649120223159027, Symbol: AAPL, Reward: -0.2416320092892645, Transaction Cost: 0.07183700928926906, Slippage: 0.0049999999999954525, Time Penalty: 0.164795\n", "Step: 51971, Timestamp: 2023-07-03 16:43:11.721071467, Action: SELL, Price: 196.6144613773672, Shares: 0.24973109509149355, Symbol: AAPL, Reward: -0.2984950130547133, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.166522\n", "Step: 51972, Timestamp: 2023-07-03 16:43:11.721071467, Action: SELL, Price: 193.00458117276222, Shares: 0.3351211922490443, Symbol: AAPL, Reward: -0.42050418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166522\n", "Step: 51973, Timestamp: 2023-07-03 16:43:11.721071467, Action: SELL, Price: 200.95936293152226, Shares: 0.09851796331320488, Symbol: AAPL, Reward: -0.20244050464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.166522\n", "Step: 51974, Timestamp: 2023-07-03 16:43:12.117666470, Action: SELL, Price: 199.60813933856284, Shares: 0.18056609387468758, Symbol: AAPL, Reward: -0.4296391820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165657\n", "Step: 51975, Timestamp: 2023-07-03 16:43:13.891132296, Action: SELL, Price: 198.12798920527754, Shares: 0.14575510907212622, Symbol: AAPL, Reward: -0.20181050464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.165892\n", "Step: 51976, Timestamp: 2023-07-03 16:43:14.170517702, Action: SELL, Price: 197.63222559467303, Shares: 0.08384958214464835, Symbol: AAPL, Reward: -0.4718705771281243, Transaction Cost: 0.2961915771281334, Slippage: 0.009999999999990905, Time Penalty: 0.165679\n", "Step: 51977, Timestamp: 2023-07-03 16:43:14.170517702, Action: SELL, Price: 193.2063683842285, Shares: 0.15212870957681793, Symbol: AAPL, Reward: -0.5348640464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.165679\n", "Step: 51978, Timestamp: 2023-07-03 16:43:15.161271485, Action: SELL, Price: 196.6353663851535, Shares: 0.15791330147946842, Symbol: AAPL, Reward: -0.42918318204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165201\n", "Step: 51979, Timestamp: 2023-07-03 16:43:15.161271485, Action: SELL, Price: 198.86164008822726, Shares: 0.16533050262310964, Symbol: AAPL, Reward: -0.3601028195192313, Transaction Cost: 0.1849018195192404, Slippage: 0.009999999999990905, Time Penalty: 0.165201\n", "Step: 51980, Timestamp: 2023-07-03 16:43:15.230157435, Action: SELL, Price: 201.08612888155614, Shares: 0.15181187116821943, Symbol: AAPL, Reward: -0.42970318204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165721\n", "Step: 51981, Timestamp: 2023-07-03 16:43:15.230157435, Action: SELL, Price: 188.9776683742282, Shares: 0.15730827532528294, Symbol: AAPL, Reward: -0.42970318204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165721\n", "Step: 51982, Timestamp: 2023-07-03 16:43:19.433118963, Action: SELL, Price: 192.66960455910237, Shares: 0.3586104242712092, Symbol: AAPL, Reward: -0.4237081820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164726\n", "Step: 51983, Timestamp: 2023-07-03 16:43:19.538442832, Action: SELL, Price: 187.3089490169759, Shares: 0.19536162037674434, Symbol: AAPL, Reward: -0.5403290464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.171144\n", "Step: 51984, Timestamp: 2023-07-03 16:43:19.538442832, Action: SELL, Price: 200.80941422005418, Shares: 0.15182554319180547, Symbol: AAPL, Reward: -0.4351261820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171144\n", "Step: 51985, Timestamp: 2023-07-03 16:43:19.538442832, Action: SELL, Price: 198.99063870222113, Shares: 0.14878517225832122, Symbol: AAPL, Reward: -0.4351261820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171144\n", "Step: 51986, Timestamp: 2023-07-03 16:43:19.538442832, Action: SELL, Price: 201.79393530993423, Shares: 0.14928676351340167, Symbol: AAPL, Reward: -0.4351261820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171144\n", "Step: 51987, Timestamp: 2023-07-03 16:43:19.538442832, Action: SELL, Price: 193.8021832910995, Shares: 0.21860316563698337, Symbol: AAPL, Reward: -0.6891083640860224, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.171144\n", "Step: 51988, Timestamp: 2023-07-03 16:43:19.538442832, Action: SELL, Price: 194.4794143228476, Shares: 0.3489983854776871, Symbol: AAPL, Reward: -0.4054549896111971, Transaction Cost: 0.22431098961120619, Slippage: 0.009999999999990905, Time Penalty: 0.171144\n", "Step: 52006, Timestamp: 2023-07-03 16:43:33.838540350, Action: SELL, Price: 189.98766049840742, Shares: 0.2891995637572425, Symbol: AAPL, Reward: -0.4238731820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164891\n", "Step: 52010, Timestamp: 2023-07-03 16:43:38.597164193, Action: SELL, Price: 198.10337871849018, Shares: 0.18758203726628855, Symbol: AAPL, Reward: -0.41913718204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165155\n", "Step: 52011, Timestamp: 2023-07-03 16:43:38.597772832, Action: SELL, Price: 199.18128714896355, Shares: 0.17710955856984528, Symbol: AAPL, Reward: -0.42732618204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173344\n", "Step: 52019, Timestamp: 2023-07-03 16:43:38.597797691, Action: SELL, Price: 187.77815596471055, Shares: 0.2723580823776986, Symbol: AAPL, Reward: -0.2543603601272424, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.170124\n", "Step: 52020, Timestamp: 2023-07-03 16:43:38.597797691, Action: SELL, Price: 199.56660654668227, Shares: 0.133992498539372, Symbol: AAPL, Reward: -0.33275194657157164, Transaction Cost: 0.16262794657157165, Slippage: 0.0, Time Penalty: 0.170124\n", "Step: 52021, Timestamp: 2023-07-03 16:43:38.597805831, Action: SELL, Price: 193.39912598449283, Shares: 0.39058869444297134, Symbol: AAPL, Reward: -0.48558534581925517, Transaction Cost: 0.32025934581925514, Slippage: 0.0, Time Penalty: 0.165326\n", "Step: 52022, Timestamp: 2023-07-03 16:43:38.597805831, Action: SELL, Price: 187.62818682317865, Shares: 0.1591821648718474, Symbol: AAPL, Reward: -0.3967425329970822, Transaction Cost: 0.2214165329970913, Slippage: 0.009999999999990905, Time Penalty: 0.165326\n", "Step: 52023, Timestamp: 2023-07-03 16:43:38.597821067, Action: SELL, Price: 191.86344045240085, Shares: 0.38753118072783826, Symbol: AAPL, Reward: -0.3004893499528023, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.166064\n", "Step: 52026, Timestamp: 2023-07-03 16:43:39.727369772, Action: SELL, Price: 197.61875938950834, Shares: 0.3401138530257268, Symbol: AAPL, Reward: -0.2919300910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.164939\n", "Step: 52027, Timestamp: 2023-07-03 16:43:39.727429804, Action: SELL, Price: 195.76767561569332, Shares: 0.18632039926125976, Symbol: AAPL, Reward: -0.29392001023422126, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.164414\n", "Step: 52028, Timestamp: 2023-07-03 16:43:40.454941008, Action: SELL, Price: 197.85616865162794, Shares: 0.3275497874646843, Symbol: AAPL, Reward: -0.4089393113272615, Transaction Cost: 0.23960631132723764, Slippage: 0.005000000000023874, Time Penalty: 0.164333\n", "Step: 52029, Timestamp: 2023-07-03 16:43:41.593754276, Action: SELL, Price: 193.16226345128013, Shares: 0.3848662476302104, Symbol: AAPL, Reward: -0.2319126749764296, Transaction Cost: 0.062212674976405695, Slippage: 0.005000000000023874, Time Penalty: 0.1647\n", "Step: 52030, Timestamp: 2023-07-03 16:43:43.052695790, Action: SELL, Price: 186.3876841665115, Shares: 0.1450187269968723, Symbol: AAPL, Reward: -0.3469718218487684, Transaction Cost: 0.1586118218487491, Slippage: 0.010000000000019327, Time Penalty: 0.17836\n", "Step: 52031, Timestamp: 2023-07-03 16:43:43.052695790, Action: SELL, Price: 198.6130298318368, Shares: 0.2872521946837213, Symbol: AAPL, Reward: -0.5204847994956563, Transaction Cost: 0.33212479949563695, Slippage: 0.010000000000019327, Time Penalty: 0.17836\n", "Step: 52032, Timestamp: 2023-07-03 16:43:43.052695790, Action: SELL, Price: 198.9572222179566, Shares: 0.15785905383463844, Symbol: AAPL, Reward: -0.4423421820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.17836\n", "Step: 52033, Timestamp: 2023-07-03 16:43:43.052695790, Action: SELL, Price: 201.7849448608469, Shares: 0.40011797799454235, Symbol: AAPL, Reward: -0.3469718218487684, Transaction Cost: 0.1586118218487491, Slippage: 0.010000000000019327, Time Penalty: 0.17836\n", "Step: 52034, Timestamp: 2023-07-03 16:43:43.052702007, Action: SELL, Price: 182.87569579319083, Shares: 0.36781091283222356, Symbol: AAPL, Reward: -0.36661452743013034, Transaction Cost: 0.17778752743011103, Slippage: 0.010000000000019327, Time Penalty: 0.178827\n", "Step: 52035, Timestamp: 2023-07-03 16:43:43.052702007, Action: SELL, Price: 200.77908587572318, Shares: 0.08484241562274258, Symbol: AAPL, Reward: -0.4428091820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.178827\n", "Step: 52036, Timestamp: 2023-07-03 16:43:43.057076989, Action: SELL, Price: 187.8920315401707, Shares: 0.11799518216931619, Symbol: AAPL, Reward: -0.2935490910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.166558\n", "Step: 52037, Timestamp: 2023-07-03 16:43:43.057076989, Action: SELL, Price: 190.34805989598163, Shares: 0.37468797762687633, Symbol: AAPL, Reward: -0.478656530404984, Transaction Cost: 0.312098530404984, Slippage: 0.0, Time Penalty: 0.166558\n", "Step: 52040, Timestamp: 2023-07-03 16:43:44.548800156, Action: BUY, Price: 196.4840823631825, Shares: 0.13356847659242427, Symbol: AAPL, Reward: -0.21277221820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.177374\n", "Step: 52041, Timestamp: 2023-07-03 16:43:44.548800156, Action: BUY, Price: 185.12428306550973, Shares: 0.2692859844015402, Symbol: AAPL, Reward: -0.21277221820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.177374\n", "Step: 52042, Timestamp: 2023-07-03 16:43:44.548800156, Action: BUY, Price: 196.9221162551866, Shares: 0.25403299802041385, Symbol: AAPL, Reward: -0.44135618204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.177374\n", "Step: 52043, Timestamp: 2023-07-03 16:43:44.549192799, Action: BUY, Price: 183.90842616633557, Shares: 0.11340106248714915, Symbol: AAPL, Reward: -0.43777618204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173794\n", "Step: 52044, Timestamp: 2023-07-03 16:43:46.048793781, Action: BUY, Price: 191.35713208085704, Shares: 0.28380956736662916, Symbol: AAPL, Reward: -0.33290582184874, Transaction Cost: 0.1586118218487491, Slippage: 0.009999999999990905, Time Penalty: 0.164294\n", "Step: 52046, Timestamp: 2023-07-03 16:43:54.730790623, Action: BUY, Price: 199.54012473933562, Shares: 0.29207057563694133, Symbol: AAPL, Reward: -0.4831228382099534, Transaction Cost: 0.3068878382099625, Slippage: 0.009999999999990905, Time Penalty: 0.166235\n", "Step: 52047, Timestamp: 2023-07-03 16:43:54.730900712, Action: BUY, Price: 187.36640606721656, Shares: 0.3337871165828973, Symbol: AAPL, Reward: -0.23232414241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.165532\n", "Step: 52048, Timestamp: 2023-07-03 16:43:54.730900712, Action: BUY, Price: 198.62211399738558, Shares: 0.2784850461632289, Symbol: AAPL, Reward: -0.33815994657156256, Transaction Cost: 0.16262794657157165, Slippage: 0.009999999999990905, Time Penalty: 0.165532\n", "Step: 52049, Timestamp: 2023-07-03 16:43:54.730951007, Action: BUY, Price: 190.699927106775, Shares: 0.1595170378704282, Symbol: AAPL, Reward: -0.2993463499528023, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.164921\n", "Step: 52050, Timestamp: 2023-07-03 16:43:54.731111994, Action: BUY, Price: 201.64475659810873, Shares: 0.3718153445190574, Symbol: AAPL, Reward: -0.41851755991223866, Transaction Cost: 0.24228355991224776, Slippage: 0.009999999999990905, Time Penalty: 0.166234\n", "Step: 52051, Timestamp: 2023-07-03 16:43:54.731111994, Action: BUY, Price: 186.48391673668027, Shares: 0.3153184438751339, Symbol: AAPL, Reward: -0.35582652322316355, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.166234\n", "Step: 52059, Timestamp: 2023-07-03 16:43:54.731358002, Action: BUY, Price: 195.7324364259105, Shares: 0.2260220747945922, Symbol: AAPL, Reward: -0.4360141820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172032\n", "Step: 52060, Timestamp: 2023-07-03 16:43:54.775285756, Action: BUY, Price: 190.4765440748967, Shares: 0.09576101973811818, Symbol: AAPL, Reward: -0.4165134058737718, Transaction Cost: 0.23825640587378089, Slippage: 0.009999999999990905, Time Penalty: 0.168257\n", "Step: 52061, Timestamp: 2023-07-03 16:43:54.775285756, Action: BUY, Price: 191.8608644397556, Shares: 0.21803362670754617, Symbol: AAPL, Reward: -0.25445165461289565, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.168257\n", "Step: 52062, Timestamp: 2023-07-03 16:43:54.775285756, Action: BUY, Price: 194.7125647602471, Shares: 0.25924788486655526, Symbol: AAPL, Reward: -0.24545436911272633, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.168257\n", "Step: 52063, Timestamp: 2023-07-03 16:43:54.775313490, Action: BUY, Price: 196.4969676492403, Shares: 0.1427861960518088, Symbol: AAPL, Reward: -0.3252386555850439, Transaction Cost: 0.145901655585053, Slippage: 0.009999999999990905, Time Penalty: 0.169337\n", "Step: 52064, Timestamp: 2023-07-03 16:43:54.775313490, Action: BUY, Price: 186.39169409123136, Shares: 0.15484761496436952, Symbol: AAPL, Reward: -0.4333191820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169337\n", "Step: 52065, Timestamp: 2023-07-03 16:43:54.775313490, Action: BUY, Price: 198.03802408099463, Shares: 0.1336772755553539, Symbol: AAPL, Reward: -0.223328004351562, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.169337\n", "Step: 52066, Timestamp: 2023-07-03 16:43:54.775313490, Action: BUY, Price: 190.29869235148703, Shares: 0.23441509514220515, Symbol: AAPL, Reward: -0.2596532180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.169337\n", "Step: 52067, Timestamp: 2023-07-03 16:43:54.775313490, Action: BUY, Price: 191.5775545771818, Shares: 0.25875875472603393, Symbol: AAPL, Reward: -0.37276406713717397, Transaction Cost: 0.19342706713718308, Slippage: 0.009999999999990905, Time Penalty: 0.169337\n", "Step: 52068, Timestamp: 2023-07-03 16:43:54.775335081, Action: BUY, Price: 199.58662811832497, Shares: 0.2115673908429164, Symbol: AAPL, Reward: -0.3404162663836515, Transaction Cost: 0.16459926638366065, Slippage: 0.009999999999990905, Time Penalty: 0.165817\n", "Step: 52069, Timestamp: 2023-07-03 16:43:55.803480840, Action: BUY, Price: 205.1661782454967, Shares: 0.12274620173367831, Symbol: AAPL, Reward: -0.2072322182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171834\n", "Step: 52070, Timestamp: 2023-07-03 16:43:55.803480840, Action: BUY, Price: 196.33246505842487, Shares: 0.1694338095131621, Symbol: AAPL, Reward: -0.2072322182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171834\n", "Step: 52071, Timestamp: 2023-07-03 16:43:55.803480840, Action: BUY, Price: 188.28037232504235, Shares: 0.09451128688648668, Symbol: AAPL, Reward: -0.2072322182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171834\n", "Step: 52072, Timestamp: 2023-07-03 16:43:55.803480840, Action: BUY, Price: 186.30992919191635, Shares: 0.29568151240288765, Symbol: AAPL, Reward: -0.22582500435159042, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.171834\n", "Step: 52073, Timestamp: 2023-07-03 16:43:55.803480840, Action: BUY, Price: 196.73030853058174, Shares: 0.27952375043433586, Symbol: AAPL, Reward: -0.21775250464465384, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.171834\n", "Step: 52074, Timestamp: 2023-07-03 16:43:55.803480840, Action: BUY, Price: 188.18708226764434, Shares: 0.20378964831673188, Symbol: AAPL, Reward: -0.43581618204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171834\n", "Step: 52075, Timestamp: 2023-07-03 16:43:55.803480840, Action: BUY, Price: 197.96140849112956, Shares: 0.3455574452271559, Symbol: AAPL, Reward: -0.2072322182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171834\n", "Step: 52076, Timestamp: 2023-07-03 16:43:55.832719565, Action: BUY, Price: 186.40628540014296, Shares: 0.252611758966894, Symbol: AAPL, Reward: -0.4304431820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166461\n", "Step: 52077, Timestamp: 2023-07-03 16:43:55.832719565, Action: BUY, Price: 200.1525199812759, Shares: 0.15110374554109388, Symbol: AAPL, Reward: -0.4106210018705748, Transaction Cost: 0.2341600018705839, Slippage: 0.009999999999990905, Time Penalty: 0.166461\n", "Step: 52078, Timestamp: 2023-07-03 16:43:55.832767410, Action: BUY, Price: 191.6920354309364, Shares: 0.21173202906601468, Symbol: AAPL, Reward: -0.27987587612859294, Transaction Cost: 0.09836687612860205, Slippage: 0.009999999999990905, Time Penalty: 0.171509\n", "Step: 52079, Timestamp: 2023-07-03 16:43:55.832767410, Action: BUY, Price: 188.64812018798833, Shares: 0.3726821604592142, Symbol: AAPL, Reward: -0.20690721820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171509\n", "Step: 52080, Timestamp: 2023-07-03 16:43:55.832767410, Action: BUY, Price: 190.5686263618355, Shares: 0.1591231649873047, Symbol: AAPL, Reward: -0.20690721820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171509\n", "Step: 52081, Timestamp: 2023-07-03 16:43:55.832767410, Action: BUY, Price: 196.69374204317998, Shares: 0.35076210825380694, Symbol: AAPL, Reward: -0.20690721820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171509\n", "Step: 52082, Timestamp: 2023-07-03 16:43:55.931243177, Action: BUY, Price: 193.6847287494337, Shares: 0.22011703757973525, Symbol: AAPL, Reward: -0.33515243607108036, Transaction Cost: 0.16063243607108943, Slippage: 0.009999999999990905, Time Penalty: 0.16452\n", "Step: 52083, Timestamp: 2023-07-03 16:43:56.769867019, Action: BUY, Price: 198.88779478580088, Shares: 0.18329712416218272, Symbol: AAPL, Reward: -0.20097821820429249, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16558\n", "Step: 52084, Timestamp: 2023-07-03 16:43:56.769867019, Action: BUY, Price: 194.23095917008223, Shares: 0.3445578809454434, Symbol: AAPL, Reward: -0.48351703046098865, Transaction Cost: 0.30793703046099774, Slippage: 0.009999999999990905, Time Penalty: 0.16558\n", "Step: 52085, Timestamp: 2023-07-03 16:43:57.612498249, Action: BUY, Price: 186.93849629871534, Shares: 0.15560030036782066, Symbol: AAPL, Reward: -0.44015918204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.176177\n", "Step: 52086, Timestamp: 2023-07-03 16:43:57.672493512, Action: BUY, Price: 188.4267800977946, Shares: 0.16182923408241584, Symbol: AAPL, Reward: -0.4246691820430396, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.165687\n", "Step: 52087, Timestamp: 2023-07-03 16:43:57.672493512, Action: BUY, Price: 199.91814374124596, Shares: 0.3049077080448018, Symbol: AAPL, Reward: -0.4246691820430396, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.165687\n", "Step: 52088, Timestamp: 2023-07-03 16:43:57.699088520, Action: BUY, Price: 193.96122093301634, Shares: 0.07354654549832552, Symbol: AAPL, Reward: -0.35474552322319197, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.165153\n", "Step: 52089, Timestamp: 2023-07-03 16:43:57.712807117, Action: BUY, Price: 196.41769230808558, Shares: 0.29860325921171016, Symbol: AAPL, Reward: -0.41868118204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164699\n", "Step: 52090, Timestamp: 2023-07-03 16:43:57.772745731, Action: BUY, Price: 198.31061671492714, Shares: 0.23220951342970153, Symbol: AAPL, Reward: -0.320578018578529, Transaction Cost: 0.14367401857853812, Slippage: 0.009999999999990905, Time Penalty: 0.166904\n", "Step: 52091, Timestamp: 2023-07-03 16:43:57.772745731, Action: BUY, Price: 188.99276016097596, Shares: 0.27733265439658705, Symbol: AAPL, Reward: -0.3375364360710803, Transaction Cost: 0.16063243607108943, Slippage: 0.009999999999990905, Time Penalty: 0.166904\n", "Step: 52092, Timestamp: 2023-07-03 16:43:57.772745731, Action: BUY, Price: 201.70216985423468, Shares: 0.201322476412281, Symbol: AAPL, Reward: -0.43088618204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166904\n", "Step: 52093, Timestamp: 2023-07-03 16:43:57.866464359, Action: BUY, Price: 195.22901977928797, Shares: 0.23127874611333632, Symbol: AAPL, Reward: -0.25385836012723784, Transaction Cost: 0.08423636012724241, Slippage: 0.0049999999999954525, Time Penalty: 0.164622\n", "Step: 52094, Timestamp: 2023-07-03 16:43:57.947995688, Action: BUY, Price: 198.61317559535877, Shares: 0.1099305335215729, Symbol: AAPL, Reward: -0.4234441820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164462\n", "Step: 52095, Timestamp: 2023-07-03 16:43:58.774237206, Action: BUY, Price: 186.78036471743528, Shares: 0.18079399273009814, Symbol: AAPL, Reward: -0.5813529900923399, Transaction Cost: 0.40478099009234897, Slippage: 0.009999999999990905, Time Penalty: 0.166572\n", "Step: 52096, Timestamp: 2023-07-03 16:43:58.774237206, Action: BUY, Price: 200.95990727761728, Shares: 0.327467699834063, Symbol: AAPL, Reward: -0.43055418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166572\n", "Step: 52097, Timestamp: 2023-07-03 16:43:58.774237206, Action: BUY, Price: 188.46104476108223, Shares: 0.35800373150588505, Symbol: AAPL, Reward: -0.3488310968449835, Transaction Cost: 0.1722590968449926, Slippage: 0.009999999999990905, Time Penalty: 0.166572\n", "Step: 52098, Timestamp: 2023-07-03 16:43:58.774267882, Action: BUY, Price: 201.40353307498688, Shares: 0.19153484691251327, Symbol: AAPL, Reward: -0.24816000928925996, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.166323\n", "Step: 52099, Timestamp: 2023-07-03 16:43:59.052894231, Action: BUY, Price: 191.96109146462425, Shares: 0.18729807069706655, Symbol: AAPL, Reward: -0.389495021757851, Transaction Cost: 0.21995502175785553, Slippage: 0.0049999999999954525, Time Penalty: 0.16454\n", "Step: 52100, Timestamp: 2023-07-03 16:43:59.053041754, Action: BUY, Price: 196.13305341663602, Shares: 0.08643959636666161, Symbol: AAPL, Reward: -0.24532621803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.16501\n", "Step: 52101, Timestamp: 2023-07-03 16:43:59.204670591, Action: BUY, Price: 198.03048570487542, Shares: 0.23711851936933107, Symbol: AAPL, Reward: -0.2019752182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166577\n", "Step: 52102, Timestamp: 2023-07-03 16:43:59.204670591, Action: BUY, Price: 199.9814544962998, Shares: 0.13215360202958124, Symbol: AAPL, Reward: -0.4305591820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166577\n", "Step: 52103, Timestamp: 2023-07-03 16:43:59.204670591, Action: BUY, Price: 199.44508457464428, Shares: 0.24187690251184207, Symbol: AAPL, Reward: -0.3875504454114711, Transaction Cost: 0.21097344541145174, Slippage: 0.010000000000019327, Time Penalty: 0.166577\n", "Step: 52104, Timestamp: 2023-07-03 16:43:59.204717076, Action: BUY, Price: 186.5106960874366, Shares: 0.1836144832255668, Symbol: AAPL, Reward: -0.465804894229512, Transaction Cost: 0.29069589422949266, Slippage: 0.010000000000019327, Time Penalty: 0.165109\n", "Step: 52105, Timestamp: 2023-07-03 16:43:59.205708297, Action: BUY, Price: 187.77356511842717, Shares: 0.15979882943604537, Symbol: AAPL, Reward: -0.41972418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165742\n", "Step: 52106, Timestamp: 2023-07-03 16:43:59.525044764, Action: BUY, Price: 191.85940795726435, Shares: 0.21155600601690605, Symbol: AAPL, Reward: -0.43245775980427714, Transaction Cost: 0.2663787598042771, Slippage: 0.0, Time Penalty: 0.166079\n", "Step: 52107, Timestamp: 2023-07-03 16:44:00.186718028, Action: BUY, Price: 189.5175965840657, Shares: 0.32829675995869045, Symbol: AAPL, Reward: -0.42486218204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.17088\n", "Step: 52108, Timestamp: 2023-07-03 16:44:00.187074206, Action: BUY, Price: 194.37915396081328, Shares: 0.29595781396778476, Symbol: AAPL, Reward: -0.5247760464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.165591\n", "Step: 52109, Timestamp: 2023-07-03 16:44:01.058286499, Action: BUY, Price: 200.82728278159686, Shares: 0.2695285265816621, Symbol: AAPL, Reward: -0.3759041001010657, Transaction Cost: 0.2063361001010702, Slippage: 0.0049999999999954525, Time Penalty: 0.164568\n", "Step: 52110, Timestamp: 2023-07-03 16:44:01.776909948, Action: BUY, Price: 199.6023081103345, Shares: 0.23975662411462215, Symbol: AAPL, Reward: -0.2555742180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.165258\n", "Step: 52111, Timestamp: 2023-07-03 16:44:01.776977203, Action: BUY, Price: 193.3569721943962, Shares: 0.23583651579822063, Symbol: AAPL, Reward: -0.677034620870897, Transaction Cost: 0.5015746208709061, Slippage: 0.009999999999990905, Time Penalty: 0.16546\n", "Step: 52112, Timestamp: 2023-07-03 16:44:03.176787542, Action: BUY, Price: 188.51045633849225, Shares: 0.3219751656920262, Symbol: AAPL, Reward: -0.19514021820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169742\n", "Step: 52113, Timestamp: 2023-07-03 16:44:03.399138538, Action: BUY, Price: 196.2587779845566, Shares: 0.13920930754645847, Symbol: AAPL, Reward: -0.2985963499528023, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.164171\n", "Step: 52114, Timestamp: 2023-07-03 16:44:04.233903555, Action: BUY, Price: 186.4499501199819, Shares: 0.33789477933491463, Symbol: AAPL, Reward: -0.42895918204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164977\n", "Step: 52118, Timestamp: 2023-07-03 16:44:05.382996819, Action: BUY, Price: 195.6644090718996, Shares: 0.12892849412438162, Symbol: AAPL, Reward: -0.4231041820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164122\n", "Step: 52133, Timestamp: 2023-07-03 16:44:09.056832122, Action: BUY, Price: 196.58258404050767, Shares: 0.32049883087897696, Symbol: AAPL, Reward: -0.4331471820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169165\n", "Step: 52134, Timestamp: 2023-07-03 16:44:09.056832122, Action: BUY, Price: 182.8699778309264, Shares: 0.21442980909931186, Symbol: AAPL, Reward: -0.4331471820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169165\n", "Step: 52135, Timestamp: 2023-07-03 16:44:09.056832122, Action: BUY, Price: 185.56622825534896, Shares: 0.3014514220458088, Symbol: AAPL, Reward: -0.25948121803553564, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.169165\n", "Step: 52136, Timestamp: 2023-07-03 16:44:09.056862621, Action: BUY, Price: 190.94152696964832, Shares: 0.302489323328039, Symbol: AAPL, Reward: -0.4292901820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165308\n", "Step: 52138, Timestamp: 2023-07-03 16:44:09.089547365, Action: BUY, Price: 187.4757395371266, Shares: 0.2883860108604907, Symbol: AAPL, Reward: -0.5116244103221884, Transaction Cost: 0.3473154103221884, Slippage: 0.0, Time Penalty: 0.164309\n", "Step: 52139, Timestamp: 2023-07-03 16:44:09.160506145, Action: BUY, Price: 186.2676524086199, Shares: 0.2758049327025855, Symbol: AAPL, Reward: -0.34157709684498805, Transaction Cost: 0.1722590968449926, Slippage: 0.0049999999999954525, Time Penalty: 0.164318\n", "Step: 52140, Timestamp: 2023-07-03 16:44:10.834512751, Action: BUY, Price: 198.36412573196756, Shares: 0.20355592990219462, Symbol: AAPL, Reward: -0.20284521820432092, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167447\n", "Step: 52141, Timestamp: 2023-07-03 16:44:10.834512751, Action: BUY, Price: 188.5481730504808, Shares: 0.2279128420682522, Symbol: AAPL, Reward: -0.2758138761286214, Transaction Cost: 0.09836687612860205, Slippage: 0.010000000000019327, Time Penalty: 0.167447\n", "Step: 52142, Timestamp: 2023-07-03 16:44:10.834512751, Action: BUY, Price: 188.4950575429264, Shares: 0.13624455634211152, Symbol: AAPL, Reward: -0.41022551487645403, Transaction Cost: 0.2327785148764347, Slippage: 0.010000000000019327, Time Penalty: 0.167447\n", "Step: 52143, Timestamp: 2023-07-03 16:44:10.834664159, Action: BUY, Price: 200.95636237083832, Shares: 0.24475353110803477, Symbol: AAPL, Reward: -0.27923087281722564, Transaction Cost: 0.1015928728172063, Slippage: 0.010000000000019327, Time Penalty: 0.167638\n", "Step: 52144, Timestamp: 2023-07-03 16:44:10.834664159, Action: BUY, Price: 182.980145580155, Shares: 0.21388321850794503, Symbol: AAPL, Reward: -0.21355650464465387, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.167638\n", "Step: 52145, Timestamp: 2023-07-03 16:44:10.834664159, Action: BUY, Price: 201.3573092010654, Shares: 0.22610859926392873, Symbol: AAPL, Reward: -0.325733788564086, Transaction Cost: 0.1480957885640667, Slippage: 0.010000000000019327, Time Penalty: 0.167638\n", "Step: 52146, Timestamp: 2023-07-03 16:44:10.834664159, Action: BUY, Price: 188.74455811879554, Shares: 0.25623108554974094, Symbol: AAPL, Reward: -0.2030362182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167638\n", "Step: 52147, Timestamp: 2023-07-03 16:44:10.834664159, Action: BUY, Price: 201.66715027074883, Shares: 0.16142390072312537, Symbol: AAPL, Reward: -0.26081721803556407, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.170501\n", "Step: 52148, Timestamp: 2023-07-03 16:44:10.834664159, Action: BUY, Price: 197.83912297944005, Shares: 0.1259636385665334, Symbol: AAPL, Reward: -0.4344831820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.170501\n", "Step: 52149, Timestamp: 2023-07-03 16:44:10.834664159, Action: BUY, Price: 197.18118556977603, Shares: 0.09971701365479417, Symbol: AAPL, Reward: -0.4344831820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.170501\n", "Step: 52150, Timestamp: 2023-07-03 16:44:10.834664159, Action: BUY, Price: 200.4088319895877, Shares: 0.11952266008522099, Symbol: AAPL, Reward: -0.4344831820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.170501\n", "Step: 52151, Timestamp: 2023-07-03 16:44:10.835013837, Action: BUY, Price: 201.2945882881336, Shares: 0.214488120804354, Symbol: AAPL, Reward: -0.40001530125325574, Transaction Cost: 0.2257443012532364, Slippage: 0.010000000000019327, Time Penalty: 0.164271\n", "Step: 52152, Timestamp: 2023-07-03 16:44:10.835156638, Action: BUY, Price: 198.88262754817137, Shares: 0.12224074219879198, Symbol: AAPL, Reward: -0.2448702180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.164554\n", "Step: 52153, Timestamp: 2023-07-03 16:44:10.835267766, Action: BUY, Price: 199.86002661991668, Shares: 0.19721383645442447, Symbol: AAPL, Reward: -0.378871739167292, Transaction Cost: 0.21249673916729198, Slippage: 0.0, Time Penalty: 0.166375\n", "Step: 52154, Timestamp: 2023-07-03 16:44:11.269287804, Action: BUY, Price: 190.6881081494799, Shares: 0.2995344516145334, Symbol: AAPL, Reward: -0.3093317382254618, Transaction Cost: 0.1343947382254709, Slippage: 0.009999999999990905, Time Penalty: 0.164937\n", "Step: 52155, Timestamp: 2023-07-03 16:44:11.269841683, Action: BUY, Price: 191.0544593159367, Shares: 0.13139846478297001, Symbol: AAPL, Reward: -0.3924440278677981, Transaction Cost: 0.21551102786780715, Slippage: 0.009999999999990905, Time Penalty: 0.166933\n", "Step: 52156, Timestamp: 2023-07-03 16:44:11.269841683, Action: BUY, Price: 196.07760769060658, Shares: 0.07034678645902807, Symbol: AAPL, Reward: -0.43091518204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166933\n", "Step: 52157, Timestamp: 2023-07-03 16:44:11.785636571, Action: BUY, Price: 186.98846785943675, Shares: 0.23086070994898653, Symbol: AAPL, Reward: -0.4235891820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164607\n", "Step: 52158, Timestamp: 2023-07-03 16:44:12.407182882, Action: BUY, Price: 197.18163566122013, Shares: 0.13092053598155984, Symbol: AAPL, Reward: -0.41851218204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16453\n", "Step: 52159, Timestamp: 2023-07-03 16:44:12.408068442, Action: BUY, Price: 196.63391495338905, Shares: 0.27365068658959624, Symbol: AAPL, Reward: -0.42822118204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164239\n", "Step: 52160, Timestamp: 2023-07-03 16:44:13.012838419, Action: BUY, Price: 185.06286909867376, Shares: 0.23917318891877246, Symbol: AAPL, Reward: -0.42068718204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166705\n", "Step: 52161, Timestamp: 2023-07-03 16:44:13.012838419, Action: BUY, Price: 182.69197440893916, Shares: 0.31634693328396674, Symbol: AAPL, Reward: -0.42068718204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166705\n", "Step: 52162, Timestamp: 2023-07-03 16:44:13.012838419, Action: BUY, Price: 183.6629419875559, Shares: 0.1350129138481656, Symbol: AAPL, Reward: -0.42068718204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166705\n", "Step: 52163, Timestamp: 2023-07-03 16:44:14.028307072, Action: BUY, Price: 186.56448570952546, Shares: 0.30545607902541166, Symbol: AAPL, Reward: -0.29887973822547087, Transaction Cost: 0.1343947382254709, Slippage: 0.0, Time Penalty: 0.164485\n", "Step: 52164, Timestamp: 2023-07-03 16:44:14.054993252, Action: BUY, Price: 185.98456816760384, Shares: 0.29883352835621807, Symbol: AAPL, Reward: -0.21648550464462088, Transaction Cost: 0.03591850464463453, Slippage: 0.014999999999986358, Time Penalty: 0.165567\n", "Step: 52171, Timestamp: 2023-07-03 16:44:15.474955127, Action: SELL, Price: 185.47572316099615, Shares: 0.21303818858895734, Symbol: AAPL, Reward: -0.3204440185785574, Transaction Cost: 0.14367401857853812, Slippage: 0.010000000000019327, Time Penalty: 0.16677\n", "Step: 52172, Timestamp: 2023-07-03 16:44:15.936829345, Action: SELL, Price: 183.0173853427374, Shares: 0.27142058072058317, Symbol: AAPL, Reward: -0.4186901820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164708\n", "Step: 52173, Timestamp: 2023-07-03 16:44:16.382084517, Action: SELL, Price: 195.62576364603117, Shares: 0.3036028765276763, Symbol: AAPL, Reward: -0.22123114241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.164439\n", "Step: 52180, Timestamp: 2023-07-03 16:44:18.783104796, Action: BUY, Price: 198.5840238012086, Shares: 0.25099932921024276, Symbol: AAPL, Reward: -0.43121418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167232\n", "Step: 52181, Timestamp: 2023-07-03 16:44:18.783104796, Action: BUY, Price: 199.2441291340094, Shares: 0.09064867145190293, Symbol: AAPL, Reward: -0.32748988524521205, Transaction Cost: 0.15025788524522118, Slippage: 0.009999999999990905, Time Penalty: 0.167232\n", "Step: 52182, Timestamp: 2023-07-03 16:44:18.783131106, Action: BUY, Price: 183.73819808882996, Shares: 0.2403630801980398, Symbol: AAPL, Reward: -0.38363098151059855, Transaction Cost: 0.20476698151060765, Slippage: 0.009999999999990905, Time Penalty: 0.168864\n", "Step: 52183, Timestamp: 2023-07-03 16:44:18.783131106, Action: BUY, Price: 198.07109463161328, Shares: 0.21961649086985705, Symbol: AAPL, Reward: -0.4328461820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168864\n", "Step: 52184, Timestamp: 2023-07-03 16:44:18.783131106, Action: BUY, Price: 196.51384153732454, Shares: 0.12779218563526298, Symbol: AAPL, Reward: -0.4888887630513382, Transaction Cost: 0.31002476305134735, Slippage: 0.009999999999990905, Time Penalty: 0.168864\n", "Step: 52185, Timestamp: 2023-07-03 16:44:18.783820599, Action: BUY, Price: 193.14770919027941, Shares: 0.17847439529844158, Symbol: AAPL, Reward: -0.2857125755001645, Transaction Cost: 0.12180557550016448, Slippage: 0.0, Time Penalty: 0.163907\n", "Step: 52186, Timestamp: 2023-07-03 16:44:18.783842077, Action: BUY, Price: 187.9016832391744, Shares: 0.25722640349086817, Symbol: AAPL, Reward: -0.5022463160195398, Transaction Cost: 0.3379013160195398, Slippage: 0.0, Time Penalty: 0.164345\n", "Step: 52187, Timestamp: 2023-07-03 16:44:18.783889689, Action: BUY, Price: 193.85478278851983, Shares: 0.10253336567176101, Symbol: AAPL, Reward: -0.3865207391672829, Transaction Cost: 0.21249673916729198, Slippage: 0.009999999999990905, Time Penalty: 0.164024\n", "Step: 52191, Timestamp: 2023-07-03 16:44:22.639308911, Action: BUY, Price: 198.8132354715433, Shares: 0.26065358505110403, Symbol: AAPL, Reward: -0.4252921820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.16631\n", "Step: 52192, Timestamp: 2023-07-03 16:44:22.639308911, Action: BUY, Price: 186.22335211229614, Shares: 0.25016298324755626, Symbol: AAPL, Reward: -0.421241546313769, Transaction Cost: 0.24493154631377806, Slippage: 0.009999999999990905, Time Penalty: 0.16631\n", "Step: 52193, Timestamp: 2023-07-03 16:44:22.639308911, Action: BUY, Price: 186.84954280579868, Shares: 0.179845402468951, Symbol: AAPL, Reward: -0.24350736911272636, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.16631\n", "Step: 52194, Timestamp: 2023-07-03 16:44:25.868356849, Action: BUY, Price: 187.88218632834264, Shares: 0.25194856104621255, Symbol: AAPL, Reward: -0.28104753635881163, Transaction Cost: 0.10471953635882071, Slippage: 0.009999999999990905, Time Penalty: 0.166328\n", "Step: 52195, Timestamp: 2023-07-03 16:44:25.868445555, Action: BUY, Price: 185.9532660460086, Shares: 0.07784174370214604, Symbol: AAPL, Reward: -0.33766930922580035, Transaction Cost: 0.15238930922580946, Slippage: 0.009999999999990905, Time Penalty: 0.17528\n", "Step: 52196, Timestamp: 2023-07-03 16:44:25.868445555, Action: BUY, Price: 194.4661277376359, Shares: 0.23884647334032216, Symbol: AAPL, Reward: -0.24207214241218186, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.17528\n", "Step: 52197, Timestamp: 2023-07-03 16:44:25.868445555, Action: BUY, Price: 195.3078756078606, Shares: 0.10149100196625091, Symbol: AAPL, Reward: -0.43926218204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17528\n", "Step: 52198, Timestamp: 2023-07-03 16:44:25.868445555, Action: BUY, Price: 190.93023167235594, Shares: 0.08367600173126344, Symbol: AAPL, Reward: -0.3196747382254618, Transaction Cost: 0.1343947382254709, Slippage: 0.009999999999990905, Time Penalty: 0.17528\n", "Step: 52199, Timestamp: 2023-07-03 16:44:25.868445555, Action: BUY, Price: 189.19512053393552, Shares: 0.0779633287225382, Symbol: AAPL, Reward: -0.22119850464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.17528\n", "Step: 52200, Timestamp: 2023-07-03 16:44:25.868445555, Action: BUY, Price: 198.81613924328963, Shares: 0.23048575410593478, Symbol: AAPL, Reward: -0.30166925743820827, Transaction Cost: 0.11638925743821735, Slippage: 0.009999999999990905, Time Penalty: 0.17528\n", "Step: 52201, Timestamp: 2023-07-03 16:44:25.868492223, Action: BUY, Price: 200.4295332536301, Shares: 0.1807238897286067, Symbol: AAPL, Reward: -0.4017023012532273, Transaction Cost: 0.2257443012532364, Slippage: 0.009999999999990905, Time Penalty: 0.165958\n", "Step: 52202, Timestamp: 2023-07-03 16:44:25.868492223, Action: BUY, Price: 196.76895596170593, Shares: 0.18573691066411124, Symbol: AAPL, Reward: -0.2923472574382082, Transaction Cost: 0.11638925743821735, Slippage: 0.009999999999990905, Time Penalty: 0.165958\n", "Step: 52203, Timestamp: 2023-07-03 16:44:25.868504288, Action: BUY, Price: 198.24915405542566, Shares: 0.24766198771786282, Symbol: AAPL, Reward: -0.27014843075501227, Transaction Cost: 0.09503143075502138, Slippage: 0.009999999999990905, Time Penalty: 0.165117\n", "Step: 52204, Timestamp: 2023-07-03 16:44:25.868522860, Action: BUY, Price: 197.4072154991216, Shares: 0.12662600208325522, Symbol: AAPL, Reward: -0.2858542664985365, Transaction Cost: 0.11070826649854565, Slippage: 0.009999999999990905, Time Penalty: 0.165146\n", "Step: 52205, Timestamp: 2023-07-03 16:44:25.868537979, Action: BUY, Price: 182.8434021041451, Shares: 0.062533790045672, Symbol: AAPL, Reward: -0.3500470968449835, Transaction Cost: 0.1722590968449926, Slippage: 0.009999999999990905, Time Penalty: 0.167788\n", "Step: 52206, Timestamp: 2023-07-03 16:44:26.726569701, Action: BUY, Price: 189.61698550585703, Shares: 0.16246451059916472, Symbol: AAPL, Reward: -0.38270537577922054, Transaction Cost: 0.20789337577920122, Slippage: 0.010000000000019327, Time Penalty: 0.164812\n", "Step: 52207, Timestamp: 2023-07-03 16:44:26.726616767, Action: BUY, Price: 194.47778897158855, Shares: 0.06420272015534863, Symbol: AAPL, Reward: -0.2044192182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169021\n", "Step: 52208, Timestamp: 2023-07-03 16:44:26.726616767, Action: BUY, Price: 182.8327411491069, Shares: 0.17957541261611693, Symbol: AAPL, Reward: -0.4330031820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169021\n", "Step: 52209, Timestamp: 2023-07-03 16:44:26.726616767, Action: BUY, Price: 184.8810577532386, Shares: 0.10310092765150529, Symbol: AAPL, Reward: -0.4330031820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169021\n", "Step: 52210, Timestamp: 2023-07-03 16:44:26.726616767, Action: BUY, Price: 188.94165217099666, Shares: 0.2371102361252119, Symbol: AAPL, Reward: -0.43173008038174654, Transaction Cost: 0.25270908038172724, Slippage: 0.010000000000019327, Time Penalty: 0.169021\n", "Step: 52211, Timestamp: 2023-07-03 16:44:26.726653334, Action: BUY, Price: 192.0283904617133, Shares: 0.1904223411534567, Symbol: AAPL, Reward: -0.2034492182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168051\n", "Step: 52212, Timestamp: 2023-07-03 16:44:26.726653334, Action: BUY, Price: 189.80575062804834, Shares: 0.07975973941505525, Symbol: AAPL, Reward: -0.35764352322319193, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.168051\n", "Step: 52213, Timestamp: 2023-07-03 16:44:26.726653334, Action: BUY, Price: 188.00594909922876, Shares: 0.12290996285306675, Symbol: AAPL, Reward: -0.35764352322319193, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.168051\n", "Step: 52214, Timestamp: 2023-07-03 16:44:31.681134409, Action: BUY, Price: 183.03573845050317, Shares: 0.164006897952973, Symbol: AAPL, Reward: -0.2964990910215033, Transaction Cost: 0.12699109102150788, Slippage: 0.0049999999999954525, Time Penalty: 0.164508\n", "Step: 52215, Timestamp: 2023-07-03 16:44:31.681408856, Action: BUY, Price: 195.06378570818796, Shares: 0.11989177115171883, Symbol: AAPL, Reward: -0.34887852322316804, Transaction Cost: 0.17959252322317262, Slippage: 0.0049999999999954525, Time Penalty: 0.164286\n", "Step: 52216, Timestamp: 2023-07-03 16:44:32.257226518, Action: BUY, Price: 189.76973529101494, Shares: 0.12463849455645579, Symbol: AAPL, Reward: -0.4282141820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.169232\n", "Step: 52217, Timestamp: 2023-07-03 16:44:32.257226518, Action: BUY, Price: 194.1855617458839, Shares: 0.07005535898557035, Symbol: AAPL, Reward: -0.61546072320174, Transaction Cost: 0.4362287232017491, Slippage: 0.009999999999990905, Time Penalty: 0.169232\n", "Step: 52218, Timestamp: 2023-07-03 16:44:32.257226518, Action: BUY, Price: 193.42683494997948, Shares: 0.22557689392609, Symbol: AAPL, Reward: -0.20463021820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169232\n", "Step: 52219, Timestamp: 2023-07-03 16:44:32.257226518, Action: BUY, Price: 194.95802183795664, Shares: 0.252102441955439, Symbol: AAPL, Reward: -0.31834377030933414, Transaction Cost: 0.13911177030934327, Slippage: 0.009999999999990905, Time Penalty: 0.169232\n", "Step: 52220, Timestamp: 2023-07-03 16:44:32.257226518, Action: BUY, Price: 185.34144922993676, Shares: 0.2560849623549797, Symbol: AAPL, Reward: -0.20792621820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172528\n", "Step: 52221, Timestamp: 2023-07-03 16:44:32.257226518, Action: BUY, Price: 194.78250381905602, Shares: 0.24037220971248302, Symbol: AAPL, Reward: -0.20792621820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172528\n", "Step: 52222, Timestamp: 2023-07-03 16:44:32.257226518, Action: BUY, Price: 199.21079127276374, Shares: 0.2567136784845803, Symbol: AAPL, Reward: -0.4365101820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172528\n", "Step: 52223, Timestamp: 2023-07-03 16:44:32.257226518, Action: BUY, Price: 188.615947349512, Shares: 0.20511463733566193, Symbol: AAPL, Reward: -0.20792621820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172528\n", "Step: 52224, Timestamp: 2023-07-03 16:44:32.257226518, Action: BUY, Price: 200.45898529562984, Shares: 0.2541874237938862, Symbol: AAPL, Reward: -0.23332443640859404, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.172528\n", "Step: 52225, Timestamp: 2023-07-03 16:44:32.257285577, Action: BUY, Price: 189.76603252710848, Shares: 0.10748339610369392, Symbol: AAPL, Reward: -0.4246186999056137, Transaction Cost: 0.24885069990562278, Slippage: 0.009999999999990905, Time Penalty: 0.165768\n", "Step: 52226, Timestamp: 2023-07-03 16:44:32.257285577, Action: BUY, Price: 193.88030563076163, Shares: 0.2261759417748055, Symbol: AAPL, Reward: -0.22656443640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.165768\n", "Step: 52227, Timestamp: 2023-07-03 16:44:33.135451158, Action: BUY, Price: 185.2746768325293, Shares: 0.062092759829892485, Symbol: AAPL, Reward: -0.4267621820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.16778\n", "Step: 52228, Timestamp: 2023-07-03 16:44:33.135451158, Action: BUY, Price: 196.51263403119052, Shares: 0.13304332059020224, Symbol: AAPL, Reward: -0.43176218204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16778\n", "Step: 52229, Timestamp: 2023-07-03 16:44:33.135451158, Action: BUY, Price: 198.18702927576447, Shares: 0.23294047421730024, Symbol: AAPL, Reward: -0.5369650464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.16778\n", "Step: 52230, Timestamp: 2023-07-03 16:44:33.217795169, Action: BUY, Price: 199.25114300061327, Shares: 0.08615375742952888, Symbol: AAPL, Reward: -0.42858318204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164601\n", "Step: 52231, Timestamp: 2023-07-03 16:44:33.217863946, Action: BUY, Price: 185.8838582874619, Shares: 0.22635751071744337, Symbol: AAPL, Reward: -1.1629502104710534, Transaction Cost: 0.9869422104710626, Slippage: 0.009999999999990905, Time Penalty: 0.166008\n", "Step: 52232, Timestamp: 2023-07-03 16:44:33.217863946, Action: BUY, Price: 191.54812617715757, Shares: 0.18195197692139692, Symbol: AAPL, Reward: -0.4169566541066251, Transaction Cost: 0.24094865410663419, Slippage: 0.009999999999990905, Time Penalty: 0.166008\n", "Step: 52233, Timestamp: 2023-07-03 16:44:33.217895989, Action: BUY, Price: 192.08585658057058, Shares: 0.2240438769423272, Symbol: AAPL, Reward: -0.4320451820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168063\n", "Step: 52234, Timestamp: 2023-07-03 16:44:33.217895989, Action: BUY, Price: 194.89144558264314, Shares: 0.2487900526363247, Symbol: AAPL, Reward: -0.4320451820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168063\n", "Step: 52235, Timestamp: 2023-07-03 16:44:33.217895989, Action: BUY, Price: 186.4691582680373, Shares: 0.09258563785381821, Symbol: AAPL, Reward: -0.222054004351562, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.168063\n", "Step: 52236, Timestamp: 2023-07-03 16:44:34.175204550, Action: BUY, Price: 196.77396968982478, Shares: 0.1584349998738099, Symbol: AAPL, Reward: -0.22030700435159042, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.166316\n", "Step: 52237, Timestamp: 2023-07-03 16:44:34.175204550, Action: BUY, Price: 195.31965535671603, Shares: 0.17853547732017253, Symbol: AAPL, Reward: -0.43029818204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166316\n", "Step: 52238, Timestamp: 2023-07-03 16:44:34.209999790, Action: BUY, Price: 187.1058206468042, Shares: 0.2578624094046408, Symbol: AAPL, Reward: -0.19477121820429702, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164373\n", "Step: 52239, Timestamp: 2023-07-03 16:44:34.906495292, Action: BUY, Price: 200.3385729253214, Shares: 0.10162357794831726, Symbol: AAPL, Reward: -0.20301921820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167621\n", "Step: 52240, Timestamp: 2023-07-03 16:44:34.906495292, Action: BUY, Price: 197.93771795394895, Shares: 0.1031673772698728, Symbol: AAPL, Reward: -0.20301921820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167621\n", "Step: 52241, Timestamp: 2023-07-03 16:44:34.906495292, Action: BUY, Price: 185.13074361768508, Shares: 0.23322402651658844, Symbol: AAPL, Reward: -0.43160318204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167621\n", "Step: 52242, Timestamp: 2023-07-03 16:44:34.906495292, Action: BUY, Price: 198.16319498898565, Shares: 0.14268716053680808, Symbol: AAPL, Reward: -0.36425902492920803, Transaction Cost: 0.1866380249292171, Slippage: 0.009999999999990905, Time Penalty: 0.167621\n", "Step: 52243, Timestamp: 2023-07-03 16:44:34.906549456, Action: BUY, Price: 197.29766843633075, Shares: 0.07751230205819783, Symbol: AAPL, Reward: -0.3468520968449835, Transaction Cost: 0.1722590968449926, Slippage: 0.009999999999990905, Time Penalty: 0.164593\n", "Step: 52253, Timestamp: 2023-07-03 16:44:34.915229498, Action: SELL, Price: 188.18296264854138, Shares: 0.21438147924260992, Symbol: AAPL, Reward: -0.2269146749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.164702\n", "Step: 52254, Timestamp: 2023-07-03 16:44:34.915456999, Action: SELL, Price: 186.87390235418297, Shares: 0.13665079278219952, Symbol: AAPL, Reward: -0.25977036012726173, Transaction Cost: 0.08423636012724241, Slippage: 0.010000000000019327, Time Penalty: 0.165534\n", "Step: 52255, Timestamp: 2023-07-03 16:44:34.915504906, Action: SELL, Price: 188.45382605883734, Shares: 0.12345060297662687, Symbol: AAPL, Reward: -0.2600214307550214, Transaction Cost: 0.09503143075502138, Slippage: 0.0, Time Penalty: 0.16499\n", "Step: 52256, Timestamp: 2023-07-03 16:44:34.915645017, Action: SELL, Price: 191.23837339707208, Shares: 0.24033441612664208, Symbol: AAPL, Reward: -0.2920060910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.165015\n", "Step: 52257, Timestamp: 2023-07-03 16:44:34.915829987, Action: SELL, Price: 197.14588584843486, Shares: 0.13432018283822886, Symbol: AAPL, Reward: -0.29122409102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.164233\n", "Step: 52261, Timestamp: 2023-07-03 16:44:36.227578380, Action: SELL, Price: 189.50442088932132, Shares: 0.1679893141351521, Symbol: AAPL, Reward: -0.4483792692209334, Transaction Cost: 0.2758952692209334, Slippage: 0.0, Time Penalty: 0.172484\n", "Step: 52262, Timestamp: 2023-07-03 16:44:36.227608005, Action: SELL, Price: 185.6911250559546, Shares: 0.2409225902959817, Symbol: AAPL, Reward: -0.316635294197282, Transaction Cost: 0.14141129419729104, Slippage: 0.009999999999990905, Time Penalty: 0.165224\n", "Step: 52263, Timestamp: 2023-07-03 16:44:36.228255769, Action: SELL, Price: 195.3111674072788, Shares: 0.12342181951909241, Symbol: AAPL, Reward: -0.42949218204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16551\n", "Step: 52264, Timestamp: 2023-07-03 16:44:36.228747183, Action: SELL, Price: 200.60794983059142, Shares: 0.19265966576750668, Symbol: AAPL, Reward: -0.42952718204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165545\n", "Step: 52265, Timestamp: 2023-07-03 16:44:36.228747183, Action: SELL, Price: 191.45865998673236, Shares: 0.13873910824529956, Symbol: AAPL, Reward: -0.42952718204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165545\n", "Step: 52266, Timestamp: 2023-07-03 16:44:36.228747183, Action: SELL, Price: 183.45689976787096, Shares: 0.07708540660590564, Symbol: AAPL, Reward: -0.3025360910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.165545\n", "Step: 52267, Timestamp: 2023-07-03 16:44:36.247840584, Action: SELL, Price: 182.78553244480267, Shares: 0.11566831584017066, Symbol: AAPL, Reward: -0.4202891820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166307\n", "Step: 52268, Timestamp: 2023-07-03 16:44:36.247840584, Action: SELL, Price: 187.74464938941816, Shares: 0.10348549914154283, Symbol: AAPL, Reward: -0.307718294197291, Transaction Cost: 0.14141129419729104, Slippage: 0.0, Time Penalty: 0.166307\n", "Step: 52269, Timestamp: 2023-07-03 16:44:36.247840584, Action: SELL, Price: 186.7769381052888, Shares: 0.15993913646073174, Symbol: AAPL, Reward: -0.37107398151060766, Transaction Cost: 0.20476698151060765, Slippage: 0.0, Time Penalty: 0.166307\n", "Step: 52270, Timestamp: 2023-07-03 16:44:37.794106636, Action: SELL, Price: 187.42201157299127, Shares: 0.1724439427952902, Symbol: AAPL, Reward: -0.4350301820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171048\n", "Step: 52271, Timestamp: 2023-07-03 16:44:37.794106636, Action: SELL, Price: 193.96976717688437, Shares: 0.1637595268539218, Symbol: AAPL, Reward: -0.44983747645093275, Transaction Cost: 0.2687894764509418, Slippage: 0.009999999999990905, Time Penalty: 0.171048\n", "Step: 52272, Timestamp: 2023-07-03 16:44:37.794106636, Action: SELL, Price: 193.76352566034052, Shares: 0.17233320100163363, Symbol: AAPL, Reward: -0.3080390910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.171048\n", "Step: 52273, Timestamp: 2023-07-03 16:44:37.794106636, Action: SELL, Price: 185.64528633643675, Shares: 0.2022107841653232, Symbol: AAPL, Reward: -0.5402330464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.171048\n", "Step: 52274, Timestamp: 2023-07-03 16:44:37.794106636, Action: SELL, Price: 195.47833884748016, Shares: 0.11090522355373912, Symbol: AAPL, Reward: -0.4350301820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171048\n", "Step: 52276, Timestamp: 2023-07-03 16:44:39.464508254, Action: BUY, Price: 188.69752880600873, Shares: 0.12192636851925977, Symbol: AAPL, Reward: -0.20362221820432092, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168224\n", "Step: 52277, Timestamp: 2023-07-03 16:44:39.464508254, Action: BUY, Price: 191.5384020343111, Shares: 0.13659728076262223, Symbol: AAPL, Reward: -0.43220618204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168224\n", "Step: 52278, Timestamp: 2023-07-03 16:44:39.464508254, Action: BUY, Price: 187.00411691854032, Shares: 0.1773840676281725, Symbol: AAPL, Reward: -0.43220618204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168224\n", "Step: 52279, Timestamp: 2023-07-03 16:44:39.464508254, Action: BUY, Price: 192.97377960743756, Shares: 0.2218230301236822, Symbol: AAPL, Reward: -0.4025349896112255, Transaction Cost: 0.22431098961120619, Slippage: 0.010000000000019327, Time Penalty: 0.168224\n", "Step: 52291, Timestamp: 2023-07-03 16:44:44.876568165, Action: SELL, Price: 187.00552606265578, Shares: 0.17734974639949833, Symbol: AAPL, Reward: -0.4193741820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165392\n", "Step: 52292, Timestamp: 2023-07-03 16:44:44.876568165, Action: SELL, Price: 190.58040234869043, Shares: 0.09272422057277883, Symbol: AAPL, Reward: -0.4193741820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165392\n", "Step: 52293, Timestamp: 2023-07-03 16:44:45.711703394, Action: SELL, Price: 183.5625768448262, Shares: 0.11498213782443976, Symbol: AAPL, Reward: -0.41931518204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165333\n", "Step: 52304, Timestamp: 2023-07-03 16:44:45.711927992, Action: SELL, Price: 182.64947272858183, Shares: 0.24252167470882482, Symbol: AAPL, Reward: -0.42185518204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167873\n", "Step: 52307, Timestamp: 2023-07-03 16:44:45.815242948, Action: BUY, Price: 195.3921203462334, Shares: 0.10366715336263405, Symbol: AAPL, Reward: -0.4331021820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.16912\n", "Step: 52308, Timestamp: 2023-07-03 16:44:45.815242948, Action: BUY, Price: 189.98555077233704, Shares: 0.2487316187042353, Symbol: AAPL, Reward: -0.2509570092892884, Transaction Cost: 0.07183700928926906, Slippage: 0.010000000000019327, Time Penalty: 0.16912\n", "Step: 52309, Timestamp: 2023-07-03 16:44:45.815242948, Action: BUY, Price: 191.2161183170361, Shares: 0.15086027418213227, Symbol: AAPL, Reward: -0.32053129419731036, Transaction Cost: 0.14141129419729104, Slippage: 0.010000000000019327, Time Penalty: 0.16912\n", "Step: 52310, Timestamp: 2023-07-03 16:44:45.815242948, Action: BUY, Price: 183.56561122484166, Shares: 0.08975235828987484, Symbol: AAPL, Reward: -0.22991643640862247, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.16912\n", "Step: 52311, Timestamp: 2023-07-03 16:44:45.815242948, Action: BUY, Price: 186.1699733238309, Shares: 0.09634845519043043, Symbol: AAPL, Reward: -0.2070562182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171658\n", "Step: 52312, Timestamp: 2023-07-03 16:44:45.815242948, Action: BUY, Price: 192.98438620837229, Shares: 0.21596856793696736, Symbol: AAPL, Reward: -0.2732325780410516, Transaction Cost: 0.09157457804103226, Slippage: 0.010000000000019327, Time Penalty: 0.171658\n", "Step: 52313, Timestamp: 2023-07-03 16:44:45.815242948, Action: BUY, Price: 196.83652107552598, Shares: 0.18843933654730427, Symbol: AAPL, Reward: -0.2732325780410516, Transaction Cost: 0.09157457804103226, Slippage: 0.010000000000019327, Time Penalty: 0.171658\n", "Step: 52314, Timestamp: 2023-07-03 16:44:45.815667941, Action: BUY, Price: 191.65277208402964, Shares: 0.1392070885201319, Symbol: AAPL, Reward: -0.42835618204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.164374\n", "Step: 52315, Timestamp: 2023-07-03 16:44:45.878214740, Action: BUY, Price: 195.5115360115922, Shares: 0.24569535950120905, Symbol: AAPL, Reward: -0.2576710087031377, Transaction Cost: 0.08798200870314223, Slippage: 0.0049999999999954525, Time Penalty: 0.164689\n", "Step: 52316, Timestamp: 2023-07-03 16:44:45.878442619, Action: BUY, Price: 187.7814295377114, Shares: 0.05978601475231405, Symbol: AAPL, Reward: -0.3012780130547088, Transaction Cost: 0.13197301305471332, Slippage: 0.0049999999999954525, Time Penalty: 0.164305\n", "Step: 52317, Timestamp: 2023-07-03 16:44:45.995008341, Action: BUY, Price: 195.90891917216777, Shares: 0.09510277188233451, Symbol: AAPL, Reward: -0.3009840910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.173993\n", "Step: 52318, Timestamp: 2023-07-03 16:44:45.995008341, Action: BUY, Price: 193.77104678873206, Shares: 0.13134091274306556, Symbol: AAPL, Reward: -0.5331780464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.173993\n", "Step: 52319, Timestamp: 2023-07-03 16:44:45.995008341, Action: BUY, Price: 195.83283121368123, Shares: 0.11079881879933644, Symbol: AAPL, Reward: -0.42797518204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173993\n", "Step: 52320, Timestamp: 2023-07-03 16:44:45.995008341, Action: BUY, Price: 183.6085665055723, Shares: 0.251538674871051, Symbol: AAPL, Reward: -0.23078514241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.173993\n", "Step: 52330, Timestamp: 2023-07-03 16:44:48.373890580, Action: SELL, Price: 191.6813830588703, Shares: 0.18818520723802415, Symbol: AAPL, Reward: -0.3901393012532364, Transaction Cost: 0.2257443012532364, Slippage: 0.0, Time Penalty: 0.164395\n", "Step: 52331, Timestamp: 2023-07-03 16:44:48.373914225, Action: SELL, Price: 191.48639428438415, Shares: 0.10884971452956466, Symbol: AAPL, Reward: -0.28336725743821733, Transaction Cost: 0.11638925743821735, Slippage: 0.0, Time Penalty: 0.166978\n", "Step: 52332, Timestamp: 2023-07-03 16:44:48.373914225, Action: SELL, Price: 187.73440602984672, Shares: 0.08030136707632769, Symbol: AAPL, Reward: -0.2291906749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.166978\n", "Step: 52333, Timestamp: 2023-07-03 16:44:48.373914225, Action: SELL, Price: 195.29961041750556, Shares: 0.21779001114874408, Symbol: AAPL, Reward: -0.4209601820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166978\n", "Step: 52334, Timestamp: 2023-07-03 16:44:49.285281807, Action: SELL, Price: 199.23175408009607, Shares: 0.18658588268651857, Symbol: AAPL, Reward: -0.5362620464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.167077\n", "Step: 52335, Timestamp: 2023-07-03 16:44:49.285281807, Action: SELL, Price: 183.67276197181747, Shares: 0.21605682621398328, Symbol: AAPL, Reward: -0.5362620464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.167077\n", "Step: 52336, Timestamp: 2023-07-03 16:44:52.285483211, Action: SELL, Price: 196.30833427484453, Shares: 0.25731934366938675, Symbol: AAPL, Reward: -0.20074550464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.164827\n", "Step: 52337, Timestamp: 2023-07-03 16:44:52.724004789, Action: SELL, Price: 186.22679824729295, Shares: 0.23743290390754496, Symbol: AAPL, Reward: -0.42549718204301124, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.166515\n", "Step: 52338, Timestamp: 2023-07-03 16:44:52.757381694, Action: SELL, Price: 184.3364481429049, Shares: 0.22932527887968926, Symbol: AAPL, Reward: -0.677677364086027, Transaction Cost: 0.5079643640860315, Slippage: 0.0049999999999954525, Time Penalty: 0.164713\n", "Step: 52339, Timestamp: 2023-07-03 16:44:53.534930913, Action: SELL, Price: 186.64047826707065, Shares: 0.077038579793512, Symbol: AAPL, Reward: -0.4209931820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167011\n", "Step: 52340, Timestamp: 2023-07-03 16:44:53.534930913, Action: SELL, Price: 199.6460441988192, Shares: 0.15994663950548016, Symbol: AAPL, Reward: -0.19240921820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.167011\n", "Step: 52341, Timestamp: 2023-07-03 16:44:53.534930913, Action: SELL, Price: 183.05248868762587, Shares: 0.10149929847783801, Symbol: AAPL, Reward: -0.3392700968449926, Transaction Cost: 0.1722590968449926, Slippage: 0.0, Time Penalty: 0.167011\n", "Step: 52342, Timestamp: 2023-07-03 16:44:53.535634755, Action: SELL, Price: 194.56696113509787, Shares: 0.09326860175985775, Symbol: AAPL, Reward: -0.4295321820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.16555\n", "Step: 52343, Timestamp: 2023-07-03 16:44:53.536655959, Action: SELL, Price: 202.5921845846337, Shares: 0.16112865567154536, Symbol: AAPL, Reward: -0.4232201820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164238\n", "Step: 52344, Timestamp: 2023-07-03 16:44:53.694700036, Action: SELL, Price: 184.92550958334533, Shares: 0.05897864559671815, Symbol: AAPL, Reward: -0.2834032848243774, Transaction Cost: 0.11358428482438193, Slippage: 0.0049999999999954525, Time Penalty: 0.164819\n", "Step: 52345, Timestamp: 2023-07-03 16:44:54.031653379, Action: SELL, Price: 195.26255441088531, Shares: 0.07577930129155111, Symbol: AAPL, Reward: -0.33149325450151557, Transaction Cost: 0.16654725450151556, Slippage: 0.0, Time Penalty: 0.164946\n", "Step: 52346, Timestamp: 2023-07-03 16:44:54.031699947, Action: SELL, Price: 190.97946659475895, Shares: 0.20829272913459457, Symbol: AAPL, Reward: -0.2498912180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.169575\n", "Step: 52347, Timestamp: 2023-07-03 16:44:54.031761179, Action: SELL, Price: 186.26017867396027, Shares: 0.16246705135087522, Symbol: AAPL, Reward: -0.3414664114743097, Transaction Cost: 0.17412141147430968, Slippage: 0.0, Time Penalty: 0.167345\n", "Step: 52348, Timestamp: 2023-07-03 16:44:54.032614735, Action: SELL, Price: 192.65971670345706, Shares: 0.08188041092718859, Symbol: AAPL, Reward: -0.5402740464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.171089\n", "Step: 52349, Timestamp: 2023-07-03 16:44:54.079620050, Action: SELL, Price: 196.28947697400082, Shares: 0.0922413553190819, Symbol: AAPL, Reward: -0.25022921803554016, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.164913\n", "Step: 52350, Timestamp: 2023-07-03 16:44:56.884597718, Action: SELL, Price: 202.61594092039266, Shares: 0.1730664636147642, Symbol: AAPL, Reward: -0.41847618204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164494\n", "Step: 52351, Timestamp: 2023-07-03 16:44:56.884722875, Action: SELL, Price: 182.6669064280079, Shares: 0.14095040854004293, Symbol: AAPL, Reward: -0.42500718204301124, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.166025\n", "Step: 52352, Timestamp: 2023-07-03 16:44:56.887112350, Action: SELL, Price: 192.1651448586601, Shares: 0.13659606453939085, Symbol: AAPL, Reward: -0.4239941820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165012\n", "Step: 52353, Timestamp: 2023-07-03 16:44:56.994714407, Action: SELL, Price: 189.9349340652344, Shares: 0.18594002569457369, Symbol: AAPL, Reward: -0.4367707598042726, Transaction Cost: 0.2663787598042771, Slippage: 0.0049999999999954525, Time Penalty: 0.165392\n", "Step: 52354, Timestamp: 2023-07-03 16:44:56.994823713, Action: SELL, Price: 184.47528294267084, Shares: 0.10996361347856956, Symbol: AAPL, Reward: -0.4232071820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164225\n", "Step: 52355, Timestamp: 2023-07-03 16:44:57.267717204, Action: SELL, Price: 184.45912093842668, Shares: 0.1066754323649634, Symbol: AAPL, Reward: -0.4439797341230922, Transaction Cost: 0.27472373412309675, Slippage: 0.0049999999999954525, Time Penalty: 0.164256\n", "Step: 52356, Timestamp: 2023-07-03 16:44:57.474282375, Action: SELL, Price: 203.04058725424994, Shares: 0.14763045239450676, Symbol: AAPL, Reward: -0.2455052180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.165189\n", "Step: 52357, Timestamp: 2023-07-03 16:44:57.474309198, Action: SELL, Price: 191.5296954636951, Shares: 0.1783235234546181, Symbol: AAPL, Reward: -0.4097076541066342, Transaction Cost: 0.24094865410663419, Slippage: 0.0, Time Penalty: 0.168759\n", "Step: 52358, Timestamp: 2023-07-03 16:44:57.474309198, Action: SELL, Price: 199.22230567797558, Shares: 0.09885469609235407, Symbol: AAPL, Reward: -0.3190168852452212, Transaction Cost: 0.15025788524522118, Slippage: 0.0, Time Penalty: 0.168759\n", "Step: 52359, Timestamp: 2023-07-03 16:44:57.474309198, Action: SELL, Price: 194.163343418027, Shares: 0.18599138721816177, Symbol: AAPL, Reward: -0.2529953601272424, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.168759\n", "Step: 52360, Timestamp: 2023-07-03 16:44:57.617612803, Action: SELL, Price: 188.78130264175923, Shares: 0.1902991625905148, Symbol: AAPL, Reward: -0.5248740464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.165689\n", "Step: 52361, Timestamp: 2023-07-03 16:44:57.697274991, Action: SELL, Price: 157.26456859415453, Shares: 0.09919263405490805, Symbol: AAPL, Reward: -0.4236461820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164664\n", "Step: 52362, Timestamp: 2023-07-03 16:44:57.730407551, Action: SELL, Price: 190.2040281074257, Shares: 0.1679059448742377, Symbol: AAPL, Reward: -0.48651864369749365, Transaction Cost: 0.3172236436974982, Slippage: 0.0049999999999954525, Time Penalty: 0.164295\n", "Step: 52363, Timestamp: 2023-07-03 16:44:57.730469558, Action: SELL, Price: 184.95737668088955, Shares: 0.2265276989079898, Symbol: AAPL, Reward: -0.4236851820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164703\n", "Step: 52364, Timestamp: 2023-07-03 16:44:57.756242804, Action: SELL, Price: 184.9455719109538, Shares: 0.1335866044028259, Symbol: AAPL, Reward: -1.4651111284193759, Transaction Cost: 1.2953091284193803, Slippage: 0.0049999999999954525, Time Penalty: 0.164802\n", "Step: 52365, Timestamp: 2023-07-03 16:44:57.952524674, Action: SELL, Price: 201.70935603979262, Shares: 0.0720408975975229, Symbol: AAPL, Reward: -0.4954740199179358, Transaction Cost: 0.3262460199179404, Slippage: 0.0049999999999954525, Time Penalty: 0.164228\n", "Step: 52366, Timestamp: 2023-07-03 16:44:57.968878790, Action: SELL, Price: 196.02580753022778, Shares: 0.16360262230385028, Symbol: AAPL, Reward: -0.4250891820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.166107\n", "Step: 52367, Timestamp: 2023-07-03 16:44:57.975401055, Action: SELL, Price: 194.7862453954889, Shares: 0.1420815763985678, Symbol: AAPL, Reward: -1.085006780410318, Transaction Cost: 0.9157457804103226, Slippage: 0.0049999999999954525, Time Penalty: 0.164261\n", "Step: 52368, Timestamp: 2023-07-03 16:44:57.975452919, Action: SELL, Price: 201.7757260023871, Shares: 0.19703010009042898, Symbol: AAPL, Reward: -0.4232381820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164256\n", "Step: 52369, Timestamp: 2023-07-03 16:44:58.913175210, Action: SELL, Price: 195.58765575656184, Shares: 0.05883780620251453, Symbol: AAPL, Reward: -0.2203044364085986, Transaction Cost: 0.05079643640860315, Slippage: 0.0049999999999954525, Time Penalty: 0.164508\n", "Step: 52370, Timestamp: 2023-07-03 16:44:59.265296895, Action: SELL, Price: 197.63851652846677, Shares: 0.1679358165194876, Symbol: AAPL, Reward: -0.2679428761285975, Transaction Cost: 0.09836687612860205, Slippage: 0.0049999999999954525, Time Penalty: 0.164576\n", "Step: 52371, Timestamp: 2023-07-03 16:45:00.023746765, Action: SELL, Price: 189.2843874396945, Shares: 0.19276539583127567, Symbol: AAPL, Reward: -0.4266651820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.167683\n", "Step: 52372, Timestamp: 2023-07-03 16:45:00.396033573, Action: SELL, Price: 187.0802509272874, Shares: 0.0800586355063182, Symbol: AAPL, Reward: -0.5239240464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.164739\n", "Step: 52373, Timestamp: 2023-07-03 16:45:00.537404106, Action: SELL, Price: 149.34906032059277, Shares: 0.15558741655406577, Symbol: AAPL, Reward: -0.3726913757792012, Transaction Cost: 0.20789337577920122, Slippage: 0.0, Time Penalty: 0.164798\n", "Step: 52374, Timestamp: 2023-07-03 16:45:00.977227388, Action: SELL, Price: 173.5841419720413, Shares: 0.09320598987350914, Symbol: AAPL, Reward: -0.8416576911273499, Transaction Cost: 0.6719736911273545, Slippage: 0.0049999999999954525, Time Penalty: 0.164684\n", "Step: 52375, Timestamp: 2023-07-03 16:45:00.977280681, Action: SELL, Price: 198.28737692782528, Shares: 0.14440515619411565, Symbol: AAPL, Reward: -0.4233421820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.16436\n", "Step: 52376, Timestamp: 2023-07-03 16:45:00.977859127, Action: SELL, Price: 187.09786853905132, Shares: 0.14871579462938384, Symbol: AAPL, Reward: -0.391388021757851, Transaction Cost: 0.21995502175785553, Slippage: 0.0049999999999954525, Time Penalty: 0.166433\n", "Step: 52377, Timestamp: 2023-07-03 16:45:01.013833097, Action: SELL, Price: 200.4139753120462, Shares: 0.1883582615542745, Symbol: AAPL, Reward: -0.3457404114743051, Transaction Cost: 0.17412141147430968, Slippage: 0.0049999999999954525, Time Penalty: 0.166619\n", "Step: 52378, Timestamp: 2023-07-03 16:45:01.013833097, Action: SELL, Price: 194.46523826843793, Shares: 0.22028084260247965, Symbol: AAPL, Reward: -0.2569352180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.166619\n", "Step: 52379, Timestamp: 2023-07-03 16:45:01.013833097, Action: SELL, Price: 184.1495961981302, Shares: 0.17630878925868457, Symbol: AAPL, Reward: -0.3615208195192313, Transaction Cost: 0.1849018195192404, Slippage: 0.009999999999990905, Time Penalty: 0.166619\n", "Step: 52380, Timestamp: 2023-07-03 16:45:01.014216352, Action: SELL, Price: 185.5395645439395, Shares: 0.27378087173223514, Symbol: AAPL, Reward: -0.3518354114743006, Transaction Cost: 0.17412141147430968, Slippage: 0.009999999999990905, Time Penalty: 0.167714\n", "Step: 52385, Timestamp: 2023-07-03 16:45:03.329845248, Action: SELL, Price: 147.8982813770211, Shares: 0.10674881002391871, Symbol: AAPL, Reward: -0.19547921820429703, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165081\n", "Step: 52386, Timestamp: 2023-07-03 16:45:03.519647200, Action: SELL, Price: 185.18457215586398, Shares: 0.21209590379374899, Symbol: AAPL, Reward: -0.34386752743011106, Transaction Cost: 0.17778752743011103, Slippage: 0.0, Time Penalty: 0.16608\n", "Step: 52388, Timestamp: 2023-07-03 16:45:03.519743168, Action: SELL, Price: 186.19507590684458, Shares: 0.13265903986817423, Symbol: AAPL, Reward: -0.42039918204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166417\n", "Step: 52389, Timestamp: 2023-07-03 16:45:03.519743168, Action: SELL, Price: 183.45717578400888, Shares: 0.26564734690715197, Symbol: AAPL, Reward: -0.3034080910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.166417\n", "Step: 52390, Timestamp: 2023-07-03 16:45:03.520639601, Action: SELL, Price: 182.74989209398026, Shares: 0.0975516064516387, Symbol: AAPL, Reward: -0.2916180910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.164627\n", "Step: 52392, Timestamp: 2023-07-03 16:45:05.833530578, Action: SELL, Price: 189.37384872132864, Shares: 0.20298814184163813, Symbol: AAPL, Reward: -0.4189181820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164936\n", "Step: 52393, Timestamp: 2023-07-03 16:45:05.833599991, Action: SELL, Price: 185.34617300368834, Shares: 0.25237589316492304, Symbol: AAPL, Reward: -0.4182191820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164237\n", "Step: 52394, Timestamp: 2023-07-03 16:45:05.834415735, Action: SELL, Price: 195.4948827438479, Shares: 0.21821487262333944, Symbol: AAPL, Reward: -0.3502788195192404, Transaction Cost: 0.1849018195192404, Slippage: 0.0, Time Penalty: 0.165377\n", "Step: 52395, Timestamp: 2023-07-03 16:45:05.834415735, Action: SELL, Price: 187.06515206952938, Shares: 0.09529811028223577, Symbol: AAPL, Reward: -0.27608526649854565, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.165377\n", "Step: 52396, Timestamp: 2023-07-03 16:45:05.834900033, Action: SELL, Price: 191.23077632514835, Shares: 0.08274485520863635, Symbol: AAPL, Reward: -0.35528986151004277, Transaction Cost: 0.19006286151004276, Slippage: 0.0, Time Penalty: 0.165227\n", "Step: 52397, Timestamp: 2023-07-03 16:45:05.915510443, Action: SELL, Price: 182.8827877295141, Shares: 0.2566087041007021, Symbol: AAPL, Reward: -0.4299371820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165955\n", "Step: 52398, Timestamp: 2023-07-03 16:45:05.915510443, Action: SELL, Price: 199.95291308972222, Shares: 0.16951049195993187, Symbol: AAPL, Reward: -0.3218566555850723, Transaction Cost: 0.145901655585053, Slippage: 0.010000000000019327, Time Penalty: 0.165955\n", "Step: 52405, Timestamp: 2023-07-03 16:45:12.365542582, Action: SELL, Price: 183.00359417872826, Shares: 0.2679912182782417, Symbol: AAPL, Reward: -0.4287411820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.169759\n", "Step: 52406, Timestamp: 2023-07-03 16:45:12.365542582, Action: SELL, Price: 186.60956269539574, Shares: 0.24741252614442408, Symbol: AAPL, Reward: -0.4287411820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.169759\n", "Step: 52407, Timestamp: 2023-07-03 16:45:12.365542582, Action: SELL, Price: 193.7067723939803, Shares: 0.11572777260886567, Symbol: AAPL, Reward: -0.42374118204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169759\n", "Step: 52408, Timestamp: 2023-07-03 16:45:12.365542582, Action: SELL, Price: 192.90823953538398, Shares: 0.22395237742703342, Symbol: AAPL, Reward: -0.29675009102150784, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.169759\n", "Step: 52409, Timestamp: 2023-07-03 16:45:12.365542582, Action: SELL, Price: 193.89655490586833, Shares: 0.293793147963403, Symbol: AAPL, Reward: -0.2833432848243819, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.169759\n", "Step: 52410, Timestamp: 2023-07-03 16:45:15.543650795, Action: SELL, Price: 195.93828642695917, Shares: 0.2213159855442818, Symbol: AAPL, Reward: -0.22133814241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.164546\n", "Step: 52414, Timestamp: 2023-07-03 16:45:16.275518427, Action: SELL, Price: 190.98593582585025, Shares: 0.1681724152870842, Symbol: AAPL, Reward: -0.43177318204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167791\n", "Step: 52415, Timestamp: 2023-07-03 16:45:16.275518427, Action: SELL, Price: 195.70813576698558, Shares: 0.25542821047766023, Symbol: AAPL, Reward: -0.5395230464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.170338\n", "Step: 52420, Timestamp: 2023-07-03 16:45:16.628594847, Action: BUY, Price: 189.2749134808674, Shares: 0.13847193456017068, Symbol: AAPL, Reward: -0.42526918204303965, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.166287\n", "Step: 52421, Timestamp: 2023-07-03 16:45:17.388273513, Action: BUY, Price: 195.43785459097973, Shares: 0.09022194082053075, Symbol: AAPL, Reward: -0.511830440508989, Transaction Cost: 0.33694544050896963, Slippage: 0.010000000000019327, Time Penalty: 0.164885\n", "Step: 52435, Timestamp: 2023-07-03 16:45:28.140917420, Action: SELL, Price: 191.02840367150725, Shares: 0.23942070454861664, Symbol: AAPL, Reward: -0.5450070464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.175822\n", "Step: 52438, Timestamp: 2023-07-03 16:45:29.410366142, Action: SELL, Price: 187.23798874251744, Shares: 0.15277278758631313, Symbol: AAPL, Reward: -0.3487015575185338, Transaction Cost: 0.18137955751853382, Slippage: 0.0, Time Penalty: 0.167322\n", "Step: 52439, Timestamp: 2023-07-03 16:45:29.410366142, Action: SELL, Price: 196.2816592731796, Shares: 0.10612905236202586, Symbol: AAPL, Reward: -0.19272021820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.167322\n", "Step: 52440, Timestamp: 2023-07-03 16:45:29.410366142, Action: SELL, Price: 197.09330592492682, Shares: 0.19264198159789267, Symbol: AAPL, Reward: -0.2476382180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.167322\n", "Step: 52441, Timestamp: 2023-07-03 16:45:29.410396829, Action: SELL, Price: 199.56833699046976, Shares: 0.21587472078723555, Symbol: AAPL, Reward: -0.24610600928925996, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.164269\n", "Step: 52442, Timestamp: 2023-07-03 16:45:29.410877423, Action: SELL, Price: 193.91656124558816, Shares: 0.28387158102714194, Symbol: AAPL, Reward: -0.41823718204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164255\n", "Step: 52443, Timestamp: 2023-07-03 16:45:29.410939464, Action: SELL, Price: 200.8870911879744, Shares: 0.30079553212491, Symbol: AAPL, Reward: -0.23681100928926907, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.164974\n", "Step: 52444, Timestamp: 2023-07-03 16:45:29.963188349, Action: SELL, Price: 201.37253184075186, Shares: 0.09705891495680909, Symbol: AAPL, Reward: -0.3429387202544757, Transaction Cost: 0.16847272025448481, Slippage: 0.009999999999990905, Time Penalty: 0.164466\n", "Step: 52445, Timestamp: 2023-07-03 16:45:29.963574322, Action: SELL, Price: 194.69503499936562, Shares: 0.262617511304031, Symbol: AAPL, Reward: -0.3588501560820554, Transaction Cost: 0.18314915608206453, Slippage: 0.009999999999990905, Time Penalty: 0.165701\n", "Step: 52446, Timestamp: 2023-07-03 16:45:31.870838225, Action: SELL, Price: 197.94432286195513, Shares: 0.3062915237785786, Symbol: AAPL, Reward: -0.22886243640859405, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.168066\n", "Step: 52447, Timestamp: 2023-07-03 16:45:31.870838225, Action: SELL, Price: 186.1436540389522, Shares: 0.28808573204791355, Symbol: AAPL, Reward: -0.42561720956190163, Transaction Cost: 0.2475512095619107, Slippage: 0.009999999999990905, Time Penalty: 0.168066\n", "Step: 52448, Timestamp: 2023-07-03 16:45:32.087213732, Action: SELL, Price: 189.821707216413, Shares: 0.1755553716792742, Symbol: AAPL, Reward: -0.24726114241218186, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.180469\n", "Step: 52449, Timestamp: 2023-07-03 16:45:32.087213732, Action: SELL, Price: 187.48137211153943, Shares: 0.13324877658325485, Symbol: AAPL, Reward: -0.44445118204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180469\n", "Step: 52450, Timestamp: 2023-07-03 16:45:32.087213732, Action: SELL, Price: 194.1629682622739, Shares: 0.11084427862646791, Symbol: AAPL, Reward: -0.44445118204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180469\n", "Step: 52451, Timestamp: 2023-07-03 16:45:32.087213732, Action: SELL, Price: 201.35829065675347, Shares: 0.23991214692865379, Symbol: AAPL, Reward: -0.44445118204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180469\n", "Step: 52456, Timestamp: 2023-07-03 16:45:32.089272772, Action: BUY, Price: 182.7196831387287, Shares: 0.21177555143287646, Symbol: AAPL, Reward: -0.21354250464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.167624\n", "Step: 52481, Timestamp: 2023-07-03 16:45:44.218128059, Action: BUY, Price: 188.57303284352258, Shares: 0.20486791003560248, Symbol: AAPL, Reward: -0.28114257804102316, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.179568\n", "Step: 52505, Timestamp: 2023-07-03 16:45:44.226350887, Action: BUY, Price: 210.31927356454278, Shares: 0.25768123626152395, Symbol: AAPL, Reward: -0.2053972182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169999\n", "Step: 52506, Timestamp: 2023-07-03 16:45:44.226350887, Action: BUY, Price: 194.41771729782363, Shares: 0.16166046635770426, Symbol: AAPL, Reward: -0.3406314360711088, Transaction Cost: 0.16063243607108943, Slippage: 0.010000000000019327, Time Penalty: 0.169999\n", "Step: 52507, Timestamp: 2023-07-03 16:45:44.226350887, Action: BUY, Price: 189.47765840193088, Shares: 0.25692065438558154, Symbol: AAPL, Reward: -0.22399000435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.169999\n", "Step: 52508, Timestamp: 2023-07-03 16:45:44.226350887, Action: BUY, Price: 188.3562817482307, Shares: 0.23480616007439406, Symbol: AAPL, Reward: -0.43014243951317477, Transaction Cost: 0.25014343951315543, Slippage: 0.010000000000019327, Time Penalty: 0.169999\n", "Step: 52509, Timestamp: 2023-07-03 16:45:44.226355098, Action: BUY, Price: 188.34464121007292, Shares: 0.2125495486415297, Symbol: AAPL, Reward: -0.22862200435159044, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.174631\n", "Step: 52510, Timestamp: 2023-07-03 16:45:44.226355098, Action: BUY, Price: 195.4092598401635, Shares: 0.16433445751305148, Symbol: AAPL, Reward: -0.36241852743013037, Transaction Cost: 0.17778752743011103, Slippage: 0.010000000000019327, Time Penalty: 0.174631\n", "Step: 52511, Timestamp: 2023-07-03 16:45:44.226355098, Action: BUY, Price: 183.4978776741076, Shares: 0.15730262582138294, Symbol: AAPL, Reward: -0.2100292182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.174631\n", "Step: 52512, Timestamp: 2023-07-03 16:45:44.226355098, Action: BUY, Price: 185.9932972290237, Shares: 0.23110334112281627, Symbol: AAPL, Reward: -0.4386131820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.174631\n", "Step: 52513, Timestamp: 2023-07-03 16:45:44.226355098, Action: BUY, Price: 199.44119694848177, Shares: 0.07452980504213275, Symbol: AAPL, Reward: -0.2829978761286214, Transaction Cost: 0.09836687612860205, Slippage: 0.010000000000019327, Time Penalty: 0.174631\n", "Step: 52514, Timestamp: 2023-07-03 16:45:44.788110168, Action: BUY, Price: 202.55821775951486, Shares: 0.18411559728276278, Symbol: AAPL, Reward: -0.2012322182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165834\n", "Step: 52515, Timestamp: 2023-07-03 16:45:44.788110168, Action: BUY, Price: 200.18787705437853, Shares: 0.17017668904047778, Symbol: AAPL, Reward: -0.4127328084645725, Transaction Cost: 0.23689880846458156, Slippage: 0.009999999999990905, Time Penalty: 0.165834\n", "Step: 52516, Timestamp: 2023-07-03 16:45:44.788151798, Action: BUY, Price: 184.8096668715551, Shares: 0.2514381306948411, Symbol: AAPL, Reward: -0.20604921820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170651\n", "Step: 52517, Timestamp: 2023-07-03 16:45:44.788151798, Action: BUY, Price: 201.78205882011454, Shares: 0.19646395599360394, Symbol: AAPL, Reward: -0.23744314241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.170651\n", "Step: 52518, Timestamp: 2023-07-03 16:45:44.788151798, Action: BUY, Price: 198.57860914869286, Shares: 0.1375796101319516, Symbol: AAPL, Reward: -0.224642004351562, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.170651\n", "Step: 52519, Timestamp: 2023-07-03 16:45:44.788151798, Action: BUY, Price: 201.09381132710197, Shares: 0.06392202828982535, Symbol: AAPL, Reward: -0.43463318204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170651\n", "Step: 52520, Timestamp: 2023-07-03 16:45:44.788151798, Action: BUY, Price: 197.8203964762575, Shares: 0.23990713051500187, Symbol: AAPL, Reward: -0.43463318204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170651\n", "Step: 52521, Timestamp: 2023-07-03 16:45:44.797545553, Action: BUY, Price: 190.86057520850977, Shares: 0.09230216345888591, Symbol: AAPL, Reward: -0.42943418204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165452\n", "Step: 52522, Timestamp: 2023-07-03 16:45:44.797594353, Action: BUY, Price: 192.55476597883464, Shares: 0.08819112032630765, Symbol: AAPL, Reward: -0.32530301857852906, Transaction Cost: 0.14367401857853812, Slippage: 0.009999999999990905, Time Penalty: 0.171629\n", "Step: 52523, Timestamp: 2023-07-03 16:45:44.797594353, Action: BUY, Price: 192.12552951373993, Shares: 0.2627972994804979, Symbol: AAPL, Reward: -0.20702721820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171629\n", "Step: 52524, Timestamp: 2023-07-03 16:45:44.797594353, Action: BUY, Price: 192.25999485151394, Shares: 0.11055717804416977, Symbol: AAPL, Reward: -0.34024082184874005, Transaction Cost: 0.1586118218487491, Slippage: 0.009999999999990905, Time Penalty: 0.171629\n", "Step: 52525, Timestamp: 2023-07-03 16:45:44.797594353, Action: BUY, Price: 193.07856329401207, Shares: 0.17860015527608894, Symbol: AAPL, Reward: -0.5651336847867039, Transaction Cost: 0.38350468478671296, Slippage: 0.009999999999990905, Time Penalty: 0.171629\n", "Step: 52526, Timestamp: 2023-07-03 16:45:44.797647054, Action: BUY, Price: 189.07922415753782, Shares: 0.15594008632320075, Symbol: AAPL, Reward: -0.42948818204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165506\n", "Step: 52527, Timestamp: 2023-07-03 16:45:44.797681349, Action: BUY, Price: 188.6580442480984, Shares: 0.16937984641782103, Symbol: AAPL, Reward: -0.3344173300294547, Transaction Cost: 0.15449133002946377, Slippage: 0.009999999999990905, Time Penalty: 0.169926\n", "Step: 52528, Timestamp: 2023-07-03 16:45:44.797681349, Action: BUY, Price: 188.86426118312434, Shares: 0.21219081517496452, Symbol: AAPL, Reward: -0.25176300928926, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.169926\n", "Step: 52529, Timestamp: 2023-07-03 16:45:44.797681349, Action: BUY, Price: 191.53610317707876, Shares: 0.16025646028498616, Symbol: AAPL, Reward: -0.28151887281719723, Transaction Cost: 0.1015928728172063, Slippage: 0.009999999999990905, Time Penalty: 0.169926\n", "Step: 52530, Timestamp: 2023-07-03 16:45:47.093256728, Action: BUY, Price: 202.90829843382753, Shares: 0.1466311113867994, Symbol: AAPL, Reward: -0.42582918204301123, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.166847\n", "Step: 52531, Timestamp: 2023-07-03 16:45:47.093256728, Action: BUY, Price: 229.90443824235027, Shares: 0.05350940702848242, Symbol: AAPL, Reward: -0.4208291820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166847\n", "Step: 52532, Timestamp: 2023-07-03 16:45:47.093256728, Action: BUY, Price: 185.74711878843578, Shares: 0.09775855667692895, Symbol: AAPL, Reward: -0.4208291820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166847\n", "Step: 52533, Timestamp: 2023-07-03 16:45:47.093256728, Action: BUY, Price: 187.47894469231053, Shares: 0.3069776026216823, Symbol: AAPL, Reward: -0.4169904395131554, Transaction Cost: 0.25014343951315543, Slippage: 0.0, Time Penalty: 0.166847\n", "Step: 52534, Timestamp: 2023-07-03 16:45:47.093315052, Action: BUY, Price: 196.47063377171656, Shares: 0.2902322761978949, Symbol: AAPL, Reward: -0.2086550043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.164664\n", "Step: 52543, Timestamp: 2023-07-03 16:45:57.046957839, Action: SELL, Price: 198.9101218510675, Shares: 0.06290950162170486, Symbol: AAPL, Reward: -0.2084220043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.164431\n", "Step: 52544, Timestamp: 2023-07-03 16:45:59.957733096, Action: SELL, Price: 200.10020351883256, Shares: 0.10697914034837638, Symbol: AAPL, Reward: -0.23281036911273545, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.165613\n", "Step: 52545, Timestamp: 2023-07-03 16:45:59.957733096, Action: SELL, Price: 197.8666028408269, Shares: 0.20329349703871957, Symbol: AAPL, Reward: -0.36559877012654074, Transaction Cost: 0.19998577012654073, Slippage: 0.0, Time Penalty: 0.165613\n", "Step: 52546, Timestamp: 2023-07-03 16:46:01.019796651, Action: SELL, Price: 191.16404706350838, Shares: 0.09194666424373794, Symbol: AAPL, Reward: -0.2098860043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.165895\n", "Step: 52547, Timestamp: 2023-07-03 16:46:01.019817273, Action: SELL, Price: 189.3964524186552, Shares: 0.10413309023079885, Symbol: AAPL, Reward: -0.22138943640860315, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.170593\n", "Step: 52548, Timestamp: 2023-07-03 16:46:01.019817273, Action: SELL, Price: 187.8784813869338, Shares: 0.2472508781842023, Symbol: AAPL, Reward: -0.19599121820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170593\n", "Step: 52549, Timestamp: 2023-07-03 16:46:02.465728480, Action: SELL, Price: 193.22326395588502, Shares: 0.2348878624561456, Symbol: AAPL, Reward: -0.4212041820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167222\n", "Step: 52550, Timestamp: 2023-07-03 16:46:02.465728480, Action: SELL, Price: 182.9859654968436, Shares: 0.1979840517759185, Symbol: AAPL, Reward: -0.4212041820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167222\n", "Step: 52551, Timestamp: 2023-07-03 16:46:02.465728480, Action: SELL, Price: 199.86548264138844, Shares: 0.11008604474619703, Symbol: AAPL, Reward: -0.20314050464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.167222\n", "Step: 52552, Timestamp: 2023-07-03 16:46:03.161907969, Action: SELL, Price: 186.70130647196882, Shares: 0.16365033204751514, Symbol: AAPL, Reward: -0.4232521820430396, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.16427\n", "Step: 52553, Timestamp: 2023-07-03 16:46:04.426051581, Action: SELL, Price: 199.1647785626997, Shares: 0.2310058791372948, Symbol: AAPL, Reward: -0.408828151000329, Transaction Cost: 0.24361115100032896, Slippage: 0.0, Time Penalty: 0.165217\n", "Step: 52554, Timestamp: 2023-07-03 16:46:04.426413859, Action: SELL, Price: 193.33937762723662, Shares: 0.256767236271725, Symbol: AAPL, Reward: -0.23874300928926906, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.166906\n", "Step: 52555, Timestamp: 2023-07-03 16:46:04.426413859, Action: SELL, Price: 186.68800238627645, Shares: 0.07859237742768224, Symbol: AAPL, Reward: -0.42088818204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166906\n", "Step: 52556, Timestamp: 2023-07-03 16:46:04.426413859, Action: SELL, Price: 196.15262673474845, Shares: 0.21411398593038308, Symbol: AAPL, Reward: -0.42088818204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166906\n", "Step: 52557, Timestamp: 2023-07-03 16:46:04.426743625, Action: SELL, Price: 197.40304082793583, Shares: 0.3003251396619513, Symbol: AAPL, Reward: -0.4285951820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164613\n", "Step: 52558, Timestamp: 2023-07-03 16:46:04.426783916, Action: SELL, Price: 194.4181980226159, Shares: 0.19875539495440545, Symbol: AAPL, Reward: -0.4332961820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169314\n", "Step: 52559, Timestamp: 2023-07-03 16:46:04.426783916, Action: SELL, Price: 186.055524923696, Shares: 0.11374926330822584, Symbol: AAPL, Reward: -0.3063050910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.169314\n", "Step: 52560, Timestamp: 2023-07-03 16:46:04.426783916, Action: SELL, Price: 197.65733224336992, Shares: 0.10539215189217509, Symbol: AAPL, Reward: -0.4332961820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169314\n", "Step: 52561, Timestamp: 2023-07-03 16:46:04.426783916, Action: SELL, Price: 198.64125640544705, Shares: 0.07404639986934348, Symbol: AAPL, Reward: -0.3992690217578464, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.169314\n", "Step: 52562, Timestamp: 2023-07-03 16:46:05.401241071, Action: SELL, Price: 192.9722898148186, Shares: 0.16863018823231962, Symbol: AAPL, Reward: -0.4234141820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164432\n", "Step: 52563, Timestamp: 2023-07-03 16:46:05.602941825, Action: SELL, Price: 186.7571458737006, Shares: 0.26599444467451727, Symbol: AAPL, Reward: -0.42421718204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170235\n", "Step: 52564, Timestamp: 2023-07-03 16:46:05.602941825, Action: SELL, Price: 192.1726609406397, Shares: 0.1143023244457806, Symbol: AAPL, Reward: -0.3812084454114517, Transaction Cost: 0.21097344541145174, Slippage: 0.0, Time Penalty: 0.170235\n", "Step: 52565, Timestamp: 2023-07-03 16:46:05.602943702, Action: SELL, Price: 193.97067017809158, Shares: 0.29319226660029785, Symbol: AAPL, Reward: -0.30976929419729105, Transaction Cost: 0.14141129419729104, Slippage: 0.0, Time Penalty: 0.168358\n", "Step: 52566, Timestamp: 2023-07-03 16:46:05.603262337, Action: SELL, Price: 195.25569201425128, Shares: 0.06929284151548717, Symbol: AAPL, Reward: -0.3988109896111971, Transaction Cost: 0.22431098961120619, Slippage: 0.009999999999990905, Time Penalty: 0.1645\n", "Step: 52567, Timestamp: 2023-07-03 16:46:05.875554896, Action: SELL, Price: 189.8459472399391, Shares: 0.21889853413866653, Symbol: AAPL, Reward: -0.3632578195192313, Transaction Cost: 0.1849018195192404, Slippage: 0.009999999999990905, Time Penalty: 0.168356\n", "Step: 52568, Timestamp: 2023-07-03 16:46:05.875554896, Action: SELL, Price: 184.44850487453618, Shares: 0.1585878955360345, Symbol: AAPL, Reward: -0.5375410464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.168356\n", "Step: 52569, Timestamp: 2023-07-03 16:46:05.875554896, Action: SELL, Price: 183.58469278478665, Shares: 0.06600061652998972, Symbol: AAPL, Reward: -0.40266698961119707, Transaction Cost: 0.22431098961120619, Slippage: 0.009999999999990905, Time Penalty: 0.168356\n", "Step: 52570, Timestamp: 2023-07-03 16:46:05.875554896, Action: SELL, Price: 198.43795054206558, Shares: 0.06795081238781742, Symbol: AAPL, Reward: -0.2663380087031331, Transaction Cost: 0.08798200870314223, Slippage: 0.009999999999990905, Time Penalty: 0.168356\n", "Step: 52571, Timestamp: 2023-07-03 16:46:05.875554896, Action: SELL, Price: 183.12543776961007, Shares: 0.3027600351996526, Symbol: AAPL, Reward: -0.2830755363588116, Transaction Cost: 0.10471953635882071, Slippage: 0.009999999999990905, Time Penalty: 0.168356\n", "Step: 52572, Timestamp: 2023-07-03 16:46:06.137546398, Action: SELL, Price: 185.88677350196207, Shares: 0.19970479870625923, Symbol: AAPL, Reward: -0.37227075225719497, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.165537\n", "Step: 52573, Timestamp: 2023-07-03 16:46:06.137546398, Action: SELL, Price: 192.56748257553386, Shares: 0.19590056863548494, Symbol: AAPL, Reward: -0.33414882184874, Transaction Cost: 0.1586118218487491, Slippage: 0.009999999999990905, Time Penalty: 0.165537\n", "Step: 52574, Timestamp: 2023-07-03 16:46:06.391058105, Action: SELL, Price: 192.7875414614349, Shares: 0.08691444291341312, Symbol: AAPL, Reward: -0.4292361820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165254\n", "Step: 52575, Timestamp: 2023-07-03 16:46:06.391058105, Action: SELL, Price: 182.8978195598631, Shares: 0.30366583677845155, Symbol: AAPL, Reward: -0.4648382423784931, Transaction Cost: 0.28958424237850217, Slippage: 0.009999999999990905, Time Penalty: 0.165254\n", "Step: 52576, Timestamp: 2023-07-03 16:46:06.658668645, Action: SELL, Price: 185.55102425625788, Shares: 0.20958136822522766, Symbol: AAPL, Reward: -0.4285721820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16459\n", "Step: 52581, Timestamp: 2023-07-03 16:46:10.020152854, Action: BUY, Price: 188.66222046452242, Shares: 0.09028598480818484, Symbol: AAPL, Reward: -0.4243671820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165385\n", "Step: 52582, Timestamp: 2023-07-03 16:46:10.020152854, Action: BUY, Price: 184.50514562614794, Shares: 0.10542614686895259, Symbol: AAPL, Reward: -0.2998103499528023, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.165385\n", "Step: 52593, Timestamp: 2023-07-03 16:46:12.224756086, Action: SELL, Price: 201.91273381738932, Shares: 0.23113198548041797, Symbol: AAPL, Reward: -0.19699821820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.1716\n", "Step: 52594, Timestamp: 2023-07-03 16:46:12.224756086, Action: SELL, Price: 200.87159420037796, Shares: 0.29748979332392356, Symbol: AAPL, Reward: -0.22839214241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.1716\n", "Step: 52595, Timestamp: 2023-07-03 16:46:12.224756086, Action: SELL, Price: 184.12033744599282, Shares: 0.21630838724482343, Symbol: AAPL, Reward: -0.4255821820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.1716\n", "Step: 52596, Timestamp: 2023-07-03 16:46:12.224756086, Action: SELL, Price: 191.67059352128592, Shares: 0.1922618275816419, Symbol: AAPL, Reward: -0.2631745780410323, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.1716\n", "Step: 52597, Timestamp: 2023-07-03 16:46:12.224756086, Action: SELL, Price: 198.90702677441467, Shares: 0.16923679551689988, Symbol: AAPL, Reward: -0.4255821820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.1716\n", "Step: 52598, Timestamp: 2023-07-03 16:46:12.224756086, Action: SELL, Price: 198.83098321798278, Shares: 0.30881910307374655, Symbol: AAPL, Reward: -0.2934055755001645, Transaction Cost: 0.12180557550016448, Slippage: 0.0, Time Penalty: 0.1716\n", "Step: 52599, Timestamp: 2023-07-03 16:46:12.224756086, Action: SELL, Price: 186.5010835869099, Shares: 0.13583722690043037, Symbol: AAPL, Reward: -0.23239643640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.1716\n", "Step: 52600, Timestamp: 2023-07-03 16:46:12.244937636, Action: SELL, Price: 194.64894383098044, Shares: 0.07989239530888033, Symbol: AAPL, Reward: -0.4339221820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16994\n", "Step: 52601, Timestamp: 2023-07-03 16:46:12.244937636, Action: SELL, Price: 186.3810767039701, Shares: 0.237902459261046, Symbol: AAPL, Reward: -0.5391250464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.16994\n", "Step: 52602, Timestamp: 2023-07-03 16:46:12.244937636, Action: SELL, Price: 182.71500034990066, Shares: 0.24519210139444672, Symbol: AAPL, Reward: -0.4339221820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16994\n", "Step: 52603, Timestamp: 2023-07-03 16:46:12.244937636, Action: SELL, Price: 191.50535083551438, Shares: 0.14509698046806888, Symbol: AAPL, Reward: -0.36131955751852474, Transaction Cost: 0.18137955751853382, Slippage: 0.009999999999990905, Time Penalty: 0.16994\n", "Step: 52604, Timestamp: 2023-07-03 16:46:12.244937636, Action: SELL, Price: 191.27767599734932, Shares: 0.09534127042417123, Symbol: AAPL, Reward: -0.46390071206094574, Transaction Cost: 0.2839607120609548, Slippage: 0.009999999999990905, Time Penalty: 0.16994\n", "Step: 52605, Timestamp: 2023-07-03 16:46:12.244937636, Action: SELL, Price: 188.02315769776686, Shares: 0.12387013659890485, Symbol: AAPL, Reward: -0.4339221820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16994\n", "Step: 52606, Timestamp: 2023-07-03 16:46:13.247767708, Action: SELL, Price: 199.72856203960592, Shares: 0.19941501405445405, Symbol: AAPL, Reward: -0.25456221803553564, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.164246\n", "Step: 52615, Timestamp: 2023-07-03 16:46:19.048051821, Action: SELL, Price: 183.03427572545942, Shares: 0.22755815403580815, Symbol: AAPL, Reward: -0.41844918204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164467\n", "Step: 52629, Timestamp: 2023-07-03 16:46:24.691132310, Action: BUY, Price: 199.15527142913467, Shares: 0.08337676744380497, Symbol: AAPL, Reward: -0.2568952180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.166579\n", "Step: 52633, Timestamp: 2023-07-03 16:46:27.295616699, Action: BUY, Price: 198.32280675753472, Shares: 0.1584314032805209, Symbol: AAPL, Reward: -0.33655243607110874, Transaction Cost: 0.16063243607108943, Slippage: 0.010000000000019327, Time Penalty: 0.16592\n", "Step: 52634, Timestamp: 2023-07-03 16:46:27.295616699, Action: BUY, Price: 198.5382417883193, Shares: 0.1892692946771548, Symbol: AAPL, Reward: -0.2267164364086225, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.16592\n", "Step: 52635, Timestamp: 2023-07-03 16:46:27.295660115, Action: BUY, Price: 186.05627206059137, Shares: 0.30435881621694655, Symbol: AAPL, Reward: -0.26907443075504067, Transaction Cost: 0.09503143075502138, Slippage: 0.010000000000019327, Time Penalty: 0.164043\n", "Step: 52636, Timestamp: 2023-07-03 16:46:28.308923337, Action: BUY, Price: 195.36862740808235, Shares: 0.1547400436882392, Symbol: AAPL, Reward: -0.19484821820429704, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.16445\n", "Step: 52637, Timestamp: 2023-07-03 16:46:28.952688195, Action: BUY, Price: 187.55952662718636, Shares: 0.18546300554137682, Symbol: AAPL, Reward: -0.3592928615100382, Transaction Cost: 0.19006286151004276, Slippage: 0.0049999999999954525, Time Penalty: 0.16423\n", "Step: 52638, Timestamp: 2023-07-03 16:46:31.841244760, Action: BUY, Price: 183.2453740230094, Shares: 0.1978305282358222, Symbol: AAPL, Reward: -0.19513121820429702, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164733\n", "Step: 52639, Timestamp: 2023-07-03 16:46:34.507314426, Action: BUY, Price: 197.2283758626503, Shares: 0.06852751909611204, Symbol: AAPL, Reward: -0.2504132180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.170097\n", "Step: 52640, Timestamp: 2023-07-03 16:46:34.507314426, Action: BUY, Price: 183.55786357922418, Shares: 0.10439064672713391, Symbol: AAPL, Reward: -0.26167157804103225, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.170097\n", "Step: 52641, Timestamp: 2023-07-03 16:46:34.507314426, Action: BUY, Price: 198.53602759613065, Shares: 0.07535807161538009, Symbol: AAPL, Reward: -0.2945223499528114, Transaction Cost: 0.12442534995281139, Slippage: 0.0, Time Penalty: 0.170097\n", "Step: 52642, Timestamp: 2023-07-03 16:46:34.507314426, Action: BUY, Price: 192.96421755717256, Shares: 0.1768362908075203, Symbol: AAPL, Reward: -0.5292820464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.170097\n", "Step: 52643, Timestamp: 2023-07-03 16:46:34.507314426, Action: BUY, Price: 186.21812801232548, Shares: 0.2235576539972954, Symbol: AAPL, Reward: -0.42407918204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170097\n", "Step: 52644, Timestamp: 2023-07-03 16:46:34.507314426, Action: BUY, Price: 190.70757828665498, Shares: 0.28105308197323625, Symbol: AAPL, Reward: -0.42407918204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170097\n", "Step: 52645, Timestamp: 2023-07-03 16:46:35.017008625, Action: BUY, Price: 190.69033622737865, Shares: 0.2194022486119656, Symbol: AAPL, Reward: -0.20542150464463, Transaction Cost: 0.03591850464463453, Slippage: 0.0049999999999954525, Time Penalty: 0.164503\n", "Step: 52646, Timestamp: 2023-07-03 16:46:35.018211579, Action: BUY, Price: 184.04030900164034, Shares: 0.1909266413746675, Symbol: AAPL, Reward: -0.5161084405089605, Transaction Cost: 0.33694544050896963, Slippage: 0.009999999999990905, Time Penalty: 0.169163\n", "Step: 52647, Timestamp: 2023-07-03 16:46:35.018211579, Action: BUY, Price: 189.69506279740807, Shares: 0.1705522164842726, Symbol: AAPL, Reward: -0.25947921803553564, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.169163\n", "Step: 52648, Timestamp: 2023-07-03 16:46:35.018211579, Action: BUY, Price: 189.3828329690056, Shares: 0.06985854130080481, Symbol: AAPL, Reward: -0.23595514241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.169163\n", "Step: 52649, Timestamp: 2023-07-03 16:46:35.018211579, Action: BUY, Price: 187.92134885580697, Shares: 0.27902546918843485, Symbol: AAPL, Reward: -0.43314518204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169163\n", "Step: 52651, Timestamp: 2023-07-03 16:46:35.020031725, Action: BUY, Price: 185.01430489022025, Shares: 0.205117626982595, Symbol: AAPL, Reward: -0.5140327994956279, Transaction Cost: 0.33212479949563695, Slippage: 0.009999999999990905, Time Penalty: 0.171908\n", "Step: 52652, Timestamp: 2023-07-03 16:46:35.020031725, Action: BUY, Price: 196.38110246332872, Shares: 0.2519293206237993, Symbol: AAPL, Reward: -0.43589018204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171908\n", "Step: 52653, Timestamp: 2023-07-03 16:46:35.020031725, Action: BUY, Price: 183.63672576783654, Shares: 0.2791330367661316, Symbol: AAPL, Reward: -0.43589018204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171908\n", "Step: 52654, Timestamp: 2023-07-03 16:46:35.020031725, Action: BUY, Price: 184.36419123985738, Shares: 0.10027803268091798, Symbol: AAPL, Reward: -0.22589900435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.171908\n", "Step: 52655, Timestamp: 2023-07-03 16:46:35.020031725, Action: BUY, Price: 184.1127809908312, Shares: 0.2608285404720874, Symbol: AAPL, Reward: -0.31630273822546184, Transaction Cost: 0.1343947382254709, Slippage: 0.009999999999990905, Time Penalty: 0.171908\n", "Step: 52656, Timestamp: 2023-07-03 16:46:35.020031725, Action: BUY, Price: 186.0734494554673, Shares: 0.17952110744395286, Symbol: AAPL, Reward: -0.2073062182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171908\n", "Step: 52657, Timestamp: 2023-07-03 16:46:36.083511671, Action: BUY, Price: 190.91473644643173, Shares: 0.22455186432829174, Symbol: AAPL, Reward: -0.2037732182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168375\n", "Step: 52658, Timestamp: 2023-07-03 16:46:36.083511671, Action: BUY, Price: 191.8990613190424, Shares: 0.08937185387440749, Symbol: AAPL, Reward: -0.31276973822549026, Transaction Cost: 0.1343947382254709, Slippage: 0.010000000000019327, Time Penalty: 0.168375\n", "Step: 52659, Timestamp: 2023-07-03 16:46:36.083511671, Action: BUY, Price: 197.41281455225663, Shares: 0.09751162821071038, Symbol: AAPL, Reward: -0.4323571820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168375\n", "Step: 52660, Timestamp: 2023-07-03 16:46:36.083511671, Action: BUY, Price: 185.95177157819083, Shares: 0.1651939809760653, Symbol: AAPL, Reward: -0.2037732182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168375\n", "Step: 52661, Timestamp: 2023-07-03 16:46:36.083511671, Action: BUY, Price: 196.33610540318003, Shares: 0.11739856329551887, Symbol: AAPL, Reward: -0.2037732182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168375\n", "Step: 52662, Timestamp: 2023-07-03 16:46:39.221209757, Action: BUY, Price: 188.36278787191603, Shares: 0.20083149614038576, Symbol: AAPL, Reward: -0.5112877994956279, Transaction Cost: 0.33212479949563695, Slippage: 0.009999999999990905, Time Penalty: 0.169163\n", "Step: 52663, Timestamp: 2023-07-03 16:46:39.221209757, Action: BUY, Price: 190.47994616166696, Shares: 0.25873444173569365, Symbol: AAPL, Reward: -0.22315400435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.169163\n", "Step: 52664, Timestamp: 2023-07-03 16:46:39.221209757, Action: BUY, Price: 183.2174602988857, Shares: 0.2638736931443024, Symbol: AAPL, Reward: -0.5807440901777146, Transaction Cost: 0.40158109017772364, Slippage: 0.009999999999990905, Time Penalty: 0.169163\n", "Step: 52665, Timestamp: 2023-07-03 16:46:39.221209757, Action: BUY, Price: 183.1927175059039, Shares: 0.2513163133474208, Symbol: AAPL, Reward: -0.43314518204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169163\n", "Step: 52666, Timestamp: 2023-07-03 16:46:39.301500531, Action: BUY, Price: 188.83316619744897, Shares: 0.10104326542573126, Symbol: AAPL, Reward: -0.4752245412342062, Transaction Cost: 0.2929065412342153, Slippage: 0.009999999999990905, Time Penalty: 0.172318\n", "Step: 52667, Timestamp: 2023-07-03 16:46:39.301500531, Action: BUY, Price: 200.0646551774089, Shares: 0.06616282887496097, Symbol: AAPL, Reward: -0.4363001820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172318\n", "Step: 52668, Timestamp: 2023-07-03 16:46:39.301500531, Action: BUY, Price: 188.51592888728797, Shares: 0.23020227227309567, Symbol: AAPL, Reward: -0.4363001820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172318\n", "Step: 52669, Timestamp: 2023-07-03 16:46:39.302418052, Action: BUY, Price: 189.71531746152814, Shares: 0.22184411515904337, Symbol: AAPL, Reward: -0.21495650464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.169038\n", "Step: 52670, Timestamp: 2023-07-03 16:46:39.302494630, Action: BUY, Price: 188.6189433856847, Shares: 0.2758263351179876, Symbol: AAPL, Reward: -0.26778500870313315, Transaction Cost: 0.08798200870314223, Slippage: 0.009999999999990905, Time Penalty: 0.169803\n", "Step: 52671, Timestamp: 2023-07-03 16:46:41.072956202, Action: BUY, Price: 187.89333943835578, Shares: 0.21569506949831896, Symbol: AAPL, Reward: -0.2874912664985365, Transaction Cost: 0.11070826649854565, Slippage: 0.009999999999990905, Time Penalty: 0.166783\n", "Step: 52672, Timestamp: 2023-07-03 16:46:41.072956202, Action: BUY, Price: 197.66244374839167, Shares: 0.24475245369617463, Symbol: AAPL, Reward: -0.4307651820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166783\n", "Step: 52673, Timestamp: 2023-07-03 16:46:41.072956202, Action: BUY, Price: 197.0532128974654, Shares: 0.22360896595165988, Symbol: AAPL, Reward: -0.4307651820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166783\n", "Step: 52674, Timestamp: 2023-07-03 16:46:41.072956202, Action: BUY, Price: 199.26244698259742, Shares: 0.17998527987712382, Symbol: AAPL, Reward: -0.4053669638387051, Transaction Cost: 0.22858396383871418, Slippage: 0.009999999999990905, Time Penalty: 0.166783\n", "Step: 52680, Timestamp: 2023-07-03 16:46:43.367464104, Action: SELL, Price: 198.30940393562875, Shares: 0.21604872605812733, Symbol: AAPL, Reward: -0.4240071820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170025\n", "Step: 52681, Timestamp: 2023-07-03 16:46:43.367464104, Action: SELL, Price: 198.14123921892954, Shares: 0.23393632422138877, Symbol: AAPL, Reward: -0.4240071820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170025\n", "Step: 52682, Timestamp: 2023-07-03 16:46:43.367464104, Action: SELL, Price: 199.49148785428028, Shares: 0.27249793288448887, Symbol: AAPL, Reward: -0.34961752322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.170025\n", "Step: 52683, Timestamp: 2023-07-03 16:46:43.368319503, Action: SELL, Price: 187.70341037021646, Shares: 0.28014399047105454, Symbol: AAPL, Reward: -0.41853818204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164556\n", "Step: 52684, Timestamp: 2023-07-03 16:46:45.013005965, Action: SELL, Price: 182.96296696779223, Shares: 0.2631882619686129, Symbol: AAPL, Reward: -0.21638143640860316, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.165585\n", "Step: 52685, Timestamp: 2023-07-03 16:46:45.013005965, Action: SELL, Price: 186.21743710556294, Shares: 0.29625413593547295, Symbol: AAPL, Reward: -0.36395142549875287, Transaction Cost: 0.19836642549875286, Slippage: 0.0, Time Penalty: 0.165585\n", "Step: 52686, Timestamp: 2023-07-03 16:46:45.013088874, Action: SELL, Price: 198.10025174022132, Shares: 0.28443225943943856, Symbol: AAPL, Reward: -0.37005798151060765, Transaction Cost: 0.20476698151060765, Slippage: 0.0, Time Penalty: 0.165291\n", "Step: 52687, Timestamp: 2023-07-03 16:46:45.013088874, Action: SELL, Price: 201.15883349698674, Shares: 0.16123069520356803, Symbol: AAPL, Reward: -0.26365787612860203, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.165291\n", "Step: 52688, Timestamp: 2023-07-03 16:46:45.252700355, Action: SELL, Price: 188.24170159164487, Shares: 0.08696697771210699, Symbol: AAPL, Reward: -0.42075418204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166772\n", "Step: 52689, Timestamp: 2023-07-03 16:46:45.252700355, Action: SELL, Price: 182.80487902739105, Shares: 0.12737004615107508, Symbol: AAPL, Reward: -0.2470882180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.166772\n", "Step: 52690, Timestamp: 2023-07-03 16:46:48.194165958, Action: SELL, Price: 205.55694177020092, Shares: 0.10513690404170094, Symbol: AAPL, Reward: -0.25313400870314223, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.165152\n", "Step: 52691, Timestamp: 2023-07-03 16:46:48.194165958, Action: SELL, Price: 196.98146842758248, Shares: 0.27480428211536717, Symbol: AAPL, Reward: -0.3894629896112062, Transaction Cost: 0.22431098961120619, Slippage: 0.0, Time Penalty: 0.165152\n", "Step: 52692, Timestamp: 2023-07-03 16:46:49.508330393, Action: SELL, Price: 194.81385428037302, Shares: 0.2034947921830609, Symbol: AAPL, Reward: -0.28495820293689045, Transaction Cost: 0.11912820293689044, Slippage: 0.0, Time Penalty: 0.16583\n", "Step: 52693, Timestamp: 2023-07-03 16:46:49.508330393, Action: SELL, Price: 187.50776582390765, Shares: 0.21286023349331787, Symbol: AAPL, Reward: -0.32646243607108943, Transaction Cost: 0.16063243607108943, Slippage: 0.0, Time Penalty: 0.16583\n", "Step: 52694, Timestamp: 2023-07-03 16:46:49.508361780, Action: SELL, Price: 198.39164148334308, Shares: 0.16298004883895917, Symbol: AAPL, Reward: -0.5448692730645237, Transaction Cost: 0.38097327306452367, Slippage: 0.0, Time Penalty: 0.163896\n", "Step: 52695, Timestamp: 2023-07-03 16:46:49.508388972, Action: SELL, Price: 183.401091241929, Shares: 0.08850995085567073, Symbol: AAPL, Reward: -0.4881265418017108, Transaction Cost: 0.32326654180171077, Slippage: 0.0, Time Penalty: 0.16486\n", "Step: 52696, Timestamp: 2023-07-03 16:46:49.508390250, Action: SELL, Price: 198.77681266303568, Shares: 0.24185024500981353, Symbol: AAPL, Reward: -0.6051520435157111, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.165242\n", "Step: 52697, Timestamp: 2023-07-03 16:46:49.508393460, Action: SELL, Price: 197.3139322405036, Shares: 0.22446993828472325, Symbol: AAPL, Reward: -0.3802670278678072, Transaction Cost: 0.21551102786780715, Slippage: 0.0, Time Penalty: 0.164756\n", "Step: 52698, Timestamp: 2023-07-03 16:46:49.508399262, Action: SELL, Price: 194.78765334967025, Shares: 0.318783560671294, Symbol: AAPL, Reward: -0.19189821820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.1665\n", "Step: 52699, Timestamp: 2023-07-03 16:46:49.508399262, Action: SELL, Price: 201.75226426444257, Shares: 0.18118835279945347, Symbol: AAPL, Reward: -0.25448200870314225, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.1665\n", "Step: 52700, Timestamp: 2023-07-03 16:46:49.517604776, Action: SELL, Price: 186.0787087400641, Shares: 0.22999913752156986, Symbol: AAPL, Reward: -0.28604957550016447, Transaction Cost: 0.12180557550016448, Slippage: 0.0, Time Penalty: 0.164244\n", "Step: 52701, Timestamp: 2023-07-03 16:46:50.110967572, Action: SELL, Price: 158.5030083928272, Shares: 0.24562587171726302, Symbol: AAPL, Reward: -0.23163667497640114, Transaction Cost: 0.062212674976405695, Slippage: 0.0049999999999954525, Time Penalty: 0.164424\n", "Step: 52702, Timestamp: 2023-07-03 16:46:50.349162373, Action: SELL, Price: 191.00159678329953, Shares: 0.06883657485383594, Symbol: AAPL, Reward: -0.4218681820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167886\n", "Step: 52703, Timestamp: 2023-07-03 16:46:50.349162373, Action: SELL, Price: 198.37102706293692, Shares: 0.3155171211346542, Symbol: AAPL, Reward: -0.2694788728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.167886\n", "Step: 52704, Timestamp: 2023-07-03 16:46:51.616187963, Action: SELL, Price: 188.5433510729874, Shares: 0.1205174221462886, Symbol: AAPL, Reward: -0.24965821803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.169342\n", "Step: 52705, Timestamp: 2023-07-03 16:46:51.616187963, Action: SELL, Price: 200.23539507675312, Shares: 0.24165302662056207, Symbol: AAPL, Reward: -0.22613414241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.169342\n", "Step: 52706, Timestamp: 2023-07-03 16:46:51.616187963, Action: SELL, Price: 187.35385726975474, Shares: 0.3006605192782937, Symbol: AAPL, Reward: -0.42332418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169342\n", "Step: 52707, Timestamp: 2023-07-03 16:46:51.616187963, Action: SELL, Price: 193.53400715991734, Shares: 0.2493392118162964, Symbol: AAPL, Reward: -0.42332418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169342\n", "Step: 52708, Timestamp: 2023-07-03 16:46:51.616187963, Action: SELL, Price: 188.47405610231976, Shares: 0.16813684888371885, Symbol: AAPL, Reward: -0.42332418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169342\n", "Step: 52709, Timestamp: 2023-07-03 16:46:51.616187963, Action: SELL, Price: 193.61677670742904, Shares: 0.2015526423343873, Symbol: AAPL, Reward: -0.2573240087031422, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.169342\n", "Step: 52710, Timestamp: 2023-07-03 16:46:52.705228572, Action: SELL, Price: 197.09107588052873, Shares: 0.3105363151773916, Symbol: AAPL, Reward: -0.3299793092258003, Transaction Cost: 0.15238930922580946, Slippage: 0.009999999999990905, Time Penalty: 0.16759\n", "Step: 52711, Timestamp: 2023-07-03 16:46:52.705228572, Action: SELL, Price: 186.08674524572723, Shares: 0.08418758114930594, Symbol: AAPL, Reward: -0.4315721820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16759\n", "Step: 52712, Timestamp: 2023-07-03 16:46:52.705228572, Action: SELL, Price: 186.646877409625, Shares: 0.13254076759533062, Symbol: AAPL, Reward: -0.4315721820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16759\n", "Step: 52713, Timestamp: 2023-07-03 16:46:52.705228572, Action: SELL, Price: 190.50029192148148, Shares: 0.14868170899106553, Symbol: AAPL, Reward: -0.30956301305470424, Transaction Cost: 0.13197301305471332, Slippage: 0.009999999999990905, Time Penalty: 0.16759\n", "Step: 52728, Timestamp: 2023-07-03 16:46:59.913608643, Action: SELL, Price: 184.00590276083835, Shares: 0.07282106357539452, Symbol: AAPL, Reward: -0.21725450464462542, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.171336\n", "Step: 52729, Timestamp: 2023-07-03 16:47:00.747921476, Action: SELL, Price: 194.2569713353713, Shares: 0.2491625529496006, Symbol: AAPL, Reward: -0.41968918204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165707\n", "Step: 52730, Timestamp: 2023-07-03 16:47:02.792425207, Action: SELL, Price: 201.07084786188045, Shares: 0.3087460748720157, Symbol: AAPL, Reward: -0.606131043515711, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.166221\n", "Step: 52731, Timestamp: 2023-07-03 16:47:02.792425207, Action: SELL, Price: 190.29428607133147, Shares: 0.27036224627394917, Symbol: AAPL, Reward: -0.33469372025448485, Transaction Cost: 0.16847272025448481, Slippage: 0.0, Time Penalty: 0.166221\n", "Step: 52732, Timestamp: 2023-07-03 16:47:02.792486008, Action: SELL, Price: 193.83348997055757, Shares: 0.2747967596071199, Symbol: AAPL, Reward: -0.3611707522572041, Transaction Cost: 0.1967337522572041, Slippage: 0.0, Time Penalty: 0.164437\n", "Step: 52733, Timestamp: 2023-07-03 16:47:02.792543833, Action: SELL, Price: 200.09903068949336, Shares: 0.3311716738619632, Symbol: AAPL, Reward: -0.5197218156888894, Transaction Cost: 0.35466681568888936, Slippage: 0.0, Time Penalty: 0.165055\n", "Step: 52734, Timestamp: 2023-07-03 16:47:02.792597159, Action: SELL, Price: 195.21223800443056, Shares: 0.30412939037914327, Symbol: AAPL, Reward: -0.19222821820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.16683\n", "Step: 52735, Timestamp: 2023-07-03 16:47:02.792597159, Action: SELL, Price: 197.50616769236254, Shares: 0.11795898264207426, Symbol: AAPL, Reward: -0.2938210910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.16683\n", "Step: 52736, Timestamp: 2023-07-03 16:47:02.792597159, Action: SELL, Price: 197.14556210668846, Shares: 0.3168402171546679, Symbol: AAPL, Reward: -0.19222821820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.16683\n", "Step: 52737, Timestamp: 2023-07-03 16:47:02.792631252, Action: SELL, Price: 197.01974670705235, Shares: 0.2356289524403736, Symbol: AAPL, Reward: -0.6053610435157111, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.165451\n", "Step: 52738, Timestamp: 2023-07-03 16:47:02.792646563, Action: SELL, Price: 185.40054219334309, Shares: 0.17433673374426342, Symbol: AAPL, Reward: -0.5853060761455426, Transaction Cost: 0.41110607614552325, Slippage: 0.010000000000019327, Time Penalty: 0.1642\n", "Step: 52739, Timestamp: 2023-07-03 16:47:02.792695397, Action: SELL, Price: 199.2512062073615, Shares: 0.16677627801639508, Symbol: AAPL, Reward: -0.5913656114052507, Transaction Cost: 0.42650861140525065, Slippage: 0.0, Time Penalty: 0.164857\n", "Step: 52740, Timestamp: 2023-07-03 16:47:02.792709276, Action: SELL, Price: 186.5617610691019, Shares: 0.32581236516398443, Symbol: AAPL, Reward: -0.27357151393390355, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.165816\n", "Step: 52741, Timestamp: 2023-07-03 16:47:02.792709276, Action: SELL, Price: 184.58808503158025, Shares: 0.09638245044230685, Symbol: AAPL, Reward: -0.538575115037087, Transaction Cost: 0.36275911503706765, Slippage: 0.010000000000019327, Time Penalty: 0.165816\n", "Step: 52742, Timestamp: 2023-07-03 16:47:02.792995604, Action: SELL, Price: 187.83965602826825, Shares: 0.22752894454087474, Symbol: AAPL, Reward: -0.5234200464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.164235\n", "Step: 52748, Timestamp: 2023-07-03 16:47:06.401688046, Action: BUY, Price: 193.705260328912, Shares: 0.226540459682753, Symbol: AAPL, Reward: -0.4003539896112016, Transaction Cost: 0.22431098961120619, Slippage: 0.0049999999999954525, Time Penalty: 0.171043\n", "Step: 52749, Timestamp: 2023-07-03 16:47:06.401688046, Action: BUY, Price: 200.82683913909509, Shares: 0.28455493670633336, Symbol: AAPL, Reward: -0.3080340910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.171043\n", "Step: 52750, Timestamp: 2023-07-03 16:47:06.401688046, Action: BUY, Price: 198.4753577890714, Shares: 0.19351252917236658, Symbol: AAPL, Reward: -0.40099802175784643, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.171043\n", "Step: 52751, Timestamp: 2023-07-03 16:47:06.401688046, Action: BUY, Price: 185.16975889034978, Shares: 0.3161915999894183, Symbol: AAPL, Reward: -0.43502518204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171043\n", "Step: 52752, Timestamp: 2023-07-03 16:47:06.401688046, Action: BUY, Price: 184.8369254948026, Shares: 0.28287343174140483, Symbol: AAPL, Reward: -0.35516441147430056, Transaction Cost: 0.17412141147430968, Slippage: 0.009999999999990905, Time Penalty: 0.171043\n", "Step: 52753, Timestamp: 2023-07-03 16:47:06.401688046, Action: BUY, Price: 197.40128805990767, Shares: 0.17746781084365537, Symbol: AAPL, Reward: -0.620953043515702, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.171043\n", "Step: 52754, Timestamp: 2023-07-03 16:47:06.401688046, Action: BUY, Price: 199.9830596822971, Shares: 0.16822878933711718, Symbol: AAPL, Reward: -0.3980454714619355, Transaction Cost: 0.21700247146194457, Slippage: 0.009999999999990905, Time Penalty: 0.171043\n", "Step: 52755, Timestamp: 2023-07-03 16:47:06.401714487, Action: BUY, Price: 201.8307039013362, Shares: 0.2115973948567241, Symbol: AAPL, Reward: -0.3101600130547042, Transaction Cost: 0.13197301305471332, Slippage: 0.009999999999990905, Time Penalty: 0.168187\n", "Step: 52756, Timestamp: 2023-07-03 16:47:06.401714487, Action: BUY, Price: 200.92998442813771, Shares: 0.09632322370481214, Symbol: AAPL, Reward: -0.35777952322316353, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.168187\n", "Step: 52757, Timestamp: 2023-07-03 16:47:06.401714487, Action: BUY, Price: 190.7245984925448, Shares: 0.08883298825355146, Symbol: AAPL, Reward: -0.20358521820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168187\n", "Step: 52758, Timestamp: 2023-07-03 16:47:06.401719026, Action: BUY, Price: 188.64776399947885, Shares: 0.2624233520318325, Symbol: AAPL, Reward: -0.4316241820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167642\n", "Step: 52759, Timestamp: 2023-07-03 16:47:06.402673432, Action: BUY, Price: 184.32697590068716, Shares: 0.20807404656933906, Symbol: AAPL, Reward: -0.4195721820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16559\n", "Step: 52760, Timestamp: 2023-07-03 16:47:06.402673432, Action: BUY, Price: 182.82878206726602, Shares: 0.3411199719782598, Symbol: AAPL, Reward: -0.3870065329970913, Transaction Cost: 0.2214165329970913, Slippage: 0.0, Time Penalty: 0.16559\n", "Step: 52761, Timestamp: 2023-07-03 16:47:06.402747962, Action: BUY, Price: 193.61117427575758, Shares: 0.15472312102968797, Symbol: AAPL, Reward: -0.2582102180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.167894\n", "Step: 52762, Timestamp: 2023-07-03 16:47:06.402747962, Action: BUY, Price: 192.51776578430756, Shares: 0.19807191340577715, Symbol: AAPL, Reward: -0.43187618204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167894\n", "Step: 52763, Timestamp: 2023-07-03 16:47:06.402747962, Action: BUY, Price: 198.8287761099043, Shares: 0.2788150676806361, Symbol: AAPL, Reward: -0.31930529419728193, Transaction Cost: 0.14141129419729104, Slippage: 0.009999999999990905, Time Penalty: 0.167894\n", "Step: 52764, Timestamp: 2023-07-03 16:47:06.402747962, Action: BUY, Price: 200.05924690972515, Shares: 0.09602884590643182, Symbol: AAPL, Reward: -0.20329221820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167894\n", "Step: 52765, Timestamp: 2023-07-03 16:47:06.402747962, Action: BUY, Price: 190.7922195581175, Shares: 0.13172218084180226, Symbol: AAPL, Reward: -0.43187618204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167894\n", "Step: 52766, Timestamp: 2023-07-03 16:47:11.159365630, Action: BUY, Price: 184.8939109890891, Shares: 0.35304812201117236, Symbol: AAPL, Reward: -0.2122402182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.176842\n", "Step: 52767, Timestamp: 2023-07-03 16:47:11.159654664, Action: BUY, Price: 198.92582797811286, Shares: 0.31097421637926426, Symbol: AAPL, Reward: -0.42354351487645403, Transaction Cost: 0.2327785148764347, Slippage: 0.010000000000019327, Time Penalty: 0.180765\n", "Step: 52776, Timestamp: 2023-07-03 16:47:16.271694516, Action: SELL, Price: 189.986297208046, Shares: 0.27958908493201706, Symbol: AAPL, Reward: -0.3198233300294638, Transaction Cost: 0.15449133002946377, Slippage: 0.0, Time Penalty: 0.165332\n", "Step: 52777, Timestamp: 2023-07-03 16:47:16.275094846, Action: SELL, Price: 190.23384678997283, Shares: 0.21177687874525833, Symbol: AAPL, Reward: -0.27999928482438197, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.166415\n", "Step: 52778, Timestamp: 2023-07-03 16:47:16.275094846, Action: SELL, Price: 192.6008050315661, Shares: 0.20723841615161168, Symbol: AAPL, Reward: -0.2882205755001645, Transaction Cost: 0.12180557550016448, Slippage: 0.0, Time Penalty: 0.166415\n", "Step: 52779, Timestamp: 2023-07-03 16:47:16.275094846, Action: SELL, Price: 195.4578303571091, Shares: 0.2745390277002868, Symbol: AAPL, Reward: -0.3681673423933758, Transaction Cost: 0.19175234239335648, Slippage: 0.010000000000019327, Time Penalty: 0.166415\n", "Step: 52780, Timestamp: 2023-07-03 16:47:16.275432929, Action: SELL, Price: 188.43831845901653, Shares: 0.08948856112442251, Symbol: AAPL, Reward: -0.42919018204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165208\n", "Step: 52781, Timestamp: 2023-07-03 16:47:16.275432929, Action: SELL, Price: 190.9202141913581, Shares: 0.0913122973809806, Symbol: AAPL, Reward: -0.42919018204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165208\n", "Step: 52782, Timestamp: 2023-07-03 16:47:16.526903251, Action: SELL, Price: 189.5515458567873, Shares: 0.20083122765892325, Symbol: AAPL, Reward: -0.5117164405089889, Transaction Cost: 0.33694544050896963, Slippage: 0.010000000000019327, Time Penalty: 0.164771\n", "Step: 52783, Timestamp: 2023-07-03 16:47:16.526903251, Action: SELL, Price: 189.7925121108812, Shares: 0.11780160806567465, Symbol: AAPL, Reward: -0.4287531820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.164771\n", "Step: 52790, Timestamp: 2023-07-03 16:47:21.156056258, Action: BUY, Price: 188.64255386088072, Shares: 0.10446516203540426, Symbol: AAPL, Reward: -0.2602792180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.169963\n", "Step: 52791, Timestamp: 2023-07-03 16:47:25.194313240, Action: BUY, Price: 191.82830701794228, Shares: 0.261138451350152, Symbol: AAPL, Reward: -0.19504221820429704, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164644\n", "Step: 52792, Timestamp: 2023-07-03 16:47:26.429139875, Action: BUY, Price: 197.9507444342315, Shares: 0.31150691883729953, Symbol: AAPL, Reward: -0.22564243640859405, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.164846\n", "Step: 52793, Timestamp: 2023-07-03 16:47:26.429217427, Action: BUY, Price: 199.30660265023926, Shares: 0.10724018715295483, Symbol: AAPL, Reward: -0.4995335418017017, Transaction Cost: 0.32326654180171077, Slippage: 0.009999999999990905, Time Penalty: 0.166267\n", "Step: 52794, Timestamp: 2023-07-03 16:47:26.429217427, Action: BUY, Price: 199.51616424387538, Shares: 0.2750956295077332, Symbol: AAPL, Reward: -0.26784157804102315, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.166267\n", "Step: 52795, Timestamp: 2023-07-03 16:47:26.429247054, Action: BUY, Price: 200.066676663382, Shares: 0.1967487803482553, Symbol: AAPL, Reward: -0.29792320293688135, Transaction Cost: 0.11912820293689044, Slippage: 0.009999999999990905, Time Penalty: 0.168795\n", "Step: 52796, Timestamp: 2023-07-03 16:47:26.429247054, Action: BUY, Price: 184.8451354636664, Shares: 0.23005961487951662, Symbol: AAPL, Reward: -0.20419321820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168795\n", "Step: 52797, Timestamp: 2023-07-03 16:47:26.429247054, Action: BUY, Price: 194.93718138017866, Shares: 0.18680058772950464, Symbol: AAPL, Reward: -0.20419321820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168795\n", "Step: 52798, Timestamp: 2023-07-03 16:47:26.429247054, Action: BUY, Price: 201.41401201680938, Shares: 0.1924893760643283, Symbol: AAPL, Reward: -0.21471350464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.168795\n", "Step: 52799, Timestamp: 2023-07-03 16:47:26.429247054, Action: BUY, Price: 184.5966026171919, Shares: 0.3134464761189375, Symbol: AAPL, Reward: -0.2107002182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175302\n", "Step: 52800, Timestamp: 2023-07-03 16:47:26.429247054, Action: BUY, Price: 200.57488144987076, Shares: 0.18914366388652823, Symbol: AAPL, Reward: -0.2107002182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175302\n", "Step: 52801, Timestamp: 2023-07-03 16:47:26.429247054, Action: BUY, Price: 200.00244920017764, Shares: 0.2138417494860903, Symbol: AAPL, Reward: -0.2107002182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175302\n", "Step: 52802, Timestamp: 2023-07-03 16:47:26.429247054, Action: BUY, Price: 193.1416403652759, Shares: 0.243702828922355, Symbol: AAPL, Reward: -0.27687657804102317, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.175302\n", "Step: 52803, Timestamp: 2023-07-03 16:47:26.429247054, Action: BUY, Price: 192.18323363589994, Shares: 0.1817592897526253, Symbol: AAPL, Reward: -0.4392841820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175302\n", "Step: 52805, Timestamp: 2023-07-03 16:47:26.489924896, Action: BUY, Price: 195.07269629272363, Shares: 0.08185077893227144, Symbol: AAPL, Reward: -0.21873000435159043, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.164739\n", "Step: 52808, Timestamp: 2023-07-03 16:47:26.877160443, Action: BUY, Price: 188.65235987993617, Shares: 0.11376897162177607, Symbol: AAPL, Reward: -0.411426514876454, Transaction Cost: 0.2327785148764347, Slippage: 0.010000000000019327, Time Penalty: 0.168648\n", "Step: 52809, Timestamp: 2023-07-03 16:47:26.877160443, Action: BUY, Price: 186.18335811665213, Shares: 0.15523099962528714, Symbol: AAPL, Reward: -0.43263018204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168648\n", "Step: 52810, Timestamp: 2023-07-03 16:47:26.877160443, Action: BUY, Price: 188.76858428350656, Shares: 0.32793988101036314, Symbol: AAPL, Reward: -0.3331393300294831, Transaction Cost: 0.15449133002946377, Slippage: 0.010000000000019327, Time Penalty: 0.168648\n", "Step: 52811, Timestamp: 2023-07-03 16:47:26.877160443, Action: BUY, Price: 193.24164315872827, Shares: 0.2646082405701121, Symbol: AAPL, Reward: -0.2040462182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168648\n", "Step: 52812, Timestamp: 2023-07-03 16:47:26.955001126, Action: BUY, Price: 186.6754084552209, Shares: 0.07574747480217506, Symbol: AAPL, Reward: -0.21549843640860314, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.164702\n", "Step: 52813, Timestamp: 2023-07-03 16:47:27.078772863, Action: BUY, Price: 191.55818618547454, Shares: 0.14930236204414338, Symbol: AAPL, Reward: -0.20846500435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.164474\n", "Step: 52814, Timestamp: 2023-07-03 16:47:30.601605225, Action: BUY, Price: 193.30938541451013, Shares: 0.14144116445288485, Symbol: AAPL, Reward: -0.3036950102342213, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.174189\n", "Step: 52815, Timestamp: 2023-07-03 16:47:30.601605225, Action: BUY, Price: 191.49621812545507, Shares: 0.2983571958083062, Symbol: AAPL, Reward: -0.2545052180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.174189\n", "Step: 52831, Timestamp: 2023-07-03 16:47:41.404952040, Action: BUY, Price: 200.92603466651096, Shares: 0.11416476972239036, Symbol: AAPL, Reward: -0.2892313499528114, Transaction Cost: 0.12442534995281139, Slippage: 0.0, Time Penalty: 0.164806\n", "Step: 52832, Timestamp: 2023-07-03 16:47:41.405501075, Action: BUY, Price: 184.7282770881865, Shares: 0.08604897693273354, Symbol: AAPL, Reward: -0.3503448195192404, Transaction Cost: 0.1849018195192404, Slippage: 0.0, Time Penalty: 0.165443\n", "Step: 52833, Timestamp: 2023-07-03 16:47:41.405501075, Action: BUY, Price: 194.816846663666, Shares: 0.12663640174357987, Symbol: AAPL, Reward: -0.20136150464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.165443\n", "Step: 52835, Timestamp: 2023-07-03 16:47:45.246996766, Action: BUY, Price: 198.53872725540486, Shares: 0.12920872824247873, Symbol: AAPL, Reward: -0.19510621820429702, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164708\n", "Step: 52836, Timestamp: 2023-07-03 16:47:50.498342868, Action: BUY, Price: 190.71789695490023, Shares: 0.3129031501162471, Symbol: AAPL, Reward: -0.4153681510003244, Transaction Cost: 0.24361115100032896, Slippage: 0.0049999999999954525, Time Penalty: 0.166757\n", "Step: 52851, Timestamp: 2023-07-03 16:48:00.712198003, Action: BUY, Price: 193.92822718604447, Shares: 0.1750757347275302, Symbol: AAPL, Reward: -0.21429321820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.178895\n", "Step: 52852, Timestamp: 2023-07-03 16:48:00.712198003, Action: BUY, Price: 194.2168632462605, Shares: 0.30175123853265684, Symbol: AAPL, Reward: -0.27687700870313314, Transaction Cost: 0.08798200870314223, Slippage: 0.009999999999990905, Time Penalty: 0.178895\n", "Step: 52853, Timestamp: 2023-07-03 16:48:00.712198003, Action: BUY, Price: 199.37370212682663, Shares: 0.1347851226676348, Symbol: AAPL, Reward: -0.23969143640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.178895\n", "Step: 52854, Timestamp: 2023-07-03 16:48:00.712198003, Action: BUY, Price: 201.31551853170814, Shares: 0.14247799473331346, Symbol: AAPL, Reward: -0.44287718204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.178895\n", "Step: 52856, Timestamp: 2023-07-03 16:48:00.712198003, Action: BUY, Price: 196.55607068498404, Shares: 0.12077976746764361, Symbol: AAPL, Reward: -0.2692112180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.178895\n", "Step: 52857, Timestamp: 2023-07-03 16:48:00.712198003, Action: BUY, Price: 197.61053345694737, Shares: 0.14191438953956542, Symbol: AAPL, Reward: -0.8110217497640478, Transaction Cost: 0.6221267497640569, Slippage: 0.009999999999990905, Time Penalty: 0.178895\n", "Step: 52858, Timestamp: 2023-07-03 16:48:00.712198003, Action: BUY, Price: 197.04579561461364, Shares: 0.07600345364682948, Symbol: AAPL, Reward: -0.44287718204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.178895\n", "Step: 52859, Timestamp: 2023-07-03 16:48:00.712198003, Action: BUY, Price: 196.82275487633345, Shares: 0.29861837651949563, Symbol: AAPL, Reward: -0.6968593640860224, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.178895\n", "Step: 52860, Timestamp: 2023-07-03 16:48:00.712243529, Action: BUY, Price: 183.730074007619, Shares: 0.2502040163548524, Symbol: AAPL, Reward: -0.43553818204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171556\n", "Step: 52862, Timestamp: 2023-07-03 16:48:00.712864564, Action: BUY, Price: 198.19695039234924, Shares: 0.19767408577060705, Symbol: AAPL, Reward: -0.42962918204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165647\n", "Step: 52863, Timestamp: 2023-07-03 16:48:00.712887246, Action: BUY, Price: 185.72840886119047, Shares: 0.09188905875449979, Symbol: AAPL, Reward: -0.33122230922580037, Transaction Cost: 0.15238930922580946, Slippage: 0.009999999999990905, Time Penalty: 0.168833\n", "Step: 52864, Timestamp: 2023-07-03 16:48:00.712887246, Action: BUY, Price: 191.68051232578333, Shares: 0.1372916209579228, Symbol: AAPL, Reward: -0.4328151820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168833\n", "Step: 52865, Timestamp: 2023-07-03 16:48:00.712887246, Action: BUY, Price: 194.17821374063084, Shares: 0.19234409859372972, Symbol: AAPL, Reward: -0.4328151820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168833\n", "Step: 52866, Timestamp: 2023-07-03 16:48:00.712887246, Action: BUY, Price: 192.66738723739178, Shares: 0.28515086572326753, Symbol: AAPL, Reward: -0.25914921803553564, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.168833\n", "Step: 52867, Timestamp: 2023-07-03 16:48:00.712887246, Action: BUY, Price: 191.63204506777782, Shares: 0.2271946022626075, Symbol: AAPL, Reward: -0.21121921820429249, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175821\n", "Step: 52868, Timestamp: 2023-07-03 16:48:00.712887246, Action: BUY, Price: 191.17629114602704, Shares: 0.1594849132181074, Symbol: AAPL, Reward: -0.43980318204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175821\n", "Step: 52869, Timestamp: 2023-07-03 16:48:00.712887246, Action: BUY, Price: 197.92310439069473, Shares: 0.07775035990727995, Symbol: AAPL, Reward: -0.43980318204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175821\n", "Step: 52870, Timestamp: 2023-07-03 16:48:00.712887246, Action: BUY, Price: 188.8589582621811, Shares: 0.08638303030345335, Symbol: AAPL, Reward: -0.23661743640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.175821\n", "Step: 52871, Timestamp: 2023-07-03 16:48:00.815387387, Action: BUY, Price: 200.28065395239645, Shares: 0.26974425706601973, Symbol: AAPL, Reward: -0.18953521820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164137\n", "Step: 52872, Timestamp: 2023-07-03 16:48:00.817365682, Action: BUY, Price: 183.22781735266645, Shares: 0.21436984080484459, Symbol: AAPL, Reward: -0.2453892180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.165073\n", "Step: 52873, Timestamp: 2023-07-03 16:48:00.818805891, Action: BUY, Price: 201.27105879874082, Shares: 0.23133989974389035, Symbol: AAPL, Reward: -0.18961621820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164218\n", "Step: 52874, Timestamp: 2023-07-03 16:48:00.819463499, Action: BUY, Price: 191.98878626572687, Shares: 0.24454140945407626, Symbol: AAPL, Reward: -0.2573880087031661, Transaction Cost: 0.08798200870314223, Slippage: 0.005000000000023874, Time Penalty: 0.164406\n", "Step: 52875, Timestamp: 2023-07-03 16:48:00.819662432, Action: BUY, Price: 193.92335339642028, Shares: 0.23397017265191752, Symbol: AAPL, Reward: -0.26038557804105616, Transaction Cost: 0.09157457804103226, Slippage: 0.005000000000023874, Time Penalty: 0.163811\n", "Step: 52876, Timestamp: 2023-07-03 16:48:00.889857622, Action: BUY, Price: 186.58714092689172, Shares: 0.19390089244716946, Symbol: AAPL, Reward: -0.32057388524524505, Transaction Cost: 0.15025788524522118, Slippage: 0.005000000000023874, Time Penalty: 0.165316\n", "Step: 52877, Timestamp: 2023-07-03 16:48:00.946829552, Action: BUY, Price: 183.25094489246914, Shares: 0.1376663968673158, Symbol: AAPL, Reward: -0.23765436911275933, Transaction Cost: 0.06719736911273545, Slippage: 0.005000000000023874, Time Penalty: 0.165457\n", "Step: 52878, Timestamp: 2023-07-03 16:48:01.439046420, Action: BUY, Price: 183.68876473203784, Shares: 0.07236416257803187, Symbol: AAPL, Reward: -0.37424498151063157, Transaction Cost: 0.20476698151060765, Slippage: 0.005000000000023874, Time Penalty: 0.164478\n", "Step: 52885, Timestamp: 2023-07-03 16:48:02.779779019, Action: BUY, Price: 186.38966050187517, Shares: 0.1961677491497487, Symbol: AAPL, Reward: -0.5098482504107085, Transaction Cost: 0.3311522504106891, Slippage: 0.010000000000019327, Time Penalty: 0.168696\n", "Step: 52886, Timestamp: 2023-07-03 16:48:02.779779019, Action: BUY, Price: 195.26949580765466, Shares: 0.07512122952327525, Symbol: AAPL, Reward: -0.22268700435159045, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.168696\n", "Step: 52887, Timestamp: 2023-07-03 16:48:02.779779019, Action: BUY, Price: 188.60979568193235, Shares: 0.22044582317736794, Symbol: AAPL, Reward: -0.4326781820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168696\n", "Step: 52888, Timestamp: 2023-07-03 16:48:02.793172921, Action: BUY, Price: 187.91293417514538, Shares: 0.2364094664548919, Symbol: AAPL, Reward: -0.30972177030933873, Transaction Cost: 0.13911177030934327, Slippage: 0.0049999999999954525, Time Penalty: 0.16561\n", "Step: 52890, Timestamp: 2023-07-03 16:48:03.034631492, Action: BUY, Price: 199.5785974986483, Shares: 0.24766550555001599, Symbol: AAPL, Reward: -0.51356525041068, Transaction Cost: 0.3311522504106891, Slippage: 0.009999999999990905, Time Penalty: 0.172413\n", "Step: 52891, Timestamp: 2023-07-03 16:48:03.034631492, Action: BUY, Price: 199.03711159756574, Shares: 0.1819300491590379, Symbol: AAPL, Reward: -0.9855751803554382, Transaction Cost: 0.8031621803554473, Slippage: 0.009999999999990905, Time Penalty: 0.172413\n", "Step: 52892, Timestamp: 2023-07-03 16:48:03.034631492, Action: BUY, Price: 186.54275151433387, Shares: 0.2963814182845531, Symbol: AAPL, Reward: -0.43639518204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172413\n", "Step: 52893, Timestamp: 2023-07-03 16:48:03.034631492, Action: BUY, Price: 198.14734078735913, Shares: 0.11991010167460385, Symbol: AAPL, Reward: -0.2078112182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172413\n", "Step: 52894, Timestamp: 2023-07-03 16:48:03.034631492, Action: BUY, Price: 196.1715923086625, Shares: 0.215162436011105, Symbol: AAPL, Reward: -0.2078112182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172413\n", "Step: 52895, Timestamp: 2023-07-03 16:48:03.034631492, Action: BUY, Price: 192.06270641847468, Shares: 0.14708884674431283, Symbol: AAPL, Reward: -0.43639518204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172413\n", "Step: 52896, Timestamp: 2023-07-03 16:48:03.034631492, Action: BUY, Price: 183.66478778444701, Shares: 0.19598245881409038, Symbol: AAPL, Reward: -0.2627292180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.172413\n", "Step: 52897, Timestamp: 2023-07-03 16:48:03.035145320, Action: BUY, Price: 185.79204110027268, Shares: 0.28445469963814396, Symbol: AAPL, Reward: -0.20491650464463, Transaction Cost: 0.03591850464463453, Slippage: 0.0049999999999954525, Time Penalty: 0.163998\n", "Step: 52898, Timestamp: 2023-07-03 16:48:03.263818874, Action: BUY, Price: 192.1538355714148, Shares: 0.25957894628737543, Symbol: AAPL, Reward: -0.23413414241218186, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.167342\n", "Step: 52899, Timestamp: 2023-07-03 16:48:03.263818874, Action: BUY, Price: 186.49517903688695, Shares: 0.28814396324785896, Symbol: AAPL, Reward: -0.4658103066577202, Transaction Cost: 0.2884683066577293, Slippage: 0.009999999999990905, Time Penalty: 0.167342\n", "Step: 52900, Timestamp: 2023-07-03 16:48:03.263818874, Action: BUY, Price: 193.1944242719967, Shares: 0.06025407455268293, Symbol: AAPL, Reward: -0.43132418204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167342\n", "Step: 52901, Timestamp: 2023-07-03 16:48:03.285553928, Action: BUY, Price: 199.75209611992477, Shares: 0.21450732317150473, Symbol: AAPL, Reward: -0.2290616749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.166849\n", "Step: 52902, Timestamp: 2023-07-03 16:48:03.285553928, Action: BUY, Price: 186.2173889412486, Shares: 0.1397488407247841, Symbol: AAPL, Reward: -0.26844187281720633, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.166849\n", "Step: 52903, Timestamp: 2023-07-03 16:48:03.285553928, Action: BUY, Price: 199.63335446866654, Shares: 0.20439120567788913, Symbol: AAPL, Reward: -0.26521587612860203, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.166849\n", "Step: 52918, Timestamp: 2023-07-03 16:48:07.223584863, Action: BUY, Price: 189.63685215930207, Shares: 0.06817644216411564, Symbol: AAPL, Reward: -0.2357101424122103, Transaction Cost: 0.056792142412190966, Slippage: 0.010000000000019327, Time Penalty: 0.168918\n", "Step: 52919, Timestamp: 2023-07-03 16:48:07.223584863, Action: BUY, Price: 191.32005999438397, Shares: 0.11008572351612657, Symbol: AAPL, Reward: -0.25923421803556407, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.168918\n", "Step: 52924, Timestamp: 2023-07-03 16:48:08.334695735, Action: BUY, Price: 199.61783439151588, Shares: 0.09131558619072819, Symbol: AAPL, Reward: -0.2706010087031286, Transaction Cost: 0.08798200870314223, Slippage: 0.014999999999986358, Time Penalty: 0.167619\n", "Step: 52925, Timestamp: 2023-07-03 16:48:08.334695735, Action: BUY, Price: 197.81415749512902, Shares: 0.08744191676129713, Symbol: AAPL, Reward: -0.43660118204300213, Transaction Cost: 0.25398218204301576, Slippage: 0.014999999999986358, Time Penalty: 0.167619\n", "Step: 52928, Timestamp: 2023-07-03 16:48:09.066194016, Action: BUY, Price: 198.33109830798512, Shares: 0.1673539615736065, Symbol: AAPL, Reward: -0.42972818204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165746\n", "Step: 52929, Timestamp: 2023-07-03 16:48:09.067821507, Action: BUY, Price: 200.9662784766064, Shares: 0.11444964971955734, Symbol: AAPL, Reward: -0.3592248195192313, Transaction Cost: 0.1849018195192404, Slippage: 0.009999999999990905, Time Penalty: 0.164323\n", "Step: 52930, Timestamp: 2023-07-03 16:48:09.224044563, Action: BUY, Price: 199.72929318828847, Shares: 0.18278021284642143, Symbol: AAPL, Reward: -0.42920118204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165219\n", "Step: 52931, Timestamp: 2023-07-03 16:48:09.224094418, Action: BUY, Price: 183.59947506303945, Shares: 0.06692650154534223, Symbol: AAPL, Reward: -0.21037950464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.164461\n", "Step: 52932, Timestamp: 2023-07-03 16:48:09.597806851, Action: BUY, Price: 184.60450207207958, Shares: 0.22921487759061349, Symbol: AAPL, Reward: -0.2723675363588207, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.167648\n", "Step: 52933, Timestamp: 2023-07-03 16:48:09.597806851, Action: BUY, Price: 191.3542478727533, Shares: 0.2601869733115198, Symbol: AAPL, Reward: -0.2479642180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.167648\n", "Step: 52934, Timestamp: 2023-07-03 16:48:09.597806851, Action: BUY, Price: 197.57881969042614, Shares: 0.06150323307339521, Symbol: AAPL, Reward: -0.2723675363588207, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.167648\n", "Step: 52935, Timestamp: 2023-07-03 16:48:12.637558046, Action: BUY, Price: 186.74680313976359, Shares: 0.08244279557380958, Symbol: AAPL, Reward: -0.25799421803556405, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.167678\n", "Step: 52936, Timestamp: 2023-07-03 16:48:12.637558046, Action: BUY, Price: 185.80337831837045, Shares: 0.25899890898478645, Symbol: AAPL, Reward: -0.4316601820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167678\n", "Step: 52937, Timestamp: 2023-07-03 16:48:12.637558046, Action: BUY, Price: 197.03258005871493, Shares: 0.23171048844716577, Symbol: AAPL, Reward: -0.4186266541066535, Transaction Cost: 0.24094865410663419, Slippage: 0.010000000000019327, Time Penalty: 0.167678\n", "Step: 52938, Timestamp: 2023-07-03 16:48:12.637610676, Action: BUY, Price: 191.55635149172747, Shares: 0.12734247555617126, Symbol: AAPL, Reward: -0.2977672848244013, Transaction Cost: 0.11358428482438193, Slippage: 0.010000000000019327, Time Penalty: 0.174183\n", "Step: 52939, Timestamp: 2023-07-03 16:48:12.637610676, Action: BUY, Price: 196.43456183534485, Shares: 0.21463552524761753, Symbol: AAPL, Reward: -0.5433680464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.174183\n", "Step: 52940, Timestamp: 2023-07-03 16:48:12.637610676, Action: BUY, Price: 189.07558059934723, Shares: 0.23457822481665114, Symbol: AAPL, Reward: -0.2095812182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.174183\n", "Step: 52941, Timestamp: 2023-07-03 16:48:12.637610676, Action: BUY, Price: 190.0197913328302, Shares: 0.1289904903033864, Symbol: AAPL, Reward: -0.3232947703093626, Transaction Cost: 0.13911177030934327, Slippage: 0.010000000000019327, Time Penalty: 0.174183\n", "Step: 52942, Timestamp: 2023-07-03 16:48:12.637610676, Action: BUY, Price: 194.87308333613063, Shares: 0.24028019667288278, Symbol: AAPL, Reward: -0.2095812182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.174183\n", "Step: 52943, Timestamp: 2023-07-03 16:48:12.637610676, Action: BUY, Price: 188.98189648982128, Shares: 0.2318203977668884, Symbol: AAPL, Reward: -0.3601470174063038, Transaction Cost: 0.17596401740628445, Slippage: 0.010000000000019327, Time Penalty: 0.174183\n", "Step: 52944, Timestamp: 2023-07-03 16:48:12.637658302, Action: BUY, Price: 187.16868781756628, Shares: 0.09673793948307732, Symbol: AAPL, Reward: -0.3610961560820839, Transaction Cost: 0.18314915608206453, Slippage: 0.010000000000019327, Time Penalty: 0.167947\n", "Step: 52945, Timestamp: 2023-07-03 16:48:12.637658302, Action: BUY, Price: 193.07486156701452, Shares: 0.06891136785671037, Symbol: AAPL, Reward: -0.3539110174063038, Transaction Cost: 0.17596401740628445, Slippage: 0.010000000000019327, Time Penalty: 0.167947\n", "Step: 52946, Timestamp: 2023-07-03 16:48:12.637659677, Action: BUY, Price: 185.73175760117954, Shares: 0.17343875239563764, Symbol: AAPL, Reward: -0.33106333002948307, Transaction Cost: 0.15449133002946377, Slippage: 0.010000000000019327, Time Penalty: 0.166572\n", "Step: 52947, Timestamp: 2023-07-03 16:48:12.637691515, Action: BUY, Price: 184.26276096602305, Shares: 0.09004675400996562, Symbol: AAPL, Reward: -0.2747688761286214, Transaction Cost: 0.09836687612860205, Slippage: 0.010000000000019327, Time Penalty: 0.166402\n", "Step: 52948, Timestamp: 2023-07-03 16:48:12.637691515, Action: BUY, Price: 184.06262248618413, Shares: 0.24469813950494634, Symbol: AAPL, Reward: -0.41600831132725696, Transaction Cost: 0.23960631132723764, Slippage: 0.010000000000019327, Time Penalty: 0.166402\n", "Step: 52955, Timestamp: 2023-07-03 16:48:12.672004801, Action: SELL, Price: 204.58479689728654, Shares: 0.0843028973330758, Symbol: AAPL, Reward: -0.21551250464462088, Transaction Cost: 0.03591850464463453, Slippage: 0.014999999999986358, Time Penalty: 0.164594\n", "Step: 52956, Timestamp: 2023-07-03 16:48:13.225547164, Action: SELL, Price: 187.6747665848007, Shares: 0.14806474227013214, Symbol: AAPL, Reward: -0.4284581820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164476\n", "Step: 52957, Timestamp: 2023-07-03 16:48:13.225923788, Action: SELL, Price: 197.8944252347195, Shares: 0.24136283099857658, Symbol: AAPL, Reward: -0.20000950464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.164091\n", "Step: 52966, Timestamp: 2023-07-03 16:48:17.434613681, Action: BUY, Price: 198.642505271637, Shares: 0.24062029777962562, Symbol: AAPL, Reward: -0.2496242180355402, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.164308\n", "Step: 52969, Timestamp: 2023-07-03 16:48:18.495107832, Action: BUY, Price: 191.65161723234044, Shares: 0.1649144927293106, Symbol: AAPL, Reward: -0.3948454714619446, Transaction Cost: 0.21700247146194457, Slippage: 0.0, Time Penalty: 0.177843\n", "Step: 52970, Timestamp: 2023-07-03 16:48:25.091869413, Action: BUY, Price: 188.91937519749567, Shares: 0.14010650433864108, Symbol: AAPL, Reward: -0.67313219489475, Transaction Cost: 0.493144194894759, Slippage: 0.009999999999990905, Time Penalty: 0.169988\n", "Step: 52971, Timestamp: 2023-07-03 16:48:25.091869413, Action: BUY, Price: 194.68622143560265, Shares: 0.2041521122808755, Symbol: AAPL, Reward: -0.20538621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169988\n", "Step: 52972, Timestamp: 2023-07-03 16:48:25.091869413, Action: BUY, Price: 192.35828240112937, Shares: 0.16882634632078222, Symbol: AAPL, Reward: -0.20538621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169988\n", "Step: 52973, Timestamp: 2023-07-03 16:48:25.091869413, Action: BUY, Price: 194.93222846069128, Shares: 0.16889688181154466, Symbol: AAPL, Reward: -0.3190997703093342, Transaction Cost: 0.13911177030934327, Slippage: 0.009999999999990905, Time Penalty: 0.169988\n", "Step: 52974, Timestamp: 2023-07-03 16:48:25.091869413, Action: BUY, Price: 189.10483546770413, Shares: 0.10284856510059895, Symbol: AAPL, Reward: -0.21550221820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180104\n", "Step: 52975, Timestamp: 2023-07-03 16:48:25.091869413, Action: BUY, Price: 184.07070568439391, Shares: 0.16067443115734745, Symbol: AAPL, Reward: -0.44408618204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180104\n", "Step: 52976, Timestamp: 2023-07-03 16:48:25.091869413, Action: BUY, Price: 194.66525345854785, Shares: 0.1885114764781792, Symbol: AAPL, Reward: -0.21550221820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180104\n", "Step: 52977, Timestamp: 2023-07-03 16:48:25.091869413, Action: BUY, Price: 183.7330515566924, Shares: 0.1670062611914383, Symbol: AAPL, Reward: -0.21550221820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180104\n", "Step: 52978, Timestamp: 2023-07-03 16:48:25.091869413, Action: BUY, Price: 195.4239704896781, Shares: 0.1799138736500178, Symbol: AAPL, Reward: -0.2704202180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.180104\n", "Step: 52979, Timestamp: 2023-07-03 16:48:25.091869413, Action: BUY, Price: 184.07697045657443, Shares: 0.08967066097519404, Symbol: AAPL, Reward: -0.44408618204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180104\n", "Step: 52981, Timestamp: 2023-07-03 16:48:26.275362615, Action: BUY, Price: 191.50984393853528, Shares: 0.09426441181385076, Symbol: AAPL, Reward: -0.4338821820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.1699\n", "Step: 52982, Timestamp: 2023-07-03 16:48:26.275362615, Action: BUY, Price: 191.53313140635842, Shares: 0.2047524847927714, Symbol: AAPL, Reward: -0.4338821820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.1699\n", "Step: 52983, Timestamp: 2023-07-03 16:48:26.275362615, Action: BUY, Price: 186.33983011186396, Shares: 0.05840195927916322, Symbol: AAPL, Reward: -0.2052982182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.1699\n", "Step: 52984, Timestamp: 2023-07-03 16:48:26.275362615, Action: BUY, Price: 195.99365848304674, Shares: 0.08814518573206284, Symbol: AAPL, Reward: -0.4338821820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.1699\n", "Step: 52985, Timestamp: 2023-07-03 16:48:26.275362615, Action: BUY, Price: 196.22013461620853, Shares: 0.13779345103853027, Symbol: AAPL, Reward: -0.43260908038174656, Transaction Cost: 0.25270908038172724, Slippage: 0.010000000000019327, Time Penalty: 0.1699\n", "Step: 52986, Timestamp: 2023-07-03 16:48:26.275420341, Action: BUY, Price: 200.42972047085675, Shares: 0.13988943039874904, Symbol: AAPL, Reward: -0.2044172182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169019\n", "Step: 52987, Timestamp: 2023-07-03 16:48:26.275420341, Action: BUY, Price: 187.68389464317588, Shares: 0.15009693535970403, Symbol: AAPL, Reward: -0.2044172182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169019\n", "Step: 52988, Timestamp: 2023-07-03 16:48:26.744547554, Action: BUY, Price: 189.26104360730992, Shares: 0.20406025545119014, Symbol: AAPL, Reward: -0.22634314241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.169551\n", "Step: 52989, Timestamp: 2023-07-03 16:48:26.744547554, Action: BUY, Price: 183.86777907885258, Shares: 0.22249713888730102, Symbol: AAPL, Reward: -0.19494921820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169551\n", "Step: 52990, Timestamp: 2023-07-03 16:48:26.744547554, Action: BUY, Price: 185.44875246052948, Shares: 0.1128637858616935, Symbol: AAPL, Reward: -0.33217894657157165, Transaction Cost: 0.16262794657157165, Slippage: 0.0, Time Penalty: 0.169551\n", "Step: 52991, Timestamp: 2023-07-03 16:48:26.744547554, Action: BUY, Price: 194.90771845801714, Shares: 0.10246459279324599, Symbol: AAPL, Reward: -0.24986721803554474, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.169551\n", "Step: 52992, Timestamp: 2023-07-03 16:48:26.744547554, Action: BUY, Price: 185.34687962802937, Shares: 0.12732291836753978, Symbol: AAPL, Reward: -0.3086627703093433, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.169551\n", "Step: 52993, Timestamp: 2023-07-03 16:48:26.744547554, Action: BUY, Price: 201.60553246432272, Shares: 0.06283914906664184, Symbol: AAPL, Reward: -0.26112557804103226, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.169551\n", "Step: 52994, Timestamp: 2023-07-03 16:48:35.224253347, Action: BUY, Price: 199.32902616143545, Shares: 0.05720610375772218, Symbol: AAPL, Reward: -0.20105021820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165652\n", "Step: 52995, Timestamp: 2023-07-03 16:48:35.224253347, Action: BUY, Price: 190.4794462245721, Shares: 0.06395231526307778, Symbol: AAPL, Reward: -0.533937958562017, Transaction Cost: 0.3582859585620261, Slippage: 0.009999999999990905, Time Penalty: 0.165652\n", "Step: 52996, Timestamp: 2023-07-03 16:48:36.905829746, Action: BUY, Price: 189.21836694456604, Shares: 0.0974323678703364, Symbol: AAPL, Reward: -0.6542942021049671, Transaction Cost: 0.4798852021049762, Slippage: 0.009999999999990905, Time Penalty: 0.164409\n", "Step: 52997, Timestamp: 2023-07-03 16:48:36.905852522, Action: BUY, Price: 186.83469693145003, Shares: 0.17080174193485198, Symbol: AAPL, Reward: -0.5698493763773002, Transaction Cost: 0.39428637637730923, Slippage: 0.009999999999990905, Time Penalty: 0.165563\n", "Step: 52998, Timestamp: 2023-07-03 16:48:36.905869705, Action: BUY, Price: 184.46661613462348, Shares: 0.14200305313167816, Symbol: AAPL, Reward: -0.4788526184516098, Transaction Cost: 0.3047786184516189, Slippage: 0.009999999999990905, Time Penalty: 0.164074\n", "Step: 52999, Timestamp: 2023-07-03 16:48:36.905908037, Action: BUY, Price: 194.23539117770056, Shares: 0.10890465212153183, Symbol: AAPL, Reward: -0.373910415763401, Transaction Cost: 0.19508741576341013, Slippage: 0.009999999999990905, Time Penalty: 0.168823\n", "Step: 53000, Timestamp: 2023-07-03 16:48:36.905908037, Action: BUY, Price: 198.26455953470654, Shares: 0.10740625452108644, Symbol: AAPL, Reward: -0.34145094657156255, Transaction Cost: 0.16262794657157165, Slippage: 0.009999999999990905, Time Penalty: 0.168823\n", "Step: 53001, Timestamp: 2023-07-03 16:48:36.905908037, Action: BUY, Price: 201.59613476871405, Shares: 0.20981834497941615, Symbol: AAPL, Reward: -0.43280518204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168823\n", "Step: 53002, Timestamp: 2023-07-03 16:48:36.905908037, Action: BUY, Price: 183.04974808446528, Shares: 0.22808199415298158, Symbol: AAPL, Reward: -0.43280518204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168823\n", "Step: 53003, Timestamp: 2023-07-03 16:48:36.905951201, Action: BUY, Price: 200.41697061792246, Shares: 0.07053879537910136, Symbol: AAPL, Reward: -0.43283018204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168848\n", "Step: 53004, Timestamp: 2023-07-03 16:48:36.905951201, Action: BUY, Price: 185.86034680592556, Shares: 0.14494287106394804, Symbol: AAPL, Reward: -0.20424621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168848\n", "Step: 53005, Timestamp: 2023-07-03 16:48:36.905951201, Action: BUY, Price: 200.61878116448722, Shares: 0.10289430805344443, Symbol: AAPL, Reward: -0.20424621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168848\n", "Step: 53006, Timestamp: 2023-07-03 16:48:36.905951201, Action: BUY, Price: 194.75266530493846, Shares: 0.16404903724951056, Symbol: AAPL, Reward: -0.5380330464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.168848\n", "Step: 53007, Timestamp: 2023-07-03 16:48:36.905951201, Action: BUY, Price: 200.52885971671267, Shares: 0.2052348248626378, Symbol: AAPL, Reward: -0.25032136911272634, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.173124\n", "Step: 53012, Timestamp: 2023-07-03 16:48:37.010810645, Action: BUY, Price: 200.0472700163564, Shares: 0.11194172046625954, Symbol: AAPL, Reward: -0.19463721820429702, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164239\n", "Step: 53013, Timestamp: 2023-07-03 16:48:37.012572876, Action: BUY, Price: 201.0193086983399, Shares: 0.14911385828746915, Symbol: AAPL, Reward: -0.19467321820429703, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164275\n", "Step: 53014, Timestamp: 2023-07-03 16:48:37.321175568, Action: BUY, Price: 184.49004369530925, Shares: 0.2155667706148753, Symbol: AAPL, Reward: -0.3040530910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.167062\n", "Step: 53015, Timestamp: 2023-07-03 16:48:37.321175568, Action: BUY, Price: 192.98005926336805, Shares: 0.08471159750297806, Symbol: AAPL, Reward: -0.4310441820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167062\n", "Step: 53016, Timestamp: 2023-07-03 16:48:37.321175568, Action: BUY, Price: 197.80659871963283, Shares: 0.06881767161233192, Symbol: AAPL, Reward: -0.39701702175787484, Transaction Cost: 0.21995502175785553, Slippage: 0.010000000000019327, Time Penalty: 0.167062\n", "Step: 53017, Timestamp: 2023-07-03 16:48:37.321292629, Action: BUY, Price: 191.10470824186945, Shares: 0.0831285331671562, Symbol: AAPL, Reward: -0.3012070910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.164216\n", "Step: 53018, Timestamp: 2023-07-03 16:48:38.918418481, Action: BUY, Price: 192.777252975673, Shares: 0.2218217833936013, Symbol: AAPL, Reward: -0.42468618204301123, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165704\n", "Step: 53019, Timestamp: 2023-07-03 16:48:38.918418481, Action: BUY, Price: 199.17796205190487, Shares: 0.10219074667204672, Symbol: AAPL, Reward: -0.42468618204301123, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165704\n", "Step: 53020, Timestamp: 2023-07-03 16:48:40.019625306, Action: BUY, Price: 186.85380847663367, Shares: 0.1199271789051847, Symbol: AAPL, Reward: -0.4235761820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164594\n", "Step: 53021, Timestamp: 2023-07-03 16:48:40.676148060, Action: BUY, Price: 190.8867471492952, Shares: 0.05145545895809988, Symbol: AAPL, Reward: -0.19477021820429702, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164372\n", "Step: 53022, Timestamp: 2023-07-03 16:48:44.375578115, Action: BUY, Price: 199.7717383714166, Shares: 0.1376357140147445, Symbol: AAPL, Reward: -0.23075943640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.169963\n", "Step: 53023, Timestamp: 2023-07-03 16:48:44.375578115, Action: BUY, Price: 200.49999401055825, Shares: 0.19206785808190824, Symbol: AAPL, Reward: -0.4339451820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169963\n", "Step: 53024, Timestamp: 2023-07-03 16:48:44.375578115, Action: BUY, Price: 185.50489077096628, Shares: 0.04664663303541242, Symbol: AAPL, Reward: -0.4339451820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169963\n", "Step: 53025, Timestamp: 2023-07-03 16:48:44.375578115, Action: BUY, Price: 200.49547181040793, Shares: 0.17685061206980668, Symbol: AAPL, Reward: -0.3069540910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.169963\n", "Step: 53026, Timestamp: 2023-07-03 16:48:44.375578115, Action: BUY, Price: 188.3173523556507, Shares: 0.060979367730672925, Symbol: AAPL, Reward: -0.20901721820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173619\n", "Step: 53027, Timestamp: 2023-07-03 16:48:44.375578115, Action: BUY, Price: 197.7563026208967, Shares: 0.08973240747700581, Symbol: AAPL, Reward: -0.4376011820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173619\n", "Step: 53028, Timestamp: 2023-07-03 16:48:44.375578115, Action: BUY, Price: 190.83122552098027, Shares: 0.10050208991941949, Symbol: AAPL, Reward: -0.2639352180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.173619\n", "Step: 53029, Timestamp: 2023-07-03 16:48:44.375578115, Action: BUY, Price: 197.5352701690896, Shares: 0.09464258881687028, Symbol: AAPL, Reward: -0.4376011820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173619\n", "Step: 53030, Timestamp: 2023-07-03 16:48:44.375578115, Action: BUY, Price: 183.05653750286828, Shares: 0.11680866117000259, Symbol: AAPL, Reward: -0.34223082184874, Transaction Cost: 0.1586118218487491, Slippage: 0.009999999999990905, Time Penalty: 0.173619\n", "Step: 53031, Timestamp: 2023-07-03 16:48:44.375578115, Action: BUY, Price: 187.93888101832357, Shares: 0.12159827629346795, Symbol: AAPL, Reward: -0.21953750464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.173619\n", "Step: 53032, Timestamp: 2023-07-03 16:48:47.036517531, Action: BUY, Price: 200.0107909439626, Shares: 0.06232940870944493, Symbol: AAPL, Reward: -0.19482521820429702, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164427\n", "Step: 53046, Timestamp: 2023-07-03 16:48:54.679141310, Action: SELL, Price: 198.31816167814443, Shares: 0.12218784773363357, Symbol: AAPL, Reward: -0.4266761820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.167694\n", "Step: 53059, Timestamp: 2023-07-03 16:48:54.679141310, Action: BUY, Price: 196.62203685969277, Shares: 0.13558696812692372, Symbol: AAPL, Reward: -0.44343018204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.179448\n", "Step: 53060, Timestamp: 2023-07-03 16:48:54.679141310, Action: BUY, Price: 189.25513155720563, Shares: 0.21049479273280267, Symbol: AAPL, Reward: -0.21484621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.179448\n", "Step: 53061, Timestamp: 2023-07-03 16:48:54.679141310, Action: BUY, Price: 192.81414919295403, Shares: 0.10148643760360082, Symbol: AAPL, Reward: -0.2516606749763966, Transaction Cost: 0.062212674976405695, Slippage: 0.009999999999990905, Time Penalty: 0.179448\n", "Step: 53062, Timestamp: 2023-07-03 16:48:54.679141310, Action: BUY, Price: 190.164971737612, Shares: 0.09608056281282107, Symbol: AAPL, Reward: -0.30857620293688137, Transaction Cost: 0.11912820293689044, Slippage: 0.009999999999990905, Time Penalty: 0.179448\n", "Step: 53069, Timestamp: 2023-07-03 16:48:55.423304818, Action: BUY, Price: 194.4553064729834, Shares: 0.11183167691407128, Symbol: AAPL, Reward: -0.33601482184874, Transaction Cost: 0.1586118218487491, Slippage: 0.009999999999990905, Time Penalty: 0.167403\n", "Step: 53070, Timestamp: 2023-07-03 16:48:55.423304818, Action: BUY, Price: 193.61114417541572, Shares: 0.06625442070404772, Symbol: AAPL, Reward: -0.20280121820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167403\n", "Step: 53071, Timestamp: 2023-07-03 16:48:55.423304818, Action: BUY, Price: 199.68417685427096, Shares: 0.11013267514716497, Symbol: AAPL, Reward: -0.374136752257195, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.167403\n", "Step: 53072, Timestamp: 2023-07-03 16:48:55.423306543, Action: BUY, Price: 200.2103415470997, Shares: 0.11649962545156461, Symbol: AAPL, Reward: -0.34018243607108034, Transaction Cost: 0.16063243607108943, Slippage: 0.009999999999990905, Time Penalty: 0.16955\n", "Step: 53073, Timestamp: 2023-07-03 16:48:55.423306543, Action: BUY, Price: 183.56749524314566, Shares: 0.14985835073461015, Symbol: AAPL, Reward: -0.2598662180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.16955\n", "Step: 53074, Timestamp: 2023-07-03 16:48:55.423306543, Action: BUY, Price: 201.51947882964797, Shares: 0.12086059895414626, Symbol: AAPL, Reward: -0.4335321820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16955\n", "Step: 53075, Timestamp: 2023-07-03 16:48:55.423306543, Action: BUY, Price: 199.61412029907504, Shares: 0.11784569960875253, Symbol: AAPL, Reward: -0.2049482182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16955\n", "Step: 53076, Timestamp: 2023-07-03 16:48:55.423306543, Action: BUY, Price: 183.00609229894684, Shares: 0.21413763732045124, Symbol: AAPL, Reward: -0.22354100435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.16955\n", "Step: 53077, Timestamp: 2023-07-03 16:48:56.029906396, Action: BUY, Price: 193.58482896959836, Shares: 0.19731245824624144, Symbol: AAPL, Reward: -0.42164718204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167665\n", "Step: 53078, Timestamp: 2023-07-03 16:48:56.029906396, Action: BUY, Price: 200.5018918470971, Shares: 0.0653225821705126, Symbol: AAPL, Reward: -0.2723845363588207, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.167665\n", "Step: 53079, Timestamp: 2023-07-03 16:48:56.029906396, Action: BUY, Price: 198.04164092061072, Shares: 0.0496031193120842, Symbol: AAPL, Reward: -0.33613772025448485, Transaction Cost: 0.16847272025448481, Slippage: 0.0, Time Penalty: 0.167665\n", "Step: 53080, Timestamp: 2023-07-03 16:48:56.029906396, Action: BUY, Price: 189.91619465495106, Shares: 0.1413722188738993, Symbol: AAPL, Reward: -0.42164718204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167665\n", "Step: 53081, Timestamp: 2023-07-03 16:48:56.060963263, Action: BUY, Price: 190.54470838838577, Shares: 0.08660364855779891, Symbol: AAPL, Reward: -0.3900099896112062, Transaction Cost: 0.22431098961120619, Slippage: 0.0, Time Penalty: 0.165699\n", "Step: 53082, Timestamp: 2023-07-03 16:48:56.062026108, Action: BUY, Price: 189.1479379732791, Shares: 0.05068330410783323, Symbol: AAPL, Reward: -0.2842622029368904, Transaction Cost: 0.11912820293689044, Slippage: 0.0, Time Penalty: 0.165134\n", "Step: 53085, Timestamp: 2023-07-03 16:48:57.214472930, Action: SELL, Price: 200.7551653196706, Shares: 0.08001843605560796, Symbol: AAPL, Reward: -0.42295218204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16897\n", "Step: 53086, Timestamp: 2023-07-03 16:48:57.214472930, Action: SELL, Price: 184.92796716871274, Shares: 0.04432199642069412, Symbol: AAPL, Reward: -0.3485625232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.16897\n", "Step: 53087, Timestamp: 2023-07-03 16:48:57.214472930, Action: SELL, Price: 198.03383699007517, Shares: 0.204565090796245, Symbol: AAPL, Reward: -0.21296100435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.16897\n", "Step: 53088, Timestamp: 2023-07-03 16:48:57.214472930, Action: SELL, Price: 200.89055030860573, Shares: 0.16249688454543998, Symbol: AAPL, Reward: -0.34309141147430966, Transaction Cost: 0.17412141147430968, Slippage: 0.0, Time Penalty: 0.16897\n", "Step: 53089, Timestamp: 2023-07-03 16:48:57.214622855, Action: SELL, Price: 191.41542018851098, Shares: 0.07226249577489521, Symbol: AAPL, Reward: -0.3509498195192404, Transaction Cost: 0.1849018195192404, Slippage: 0.0, Time Penalty: 0.166048\n", "Step: 53090, Timestamp: 2023-07-03 16:48:57.214622855, Action: SELL, Price: 196.76736759985133, Shares: 0.07198351191818195, Symbol: AAPL, Reward: -0.24224265461290473, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.166048\n", "Step: 53091, Timestamp: 2023-07-03 16:48:57.214622855, Action: SELL, Price: 199.08600619820868, Shares: 0.186704979469356, Symbol: AAPL, Reward: -0.4200301820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166048\n", "Step: 53092, Timestamp: 2023-07-03 16:48:57.214918408, Action: SELL, Price: 197.71466411226876, Shares: 0.1157611900529175, Symbol: AAPL, Reward: -0.4197421820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16576\n", "Step: 53093, Timestamp: 2023-07-03 16:48:57.215068379, Action: SELL, Price: 194.41249361461183, Shares: 0.20628316830991822, Symbol: AAPL, Reward: -0.4290921820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16511\n", "Step: 53094, Timestamp: 2023-07-03 16:48:57.215083893, Action: SELL, Price: 197.4285443012577, Shares: 0.18946948920249165, Symbol: AAPL, Reward: -0.4280411820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164059\n", "Step: 53095, Timestamp: 2023-07-03 16:48:57.215201540, Action: SELL, Price: 200.06948802599354, Shares: 0.09814303886432024, Symbol: AAPL, Reward: -0.5340500464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.164865\n", "Step: 53096, Timestamp: 2023-07-03 16:48:57.215289702, Action: SELL, Price: 187.14648224119122, Shares: 0.18926799862818552, Symbol: AAPL, Reward: -0.42813118204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164149\n", "Step: 53097, Timestamp: 2023-07-03 16:48:57.215346957, Action: SELL, Price: 192.31050574086552, Shares: 0.056442578071271295, Symbol: AAPL, Reward: -0.42799418204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164012\n", "Step: 53098, Timestamp: 2023-07-03 16:48:57.215649549, Action: SELL, Price: 191.98301292633337, Shares: 0.0785610597695748, Symbol: AAPL, Reward: -0.4604763829896955, Transaction Cost: 0.2862233829897046, Slippage: 0.009999999999990905, Time Penalty: 0.164253\n", "Step: 53182, Timestamp: 2023-07-03 16:49:01.947890926, Action: SELL, Price: 145.4744178560299, Shares: 0.19622289464306925, Symbol: AAPL, Reward: -0.4252051820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171223\n", "Step: 53183, Timestamp: 2023-07-03 16:49:01.947890926, Action: SELL, Price: 185.83240546038073, Shares: 0.06887537645334513, Symbol: AAPL, Reward: -0.19662121820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.171223\n", "Step: 53184, Timestamp: 2023-07-03 16:49:01.947890926, Action: SELL, Price: 184.2048269452084, Shares: 0.1905803903331629, Symbol: AAPL, Reward: -0.42393208038172725, Transaction Cost: 0.25270908038172724, Slippage: 0.0, Time Penalty: 0.171223\n", "Step: 53185, Timestamp: 2023-07-03 16:49:01.947890926, Action: SELL, Price: 183.27624980197473, Shares: 0.09861669840090144, Symbol: AAPL, Reward: -0.4252051820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171223\n", "Step: 53186, Timestamp: 2023-07-03 16:49:01.947890926, Action: SELL, Price: 194.84479443272193, Shares: 0.18016950587136057, Symbol: AAPL, Reward: -0.3007290102342213, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.171223\n", "Step: 53187, Timestamp: 2023-07-03 16:49:01.947946723, Action: SELL, Price: 148.5403727133134, Shares: 0.07682593279330632, Symbol: AAPL, Reward: -0.3933665696487639, Transaction Cost: 0.22716856964876386, Slippage: 0.0, Time Penalty: 0.166198\n", "Step: 53188, Timestamp: 2023-07-03 16:49:01.947946723, Action: SELL, Price: 192.40102980170155, Shares: 0.06527381695910385, Symbol: AAPL, Reward: -0.27978228482438194, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.166198\n", "Step: 53189, Timestamp: 2023-07-03 16:49:01.950426409, Action: SELL, Price: 185.76061285103313, Shares: 0.06183286211927787, Symbol: AAPL, Reward: -0.31595788524522117, Transaction Cost: 0.15025788524522118, Slippage: 0.0, Time Penalty: 0.1657\n", "Step: 53190, Timestamp: 2023-07-03 16:49:01.950426409, Action: SELL, Price: 196.65632097527939, Shares: 0.1327479583741261, Symbol: AAPL, Reward: -0.3928685696487638, Transaction Cost: 0.22716856964876386, Slippage: 0.0, Time Penalty: 0.1657\n", "Step: 53191, Timestamp: 2023-07-03 16:49:01.950454521, Action: SELL, Price: 186.8365769902614, Shares: 0.09474352987679599, Symbol: AAPL, Reward: -0.42976618204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165784\n", "Step: 53192, Timestamp: 2023-07-03 16:49:01.950849517, Action: SELL, Price: 187.40001075279233, Shares: 0.17945008606752888, Symbol: AAPL, Reward: -0.2605793601272333, Transaction Cost: 0.08423636012724241, Slippage: 0.009999999999990905, Time Penalty: 0.166343\n", "Step: 53193, Timestamp: 2023-07-03 16:49:02.971490004, Action: SELL, Price: 154.02873684537164, Shares: 0.1687854256015594, Symbol: AAPL, Reward: -0.19524521820429702, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164847\n", "Step: 53194, Timestamp: 2023-07-03 16:49:03.217153548, Action: SELL, Price: 153.38739512422222, Shares: 0.1359514433067978, Symbol: AAPL, Reward: -0.20401721820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.178619\n", "Step: 53195, Timestamp: 2023-07-03 16:49:03.217153548, Action: SELL, Price: 201.11322511915355, Shares: 0.05938578217920788, Symbol: AAPL, Reward: -0.4326011820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.178619\n", "Step: 53196, Timestamp: 2023-07-03 16:49:03.217153548, Action: SELL, Price: 190.61357374625237, Shares: 0.12940800088815368, Symbol: AAPL, Reward: -0.27698587612860204, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.178619\n", "Step: 53197, Timestamp: 2023-07-03 16:49:03.217153548, Action: SELL, Price: 190.49316142857103, Shares: 0.06234012736206418, Symbol: AAPL, Reward: -0.4326011820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.178619\n", "Step: 53198, Timestamp: 2023-07-03 16:49:03.218206907, Action: SELL, Price: 148.11919658288753, Shares: 0.18044968537303735, Symbol: AAPL, Reward: -0.4220431820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168061\n", "Step: 53199, Timestamp: 2023-07-03 16:49:03.218206907, Action: SELL, Price: 196.93763646365693, Shares: 0.16749865525778337, Symbol: AAPL, Reward: -0.4220431820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168061\n", "Step: 53200, Timestamp: 2023-07-03 16:49:03.218231364, Action: SELL, Price: 201.3173156526653, Shares: 0.1593506296514797, Symbol: AAPL, Reward: -0.2553510087031422, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.167369\n", "Step: 53201, Timestamp: 2023-07-03 16:49:03.218231364, Action: SELL, Price: 188.46273866800158, Shares: 0.12604969197758464, Symbol: AAPL, Reward: -0.24356365461290472, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.167369\n", "Step: 53202, Timestamp: 2023-07-03 16:49:03.219538572, Action: SELL, Price: 187.30288413659594, Shares: 0.05228386904648047, Symbol: AAPL, Reward: -0.41105155991224773, Transaction Cost: 0.24228355991224776, Slippage: 0.0, Time Penalty: 0.168768\n", "Step: 53203, Timestamp: 2023-07-03 16:49:03.219538572, Action: SELL, Price: 188.43821024616662, Shares: 0.17559835217532527, Symbol: AAPL, Reward: -0.42275018204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168768\n", "Step: 53204, Timestamp: 2023-07-03 16:49:03.219538572, Action: SELL, Price: 196.1833392607407, Shares: 0.10307630108003549, Symbol: AAPL, Reward: -0.2734875363588207, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.168768\n", "Step: 53205, Timestamp: 2023-07-03 16:49:03.878002999, Action: SELL, Price: 190.86301755518545, Shares: 0.15318610847286576, Symbol: AAPL, Reward: -0.20262950464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.166711\n", "Step: 53206, Timestamp: 2023-07-03 16:49:04.060057381, Action: SELL, Price: 185.16342355056187, Shares: 0.05751694423830481, Symbol: AAPL, Reward: -0.19465621820429702, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164258\n", "Step: 53207, Timestamp: 2023-07-03 16:49:06.568576651, Action: SELL, Price: 193.89812837886234, Shares: 0.13085453485723297, Symbol: AAPL, Reward: -0.20571150464462998, Transaction Cost: 0.03591850464463453, Slippage: 0.0049999999999954525, Time Penalty: 0.164793\n", "Step: 53208, Timestamp: 2023-07-03 16:49:06.995925228, Action: SELL, Price: 187.11924602764, Shares: 0.12054621693440092, Symbol: AAPL, Reward: -0.2792835363588116, Transaction Cost: 0.10471953635882071, Slippage: 0.009999999999990905, Time Penalty: 0.164564\n", "Step: 53209, Timestamp: 2023-07-03 16:49:06.995952515, Action: SELL, Price: 196.3822203591364, Shares: 0.20408802970895987, Symbol: AAPL, Reward: -0.23549214241218186, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.1687\n", "Step: 53210, Timestamp: 2023-07-03 16:49:06.995952515, Action: SELL, Price: 200.20234538157578, Shares: 0.21637196616315393, Symbol: AAPL, Reward: -0.222691004351562, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.1687\n", "Step: 53211, Timestamp: 2023-07-03 16:49:06.995952515, Action: SELL, Price: 190.1483813321349, Shares: 0.17070900664803357, Symbol: AAPL, Reward: -0.4326821820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.1687\n", "Step: 53219, Timestamp: 2023-07-03 16:49:14.300850266, Action: BUY, Price: 192.63222330347853, Shares: 0.059422652359151874, Symbol: AAPL, Reward: -0.35547313194907754, Transaction Cost: 0.15656513194905822, Slippage: 0.010000000000019327, Time Penalty: 0.188908\n", "Step: 53220, Timestamp: 2023-07-03 16:49:14.300850266, Action: BUY, Price: 199.54221798260681, Shares: 0.09301997787059987, Symbol: AAPL, Reward: -0.3956417522572234, Transaction Cost: 0.1967337522572041, Slippage: 0.010000000000019327, Time Penalty: 0.188908\n", "Step: 53221, Timestamp: 2023-07-03 16:49:14.300850266, Action: BUY, Price: 198.57620346023194, Shares: 0.06689228341640623, Symbol: AAPL, Reward: -0.2243062182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.188908\n", "Step: 53222, Timestamp: 2023-07-03 16:49:14.300850266, Action: BUY, Price: 193.10963059929202, Shares: 0.14802087989043786, Symbol: AAPL, Reward: -0.38028755751855314, Transaction Cost: 0.18137955751853382, Slippage: 0.010000000000019327, Time Penalty: 0.188908\n", "Step: 53223, Timestamp: 2023-07-03 16:49:14.300850266, Action: BUY, Price: 186.03139668420576, Shares: 0.14784997826816643, Symbol: AAPL, Reward: -0.27510265461292405, Transaction Cost: 0.07619465461290473, Slippage: 0.010000000000019327, Time Penalty: 0.188908\n", "Step: 53224, Timestamp: 2023-07-03 16:49:14.300850266, Action: BUY, Price: 192.67422617217406, Shares: 0.10669146768744976, Symbol: AAPL, Reward: -0.8464380511711255, Transaction Cost: 0.6475300511711062, Slippage: 0.010000000000019327, Time Penalty: 0.188908\n", "Step: 53225, Timestamp: 2023-07-03 16:49:14.300850266, Action: BUY, Price: 186.33563956166236, Shares: 0.17723100046869278, Symbol: AAPL, Reward: -0.4528901820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.188908\n", "Step: 53226, Timestamp: 2023-07-03 16:49:14.374006683, Action: BUY, Price: 198.3276013791328, Shares: 0.14076269400462355, Symbol: AAPL, Reward: -0.4236391820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164657\n", "Step: 53227, Timestamp: 2023-07-03 16:49:16.013850248, Action: BUY, Price: 198.71120899874495, Shares: 0.17157980180075855, Symbol: AAPL, Reward: -0.43122518204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167243\n", "Step: 53228, Timestamp: 2023-07-03 16:49:16.013850248, Action: BUY, Price: 195.81332019670253, Shares: 0.14054782351056427, Symbol: AAPL, Reward: -0.22803943640859406, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.167243\n", "Step: 53229, Timestamp: 2023-07-03 16:49:16.013850248, Action: BUY, Price: 201.45209497182557, Shares: 0.1948534402121843, Symbol: AAPL, Reward: -0.3116377382254618, Transaction Cost: 0.1343947382254709, Slippage: 0.009999999999990905, Time Penalty: 0.167243\n", "Step: 53230, Timestamp: 2023-07-03 16:49:16.258006158, Action: BUY, Price: 194.16012609166702, Shares: 0.048601482652332044, Symbol: AAPL, Reward: -0.42369818204301124, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164716\n", "Step: 53231, Timestamp: 2023-07-03 16:49:16.421002938, Action: BUY, Price: 200.37412302387858, Shares: 0.18558267735696968, Symbol: AAPL, Reward: -0.42333518204301124, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164353\n", "Step: 53232, Timestamp: 2023-07-03 16:49:17.064870238, Action: BUY, Price: 186.66793420682768, Shares: 0.07183788523162571, Symbol: AAPL, Reward: -0.35904252322316355, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.16945\n", "Step: 53233, Timestamp: 2023-07-03 16:49:17.064870238, Action: BUY, Price: 187.98004370697444, Shares: 0.1480900820657863, Symbol: AAPL, Reward: -0.43343218204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16945\n", "Step: 53234, Timestamp: 2023-07-03 16:49:17.876116146, Action: BUY, Price: 187.18448774002135, Shares: 0.09671063014504369, Symbol: AAPL, Reward: -0.28287028482437737, Transaction Cost: 0.11358428482438193, Slippage: 0.0049999999999954525, Time Penalty: 0.164286\n", "Step: 53235, Timestamp: 2023-07-03 16:49:18.083366058, Action: BUY, Price: 200.384553149845, Shares: 0.06885760446533773, Symbol: AAPL, Reward: -0.19202521820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.166627\n", "Step: 53236, Timestamp: 2023-07-03 16:49:18.083366058, Action: BUY, Price: 183.80375150071552, Shares: 0.09125255823714255, Symbol: AAPL, Reward: -0.3231921319490582, Transaction Cost: 0.15656513194905822, Slippage: 0.0, Time Penalty: 0.166627\n", "Step: 53237, Timestamp: 2023-07-03 16:49:18.083366058, Action: BUY, Price: 183.42049252053494, Shares: 0.13768912084399404, Symbol: AAPL, Reward: -0.27438251393390356, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.166627\n", "Step: 53238, Timestamp: 2023-07-03 16:49:18.467790027, Action: BUY, Price: 193.1385296555829, Shares: 0.21829942379001038, Symbol: AAPL, Reward: -0.4247681820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165786\n", "Step: 53239, Timestamp: 2023-07-03 16:49:18.467790027, Action: BUY, Price: 197.75722355523143, Shares: 0.16733791913143126, Symbol: AAPL, Reward: -0.4297681820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165786\n", "Step: 53248, Timestamp: 2023-07-03 16:49:27.097544838, Action: SELL, Price: 199.2698984125914, Shares: 0.06671490478888309, Symbol: AAPL, Reward: -0.2698998728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.168307\n", "Step: 53249, Timestamp: 2023-07-03 16:49:27.097544838, Action: SELL, Price: 197.37184257336867, Shares: 0.05223239340572685, Symbol: AAPL, Reward: -0.4222891820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168307\n", "Step: 53250, Timestamp: 2023-07-03 16:49:27.097544838, Action: SELL, Price: 194.0453899263479, Shares: 0.08949435474330023, Symbol: AAPL, Reward: -0.44883948925980843, Transaction Cost: 0.28053248925980845, Slippage: 0.0, Time Penalty: 0.168307\n", "Step: 53251, Timestamp: 2023-07-03 16:49:27.097544838, Action: SELL, Price: 196.71527940477822, Shares: 0.19801170927158504, Symbol: AAPL, Reward: -0.21422550464465387, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.168307\n", "Step: 53252, Timestamp: 2023-07-03 16:49:29.338755161, Action: SELL, Price: 198.96712708002894, Shares: 0.2175982465781667, Symbol: AAPL, Reward: -0.4238481820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169866\n", "Step: 53253, Timestamp: 2023-07-03 16:49:29.338755161, Action: SELL, Price: 189.77027920136183, Shares: 0.1205062440482755, Symbol: AAPL, Reward: -0.23706336911273546, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.169866\n", "Step: 53254, Timestamp: 2023-07-03 16:49:29.338755161, Action: SELL, Price: 188.16795218690558, Shares: 0.18368405493663412, Symbol: AAPL, Reward: -0.19526421820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169866\n", "Step: 53255, Timestamp: 2023-07-03 16:49:29.338755161, Action: SELL, Price: 198.81860080168337, Shares: 0.11198908582128908, Symbol: AAPL, Reward: -0.29685709102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.169866\n", "Step: 53256, Timestamp: 2023-07-03 16:49:30.237366784, Action: SELL, Price: 182.9996599015869, Shares: 0.07010075525239458, Symbol: AAPL, Reward: -0.3744579815106031, Transaction Cost: 0.20476698151060765, Slippage: 0.0049999999999954525, Time Penalty: 0.164691\n", "Step: 53257, Timestamp: 2023-07-03 16:49:30.237638073, Action: SELL, Price: 186.73413723622616, Shares: 0.22006886335123602, Symbol: AAPL, Reward: -0.3212088852452166, Transaction Cost: 0.15025788524522118, Slippage: 0.0049999999999954525, Time Penalty: 0.165951\n", "Step: 53258, Timestamp: 2023-07-03 16:49:32.285269362, Action: SELL, Price: 193.88795276881012, Shares: 0.07298134290281237, Symbol: AAPL, Reward: -0.3527362274216669, Transaction Cost: 0.18835822742166689, Slippage: 0.0, Time Penalty: 0.164378\n", "Step: 53259, Timestamp: 2023-07-03 16:49:32.285292168, Action: SELL, Price: 190.17154591659468, Shares: 0.21059452294619205, Symbol: AAPL, Reward: -0.3401914272365729, Transaction Cost: 0.1703764272365729, Slippage: 0.0, Time Penalty: 0.169815\n", "Step: 53260, Timestamp: 2023-07-03 16:49:32.285292168, Action: SELL, Price: 194.65001530821658, Shares: 0.17349144128321511, Symbol: AAPL, Reward: -0.3179107885640667, Transaction Cost: 0.1480957885640667, Slippage: 0.0, Time Penalty: 0.169815\n", "Step: 53261, Timestamp: 2023-07-03 16:49:32.285292168, Action: SELL, Price: 184.27416857510352, Shares: 0.12281858836113031, Symbol: AAPL, Reward: -0.38078844541145174, Transaction Cost: 0.21097344541145174, Slippage: 0.0, Time Penalty: 0.169815\n", "Step: 53262, Timestamp: 2023-07-03 16:49:32.366950649, Action: SELL, Price: 201.3858079385369, Shares: 0.2191229937445416, Symbol: AAPL, Reward: -0.4204081820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166426\n", "Step: 53263, Timestamp: 2023-07-03 16:49:32.366950649, Action: SELL, Price: 184.89845146260674, Shares: 0.1488707934520202, Symbol: AAPL, Reward: -0.28555420293689043, Transaction Cost: 0.11912820293689044, Slippage: 0.0, Time Penalty: 0.166426\n", "Step: 53264, Timestamp: 2023-07-03 16:49:32.366950649, Action: SELL, Price: 183.84071558293238, Shares: 0.17995628035409622, Symbol: AAPL, Reward: -0.44464954061868656, Transaction Cost: 0.27822354061868654, Slippage: 0.0, Time Penalty: 0.166426\n", "Step: 53265, Timestamp: 2023-07-03 16:49:34.074926567, Action: SELL, Price: 191.97171707792145, Shares: 0.15856464160042816, Symbol: AAPL, Reward: -0.42523518204301125, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.166253\n", "Step: 53266, Timestamp: 2023-07-03 16:49:34.076097104, Action: SELL, Price: 185.53671651431563, Shares: 0.057044954634852645, Symbol: AAPL, Reward: -0.3069560910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.169965\n", "Step: 53267, Timestamp: 2023-07-03 16:49:34.076097104, Action: SELL, Price: 196.23472780627293, Shares: 0.07344858965215662, Symbol: AAPL, Reward: -0.43394718204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169965\n", "Step: 53268, Timestamp: 2023-07-03 16:49:34.076097104, Action: SELL, Price: 184.48418058638956, Shares: 0.19193753146694173, Symbol: AAPL, Reward: -0.5391500464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.169965\n", "Step: 53269, Timestamp: 2023-07-03 16:49:34.076097104, Action: SELL, Price: 185.05865133795965, Shares: 0.11414243533996428, Symbol: AAPL, Reward: -0.43394718204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169965\n", "Step: 53273, Timestamp: 2023-07-03 16:49:34.882211612, Action: SELL, Price: 183.72755362840834, Shares: 0.2223652445541264, Symbol: AAPL, Reward: -0.19959821820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.1742\n", "Step: 53274, Timestamp: 2023-07-03 16:49:34.931247194, Action: SELL, Price: 187.21478697471142, Shares: 0.12500692832894394, Symbol: AAPL, Reward: -0.42998218204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.176\n", "Step: 53275, Timestamp: 2023-07-03 16:49:34.931247194, Action: SELL, Price: 199.44032896679107, Shares: 0.22764810824011678, Symbol: AAPL, Reward: -0.4287090803817272, Transaction Cost: 0.25270908038172724, Slippage: 0.0, Time Penalty: 0.176\n", "Step: 53276, Timestamp: 2023-07-03 16:49:34.931295979, Action: SELL, Price: 190.94748993858505, Shares: 0.11716542972139363, Symbol: AAPL, Reward: -0.5636842790019823, Transaction Cost: 0.3792762790019823, Slippage: 0.0, Time Penalty: 0.184408\n", "Step: 53277, Timestamp: 2023-07-03 16:49:34.931329845, Action: SELL, Price: 190.23334815724908, Shares: 0.06597008864815354, Symbol: AAPL, Reward: -0.6162733656922, Transaction Cost: 0.44428736569220006, Slippage: 0.0, Time Penalty: 0.171986\n", "Step: 53278, Timestamp: 2023-07-03 16:49:34.931329845, Action: SELL, Price: 189.72204856066253, Shares: 0.155427274423701, Symbol: AAPL, Reward: -0.2523022180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.171986\n", "Step: 53280, Timestamp: 2023-07-03 16:49:35.043317851, Action: SELL, Price: 186.6909754357072, Shares: 0.06501976165562687, Symbol: AAPL, Reward: -0.4312811820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167299\n", "Step: 53281, Timestamp: 2023-07-03 16:49:35.043317851, Action: SELL, Price: 197.39529304446103, Shares: 0.10069595000534937, Symbol: AAPL, Reward: -0.4312811820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167299\n", "Step: 53282, Timestamp: 2023-07-03 16:49:35.043317851, Action: SELL, Price: 195.8698564894471, Shares: 0.08834823033063581, Symbol: AAPL, Reward: -0.5364840464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.167299\n", "Step: 53287, Timestamp: 2023-07-03 16:49:35.280510327, Action: BUY, Price: 195.77279907738105, Shares: 0.06916875437972336, Symbol: AAPL, Reward: -0.24736100928925997, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.165524\n", "Step: 53288, Timestamp: 2023-07-03 16:49:35.280521330, Action: BUY, Price: 192.15381275479186, Shares: 0.20962611886074678, Symbol: AAPL, Reward: -0.5278930348125598, Transaction Cost: 0.3519280348125689, Slippage: 0.009999999999990905, Time Penalty: 0.165965\n", "Step: 53289, Timestamp: 2023-07-03 16:49:35.280521330, Action: BUY, Price: 195.95763558453956, Shares: 0.15947205323078073, Symbol: AAPL, Reward: -0.20136321820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165965\n", "Step: 53290, Timestamp: 2023-07-03 16:49:37.978410847, Action: BUY, Price: 185.89107707700487, Shares: 0.10343441803294892, Symbol: AAPL, Reward: -0.2500312180355402, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.164715\n", "Step: 53291, Timestamp: 2023-07-03 16:49:40.316868792, Action: BUY, Price: 200.02475887793597, Shares: 0.08806509042084948, Symbol: AAPL, Reward: -0.34422372025447573, Transaction Cost: 0.16847272025448481, Slippage: 0.009999999999990905, Time Penalty: 0.165751\n", "Step: 53292, Timestamp: 2023-07-03 16:49:40.316868792, Action: BUY, Price: 185.29759351514537, Shares: 0.11559046310949371, Symbol: AAPL, Reward: -0.3658138615100337, Transaction Cost: 0.19006286151004276, Slippage: 0.009999999999990905, Time Penalty: 0.165751\n", "Step: 53293, Timestamp: 2023-07-03 16:49:40.316909988, Action: BUY, Price: 198.38294746655413, Shares: 0.1404840848425599, Symbol: AAPL, Reward: -0.31690829419728195, Transaction Cost: 0.14141129419729104, Slippage: 0.009999999999990905, Time Penalty: 0.165497\n", "Step: 53294, Timestamp: 2023-07-03 16:49:41.000990137, Action: BUY, Price: 189.911290024082, Shares: 0.13816302132167763, Symbol: AAPL, Reward: -0.26853257804102315, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.166958\n", "Step: 53295, Timestamp: 2023-07-03 16:49:41.000990137, Action: BUY, Price: 195.56377378131046, Shares: 0.13939664322618134, Symbol: AAPL, Reward: -0.20235621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166958\n", "Step: 53296, Timestamp: 2023-07-03 16:49:41.000990137, Action: BUY, Price: 184.42783871136828, Shares: 0.17816817576385402, Symbol: AAPL, Reward: -0.33352313194904915, Transaction Cost: 0.15656513194905822, Slippage: 0.009999999999990905, Time Penalty: 0.166958\n", "Step: 53305, Timestamp: 2023-07-03 16:49:46.367253980, Action: SELL, Price: 198.2383525444158, Shares: 0.12937303603703146, Symbol: AAPL, Reward: -0.3574082274216669, Transaction Cost: 0.18835822742166689, Slippage: 0.0, Time Penalty: 0.16905\n", "Step: 53306, Timestamp: 2023-07-03 16:49:46.759182102, Action: SELL, Price: 186.3560885206799, Shares: 0.047975426826661595, Symbol: AAPL, Reward: -0.46276654061868655, Transaction Cost: 0.27822354061868654, Slippage: 0.0, Time Penalty: 0.184543\n", "Step: 53307, Timestamp: 2023-07-03 16:49:46.759182102, Action: SELL, Price: 195.18224153188538, Shares: 0.15010721187051462, Symbol: AAPL, Reward: -0.24133514241219098, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.184543\n", "Step: 53308, Timestamp: 2023-07-03 16:49:46.759182102, Action: SELL, Price: 195.0841199070798, Shares: 0.14197516940755173, Symbol: AAPL, Reward: -0.34717094657157166, Transaction Cost: 0.16262794657157165, Slippage: 0.0, Time Penalty: 0.184543\n", "Step: 53309, Timestamp: 2023-07-03 16:49:46.759182102, Action: SELL, Price: 193.43128943136355, Shares: 0.16519368185114894, Symbol: AAPL, Reward: -0.43852518204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.184543\n", "Step: 53310, Timestamp: 2023-07-03 16:49:46.811665275, Action: SELL, Price: 191.08900929670787, Shares: 0.07591993754883768, Symbol: AAPL, Reward: -0.5243372779443183, Transaction Cost: 0.3500902779443183, Slippage: 0.0, Time Penalty: 0.174247\n", "Step: 53311, Timestamp: 2023-07-03 16:49:46.811777608, Action: SELL, Price: 186.98596118524878, Shares: 0.13292236289984194, Symbol: AAPL, Reward: -0.2517992180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.171483\n", "Step: 53312, Timestamp: 2023-07-03 16:49:46.811777608, Action: SELL, Price: 199.49314305978834, Shares: 0.22121201930389617, Symbol: AAPL, Reward: -0.4124316541066342, Transaction Cost: 0.24094865410663419, Slippage: 0.0, Time Penalty: 0.171483\n", "Step: 53313, Timestamp: 2023-07-03 16:49:46.811879613, Action: SELL, Price: 186.77516968099397, Shares: 0.10720671503257592, Symbol: AAPL, Reward: -0.2583402180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.178024\n", "Step: 53314, Timestamp: 2023-07-03 16:49:46.811879613, Action: SELL, Price: 183.2541477777079, Shares: 0.1249252364739511, Symbol: AAPL, Reward: -0.4051925696487638, Transaction Cost: 0.22716856964876386, Slippage: 0.0, Time Penalty: 0.178024\n", "Step: 53315, Timestamp: 2023-07-03 16:49:46.811879613, Action: SELL, Price: 186.26776550885603, Shares: 0.223760484411408, Symbol: AAPL, Reward: -0.2220150043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.178024\n", "Step: 53316, Timestamp: 2023-07-03 16:49:46.811879613, Action: SELL, Price: 191.22088048970616, Shares: 0.0928679078272498, Symbol: AAPL, Reward: -0.21394250464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.178024\n", "Step: 53317, Timestamp: 2023-07-03 16:49:46.811879613, Action: SELL, Price: 191.02844341986338, Shares: 0.16243405926964594, Symbol: AAPL, Reward: -0.21394250464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.178024\n", "Step: 53318, Timestamp: 2023-07-03 16:49:47.086040222, Action: SELL, Price: 199.39980774448549, Shares: 0.14822072580044313, Symbol: AAPL, Reward: -0.4190031820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165021\n", "Step: 53319, Timestamp: 2023-07-03 16:49:47.088765136, Action: SELL, Price: 182.81711959253232, Shares: 0.21061415587766488, Symbol: AAPL, Reward: -0.42357118204301125, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164589\n", "Step: 53320, Timestamp: 2023-07-03 16:49:47.090870150, Action: SELL, Price: 196.7737319716023, Shares: 0.14538162479236916, Symbol: AAPL, Reward: -0.4189571820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164975\n", "Step: 53321, Timestamp: 2023-07-03 16:49:48.564732925, Action: SELL, Price: 189.47846300543353, Shares: 0.18846392244071966, Symbol: AAPL, Reward: -0.23664400928926907, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.164807\n", "Step: 53322, Timestamp: 2023-07-03 16:49:48.564802300, Action: SELL, Price: 194.7843704906856, Shares: 0.18640856001413963, Symbol: AAPL, Reward: -0.4098761510003289, Transaction Cost: 0.24361115100032896, Slippage: 0.0, Time Penalty: 0.166265\n", "Step: 53323, Timestamp: 2023-07-03 16:49:48.564802300, Action: SELL, Price: 186.6451762500289, Shares: 0.1022812668484958, Symbol: AAPL, Reward: -0.3990435148764347, Transaction Cost: 0.2327785148764347, Slippage: 0.0, Time Penalty: 0.166265\n", "Step: 53324, Timestamp: 2023-07-03 16:49:48.928927414, Action: SELL, Price: 190.99909995743116, Shares: 0.06467092840944857, Symbol: AAPL, Reward: -0.2918960910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.164905\n", "Step: 53325, Timestamp: 2023-07-03 16:49:48.928935322, Action: SELL, Price: 183.37381530080228, Shares: 0.15438732756263837, Symbol: AAPL, Reward: -0.3027690910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.165778\n", "Step: 53326, Timestamp: 2023-07-03 16:49:49.260606581, Action: SELL, Price: 145.93451651721395, Shares: 0.13144450354295006, Symbol: AAPL, Reward: -0.40677651487642563, Transaction Cost: 0.2327785148764347, Slippage: 0.009999999999990905, Time Penalty: 0.163998\n", "Step: 53327, Timestamp: 2023-07-03 16:49:49.261041685, Action: SELL, Price: 188.14794180525405, Shares: 0.06570666403169459, Symbol: AAPL, Reward: -0.38237247146194453, Transaction Cost: 0.21700247146194457, Slippage: 0.0, Time Penalty: 0.16537\n", "Step: 53328, Timestamp: 2023-07-03 16:49:49.261628577, Action: SELL, Price: 194.3708034603469, Shares: 0.1557965738449044, Symbol: AAPL, Reward: -0.29697301305471335, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.165\n", "Step: 53329, Timestamp: 2023-07-03 16:49:49.261628577, Action: SELL, Price: 201.15113903348302, Shares: 0.16524607520139117, Symbol: AAPL, Reward: -0.38641653299709133, Transaction Cost: 0.2214165329970913, Slippage: 0.0, Time Penalty: 0.165\n", "Step: 53330, Timestamp: 2023-07-03 16:49:49.918133013, Action: SELL, Price: 177.28920225213994, Shares: 0.09697601101615715, Symbol: AAPL, Reward: -0.412790514876454, Transaction Cost: 0.2327785148764347, Slippage: 0.010000000000019327, Time Penalty: 0.170012\n", "Step: 53331, Timestamp: 2023-07-03 16:49:49.918133013, Action: SELL, Price: 186.60185228517244, Shares: 0.15321605570395969, Symbol: AAPL, Reward: -0.4339941820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.170012\n", "Step: 53332, Timestamp: 2023-07-03 16:49:49.918133013, Action: SELL, Price: 195.10202207253977, Shares: 0.10159122943833251, Symbol: AAPL, Reward: -0.30700309102152723, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.170012\n", "Step: 53333, Timestamp: 2023-07-03 16:49:49.918133013, Action: SELL, Price: 190.5315598187034, Shares: 0.22722025207815078, Symbol: AAPL, Reward: -0.516957440508989, Transaction Cost: 0.33694544050896963, Slippage: 0.010000000000019327, Time Penalty: 0.170012\n", "Step: 53344, Timestamp: 2023-07-03 16:49:53.955221042, Action: SELL, Price: 201.53220722551254, Shares: 0.1728756465706501, Symbol: AAPL, Reward: -0.42332018204301125, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164338\n", "Step: 53345, Timestamp: 2023-07-03 16:49:54.753000648, Action: SELL, Price: 184.7795745515628, Shares: 0.2121894119674062, Symbol: AAPL, Reward: -0.2199644364085986, Transaction Cost: 0.05079643640860315, Slippage: 0.0049999999999954525, Time Penalty: 0.164168\n", "Step: 53346, Timestamp: 2023-07-03 16:49:54.757609161, Action: SELL, Price: 196.0050451701627, Shares: 0.25917577450711404, Symbol: AAPL, Reward: -0.24986521803554018, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.164549\n", "Step: 53347, Timestamp: 2023-07-03 16:49:55.131953935, Action: SELL, Price: 187.10665528547423, Shares: 0.08521321374184089, Symbol: AAPL, Reward: -0.19475021820429703, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164352\n", "Step: 53348, Timestamp: 2023-07-03 16:49:55.132865480, Action: SELL, Price: 198.7800967933549, Shares: 0.1928744263147667, Symbol: AAPL, Reward: -0.19529021820429704, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164892\n", "Step: 53349, Timestamp: 2023-07-03 16:49:55.987783064, Action: SELL, Price: 193.60575115566547, Shares: 0.1614781552458871, Symbol: AAPL, Reward: -0.42389918204301125, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164917\n", "Step: 53351, Timestamp: 2023-07-03 16:49:55.988789878, Action: SELL, Price: 194.4172351330646, Shares: 0.09373689929156383, Symbol: AAPL, Reward: -0.4236071820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164625\n", "Step: 53364, Timestamp: 2023-07-03 16:50:00.034020458, Action: SELL, Price: 191.06231521627717, Shares: 0.1751342589858356, Symbol: AAPL, Reward: -0.40884800187057935, Transaction Cost: 0.2341600018705839, Slippage: 0.0049999999999954525, Time Penalty: 0.169688\n", "Step: 53366, Timestamp: 2023-07-03 16:50:00.064375044, Action: SELL, Price: 195.35608888581623, Shares: 0.06426467372173628, Symbol: AAPL, Reward: -0.43307718204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.179095\n", "Step: 53367, Timestamp: 2023-07-03 16:50:00.076379828, Action: SELL, Price: 191.98996485935916, Shares: 0.1626599347307493, Symbol: AAPL, Reward: -0.24649621803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.16618\n", "Step: 53378, Timestamp: 2023-07-03 16:50:00.153039259, Action: BUY, Price: 183.30984952996582, Shares: 0.18411716633872824, Symbol: AAPL, Reward: -0.26728465461289563, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.18109\n", "Step: 53381, Timestamp: 2023-07-03 16:50:00.153039259, Action: BUY, Price: 183.94851383371017, Shares: 0.20713548460938752, Symbol: AAPL, Reward: -0.2826645780410232, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.18109\n", "Step: 53382, Timestamp: 2023-07-03 16:50:00.153039259, Action: BUY, Price: 198.10207931401158, Shares: 0.16498067977224434, Symbol: AAPL, Reward: -0.4450721820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.18109\n", "Step: 53383, Timestamp: 2023-07-03 16:50:00.153039259, Action: BUY, Price: 187.4940442281199, Shares: 0.21469529887427174, Symbol: AAPL, Reward: -0.8295913049215201, Transaction Cost: 0.6385013049215292, Slippage: 0.009999999999990905, Time Penalty: 0.18109\n", "Step: 53385, Timestamp: 2023-07-03 16:50:00.157759642, Action: BUY, Price: 199.65922461147926, Shares: 0.07116330131434372, Symbol: AAPL, Reward: -0.4244421820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.16546\n", "Step: 53386, Timestamp: 2023-07-03 16:50:00.157882722, Action: BUY, Price: 201.4050654584178, Shares: 0.17937382050197634, Symbol: AAPL, Reward: -0.3185870185785574, Transaction Cost: 0.14367401857853812, Slippage: 0.010000000000019327, Time Penalty: 0.164913\n", "Step: 53387, Timestamp: 2023-07-03 16:50:00.603270189, Action: BUY, Price: 194.24566778033116, Shares: 0.21548990669730464, Symbol: AAPL, Reward: -0.2030912182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167693\n", "Step: 53388, Timestamp: 2023-07-03 16:50:00.603270189, Action: BUY, Price: 185.0460336391127, Shares: 0.21970810976106592, Symbol: AAPL, Reward: -0.4316751820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167693\n", "Step: 53389, Timestamp: 2023-07-03 16:50:00.603270189, Action: BUY, Price: 192.17478975607997, Shares: 0.15545382713416311, Symbol: AAPL, Reward: -0.3046840910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.167693\n", "Step: 53390, Timestamp: 2023-07-03 16:50:01.174450816, Action: BUY, Price: 199.11604039049897, Shares: 0.17319614640469397, Symbol: AAPL, Reward: -0.42137218204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16739\n", "Step: 53391, Timestamp: 2023-07-03 16:50:01.174450816, Action: BUY, Price: 195.26025619766838, Shares: 0.06623914275078285, Symbol: AAPL, Reward: -0.25162636012724243, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.16739\n", "Step: 53400, Timestamp: 2023-07-03 16:50:02.219356916, Action: SELL, Price: 195.03577704831133, Shares: 0.18739466841606406, Symbol: AAPL, Reward: -0.43578518204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171803\n", "Step: 53401, Timestamp: 2023-07-03 16:50:02.219356916, Action: SELL, Price: 201.49223014588955, Shares: 0.05823047943785864, Symbol: AAPL, Reward: -0.43578518204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171803\n", "Step: 53402, Timestamp: 2023-07-03 16:50:02.219356916, Action: SELL, Price: 186.1458416119058, Shares: 0.06574286562225297, Symbol: AAPL, Reward: -0.3087940910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.171803\n", "Step: 53403, Timestamp: 2023-07-03 16:50:02.219356916, Action: SELL, Price: 197.30522469530513, Shares: 0.1971625113278918, Symbol: AAPL, Reward: -0.43578518204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171803\n", "Step: 53404, Timestamp: 2023-07-03 16:50:02.219356916, Action: SELL, Price: 194.77638143356378, Shares: 0.11820994777103785, Symbol: AAPL, Reward: -0.4227516541066251, Transaction Cost: 0.24094865410663419, Slippage: 0.009999999999990905, Time Penalty: 0.171803\n", "Step: 53405, Timestamp: 2023-07-03 16:50:03.108605289, Action: SELL, Price: 188.97053321858726, Shares: 0.12111481966033585, Symbol: AAPL, Reward: -0.4315511820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167569\n", "Step: 53407, Timestamp: 2023-07-03 16:50:03.129063515, Action: BUY, Price: 183.99725755513725, Shares: 0.2096094920006338, Symbol: AAPL, Reward: -0.2933762574382367, Transaction Cost: 0.11638925743821735, Slippage: 0.010000000000019327, Time Penalty: 0.166987\n", "Step: 53408, Timestamp: 2023-07-03 16:50:03.129063515, Action: BUY, Price: 191.89587024253802, Shares: 0.09893719924779242, Symbol: AAPL, Reward: -0.4309691820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166987\n", "Step: 53409, Timestamp: 2023-07-03 16:50:03.129063515, Action: BUY, Price: 195.92116414876887, Shares: 0.2362320757886437, Symbol: AAPL, Reward: -0.4309691820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166987\n", "Step: 53410, Timestamp: 2023-07-03 16:50:03.129092995, Action: BUY, Price: 191.20302307919033, Shares: 0.16454110817051665, Symbol: AAPL, Reward: -0.2048402182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169442\n", "Step: 53411, Timestamp: 2023-07-03 16:50:03.612858781, Action: BUY, Price: 195.0018109558172, Shares: 0.07341223024482961, Symbol: AAPL, Reward: -0.21164950464462542, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.165731\n", "Step: 53412, Timestamp: 2023-07-03 16:50:04.714056483, Action: BUY, Price: 192.09169290688902, Shares: 0.2442240245277493, Symbol: AAPL, Reward: -0.19613621820429702, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165738\n", "Step: 53413, Timestamp: 2023-07-03 16:50:05.102427312, Action: BUY, Price: 188.96194350391173, Shares: 0.12527178691172317, Symbol: AAPL, Reward: -0.22201650464463, Transaction Cost: 0.03591850464463453, Slippage: 0.0049999999999954525, Time Penalty: 0.181098\n", "Step: 53422, Timestamp: 2023-07-03 16:50:08.240012286, Action: SELL, Price: 199.81272830192066, Shares: 0.214247237017364, Symbol: AAPL, Reward: -0.19013721820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164739\n", "Step: 53423, Timestamp: 2023-07-03 16:50:08.240123037, Action: SELL, Price: 188.54239044388487, Shares: 0.10987165440912859, Symbol: AAPL, Reward: -0.19069321820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.165295\n", "Step: 53424, Timestamp: 2023-07-03 16:50:08.240123037, Action: SELL, Price: 192.75113975350138, Shares: 0.18606472396828824, Symbol: AAPL, Reward: -0.4825186436974982, Transaction Cost: 0.3172236436974982, Slippage: 0.0, Time Penalty: 0.165295\n", "Step: 53425, Timestamp: 2023-07-03 16:50:10.441041935, Action: SELL, Price: 186.52706342341838, Shares: 0.13264919363802324, Symbol: AAPL, Reward: -0.24681721803554474, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.166501\n", "Step: 53426, Timestamp: 2023-07-03 16:50:10.892435448, Action: SELL, Price: 187.9594580303893, Shares: 0.11159728916245948, Symbol: AAPL, Reward: -0.4359917598042771, Transaction Cost: 0.2663787598042771, Slippage: 0.0, Time Penalty: 0.169613\n", "Step: 53427, Timestamp: 2023-07-03 16:50:10.892435448, Action: SELL, Price: 183.82901301894907, Shares: 0.0654976067138683, Symbol: AAPL, Reward: -0.28319728482438195, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.169613\n", "Step: 53428, Timestamp: 2023-07-03 16:50:10.940644230, Action: SELL, Price: 196.64905017882418, Shares: 0.16102281111663538, Symbol: AAPL, Reward: -0.4130456541066342, Transaction Cost: 0.24094865410663419, Slippage: 0.0, Time Penalty: 0.172097\n", "Step: 53429, Timestamp: 2023-07-03 16:50:10.940644230, Action: SELL, Price: 197.8855743043617, Shares: 0.09759033879280275, Symbol: AAPL, Reward: -0.28568128482438193, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.172097\n", "Step: 53430, Timestamp: 2023-07-03 16:50:10.940644230, Action: SELL, Price: 197.9814538683254, Shares: 0.25841925126150916, Symbol: AAPL, Reward: -0.42607918204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172097\n", "Step: 53431, Timestamp: 2023-07-03 16:50:10.940644230, Action: SELL, Price: 197.91090658751875, Shares: 0.1294369587022119, Symbol: AAPL, Reward: -0.30649173822547093, Transaction Cost: 0.1343947382254709, Slippage: 0.0, Time Penalty: 0.172097\n", "Step: 53432, Timestamp: 2023-07-03 16:50:10.988839853, Action: SELL, Price: 188.49087616925303, Shares: 0.14657246275103186, Symbol: AAPL, Reward: -0.2909502848243819, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.177366\n", "Step: 53433, Timestamp: 2023-07-03 16:50:10.988839853, Action: SELL, Price: 195.45816185727745, Shares: 0.12619326489811705, Symbol: AAPL, Reward: -0.4313481820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.177366\n", "Step: 53434, Timestamp: 2023-07-03 16:50:11.187917708, Action: SELL, Price: 199.1709037853963, Shares: 0.06126602261476847, Symbol: AAPL, Reward: -0.5850964398230061, Transaction Cost: 0.418107439823006, Slippage: 0.0, Time Penalty: 0.166989\n", "Step: 53435, Timestamp: 2023-07-03 16:50:11.188010540, Action: SELL, Price: 200.2754519049819, Shares: 0.1861703362281923, Symbol: AAPL, Reward: -0.3545288195192404, Transaction Cost: 0.1849018195192404, Slippage: 0.0, Time Penalty: 0.169627\n", "Step: 53436, Timestamp: 2023-07-03 16:50:11.349178937, Action: SELL, Price: 197.46420525905273, Shares: 0.1858459730550977, Symbol: AAPL, Reward: -0.20836621820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.182968\n", "Step: 53437, Timestamp: 2023-07-03 16:50:11.349178937, Action: SELL, Price: 194.40644218137325, Shares: 0.19271477954112567, Symbol: AAPL, Reward: -0.20836621820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.182968\n", "Step: 53438, Timestamp: 2023-07-03 16:50:11.497685955, Action: SELL, Price: 188.46435961021723, Shares: 0.22674147032981187, Symbol: AAPL, Reward: -0.2499052180355686, Transaction Cost: 0.08031621803554471, Slippage: 0.005000000000023874, Time Penalty: 0.164589\n", "Step: 53439, Timestamp: 2023-07-03 16:50:12.642112317, Action: SELL, Price: 191.3789197630723, Shares: 0.05499603969997079, Symbol: AAPL, Reward: -0.42322718204303966, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164245\n", "Step: 53440, Timestamp: 2023-07-03 16:50:13.109082801, Action: SELL, Price: 192.93007294456388, Shares: 0.16913022234872016, Symbol: AAPL, Reward: -0.44199518204303967, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.183013\n", "Step: 53441, Timestamp: 2023-07-03 16:50:13.109082801, Action: SELL, Price: 193.760975506024, Shares: 0.05670157955446981, Symbol: AAPL, Reward: -0.4369951820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.183013\n", "Step: 53442, Timestamp: 2023-07-03 16:50:13.109120336, Action: SELL, Price: 194.93838655978803, Shares: 0.16015029790162563, Symbol: AAPL, Reward: -0.23299621820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.207598\n", "Step: 53443, Timestamp: 2023-07-03 16:50:13.109120336, Action: SELL, Price: 187.03638671117085, Shares: 0.26828818423958267, Symbol: AAPL, Reward: -0.26439014241219094, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.207598\n", "Step: 53444, Timestamp: 2023-07-03 16:50:13.109120336, Action: SELL, Price: 201.48997652721405, Shares: 0.060632519651848016, Symbol: AAPL, Reward: -0.5667830464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.207598\n", "Step: 53445, Timestamp: 2023-07-03 16:50:13.109120336, Action: SELL, Price: 187.56144097567488, Shares: 0.20813326183769265, Symbol: AAPL, Reward: -0.625705439823006, Transaction Cost: 0.418107439823006, Slippage: 0.0, Time Penalty: 0.207598\n", "Step: 53446, Timestamp: 2023-07-03 16:50:13.109120336, Action: SELL, Price: 184.54642570245323, Shares: 0.2674467489349619, Symbol: AAPL, Reward: -0.29917257804103226, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.207598\n", "Step: 53447, Timestamp: 2023-07-03 16:50:13.109120336, Action: SELL, Price: 190.44491989556414, Shares: 0.12372376056667195, Symbol: AAPL, Reward: -0.46158018204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.207598\n", "Step: 53448, Timestamp: 2023-07-03 16:50:13.109120336, Action: SELL, Price: 190.45254436840773, Shares: 0.15159549102502654, Symbol: AAPL, Reward: -0.35199273822546184, Transaction Cost: 0.1343947382254709, Slippage: 0.009999999999990905, Time Penalty: 0.207598\n", "Step: 53449, Timestamp: 2023-07-03 16:50:13.120400362, Action: SELL, Price: 188.38688347515188, Shares: 0.1372099476550872, Symbol: AAPL, Reward: -0.43477418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170792\n", "Step: 53450, Timestamp: 2023-07-03 16:50:13.121193002, Action: SELL, Price: 199.9737437300385, Shares: 0.1989093463434395, Symbol: AAPL, Reward: -0.4220511820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168069\n", "Step: 53451, Timestamp: 2023-07-03 16:50:13.121193002, Action: SELL, Price: 186.60237432630177, Shares: 0.22184758890705106, Symbol: AAPL, Reward: -0.3512181560820645, Transaction Cost: 0.18314915608206453, Slippage: 0.0, Time Penalty: 0.168069\n", "Step: 53458, Timestamp: 2023-07-03 16:50:15.303952462, Action: SELL, Price: 192.1643289303808, Shares: 0.06172334252430643, Symbol: AAPL, Reward: -0.42546718204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171485\n", "Step: 53459, Timestamp: 2023-07-03 16:50:15.304040804, Action: SELL, Price: 199.9208479254109, Shares: 0.22713239010638117, Symbol: AAPL, Reward: -0.43555218204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.18157\n", "Step: 53460, Timestamp: 2023-07-03 16:50:15.304040804, Action: SELL, Price: 191.69199190657525, Shares: 0.1346098000156589, Symbol: AAPL, Reward: -0.20696821820430159, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.18157\n", "Step: 53461, Timestamp: 2023-07-03 16:50:15.304040804, Action: SELL, Price: 186.34722201724986, Shares: 0.06607232226449378, Symbol: AAPL, Reward: -0.49263337488202846, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.18157\n", "Step: 53462, Timestamp: 2023-07-03 16:50:15.304040804, Action: SELL, Price: 188.61970044416225, Shares: 0.22228754038262852, Symbol: AAPL, Reward: -0.21748850464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.18157\n", "Step: 53463, Timestamp: 2023-07-03 16:50:15.304040804, Action: SELL, Price: 188.95971506801283, Shares: 0.17341027896739417, Symbol: AAPL, Reward: -0.23236643640860316, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.18157\n", "Step: 53464, Timestamp: 2023-07-03 16:50:15.304040804, Action: SELL, Price: 198.9676727693361, Shares: 0.10309232663336962, Symbol: AAPL, Reward: -0.3647191560820645, Transaction Cost: 0.18314915608206453, Slippage: 0.0, Time Penalty: 0.18157\n", "Step: 53465, Timestamp: 2023-07-03 16:50:15.304265808, Action: SELL, Price: 190.85621192955304, Shares: 0.196470173207863, Symbol: AAPL, Reward: -0.35682001740628444, Transaction Cost: 0.17596401740628445, Slippage: 0.0, Time Penalty: 0.180856\n", "Step: 53466, Timestamp: 2023-07-03 16:50:15.304265808, Action: SELL, Price: 184.304057625387, Shares: 0.2511477037487599, Symbol: AAPL, Reward: -0.4348381820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.180856\n", "Step: 53467, Timestamp: 2023-07-03 16:50:15.304265808, Action: SELL, Price: 183.66912002177708, Shares: 0.09926107876418765, Symbol: AAPL, Reward: -0.2570506546129047, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.180856\n", "Step: 53468, Timestamp: 2023-07-03 16:50:15.304265808, Action: SELL, Price: 197.98117171319737, Shares: 0.12490342398607908, Symbol: AAPL, Reward: -0.4348381820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.180856\n", "Step: 53469, Timestamp: 2023-07-03 16:50:15.304265808, Action: SELL, Price: 188.44134289746742, Shares: 0.1927922356139341, Symbol: AAPL, Reward: -0.5101066524607555, Transaction Cost: 0.3192506524607646, Slippage: 0.009999999999990905, Time Penalty: 0.180856\n", "Step: 53470, Timestamp: 2023-07-03 16:50:15.304528717, Action: SELL, Price: 189.36577487044622, Shares: 0.2570070779348892, Symbol: AAPL, Reward: -0.43577818204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.181796\n", "Step: 53477, Timestamp: 2023-07-03 16:50:15.366485730, Action: SELL, Price: 198.6876225127938, Shares: 0.10396212431728487, Symbol: AAPL, Reward: -0.2775162180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.1972\n", "Step: 53478, Timestamp: 2023-07-03 16:50:15.366485730, Action: SELL, Price: 193.27338845967506, Shares: 0.24317885100085718, Symbol: AAPL, Reward: -0.45118218204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.1972\n", "Step: 53479, Timestamp: 2023-07-03 16:50:15.366485730, Action: SELL, Price: 191.1171497934191, Shares: 0.12303008590441736, Symbol: AAPL, Reward: -0.5082633748820284, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.1972\n", "Step: 53480, Timestamp: 2023-07-03 16:50:15.366485730, Action: SELL, Price: 184.46101545528867, Shares: 0.1278264578253062, Symbol: AAPL, Reward: -0.3049555139339036, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.1972\n", "Step: 53481, Timestamp: 2023-07-03 16:50:15.531577266, Action: SELL, Price: 186.5456310196731, Shares: 0.06614128024690466, Symbol: AAPL, Reward: -0.22712843640862249, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.166332\n", "Step: 53482, Timestamp: 2023-07-03 16:50:16.953240663, Action: SELL, Price: 186.7315888747198, Shares: 0.2147234384228532, Symbol: AAPL, Reward: -0.6830353640860508, Transaction Cost: 0.5079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.165071\n", "Step: 53483, Timestamp: 2023-07-03 16:50:17.126823186, Action: SELL, Price: 195.38730193616874, Shares: 0.2621303966133815, Symbol: AAPL, Reward: -0.42307118204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169089\n", "Step: 53484, Timestamp: 2023-07-03 16:50:17.126823186, Action: SELL, Price: 198.0724224996075, Shares: 0.09079643252288089, Symbol: AAPL, Reward: -0.42307118204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169089\n", "Step: 53485, Timestamp: 2023-07-03 16:50:17.126823186, Action: SELL, Price: 198.5143834774021, Shares: 0.19785322849834805, Symbol: AAPL, Reward: -0.4018675148764347, Transaction Cost: 0.2327785148764347, Slippage: 0.0, Time Penalty: 0.169089\n", "Step: 53486, Timestamp: 2023-07-03 16:50:17.127275649, Action: SELL, Price: 198.0504509381534, Shares: 0.14060470130953798, Symbol: AAPL, Reward: -0.27528426649854565, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.164576\n", "Step: 53487, Timestamp: 2023-07-03 16:50:17.128100780, Action: SELL, Price: 200.00386803426156, Shares: 0.20313618225915547, Symbol: AAPL, Reward: -0.3692449815106077, Transaction Cost: 0.20476698151060765, Slippage: 0.0, Time Penalty: 0.164478\n", "Step: 53488, Timestamp: 2023-07-03 16:50:17.130560574, Action: SELL, Price: 196.8919900154473, Shares: 0.26540638079277773, Symbol: AAPL, Reward: -0.41839018204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164408\n", "Step: 53489, Timestamp: 2023-07-03 16:50:17.500167663, Action: SELL, Price: 187.81258600245604, Shares: 0.07276838366318743, Symbol: AAPL, Reward: -0.42110418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167122\n", "Step: 53490, Timestamp: 2023-07-03 16:50:17.500167663, Action: SELL, Price: 187.4481855474625, Shares: 0.16979952712300986, Symbol: AAPL, Reward: -0.42110418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167122\n", "Step: 53494, Timestamp: 2023-07-03 16:50:18.745582760, Action: SELL, Price: 183.30028301856993, Shares: 0.20630203790398785, Symbol: AAPL, Reward: -0.6398291392975277, Transaction Cost: 0.4543371392975277, Slippage: 0.0, Time Penalty: 0.185492\n", "Step: 53495, Timestamp: 2023-07-03 16:50:18.745582760, Action: SELL, Price: 182.7375746930782, Shares: 0.2291559627809194, Symbol: AAPL, Reward: -0.21089021820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.185492\n", "Step: 53496, Timestamp: 2023-07-03 16:50:18.745582760, Action: SELL, Price: 191.45159992144704, Shares: 0.2930945469538104, Symbol: AAPL, Reward: -0.43947418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.185492\n", "Step: 53497, Timestamp: 2023-07-03 16:50:18.745582760, Action: SELL, Price: 183.14113036465355, Shares: 0.1880983447948544, Symbol: AAPL, Reward: -0.2658082180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.185492\n", "Step: 53498, Timestamp: 2023-07-03 16:50:18.745582760, Action: SELL, Price: 198.19305655876562, Shares: 0.267020752303891, Symbol: AAPL, Reward: -0.38057941576341014, Transaction Cost: 0.19508741576341013, Slippage: 0.0, Time Penalty: 0.185492\n", "Step: 53499, Timestamp: 2023-07-03 16:50:18.745582760, Action: SELL, Price: 184.2095657490169, Shares: 0.11034339572601248, Symbol: AAPL, Reward: -0.43947418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.185492\n", "Step: 53500, Timestamp: 2023-07-03 16:50:18.745582760, Action: SELL, Price: 183.8509437746465, Shares: 0.13820461915649096, Symbol: AAPL, Reward: -0.2658082180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.185492\n", "Step: 53501, Timestamp: 2023-07-03 16:50:18.745582760, Action: SELL, Price: 184.3558048258537, Shares: 0.07970401135792418, Symbol: AAPL, Reward: -0.43947418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.185492\n", "Step: 53502, Timestamp: 2023-07-03 16:50:18.745582760, Action: SELL, Price: 200.0427990990404, Shares: 0.16131934669648007, Symbol: AAPL, Reward: -0.43947418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.185492\n", "Step: 53503, Timestamp: 2023-07-03 16:50:18.745846141, Action: SELL, Price: 197.28052571027513, Shares: 0.07705100644545619, Symbol: AAPL, Reward: -0.2500760092892691, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.178239\n", "Step: 53504, Timestamp: 2023-07-03 16:50:18.746360971, Action: SELL, Price: 196.0183003360302, Shares: 0.06280270776528864, Symbol: AAPL, Reward: -0.42149015100032894, Transaction Cost: 0.24361115100032896, Slippage: 0.0, Time Penalty: 0.177879\n", "Step: 53505, Timestamp: 2023-07-03 16:50:18.746360971, Action: SELL, Price: 186.42525133894088, Shares: 0.18227714802446954, Symbol: AAPL, Reward: -0.43186118204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.177879\n", "Step: 53506, Timestamp: 2023-07-03 16:50:18.806049186, Action: SELL, Price: 194.3684079441867, Shares: 0.2778379843829589, Symbol: AAPL, Reward: -0.5383570464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.179172\n", "Step: 53507, Timestamp: 2023-07-03 16:50:18.806049186, Action: SELL, Price: 196.49545305530285, Shares: 0.28598233879963525, Symbol: AAPL, Reward: -0.23596414241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.179172\n", "Step: 53508, Timestamp: 2023-07-03 16:50:18.806049186, Action: SELL, Price: 187.85678426924693, Shares: 0.10988749146893395, Symbol: AAPL, Reward: -0.6965730412635697, Transaction Cost: 0.5174010412635697, Slippage: 0.0, Time Penalty: 0.179172\n", "Step: 53509, Timestamp: 2023-07-03 16:50:18.806049186, Action: SELL, Price: 192.95195356808648, Shares: 0.23367349416096778, Symbol: AAPL, Reward: -0.20457021820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.179172\n", "Step: 53510, Timestamp: 2023-07-03 16:50:18.806049186, Action: SELL, Price: 195.7201590569689, Shares: 0.22493850097861678, Symbol: AAPL, Reward: -0.29275628482438193, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.179172\n", "Step: 53511, Timestamp: 2023-07-03 16:50:18.806049186, Action: SELL, Price: 201.01062512276204, Shares: 0.16225184782074892, Symbol: AAPL, Reward: -0.2869275139339036, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.179172\n", "Step: 53512, Timestamp: 2023-07-03 16:50:18.806579115, Action: SELL, Price: 195.61873814905175, Shares: 0.2313883194565062, Symbol: AAPL, Reward: -0.5286110464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.169426\n", "Step: 53513, Timestamp: 2023-07-03 16:50:18.806579115, Action: SELL, Price: 190.36788293971986, Shares: 0.08528383695842601, Symbol: AAPL, Reward: -0.3508055575185338, Transaction Cost: 0.18137955751853382, Slippage: 0.0, Time Penalty: 0.169426\n", "Step: 53514, Timestamp: 2023-07-03 16:50:18.807474364, Action: SELL, Price: 188.51491768614264, Shares: 0.3043080446626811, Symbol: AAPL, Reward: -0.43343218204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16945\n", "Step: 53515, Timestamp: 2023-07-03 16:50:19.270663989, Action: SELL, Price: 190.21704003593914, Shares: 0.12208365523495766, Symbol: AAPL, Reward: -0.19933221820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.173934\n", "Step: 53516, Timestamp: 2023-07-03 16:50:19.270663989, Action: SELL, Price: 190.65461539284274, Shares: 0.08001222978302396, Symbol: AAPL, Reward: -0.19933221820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.173934\n", "Step: 53517, Timestamp: 2023-07-03 16:50:19.270663989, Action: SELL, Price: 192.45518890280835, Shares: 0.2491508190488931, Symbol: AAPL, Reward: -0.20985250464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.173934\n", "Step: 53518, Timestamp: 2023-07-03 16:50:19.270663989, Action: SELL, Price: 184.5225894789324, Shares: 0.2686679493527349, Symbol: AAPL, Reward: -0.7418554241219096, Transaction Cost: 0.5679214241219096, Slippage: 0.0, Time Penalty: 0.173934\n", "Step: 53519, Timestamp: 2023-07-03 16:50:19.270663989, Action: SELL, Price: 194.17716522460637, Shares: 0.22764036618184758, Symbol: AAPL, Reward: -0.42791618204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173934\n", "Step: 53520, Timestamp: 2023-07-03 16:50:19.270663989, Action: SELL, Price: 191.06578821989143, Shares: 0.21179115254973122, Symbol: AAPL, Reward: -0.3083287382254709, Transaction Cost: 0.1343947382254709, Slippage: 0.0, Time Penalty: 0.173934\n", "Step: 53521, Timestamp: 2023-07-03 16:50:19.270663989, Action: SELL, Price: 183.26414899281312, Shares: 0.3122695215708987, Symbol: AAPL, Reward: -0.42791618204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173934\n", "Step: 53522, Timestamp: 2023-07-03 16:50:19.270663989, Action: SELL, Price: 200.44247139247082, Shares: 0.3056640974079241, Symbol: AAPL, Reward: -0.5897207515584024, Transaction Cost: 0.41578675155840245, Slippage: 0.0, Time Penalty: 0.173934\n", "Step: 53523, Timestamp: 2023-07-03 16:50:19.270709126, Action: SELL, Price: 198.85702215423166, Shares: 0.3268454215084611, Symbol: AAPL, Reward: -0.4193161820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165334\n", "Step: 53524, Timestamp: 2023-07-03 16:50:19.270949302, Action: SELL, Price: 185.01394857459502, Shares: 0.3085486722794757, Symbol: AAPL, Reward: -0.4185901820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164608\n", "Step: 53525, Timestamp: 2023-07-03 16:50:19.271341059, Action: SELL, Price: 186.79584609157936, Shares: 0.29091990414404445, Symbol: AAPL, Reward: -0.4181961820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164214\n", "Step: 53526, Timestamp: 2023-07-03 16:50:19.271362744, Action: SELL, Price: 194.83178012800397, Shares: 0.20147041567537397, Symbol: AAPL, Reward: -0.46243952234832625, Transaction Cost: 0.29727852234832625, Slippage: 0.0, Time Penalty: 0.165161\n", "Step: 53527, Timestamp: 2023-07-03 16:50:19.271394294, Action: SELL, Price: 190.71379671491113, Shares: 0.1737477231050169, Symbol: AAPL, Reward: -0.6040967232017491, Transaction Cost: 0.4362287232017491, Slippage: 0.0, Time Penalty: 0.167868\n", "Step: 53528, Timestamp: 2023-07-03 16:50:19.271394294, Action: SELL, Price: 192.3469321725034, Shares: 0.10461864531388922, Symbol: AAPL, Reward: -0.29485909102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.167868\n", "Step: 53536, Timestamp: 2023-07-03 16:50:19.403979152, Action: SELL, Price: 183.87262751888838, Shares: 0.2574627977103776, Symbol: AAPL, Reward: -0.2793992848243819, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.165815\n", "Step: 53537, Timestamp: 2023-07-03 16:50:19.403979152, Action: SELL, Price: 200.67877038163797, Shares: 0.1521965221500498, Symbol: AAPL, Reward: -0.39298356964876385, Transaction Cost: 0.22716856964876386, Slippage: 0.0, Time Penalty: 0.165815\n", "Step: 53553, Timestamp: 2023-07-03 16:50:19.763327886, Action: SELL, Price: 198.07086873110086, Shares: 0.1986014130396095, Symbol: AAPL, Reward: -0.7212186031354186, Transaction Cost: 0.5047796031354277, Slippage: 0.009999999999990905, Time Penalty: 0.206439\n", "Step: 53554, Timestamp: 2023-07-03 16:50:19.763328926, Action: SELL, Price: 196.58583111972368, Shares: 0.08351502817629096, Symbol: AAPL, Reward: -0.4440360217578464, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.214081\n", "Step: 53571, Timestamp: 2023-07-03 16:50:20.515966530, Action: SELL, Price: 196.40998430059216, Shares: 0.318247163696578, Symbol: AAPL, Reward: -0.4237091820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169727\n", "Step: 53572, Timestamp: 2023-07-03 16:50:20.515966530, Action: SELL, Price: 197.25230728051136, Shares: 0.10007132333183373, Symbol: AAPL, Reward: -0.2500432180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.169727\n", "Step: 53573, Timestamp: 2023-07-03 16:50:20.515966530, Action: SELL, Price: 193.2116588453412, Shares: 0.1758819653123814, Symbol: AAPL, Reward: -0.3199848852452212, Transaction Cost: 0.15025788524522118, Slippage: 0.0, Time Penalty: 0.169727\n", "Step: 53574, Timestamp: 2023-07-03 16:50:20.515966530, Action: SELL, Price: 184.08630714387348, Shares: 0.2768311435448537, Symbol: AAPL, Reward: -0.4456222692209334, Transaction Cost: 0.2758952692209334, Slippage: 0.0, Time Penalty: 0.169727\n", "Step: 53575, Timestamp: 2023-07-03 16:50:20.515966530, Action: SELL, Price: 190.29324385157878, Shares: 0.28231689023198114, Symbol: AAPL, Reward: -0.4237091820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169727\n", "Step: 53576, Timestamp: 2023-07-03 16:50:20.530071840, Action: SELL, Price: 183.13362831697108, Shares: 0.306923164538213, Symbol: AAPL, Reward: -0.29555609102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.168565\n", "Step: 53577, Timestamp: 2023-07-03 16:50:20.530071840, Action: SELL, Price: 199.11732807911756, Shares: 0.19848378569982275, Symbol: AAPL, Reward: -0.3291974360710894, Transaction Cost: 0.16063243607108943, Slippage: 0.0, Time Penalty: 0.168565\n", "Step: 53578, Timestamp: 2023-07-03 16:50:20.530928255, Action: SELL, Price: 200.97496958008563, Shares: 0.27225824469760174, Symbol: AAPL, Reward: -0.3626797522572041, Transaction Cost: 0.1967337522572041, Slippage: 0.0, Time Penalty: 0.165946\n", "Step: 53579, Timestamp: 2023-07-03 16:50:20.530928255, Action: SELL, Price: 199.32103482012954, Shares: 0.33185667105156413, Symbol: AAPL, Reward: -0.3400674114743097, Transaction Cost: 0.17412141147430968, Slippage: 0.0, Time Penalty: 0.165946\n", "Step: 53580, Timestamp: 2023-07-03 16:50:20.533284316, Action: SELL, Price: 186.85747592758767, Shares: 0.1586904000737111, Symbol: AAPL, Reward: -0.37776474563440354, Transaction Cost: 0.2031857456344126, Slippage: 0.009999999999990905, Time Penalty: 0.164579\n", "Step: 53581, Timestamp: 2023-07-03 16:50:20.998352940, Action: SELL, Price: 189.57930667106837, Shares: 0.12616851842843882, Symbol: AAPL, Reward: -0.2461422180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.165826\n", "Step: 53582, Timestamp: 2023-07-03 16:50:20.998352940, Action: SELL, Price: 197.74951213281525, Shares: 0.0725542259754509, Symbol: AAPL, Reward: -0.40677465410663416, Transaction Cost: 0.24094865410663419, Slippage: 0.0, Time Penalty: 0.165826\n", "Step: 53583, Timestamp: 2023-07-03 16:50:21.187654727, Action: SELL, Price: 200.80389236985795, Shares: 0.20908101996961279, Symbol: AAPL, Reward: -0.5689560464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.199771\n", "Step: 53584, Timestamp: 2023-07-03 16:50:21.187654727, Action: SELL, Price: 195.06086704840882, Shares: 0.17617313058139059, Symbol: AAPL, Reward: -0.5689560464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.199771\n", "Step: 53590, Timestamp: 2023-07-03 16:50:21.480624381, Action: BUY, Price: 188.477321057725, Shares: 0.1368361189671075, Symbol: AAPL, Reward: -0.392337021757851, Transaction Cost: 0.21995502175785553, Slippage: 0.0049999999999954525, Time Penalty: 0.167382\n", "Step: 53600, Timestamp: 2023-07-03 16:50:21.480624381, Action: SELL, Price: 182.92514727671784, Shares: 0.07446638546200296, Symbol: AAPL, Reward: -0.4739267704904424, Transaction Cost: 0.30051577049044237, Slippage: 0.0, Time Penalty: 0.173411\n", "Step: 53601, Timestamp: 2023-07-03 16:50:21.480624381, Action: SELL, Price: 194.79624761397974, Shares: 0.18950668853594857, Symbol: AAPL, Reward: -0.2649855780410323, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.173411\n", "Step: 53602, Timestamp: 2023-07-03 16:50:21.480624381, Action: SELL, Price: 193.74974581622988, Shares: 0.09075236194220364, Symbol: AAPL, Reward: -0.4273931820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173411\n", "Step: 53603, Timestamp: 2023-07-03 16:50:21.480624381, Action: SELL, Price: 188.3459178176978, Shares: 0.18302521596741095, Symbol: AAPL, Reward: -0.4516345406186866, Transaction Cost: 0.27822354061868654, Slippage: 0.0, Time Penalty: 0.173411\n", "Step: 53604, Timestamp: 2023-07-03 16:50:21.480624381, Action: SELL, Price: 183.50485250974515, Shares: 0.22461934998355806, Symbol: AAPL, Reward: -0.5325960464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.173411\n", "Step: 53605, Timestamp: 2023-07-03 16:50:21.480624381, Action: SELL, Price: 187.3239980655761, Shares: 0.23012283195715505, Symbol: AAPL, Reward: -0.3701447522572041, Transaction Cost: 0.1967337522572041, Slippage: 0.0, Time Penalty: 0.173411\n", "Step: 53608, Timestamp: 2023-07-03 16:50:21.822503085, Action: BUY, Price: 196.99137040062453, Shares: 0.31669619037445923, Symbol: AAPL, Reward: -0.42500318204301124, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.166021\n", "Step: 53609, Timestamp: 2023-07-03 16:50:21.822503085, Action: BUY, Price: 191.60488063582386, Shares: 0.23413730189968296, Symbol: AAPL, Reward: -0.8798770696251287, Transaction Cost: 0.7038560696251378, Slippage: 0.009999999999990905, Time Penalty: 0.166021\n", "Step: 53610, Timestamp: 2023-07-03 16:50:22.308380202, Action: BUY, Price: 192.991191871873, Shares: 0.2491483326695581, Symbol: AAPL, Reward: -0.22617414241218642, Transaction Cost: 0.056792142412190966, Slippage: 0.0049999999999954525, Time Penalty: 0.164382\n", "Step: 53611, Timestamp: 2023-07-03 16:50:22.419803484, Action: BUY, Price: 190.74898311005725, Shares: 0.3410143660685066, Symbol: AAPL, Reward: -0.4243981820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165416\n", "Step: 53623, Timestamp: 2023-07-03 16:50:28.008495972, Action: SELL, Price: 185.8211917324495, Shares: 0.3315397475996016, Symbol: AAPL, Reward: -0.46954318204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.205561\n", "Step: 53624, Timestamp: 2023-07-03 16:50:28.008495972, Action: SELL, Price: 183.41123458735666, Shares: 0.24992003551601794, Symbol: AAPL, Reward: -0.5279990466398925, Transaction Cost: 0.30583504663990163, Slippage: 0.009999999999990905, Time Penalty: 0.212164\n", "Step: 53625, Timestamp: 2023-07-03 16:50:28.008654139, Action: SELL, Price: 185.5643064835382, Shares: 0.16536372987544876, Symbol: AAPL, Reward: -0.46097618204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.196994\n", "Step: 53632, Timestamp: 2023-07-03 16:50:29.327591279, Action: SELL, Price: 186.95257438156585, Shares: 0.29622703102710096, Symbol: AAPL, Reward: -0.23529367497640571, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.173081\n", "Step: 53633, Timestamp: 2023-07-03 16:50:29.327591279, Action: SELL, Price: 184.75297040684305, Shares: 0.2373049858211043, Symbol: AAPL, Reward: -0.1984792182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.173081\n", "Step: 53634, Timestamp: 2023-07-03 16:50:29.327591279, Action: SELL, Price: 182.98935781090105, Shares: 0.1020801313468611, Symbol: AAPL, Reward: -0.318982655585053, Transaction Cost: 0.145901655585053, Slippage: 0.0, Time Penalty: 0.173081\n", "Step: 53635, Timestamp: 2023-07-03 16:50:31.859224726, Action: SELL, Price: 201.89696576655606, Shares: 0.09266351355932494, Symbol: AAPL, Reward: -0.4236951820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164713\n", "Step: 53636, Timestamp: 2023-07-03 16:50:31.863111765, Action: SELL, Price: 186.04417499353207, Shares: 0.29176280271945726, Symbol: AAPL, Reward: -0.5170108544731367, Transaction Cost: 0.3407528544731458, Slippage: 0.009999999999990905, Time Penalty: 0.166258\n", "Step: 53637, Timestamp: 2023-07-03 16:50:31.863282552, Action: SELL, Price: 197.22192028610522, Shares: 0.3459455796263334, Symbol: AAPL, Reward: -0.2920702848243728, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.168486\n", "Step: 53638, Timestamp: 2023-07-03 16:50:31.863282552, Action: SELL, Price: 193.8877859169581, Shares: 0.08076081368461752, Symbol: AAPL, Reward: -0.43246818204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168486\n", "Step: 53639, Timestamp: 2023-07-03 16:50:31.863282552, Action: SELL, Price: 198.1272829237511, Shares: 0.07541029122534068, Symbol: AAPL, Reward: -0.23527814241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.168486\n", "Step: 53640, Timestamp: 2023-07-03 16:50:31.863282552, Action: SELL, Price: 195.4841433489142, Shares: 0.1506054557756811, Symbol: AAPL, Reward: -1.0069508062424337, Transaction Cost: 0.8284648062424428, Slippage: 0.009999999999990905, Time Penalty: 0.168486\n", "Step: 53641, Timestamp: 2023-07-03 16:50:31.863315127, Action: SELL, Price: 188.84173694064697, Shares: 0.08048877207146073, Symbol: AAPL, Reward: -0.7642182631089363, Transaction Cost: 0.5880112631089454, Slippage: 0.009999999999990905, Time Penalty: 0.166207\n", "Step: 53662, Timestamp: 2023-07-03 16:50:39.532924839, Action: BUY, Price: 199.09278047930601, Shares: 0.15993168106889386, Symbol: AAPL, Reward: -0.43823618204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174254\n", "Step: 53665, Timestamp: 2023-07-03 16:50:39.532950524, Action: BUY, Price: 186.3185188770001, Shares: 0.34956454297325035, Symbol: AAPL, Reward: -0.4323661820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168384\n", "Step: 53666, Timestamp: 2023-07-03 16:50:39.533791003, Action: BUY, Price: 183.90341694462666, Shares: 0.31600038748625053, Symbol: AAPL, Reward: -0.4233761820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164394\n", "Step: 53667, Timestamp: 2023-07-03 16:50:43.021020113, Action: BUY, Price: 193.40519040185313, Shares: 0.17281432951486111, Symbol: AAPL, Reward: -0.34747228482437287, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.223888\n", "Step: 53668, Timestamp: 2023-07-03 16:50:43.021020113, Action: BUY, Price: 190.62831808366244, Shares: 0.08884780727841238, Symbol: AAPL, Reward: -0.3904531319490491, Transaction Cost: 0.15656513194905822, Slippage: 0.009999999999990905, Time Penalty: 0.223888\n", "Step: 53669, Timestamp: 2023-07-03 16:50:43.021020113, Action: BUY, Price: 184.72142665888822, Shares: 0.22532400706280092, Symbol: AAPL, Reward: -0.2846844364085941, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.223888\n", "Step: 53670, Timestamp: 2023-07-03 16:50:43.021619522, Action: BUY, Price: 183.2495426758207, Shares: 0.12619713365808535, Symbol: AAPL, Reward: -0.3622888852452121, Transaction Cost: 0.15025788524522118, Slippage: 0.009999999999990905, Time Penalty: 0.202031\n", "Step: 53671, Timestamp: 2023-07-03 16:50:43.021619522, Action: BUY, Price: 190.99835849780314, Shares: 0.34759427222883443, Symbol: AAPL, Reward: -0.4319860217578464, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.202031\n", "Step: 53672, Timestamp: 2023-07-03 16:50:43.021619522, Action: BUY, Price: 196.27173170977923, Shares: 0.25394135180810856, Symbol: AAPL, Reward: -0.48082047645093273, Transaction Cost: 0.2687894764509418, Slippage: 0.009999999999990905, Time Penalty: 0.202031\n", "Step: 53673, Timestamp: 2023-07-03 16:50:43.021619522, Action: BUY, Price: 192.22964000708285, Shares: 0.33601442593477643, Symbol: AAPL, Reward: -0.27922836911272636, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.202031\n", "Step: 53674, Timestamp: 2023-07-03 16:50:43.021619522, Action: BUY, Price: 189.60525088611027, Shares: 0.2883772777398554, Symbol: AAPL, Reward: -0.4660131820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.202031\n", "Step: 53675, Timestamp: 2023-07-03 16:50:43.021619522, Action: BUY, Price: 193.8424036668911, Shares: 0.17613559363873924, Symbol: AAPL, Reward: -0.6519410435157019, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.202031\n", "Step: 53676, Timestamp: 2023-07-03 16:50:43.025322667, Action: BUY, Price: 198.641961824999, Shares: 0.14026776322446236, Symbol: AAPL, Reward: -0.43537218204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17139\n", "Step: 53677, Timestamp: 2023-07-03 16:50:43.025322667, Action: BUY, Price: 195.16105158004112, Shares: 0.1456744128666159, Symbol: AAPL, Reward: -0.43537218204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17139\n", "Step: 53678, Timestamp: 2023-07-03 16:50:43.243096268, Action: BUY, Price: 190.72275257071234, Shares: 0.13947514620252996, Symbol: AAPL, Reward: -0.3291728852452405, Transaction Cost: 0.15025788524522118, Slippage: 0.010000000000019327, Time Penalty: 0.168915\n", "Step: 53679, Timestamp: 2023-07-03 16:50:43.243096268, Action: BUY, Price: 199.15911110866296, Shares: 0.28341122456947176, Symbol: AAPL, Reward: -0.2507520092892884, Transaction Cost: 0.07183700928926906, Slippage: 0.010000000000019327, Time Penalty: 0.168915\n", "Step: 53680, Timestamp: 2023-07-03 16:50:43.243096268, Action: BUY, Price: 193.50909561305363, Shares: 0.228892148633544, Symbol: AAPL, Reward: -0.34351426638368, Transaction Cost: 0.16459926638366065, Slippage: 0.010000000000019327, Time Penalty: 0.168915\n", "Step: 53681, Timestamp: 2023-07-03 16:50:43.243124840, Action: BUY, Price: 190.5775701258842, Shares: 0.31293293991347626, Symbol: AAPL, Reward: -0.4671314002473367, Transaction Cost: 0.27938040024731736, Slippage: 0.010000000000019327, Time Penalty: 0.177751\n", "Step: 53682, Timestamp: 2023-07-03 16:50:43.243124840, Action: BUY, Price: 190.91164118594457, Shares: 0.14416538401216322, Symbol: AAPL, Reward: -0.4417331820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.177751\n", "Step: 53683, Timestamp: 2023-07-03 16:50:43.243124840, Action: BUY, Price: 182.84313356974457, Shares: 0.10622638499403132, Symbol: AAPL, Reward: -0.4417331820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.177751\n", "Step: 53684, Timestamp: 2023-07-03 16:50:43.243124840, Action: BUY, Price: 185.31307376270595, Shares: 0.2721578236585868, Symbol: AAPL, Reward: -0.4417331820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.177751\n", "Step: 53685, Timestamp: 2023-07-03 16:50:43.243124840, Action: BUY, Price: 199.61848371269667, Shares: 0.15520190985178745, Symbol: AAPL, Reward: -0.2131492182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.177751\n", "Step: 53686, Timestamp: 2023-07-03 16:50:43.243124840, Action: BUY, Price: 183.37747028464116, Shares: 0.27548799861059076, Symbol: AAPL, Reward: -0.3221457382254902, Transaction Cost: 0.1343947382254709, Slippage: 0.010000000000019327, Time Penalty: 0.177751\n", "Step: 53687, Timestamp: 2023-07-03 16:50:43.243124840, Action: BUY, Price: 186.16625150189503, Shares: 0.134085633332306, Symbol: AAPL, Reward: -0.5469360464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.177751\n", "Step: 53688, Timestamp: 2023-07-03 16:50:43.375262501, Action: BUY, Price: 199.71783170162897, Shares: 0.31618420423374016, Symbol: AAPL, Reward: -0.3327263300294547, Transaction Cost: 0.15449133002946377, Slippage: 0.009999999999990905, Time Penalty: 0.168235\n", "Step: 53689, Timestamp: 2023-07-03 16:50:43.375262501, Action: BUY, Price: 191.90545408312704, Shares: 0.10171523364340906, Symbol: AAPL, Reward: -0.374968752257195, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.168235\n", "Step: 53690, Timestamp: 2023-07-03 16:50:43.375262501, Action: BUY, Price: 190.68483487421162, Shares: 0.27387542182762964, Symbol: AAPL, Reward: -0.43221718204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168235\n", "Step: 53691, Timestamp: 2023-07-03 16:50:44.031706844, Action: BUY, Price: 198.0243334852415, Shares: 0.0877371603215407, Symbol: AAPL, Reward: -0.41914118204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165159\n", "Step: 53692, Timestamp: 2023-07-03 16:50:44.042448807, Action: BUY, Price: 186.3886388666389, Shares: 0.24445180104338626, Symbol: AAPL, Reward: -0.2988827382254709, Transaction Cost: 0.1343947382254709, Slippage: 0.0, Time Penalty: 0.164488\n", "Step: 53693, Timestamp: 2023-07-03 16:50:44.042493754, Action: BUY, Price: 200.98425075701874, Shares: 0.1176533364529503, Symbol: AAPL, Reward: -0.3843010278678072, Transaction Cost: 0.21551102786780715, Slippage: 0.0, Time Penalty: 0.16879\n", "Step: 53694, Timestamp: 2023-07-03 16:50:44.042493754, Action: BUY, Price: 190.875749910848, Shares: 0.32621328671161, Symbol: AAPL, Reward: -0.5279750464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.16879\n", "Step: 53695, Timestamp: 2023-07-03 16:50:44.042493754, Action: BUY, Price: 198.1585919856432, Shares: 0.1162162306473372, Symbol: AAPL, Reward: -0.24910621803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.16879\n", "Step: 53696, Timestamp: 2023-07-03 16:50:44.042493754, Action: BUY, Price: 191.83253934500937, Shares: 0.3049106192091886, Symbol: AAPL, Reward: -0.3655237522572041, Transaction Cost: 0.1967337522572041, Slippage: 0.0, Time Penalty: 0.16879\n", "Step: 53697, Timestamp: 2023-07-03 16:50:44.042493754, Action: BUY, Price: 182.81098335747762, Shares: 0.07663447196354194, Symbol: AAPL, Reward: -0.42277218204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16879\n", "Step: 53698, Timestamp: 2023-07-03 16:50:44.042493754, Action: BUY, Price: 189.26987238397425, Shares: 0.1040460648257682, Symbol: AAPL, Reward: -0.3333892663836606, Transaction Cost: 0.16459926638366065, Slippage: 0.0, Time Penalty: 0.16879\n", "Step: 53699, Timestamp: 2023-07-03 16:50:44.044131665, Action: BUY, Price: 196.3309662380541, Shares: 0.06741257282856539, Symbol: AAPL, Reward: -0.5352270464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.166042\n", "Step: 53700, Timestamp: 2023-07-03 16:50:44.044131665, Action: BUY, Price: 194.06052505886498, Shares: 0.21922113489334688, Symbol: AAPL, Reward: -0.43002418204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166042\n", "Step: 53701, Timestamp: 2023-07-03 16:50:44.044131665, Action: BUY, Price: 201.7983403383045, Shares: 0.17334571537505475, Symbol: AAPL, Reward: -0.3464184272365638, Transaction Cost: 0.1703764272365729, Slippage: 0.009999999999990905, Time Penalty: 0.166042\n", "Step: 53705, Timestamp: 2023-07-03 16:50:44.301730082, Action: SELL, Price: 182.88102067329598, Shares: 0.1479375102754077, Symbol: AAPL, Reward: -0.3656077522572041, Transaction Cost: 0.1967337522572041, Slippage: 0.0, Time Penalty: 0.168874\n", "Step: 53706, Timestamp: 2023-07-03 16:50:44.301730082, Action: SELL, Price: 198.20858627327823, Shares: 0.19284347873478622, Symbol: AAPL, Reward: -0.4228561820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168874\n", "Step: 53707, Timestamp: 2023-07-03 16:50:44.301730082, Action: SELL, Price: 196.9454725083679, Shares: 0.30918362317058884, Symbol: AAPL, Reward: -0.3254391319490582, Transaction Cost: 0.15656513194905822, Slippage: 0.0, Time Penalty: 0.168874\n", "Step: 53708, Timestamp: 2023-07-03 16:50:45.444271629, Action: SELL, Price: 197.1289971858576, Shares: 0.2678507590649648, Symbol: AAPL, Reward: -0.38803910733822566, Transaction Cost: 0.20159210733820634, Slippage: 0.010000000000019327, Time Penalty: 0.176447\n", "Step: 53709, Timestamp: 2023-07-03 16:50:45.444271629, Action: SELL, Price: 189.62328533318268, Shares: 0.13022465759653684, Symbol: AAPL, Reward: -0.3409383300294831, Transaction Cost: 0.15449133002946377, Slippage: 0.010000000000019327, Time Penalty: 0.176447\n", "Step: 53710, Timestamp: 2023-07-03 16:50:45.459830362, Action: SELL, Price: 187.00944328752357, Shares: 0.18302771899345138, Symbol: AAPL, Reward: -0.19031021820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164912\n", "Step: 53711, Timestamp: 2023-07-03 16:50:45.463055176, Action: SELL, Price: 195.4688392870473, Shares: 0.1592544355252171, Symbol: AAPL, Reward: -0.255964218035564, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.165648\n", "Step: 53712, Timestamp: 2023-07-03 16:50:46.219841526, Action: SELL, Price: 183.39279490191382, Shares: 0.11522410563217401, Symbol: AAPL, Reward: -0.35110081951924044, Transaction Cost: 0.1849018195192404, Slippage: 0.0, Time Penalty: 0.166199\n", "Step: 53713, Timestamp: 2023-07-03 16:50:46.219841526, Action: SELL, Price: 195.51548797123857, Shares: 0.20760720355847703, Symbol: AAPL, Reward: -0.3545572274216669, Transaction Cost: 0.18835822742166689, Slippage: 0.0, Time Penalty: 0.166199\n", "Step: 53714, Timestamp: 2023-07-03 16:50:47.306104881, Action: SELL, Price: 188.78613968827466, Shares: 0.18279940849369603, Symbol: AAPL, Reward: -0.3806094454114472, Transaction Cost: 0.21097344541145174, Slippage: 0.0049999999999954525, Time Penalty: 0.164636\n", "Step: 53715, Timestamp: 2023-07-03 16:50:47.306433788, Action: SELL, Price: 196.3566585606706, Shares: 0.2925449860040526, Symbol: AAPL, Reward: -0.4234501820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164468\n", "Step: 53716, Timestamp: 2023-07-03 16:50:48.553058030, Action: SELL, Price: 190.92958434222933, Shares: 0.21769590850828546, Symbol: AAPL, Reward: -0.42393518204301117, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164953\n", "Step: 53717, Timestamp: 2023-07-03 16:50:49.934057976, Action: SELL, Price: 200.08176595612, Shares: 0.2583266113095526, Symbol: AAPL, Reward: -0.36651952743010197, Transaction Cost: 0.17778752743011103, Slippage: 0.009999999999990905, Time Penalty: 0.178732\n", "Step: 53718, Timestamp: 2023-07-03 16:50:49.934455306, Action: SELL, Price: 193.8302514190194, Shares: 0.1989752807237527, Symbol: AAPL, Reward: -0.48528138298969553, Transaction Cost: 0.2862233829897046, Slippage: 0.009999999999990905, Time Penalty: 0.189058\n", "Step: 53719, Timestamp: 2023-07-03 16:50:49.934455306, Action: SELL, Price: 191.60017368168533, Shares: 0.2460767311131062, Symbol: AAPL, Reward: -0.35562313194904915, Transaction Cost: 0.15656513194905822, Slippage: 0.009999999999990905, Time Penalty: 0.189058\n", "Step: 53720, Timestamp: 2023-07-03 16:50:49.934455306, Action: SELL, Price: 183.5403175153073, Shares: 0.20375682362774533, Symbol: AAPL, Reward: -0.23497650464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.189058\n", "Step: 53721, Timestamp: 2023-07-03 16:50:49.934455306, Action: SELL, Price: 200.98615366498848, Shares: 0.32101034299766734, Symbol: AAPL, Reward: -0.34273201857852903, Transaction Cost: 0.14367401857853812, Slippage: 0.009999999999990905, Time Penalty: 0.189058\n", "Step: 53722, Timestamp: 2023-07-03 16:50:49.934455306, Action: SELL, Price: 183.96338893936198, Shares: 0.3254497347800733, Symbol: AAPL, Reward: -0.27089500928925997, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.189058\n", "Step: 53723, Timestamp: 2023-07-03 16:50:49.934455306, Action: SELL, Price: 183.88674179619156, Shares: 0.06935408650749829, Symbol: AAPL, Reward: -0.45304018204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.189058\n", "Step: 53749, Timestamp: 2023-07-03 16:50:59.026620741, Action: BUY, Price: 191.00639080154116, Shares: 0.18762281091804794, Symbol: AAPL, Reward: -0.42183518204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167853\n", "Step: 53751, Timestamp: 2023-07-03 16:50:59.187896644, Action: SELL, Price: 205.3610504050892, Shares: 0.34227955898936935, Symbol: AAPL, Reward: -0.47847526389811645, Transaction Cost: 0.31313026389811643, Slippage: 0.0, Time Penalty: 0.165345\n", "Step: 53752, Timestamp: 2023-07-03 16:50:59.187937386, Action: SELL, Price: 185.2079670848719, Shares: 0.25555895070805656, Symbol: AAPL, Reward: -0.4519977120609548, Transaction Cost: 0.2839607120609548, Slippage: 0.0, Time Penalty: 0.168037\n", "Step: 53753, Timestamp: 2023-07-03 16:50:59.187937386, Action: SELL, Price: 199.58441589996238, Shares: 0.17585662976613828, Symbol: AAPL, Reward: -0.19343521820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.168037\n", "Step: 53754, Timestamp: 2023-07-03 16:50:59.187937386, Action: SELL, Price: 183.29790487419348, Shares: 0.2731904804690512, Symbol: AAPL, Reward: -0.607947043515711, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.168037\n", "Step: 53755, Timestamp: 2023-07-03 16:50:59.187937386, Action: SELL, Price: 194.94581603869807, Shares: 0.15958711060432915, Symbol: AAPL, Reward: -0.23987400928926905, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.168037\n", "Step: 53756, Timestamp: 2023-07-03 16:50:59.187940680, Action: SELL, Price: 201.72064106212767, Shares: 0.21728848651209837, Symbol: AAPL, Reward: -0.5364570464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.167272\n", "Step: 53757, Timestamp: 2023-07-03 16:50:59.188414299, Action: SELL, Price: 195.79930142665182, Shares: 0.22265221978742564, Symbol: AAPL, Reward: -0.4295861820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165604\n", "Step: 53758, Timestamp: 2023-07-03 16:50:59.188414299, Action: SELL, Price: 188.77003771585063, Shares: 0.2914004515809722, Symbol: AAPL, Reward: -0.4295861820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165604\n", "Step: 53759, Timestamp: 2023-07-03 16:50:59.727906612, Action: SELL, Price: 183.0613266733796, Shares: 0.320479325794684, Symbol: AAPL, Reward: -0.42619018204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172208\n", "Step: 53760, Timestamp: 2023-07-03 16:50:59.727906612, Action: SELL, Price: 193.28069585052833, Shares: 0.34547357710906, Symbol: AAPL, Reward: -0.42619018204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172208\n", "Step: 53761, Timestamp: 2023-07-03 16:50:59.727906612, Action: SELL, Price: 194.3813449585249, Shares: 0.08139448753695508, Symbol: AAPL, Reward: -0.42619018204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172208\n", "Step: 53762, Timestamp: 2023-07-03 16:50:59.727906612, Action: SELL, Price: 199.4704431902205, Shares: 0.12995972586768312, Symbol: AAPL, Reward: -0.2829162664985456, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.172208\n", "Step: 53763, Timestamp: 2023-07-03 16:50:59.727906612, Action: SELL, Price: 193.65892291314623, Shares: 0.19473441135973776, Symbol: AAPL, Reward: -0.42619018204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172208\n", "Step: 53764, Timestamp: 2023-07-03 16:50:59.730644386, Action: SELL, Price: 185.43215199028563, Shares: 0.3447825942217574, Symbol: AAPL, Reward: -0.35081702492921707, Transaction Cost: 0.1866380249292171, Slippage: 0.0, Time Penalty: 0.164179\n", "Step: 53765, Timestamp: 2023-07-03 16:50:59.730649419, Action: SELL, Price: 185.0194215868832, Shares: 0.1187545543198769, Symbol: AAPL, Reward: -0.3011760910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.164185\n", "Step: 53766, Timestamp: 2023-07-03 16:50:59.730819842, Action: SELL, Price: 193.62826089631145, Shares: 0.11058701489003032, Symbol: AAPL, Reward: -0.3275393092258003, Transaction Cost: 0.15238930922580946, Slippage: 0.009999999999990905, Time Penalty: 0.16515\n", "Step: 53767, Timestamp: 2023-07-03 16:50:59.730819842, Action: SELL, Price: 189.33493398622736, Shares: 0.10600676610845032, Symbol: AAPL, Reward: -0.3021410910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.16515\n", "Step: 53768, Timestamp: 2023-07-03 16:50:59.934888929, Action: SELL, Price: 191.8546576853104, Shares: 0.10808146433494475, Symbol: AAPL, Reward: -0.4749040466399016, Transaction Cost: 0.30583504663990163, Slippage: 0.0, Time Penalty: 0.169069\n", "Step: 53769, Timestamp: 2023-07-03 16:50:59.934888929, Action: SELL, Price: 189.66927197309508, Shares: 0.0823820940343751, Symbol: AAPL, Reward: -0.19446721820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169069\n", "Step: 53770, Timestamp: 2023-07-03 16:50:59.934888929, Action: SELL, Price: 191.0745412937634, Shares: 0.33298700904961087, Symbol: AAPL, Reward: -0.4230511820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169069\n", "Step: 53771, Timestamp: 2023-07-03 16:50:59.934888929, Action: SELL, Price: 186.33605965027365, Shares: 0.31835132460888393, Symbol: AAPL, Reward: -0.3658027522572041, Transaction Cost: 0.1967337522572041, Slippage: 0.0, Time Penalty: 0.169069\n", "Step: 53772, Timestamp: 2023-07-03 16:50:59.934888929, Action: SELL, Price: 194.8213710724695, Shares: 0.19776779869710903, Symbol: AAPL, Reward: -0.42616318204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172181\n", "Step: 53773, Timestamp: 2023-07-03 16:50:59.934888929, Action: SELL, Price: 200.31456040480492, Shares: 0.07692259616759803, Symbol: AAPL, Reward: -0.42616318204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172181\n", "Step: 53774, Timestamp: 2023-07-03 16:50:59.934888929, Action: SELL, Price: 186.60573951892474, Shares: 0.3684739425242892, Symbol: AAPL, Reward: -0.42616318204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172181\n", "Step: 53775, Timestamp: 2023-07-03 16:50:59.934888929, Action: SELL, Price: 195.50424257461856, Shares: 0.12445745861585165, Symbol: AAPL, Reward: -0.42616318204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172181\n", "Step: 53776, Timestamp: 2023-07-03 16:50:59.934888929, Action: SELL, Price: 195.08832385534956, Shares: 0.12493900306152925, Symbol: AAPL, Reward: -0.2966063499528114, Transaction Cost: 0.12442534995281139, Slippage: 0.0, Time Penalty: 0.172181\n", "Step: 53782, Timestamp: 2023-07-03 16:51:00.542947590, Action: BUY, Price: 204.9435133614415, Shares: 0.2199421359044797, Symbol: AAPL, Reward: -0.43021018204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166228\n", "Step: 53783, Timestamp: 2023-07-03 16:51:01.208974230, Action: BUY, Price: 197.49541887498054, Shares: 0.3304941232997118, Symbol: AAPL, Reward: -0.26120643075502137, Transaction Cost: 0.09503143075502138, Slippage: 0.0, Time Penalty: 0.166175\n", "Step: 53784, Timestamp: 2023-07-03 16:51:01.208974230, Action: BUY, Price: 196.379764295773, Shares: 0.22763387935229734, Symbol: AAPL, Reward: -0.5850531454352829, Transaction Cost: 0.41887814543528284, Slippage: 0.0, Time Penalty: 0.166175\n", "Step: 53803, Timestamp: 2023-07-03 16:51:06.859304160, Action: BUY, Price: 197.20421524449057, Shares: 0.31717511914554775, Symbol: AAPL, Reward: -0.21024621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174848\n", "Step: 53804, Timestamp: 2023-07-03 16:51:06.859304160, Action: BUY, Price: 191.60046191281975, Shares: 0.32945963572273473, Symbol: AAPL, Reward: -0.21024621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174848\n", "Step: 53805, Timestamp: 2023-07-03 16:51:06.859304160, Action: BUY, Price: 193.34710260816595, Shares: 0.13562230814780238, Symbol: AAPL, Reward: -0.21024621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174848\n", "Step: 53806, Timestamp: 2023-07-03 16:51:06.859304160, Action: BUY, Price: 190.6693928790686, Shares: 0.1581624554391031, Symbol: AAPL, Reward: -0.21024621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174848\n", "Step: 53807, Timestamp: 2023-07-03 16:51:06.859304160, Action: BUY, Price: 187.33001441809935, Shares: 0.1456188169559462, Symbol: AAPL, Reward: -0.21024621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174848\n", "Step: 53808, Timestamp: 2023-07-03 16:51:06.859304160, Action: BUY, Price: 190.79605543505792, Shares: 0.12511022169221697, Symbol: AAPL, Reward: -0.21024621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174848\n", "Step: 53809, Timestamp: 2023-07-03 16:51:06.859304160, Action: BUY, Price: 184.90048155899, Shares: 0.24972572007554517, Symbol: AAPL, Reward: -0.21024621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174848\n", "Step: 53823, Timestamp: 2023-07-03 16:51:06.865203612, Action: BUY, Price: 204.8439339260104, Shares: 0.1122855162958878, Symbol: AAPL, Reward: -0.38078698151059853, Transaction Cost: 0.20476698151060765, Slippage: 0.009999999999990905, Time Penalty: 0.16602\n", "Step: 53824, Timestamp: 2023-07-03 16:51:06.870813428, Action: BUY, Price: 186.9080077152996, Shares: 0.15737218222165972, Symbol: AAPL, Reward: -0.42326218204301125, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.16428\n", "Step: 53825, Timestamp: 2023-07-03 16:51:06.871383424, Action: BUY, Price: 195.22895311156637, Shares: 0.07706615300862686, Symbol: AAPL, Reward: -0.2520176546128956, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.165823\n", "Step: 53826, Timestamp: 2023-07-03 16:51:06.871383855, Action: BUY, Price: 200.69340909656324, Shares: 0.11980154715791005, Symbol: AAPL, Reward: -0.2998173499528023, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.165392\n", "Step: 53827, Timestamp: 2023-07-03 16:51:06.871420333, Action: BUY, Price: 200.15991616657695, Shares: 0.07529978066100962, Symbol: AAPL, Reward: -0.42328118204301124, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164299\n", "Step: 53828, Timestamp: 2023-07-03 16:51:06.963198539, Action: BUY, Price: 194.78605071069668, Shares: 0.28926078297823704, Symbol: AAPL, Reward: -0.3467847202544757, Transaction Cost: 0.16847272025448481, Slippage: 0.009999999999990905, Time Penalty: 0.168312\n", "Step: 53829, Timestamp: 2023-07-03 16:51:06.963198539, Action: BUY, Price: 197.18752985105888, Shares: 0.17359916832137454, Symbol: AAPL, Reward: -0.20371021820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168312\n", "Step: 53830, Timestamp: 2023-07-03 16:51:06.963198539, Action: BUY, Price: 191.36574248390403, Shares: 0.17618661463818108, Symbol: AAPL, Reward: -0.34093994657156257, Transaction Cost: 0.16262794657157165, Slippage: 0.009999999999990905, Time Penalty: 0.168312\n", "Step: 53831, Timestamp: 2023-07-03 16:51:06.963198539, Action: BUY, Price: 183.58631232221276, Shares: 0.13916322983152976, Symbol: AAPL, Reward: -0.2733434307550123, Transaction Cost: 0.09503143075502138, Slippage: 0.009999999999990905, Time Penalty: 0.168312\n", "Step: 53832, Timestamp: 2023-07-03 16:51:06.963226201, Action: BUY, Price: 193.3919430486686, Shares: 0.31164687179506556, Symbol: AAPL, Reward: -0.4120933860920377, Transaction Cost: 0.23553338609204677, Slippage: 0.009999999999990905, Time Penalty: 0.16656\n", "Step: 53833, Timestamp: 2023-07-03 16:51:06.963226201, Action: BUY, Price: 195.87634763612667, Shares: 0.1134936485488554, Symbol: AAPL, Reward: -0.2019582182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16656\n", "Step: 53834, Timestamp: 2023-07-03 16:51:06.963226201, Action: BUY, Price: 184.37607323587338, Shares: 0.24619250569019627, Symbol: AAPL, Reward: -0.28726826649853654, Transaction Cost: 0.11070826649854565, Slippage: 0.009999999999990905, Time Penalty: 0.16656\n", "Step: 53835, Timestamp: 2023-07-03 16:51:07.004811780, Action: BUY, Price: 191.99346678676372, Shares: 0.10717420790323937, Symbol: AAPL, Reward: -0.5346540464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.165469\n", "Step: 53836, Timestamp: 2023-07-03 16:51:09.548270904, Action: BUY, Price: 200.55280494996964, Shares: 0.3168685857257881, Symbol: AAPL, Reward: -0.4259631820430396, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.166981\n", "Step: 53837, Timestamp: 2023-07-03 16:51:09.548270904, Action: BUY, Price: 200.443498615877, Shares: 0.19765805712574105, Symbol: AAPL, Reward: -0.5361660464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.166981\n", "Step: 53838, Timestamp: 2023-07-03 16:51:09.548270904, Action: BUY, Price: 187.3369221724882, Shares: 0.27926136541114066, Symbol: AAPL, Reward: -0.5528403059401227, Transaction Cost: 0.37585930594010336, Slippage: 0.010000000000019327, Time Penalty: 0.166981\n", "Step: 53839, Timestamp: 2023-07-03 16:51:09.548319192, Action: BUY, Price: 189.18486376976878, Shares: 0.07948670158963204, Symbol: AAPL, Reward: -0.34383094657159097, Transaction Cost: 0.16262794657157165, Slippage: 0.010000000000019327, Time Penalty: 0.171203\n", "Step: 53840, Timestamp: 2023-07-03 16:51:09.548319192, Action: BUY, Price: 189.33595618068716, Shares: 0.11862995194304647, Symbol: AAPL, Reward: -0.385969981510627, Transaction Cost: 0.20476698151060765, Slippage: 0.010000000000019327, Time Penalty: 0.171203\n", "Step: 53841, Timestamp: 2023-07-03 16:51:09.548319192, Action: BUY, Price: 191.00656037587933, Shares: 0.24409948938169873, Symbol: AAPL, Reward: -0.2066012182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171203\n", "Step: 53842, Timestamp: 2023-07-03 16:51:09.548319192, Action: BUY, Price: 197.12550402010245, Shares: 0.18877556622130023, Symbol: AAPL, Reward: -0.5403880464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.171203\n", "Step: 53843, Timestamp: 2023-07-03 16:51:09.548319192, Action: BUY, Price: 195.53698973598046, Shares: 0.3257319307497036, Symbol: AAPL, Reward: -0.26151921803556405, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.171203\n", "Step: 53844, Timestamp: 2023-07-03 16:51:09.548319192, Action: BUY, Price: 185.6890778771144, Shares: 0.13152675033150193, Symbol: AAPL, Reward: -0.4351851820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171203\n", "Step: 53845, Timestamp: 2023-07-03 16:51:09.548832469, Action: BUY, Price: 200.5735332343281, Shares: 0.20084714590535654, Symbol: AAPL, Reward: -0.4285091820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.164527\n", "Step: 53846, Timestamp: 2023-07-03 16:51:09.871881512, Action: BUY, Price: 195.78441212502722, Shares: 0.3124363918689671, Symbol: AAPL, Reward: -0.42935618204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165374\n", "Step: 53847, Timestamp: 2023-07-03 16:51:09.872900468, Action: BUY, Price: 197.17436900871175, Shares: 0.13264339632032787, Symbol: AAPL, Reward: -0.4297111820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165729\n", "Step: 53848, Timestamp: 2023-07-03 16:51:09.872900468, Action: BUY, Price: 195.67502708690037, Shares: 0.09207962727001157, Symbol: AAPL, Reward: -0.4297111820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165729\n", "Step: 53849, Timestamp: 2023-07-03 16:51:10.173559606, Action: BUY, Price: 191.85340630976214, Shares: 0.1386307097076208, Symbol: AAPL, Reward: -0.4280921820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16411\n", "Step: 53850, Timestamp: 2023-07-03 16:51:10.277399739, Action: BUY, Price: 194.17776127605126, Shares: 0.2283781521878266, Symbol: AAPL, Reward: -0.35662855751852474, Transaction Cost: 0.18137955751853382, Slippage: 0.009999999999990905, Time Penalty: 0.165249\n", "Step: 53851, Timestamp: 2023-07-03 16:51:11.046283740, Action: BUY, Price: 190.7078451525608, Shares: 0.15139057305182754, Symbol: AAPL, Reward: -0.4323019339513101, Transaction Cost: 0.2552489339513192, Slippage: 0.009999999999990905, Time Penalty: 0.167053\n", "Step: 53852, Timestamp: 2023-07-03 16:51:13.001916524, Action: BUY, Price: 199.09969809198867, Shares: 0.24047894738756165, Symbol: AAPL, Reward: -0.3007702574382083, Transaction Cost: 0.11638925743821735, Slippage: 0.009999999999990905, Time Penalty: 0.174381\n", "Step: 53853, Timestamp: 2023-07-03 16:51:13.001916524, Action: BUY, Price: 201.5407146996311, Shares: 0.24668382421570792, Symbol: AAPL, Reward: -0.34299282184874, Transaction Cost: 0.1586118218487491, Slippage: 0.009999999999990905, Time Penalty: 0.174381\n", "Step: 53854, Timestamp: 2023-07-03 16:51:13.001916524, Action: BUY, Price: 190.89700037347689, Shares: 0.18021366178018, Symbol: AAPL, Reward: -0.2097792182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174381\n", "Step: 53855, Timestamp: 2023-07-03 16:51:13.001916524, Action: BUY, Price: 197.71570254129784, Shares: 0.28207976049120925, Symbol: AAPL, Reward: -0.43836318204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174381\n", "Step: 53856, Timestamp: 2023-07-03 16:51:13.001916524, Action: BUY, Price: 200.39676833292486, Shares: 0.29649704964317847, Symbol: AAPL, Reward: -0.22029950464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.174381\n", "Step: 53857, Timestamp: 2023-07-03 16:51:13.001916524, Action: BUY, Price: 198.40495565456945, Shares: 0.11702758643392475, Symbol: AAPL, Reward: -0.43836318204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174381\n", "Step: 53858, Timestamp: 2023-07-03 16:51:13.018016174, Action: BUY, Price: 188.22972946632365, Shares: 0.33371572715713504, Symbol: AAPL, Reward: -0.44896918167547484, Transaction Cost: 0.2735471816754555, Slippage: 0.010000000000019327, Time Penalty: 0.165422\n", "Step: 53859, Timestamp: 2023-07-03 16:51:13.024522704, Action: BUY, Price: 197.76986542602074, Shares: 0.21598771743241757, Symbol: AAPL, Reward: -0.3082400185785381, Transaction Cost: 0.14367401857853812, Slippage: 0.0, Time Penalty: 0.164566\n", "Step: 53860, Timestamp: 2023-07-03 16:51:13.221649530, Action: BUY, Price: 185.1311685515513, Shares: 0.17586207268285847, Symbol: AAPL, Reward: -0.21900600435159043, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.165015\n", "Step: 53872, Timestamp: 2023-07-03 16:51:14.689396523, Action: SELL, Price: 184.4407627526901, Shares: 0.2403812318787318, Symbol: AAPL, Reward: -0.19504421820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169646\n", "Step: 53873, Timestamp: 2023-07-03 16:51:14.689397589, Action: SELL, Price: 201.81047423981707, Shares: 0.1240781292758516, Symbol: AAPL, Reward: -0.2955710910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.16858\n", "Step: 53874, Timestamp: 2023-07-03 16:51:14.689403784, Action: SELL, Price: 192.43179389530655, Shares: 0.21315020520984204, Symbol: AAPL, Reward: -0.5041928455636773, Transaction Cost: 0.33598684556367725, Slippage: 0.0, Time Penalty: 0.168206\n", "Step: 53875, Timestamp: 2023-07-03 16:51:14.689403784, Action: SELL, Price: 187.44994884839656, Shares: 0.0809370336650239, Symbol: AAPL, Reward: -0.3326973300294547, Transaction Cost: 0.15449133002946377, Slippage: 0.009999999999990905, Time Penalty: 0.168206\n", "Step: 53876, Timestamp: 2023-07-03 16:51:14.689412694, Action: SELL, Price: 191.6847870148976, Shares: 0.26948843820016405, Symbol: AAPL, Reward: -0.3025050910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.165514\n", "Step: 53877, Timestamp: 2023-07-03 16:51:14.689470135, Action: SELL, Price: 200.4019645842745, Shares: 0.25433849376316686, Symbol: AAPL, Reward: -0.33234913194904914, Transaction Cost: 0.15656513194905822, Slippage: 0.009999999999990905, Time Penalty: 0.165784\n", "Step: 53878, Timestamp: 2023-07-03 16:51:14.689564864, Action: SELL, Price: 186.01523143709122, Shares: 0.280862510966231, Symbol: AAPL, Reward: -0.4287441820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164762\n", "Step: 53879, Timestamp: 2023-07-03 16:51:14.689564864, Action: SELL, Price: 196.09509365856835, Shares: 0.25022766235986077, Symbol: AAPL, Reward: -0.4287441820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164762\n", "Step: 53880, Timestamp: 2023-07-03 16:51:14.690102924, Action: SELL, Price: 192.5347806378174, Shares: 0.327383821444863, Symbol: AAPL, Reward: -0.4645500371570671, Transaction Cost: 0.28734803715707624, Slippage: 0.009999999999990905, Time Penalty: 0.167202\n", "Step: 53881, Timestamp: 2023-07-03 16:51:14.690102924, Action: SELL, Price: 196.44166134145956, Shares: 0.1872526259391835, Symbol: AAPL, Reward: -0.2687765780410232, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.167202\n", "Step: 53896, Timestamp: 2023-07-03 16:51:19.018188634, Action: SELL, Price: 199.5431903278552, Shares: 0.2841607763402281, Symbol: AAPL, Reward: -0.4237381820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169756\n", "Step: 53897, Timestamp: 2023-07-03 16:51:19.018188634, Action: SELL, Price: 199.7222945559922, Shares: 0.25191901541400535, Symbol: AAPL, Reward: -0.4237381820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169756\n", "Step: 53898, Timestamp: 2023-07-03 16:51:19.018188634, Action: SELL, Price: 185.43269893477154, Shares: 0.2812918770401997, Symbol: AAPL, Reward: -0.2500722180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.169756\n", "Step: 53899, Timestamp: 2023-07-03 16:51:19.018188634, Action: SELL, Price: 192.9920682848433, Shares: 0.3026485062529347, Symbol: AAPL, Reward: -0.22055243640860314, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.169756\n", "Step: 53900, Timestamp: 2023-07-03 16:51:19.018188634, Action: SELL, Price: 200.70256637793145, Shares: 0.26122564442081525, Symbol: AAPL, Reward: -0.5855427515584024, Transaction Cost: 0.41578675155840245, Slippage: 0.0, Time Penalty: 0.169756\n", "Step: 53901, Timestamp: 2023-07-03 16:51:19.018188634, Action: SELL, Price: 197.70254986073797, Shares: 0.28526847163787344, Symbol: AAPL, Reward: -0.6890237979275108, Transaction Cost: 0.5192677979275108, Slippage: 0.0, Time Penalty: 0.169756\n", "Step: 53902, Timestamp: 2023-07-03 16:51:19.018236066, Action: SELL, Price: 200.8955041828417, Shares: 0.23559043134214058, Symbol: AAPL, Reward: -0.41864218204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16466\n", "Step: 53903, Timestamp: 2023-07-03 16:51:19.018251145, Action: SELL, Price: 189.20349565590303, Shares: 0.15756855082920962, Symbol: AAPL, Reward: -0.38421302175785554, Transaction Cost: 0.21995502175785553, Slippage: 0.0, Time Penalty: 0.164258\n", "Step: 53904, Timestamp: 2023-07-03 16:51:19.018343936, Action: SELL, Price: 200.40350755248417, Shares: 0.3414892456481097, Symbol: AAPL, Reward: -0.41843318204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164451\n", "Step: 53905, Timestamp: 2023-07-03 16:51:19.018573512, Action: SELL, Price: 184.21173155124436, Shares: 0.12966010210641152, Symbol: AAPL, Reward: -0.4297462119548112, Transaction Cost: 0.2627212119548112, Slippage: 0.0, Time Penalty: 0.167025\n", "Step: 53906, Timestamp: 2023-07-03 16:51:19.018573512, Action: SELL, Price: 191.66989953325566, Shares: 0.24286618406368954, Symbol: AAPL, Reward: -0.49228089314314327, Transaction Cost: 0.3252558931431433, Slippage: 0.0, Time Penalty: 0.167025\n", "Step: 53907, Timestamp: 2023-07-03 16:51:19.018573512, Action: SELL, Price: 188.82447170756151, Shares: 0.25749015161758954, Symbol: AAPL, Reward: -0.25126136012724243, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.167025\n", "Step: 53908, Timestamp: 2023-07-03 16:51:19.627688960, Action: SELL, Price: 192.972643369881, Shares: 0.29820292766872664, Symbol: AAPL, Reward: -0.43164743951317475, Transaction Cost: 0.25014343951315543, Slippage: 0.010000000000019327, Time Penalty: 0.171504\n", "Step: 53909, Timestamp: 2023-07-03 16:51:19.627688960, Action: SELL, Price: 184.6520703509171, Shares: 0.34700730093604154, Symbol: AAPL, Reward: -0.518449440508989, Transaction Cost: 0.33694544050896963, Slippage: 0.010000000000019327, Time Penalty: 0.171504\n", "Step: 53918, Timestamp: 2023-07-03 16:51:20.071612722, Action: BUY, Price: 183.43904839407088, Shares: 0.33557937256414855, Symbol: AAPL, Reward: -0.4237281820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164746\n", "Step: 53923, Timestamp: 2023-07-03 16:51:22.152865133, Action: SELL, Price: 158.80732484740088, Shares: 0.27766598294028094, Symbol: AAPL, Reward: -0.18991921820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164521\n", "Step: 53924, Timestamp: 2023-07-03 16:51:22.604197267, Action: SELL, Price: 192.96564954225406, Shares: 0.17596157553524316, Symbol: AAPL, Reward: -0.2688285363588207, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.164109\n", "Step: 53925, Timestamp: 2023-07-03 16:51:22.646785629, Action: SELL, Price: 198.3427028560742, Shares: 0.19116249822811493, Symbol: AAPL, Reward: -0.2749342664985457, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.164226\n", "Step: 53926, Timestamp: 2023-07-03 16:51:23.751925203, Action: SELL, Price: 157.04031137981164, Shares: 0.2305957494519296, Symbol: AAPL, Reward: -0.4519910371570762, Transaction Cost: 0.28734803715707624, Slippage: 0.0, Time Penalty: 0.164643\n", "Step: 53927, Timestamp: 2023-07-03 16:51:23.761994208, Action: SELL, Price: 189.38266627600018, Shares: 0.2000632124314026, Symbol: AAPL, Reward: -0.5374750464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.16829\n", "Step: 53928, Timestamp: 2023-07-03 16:51:23.761994208, Action: SELL, Price: 189.92577702023587, Shares: 0.18625502490912046, Symbol: AAPL, Reward: -0.2544846546128956, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.16829\n", "Step: 53929, Timestamp: 2023-07-03 16:51:23.761994208, Action: SELL, Price: 196.35255294847977, Shares: 0.08026274519556353, Symbol: AAPL, Reward: -0.5374750464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.16829\n", "Step: 53930, Timestamp: 2023-07-03 16:51:23.761994208, Action: SELL, Price: 194.36208973888856, Shares: 0.2956767096811891, Symbol: AAPL, Reward: -0.5152354405089605, Transaction Cost: 0.33694544050896963, Slippage: 0.009999999999990905, Time Penalty: 0.16829\n", "Step: 53931, Timestamp: 2023-07-03 16:51:23.761994208, Action: SELL, Price: 196.24081380933754, Shares: 0.1407417057757909, Symbol: AAPL, Reward: -0.3830569815105985, Transaction Cost: 0.20476698151060765, Slippage: 0.009999999999990905, Time Penalty: 0.16829\n", "Step: 53932, Timestamp: 2023-07-03 16:51:23.816149570, Action: SELL, Price: 182.03611005987943, Shares: 0.09918107556066127, Symbol: AAPL, Reward: -0.3162002941972819, Transaction Cost: 0.14141129419729104, Slippage: 0.009999999999990905, Time Penalty: 0.164789\n", "Step: 53933, Timestamp: 2023-07-03 16:51:23.816150768, Action: SELL, Price: 196.68248370772972, Shares: 0.26003950548130167, Symbol: AAPL, Reward: -0.3237747885640576, Transaction Cost: 0.1480957885640667, Slippage: 0.009999999999990905, Time Penalty: 0.165679\n", "Step: 53936, Timestamp: 2023-07-03 16:51:25.897660453, Action: SELL, Price: 194.94252477231714, Shares: 0.22351985776951258, Symbol: AAPL, Reward: -0.23760436911273547, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.170407\n", "Step: 53940, Timestamp: 2023-07-03 16:51:27.864430510, Action: BUY, Price: 190.19588839640494, Shares: 0.1242955694558831, Symbol: AAPL, Reward: -0.44017818204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.186196\n", "Step: 53941, Timestamp: 2023-07-03 16:51:27.864430510, Action: BUY, Price: 191.13599292341888, Shares: 0.21859114632692594, Symbol: AAPL, Reward: -0.29395151393390356, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.186196\n", "Step: 53942, Timestamp: 2023-07-03 16:51:29.026451946, Action: BUY, Price: 200.76810872373622, Shares: 0.21283093050503754, Symbol: AAPL, Reward: -0.23202636911273544, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.164829\n", "Step: 53943, Timestamp: 2023-07-03 16:51:31.013225050, Action: BUY, Price: 183.25652500571033, Shares: 0.3057715047319909, Symbol: AAPL, Reward: -0.36746252322316353, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.17787\n", "Step: 53944, Timestamp: 2023-07-03 16:51:31.013225050, Action: BUY, Price: 197.8332795846674, Shares: 0.23987960530420804, Symbol: AAPL, Reward: -0.4418521820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17787\n", "Step: 53945, Timestamp: 2023-07-03 16:51:31.013225050, Action: BUY, Price: 197.6115318184235, Shares: 0.30526565424336816, Symbol: AAPL, Reward: -0.4418521820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17787\n", "Step: 53946, Timestamp: 2023-07-03 16:51:31.013225050, Action: BUY, Price: 187.0600191170231, Shares: 0.3629849395100717, Symbol: AAPL, Reward: -0.5228955078406283, Transaction Cost: 0.3350255078406374, Slippage: 0.009999999999990905, Time Penalty: 0.17787\n", "Step: 53947, Timestamp: 2023-07-03 16:51:31.013256839, Action: BUY, Price: 196.93859557935943, Shares: 0.2211629279589108, Symbol: AAPL, Reward: -0.21990350464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.173985\n", "Step: 53950, Timestamp: 2023-07-03 16:51:31.013260546, Action: BUY, Price: 185.4358678578386, Shares: 0.2882756604294813, Symbol: AAPL, Reward: -0.3668215232231635, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.177229\n", "Step: 53951, Timestamp: 2023-07-03 16:51:31.013260546, Action: BUY, Price: 200.22970903998973, Shares: 0.09015357036104736, Symbol: AAPL, Reward: -0.21262721820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.177229\n", "Step: 53952, Timestamp: 2023-07-03 16:51:31.013260546, Action: BUY, Price: 198.28903423887778, Shares: 0.2925537759846632, Symbol: AAPL, Reward: -0.5464140464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.177229\n", "Step: 53953, Timestamp: 2023-07-03 16:51:31.062846683, Action: BUY, Price: 199.15147337954784, Shares: 0.13074959382521145, Symbol: AAPL, Reward: -0.35372302492921714, Transaction Cost: 0.1866380249292171, Slippage: 0.0, Time Penalty: 0.167085\n", "Step: 53954, Timestamp: 2023-07-03 16:51:31.715844887, Action: BUY, Price: 187.53278869612515, Shares: 0.2400130343744996, Symbol: AAPL, Reward: -0.24084465461290472, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.16465\n", "Step: 53955, Timestamp: 2023-07-03 16:51:31.715975651, Action: BUY, Price: 186.25514513163748, Shares: 0.20608296996054126, Symbol: AAPL, Reward: -0.4200431820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166061\n", "Step: 53956, Timestamp: 2023-07-03 16:51:31.715975651, Action: BUY, Price: 186.77246872059766, Shares: 0.17511439415004712, Symbol: AAPL, Reward: -0.29048634995281136, Transaction Cost: 0.12442534995281139, Slippage: 0.0, Time Penalty: 0.166061\n", "Step: 53957, Timestamp: 2023-07-03 16:51:31.716320869, Action: BUY, Price: 197.42902297356886, Shares: 0.2498508899546516, Symbol: AAPL, Reward: -0.6145750435157304, Transaction Cost: 0.43991004351571106, Slippage: 0.010000000000019327, Time Penalty: 0.164665\n", "Step: 53958, Timestamp: 2023-07-03 16:51:32.962360390, Action: BUY, Price: 193.8642709419433, Shares: 0.32752020955427136, Symbol: AAPL, Reward: -0.18949521820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164097\n", "Step: 53959, Timestamp: 2023-07-03 16:51:33.388713348, Action: BUY, Price: 188.75169604775655, Shares: 0.28684844034487567, Symbol: AAPL, Reward: -0.33813613194907755, Transaction Cost: 0.15656513194905822, Slippage: 0.010000000000019327, Time Penalty: 0.171571\n", "Step: 53960, Timestamp: 2023-07-03 16:51:33.388713348, Action: BUY, Price: 201.13941772235353, Shares: 0.18166095568472007, Symbol: AAPL, Reward: -0.5185164405089889, Transaction Cost: 0.33694544050896963, Slippage: 0.010000000000019327, Time Penalty: 0.171571\n", "Step: 53961, Timestamp: 2023-07-03 16:51:33.388713348, Action: BUY, Price: 186.7108688216241, Shares: 0.3429912659172445, Symbol: AAPL, Reward: -0.37830475225722343, Transaction Cost: 0.1967337522572041, Slippage: 0.010000000000019327, Time Penalty: 0.171571\n", "Step: 53962, Timestamp: 2023-07-03 16:51:34.049030586, Action: BUY, Price: 185.06842901307763, Shares: 0.12289113902283598, Symbol: AAPL, Reward: -0.22097414241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.164182\n", "Step: 53963, Timestamp: 2023-07-03 16:51:34.049295623, Action: BUY, Price: 184.47875900313474, Shares: 0.2933707540437504, Symbol: AAPL, Reward: -0.4122952095619107, Transaction Cost: 0.2475512095619107, Slippage: 0.0, Time Penalty: 0.164744\n", "Step: 53967, Timestamp: 2023-07-03 16:51:36.116603308, Action: SELL, Price: 198.82104945021868, Shares: 0.2757758306785435, Symbol: AAPL, Reward: -0.32474733002946377, Transaction Cost: 0.15449133002946377, Slippage: 0.0, Time Penalty: 0.170256\n", "Step: 53968, Timestamp: 2023-07-03 16:51:36.116603308, Action: SELL, Price: 190.7070970898749, Shares: 0.11391391854890955, Symbol: AAPL, Reward: -0.5294410464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.170256\n", "Step: 53969, Timestamp: 2023-07-03 16:51:36.116603308, Action: SELL, Price: 183.66591510880238, Shares: 0.08148558988078004, Symbol: AAPL, Reward: -0.2505722180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.170256\n", "Step: 53970, Timestamp: 2023-07-03 16:51:36.116603308, Action: SELL, Price: 197.11992846254347, Shares: 0.3008862620316138, Symbol: AAPL, Reward: -0.19565421820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170256\n", "Step: 53971, Timestamp: 2023-07-03 16:51:36.116603308, Action: SELL, Price: 192.48961171505482, Shares: 0.16665115704640518, Symbol: AAPL, Reward: -0.4549797341230877, Transaction Cost: 0.27472373412309675, Slippage: 0.009999999999990905, Time Penalty: 0.170256\n", "Step: 53972, Timestamp: 2023-07-03 16:51:36.116706871, Action: SELL, Price: 191.5747086946328, Shares: 0.133184687374494, Symbol: AAPL, Reward: -0.3018290910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.164838\n", "Step: 53973, Timestamp: 2023-07-03 16:51:36.116803902, Action: SELL, Price: 193.7842793626431, Shares: 0.13129234013981594, Symbol: AAPL, Reward: -0.2630680087031331, Transaction Cost: 0.08798200870314223, Slippage: 0.009999999999990905, Time Penalty: 0.165086\n", "Step: 53974, Timestamp: 2023-07-03 16:51:36.116803902, Action: SELL, Price: 199.4973684387396, Shares: 0.295459630554211, Symbol: AAPL, Reward: -0.4133424058737718, Transaction Cost: 0.23825640587378089, Slippage: 0.009999999999990905, Time Penalty: 0.165086\n", "Step: 53975, Timestamp: 2023-07-03 16:51:36.116845068, Action: SELL, Price: 199.81565616328996, Shares: 0.20161226141184613, Symbol: AAPL, Reward: -0.360623024929208, Transaction Cost: 0.1866380249292171, Slippage: 0.009999999999990905, Time Penalty: 0.163985\n", "Step: 53976, Timestamp: 2023-07-03 16:51:36.116920015, Action: SELL, Price: 200.28319091082835, Shares: 0.27755775382897774, Symbol: AAPL, Reward: -0.2543190087031422, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.166337\n", "Step: 53977, Timestamp: 2023-07-03 16:51:36.116928635, Action: SELL, Price: 192.3933245886023, Shares: 0.31405613070064864, Symbol: AAPL, Reward: -0.5239920464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.164807\n", "Step: 53978, Timestamp: 2023-07-03 16:51:36.117249139, Action: SELL, Price: 198.533839593505, Shares: 0.1734611874113404, Symbol: AAPL, Reward: -0.5341170464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.164932\n", "Step: 53998, Timestamp: 2023-07-03 16:51:41.032830316, Action: SELL, Price: 186.0752652909296, Shares: 0.28005816694261837, Symbol: AAPL, Reward: -0.42387618204301125, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164894\n", "Step: 53999, Timestamp: 2023-07-03 16:51:41.033351179, Action: SELL, Price: 194.87808245315995, Shares: 0.07569324607629124, Symbol: AAPL, Reward: -0.4246811820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165699\n", "Step: 54000, Timestamp: 2023-07-03 16:51:41.033351179, Action: SELL, Price: 187.05742387063222, Shares: 0.33698174815670034, Symbol: AAPL, Reward: -0.3573370249292126, Transaction Cost: 0.1866380249292171, Slippage: 0.0049999999999954525, Time Penalty: 0.165699\n", "Step: 54001, Timestamp: 2023-07-03 16:51:41.422828870, Action: SELL, Price: 189.05588277458043, Shares: 0.2492217770899809, Symbol: AAPL, Reward: -0.20235350464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.166435\n", "Step: 54002, Timestamp: 2023-07-03 16:51:41.422828870, Action: SELL, Price: 186.67977414640595, Shares: 0.19692050625042687, Symbol: AAPL, Reward: -0.2680278728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.166435\n", "Step: 54003, Timestamp: 2023-07-03 16:51:41.423695077, Action: SELL, Price: 189.66191068472088, Shares: 0.1411833018263652, Symbol: AAPL, Reward: -0.32285482184874914, Transaction Cost: 0.1586118218487491, Slippage: 0.0, Time Penalty: 0.164243\n", "Step: 54004, Timestamp: 2023-07-03 16:51:41.423725926, Action: SELL, Price: 194.1567091636629, Shares: 0.20980089280304035, Symbol: AAPL, Reward: -0.2601124307550214, Transaction Cost: 0.09503143075502138, Slippage: 0.0, Time Penalty: 0.165081\n", "Step: 54005, Timestamp: 2023-07-03 16:51:41.593231856, Action: SELL, Price: 192.3178533286875, Shares: 0.2843576248723923, Symbol: AAPL, Reward: -0.2002042182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164806\n", "Step: 54006, Timestamp: 2023-07-03 16:51:41.593897976, Action: SELL, Price: 185.2352193717597, Shares: 0.3163168549072572, Symbol: AAPL, Reward: -0.32356078856405757, Transaction Cost: 0.1480957885640667, Slippage: 0.009999999999990905, Time Penalty: 0.165465\n", "Step: 54007, Timestamp: 2023-07-03 16:51:41.593897976, Action: SELL, Price: 201.15681980718207, Shares: 0.17398784432770695, Symbol: AAPL, Reward: -0.508559509003022, Transaction Cost: 0.3330945090030311, Slippage: 0.009999999999990905, Time Penalty: 0.165465\n", "Step: 54008, Timestamp: 2023-07-03 16:51:41.630047351, Action: SELL, Price: 185.44972109807676, Shares: 0.12286816848275797, Symbol: AAPL, Reward: -0.606333043515711, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.166423\n", "Step: 54009, Timestamp: 2023-07-03 16:51:41.630047351, Action: SELL, Price: 197.11096917116734, Shares: 0.2620313679023185, Symbol: AAPL, Reward: -0.45151729226506415, Transaction Cost: 0.28509429226506416, Slippage: 0.0, Time Penalty: 0.166423\n", "Step: 54010, Timestamp: 2023-07-03 16:51:41.630707834, Action: SELL, Price: 187.1451187949706, Shares: 0.12931187609303044, Symbol: AAPL, Reward: -0.25816621803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.16785\n", "Step: 54011, Timestamp: 2023-07-03 16:51:43.854873481, Action: SELL, Price: 205.9128766832927, Shares: 0.1922375193308013, Symbol: AAPL, Reward: -0.42261218204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16863\n", "Step: 54012, Timestamp: 2023-07-03 16:51:43.854873481, Action: SELL, Price: 194.04032091835867, Shares: 0.19032674416206316, Symbol: AAPL, Reward: -1.3044728482438193, Transaction Cost: 1.1358428482438192, Slippage: 0.0, Time Penalty: 0.16863\n", "Step: 54013, Timestamp: 2023-07-03 16:51:43.854873481, Action: SELL, Price: 198.5000354256807, Shares: 0.23008219217498363, Symbol: AAPL, Reward: -0.3006030130547133, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.16863\n", "Step: 54014, Timestamp: 2023-07-03 16:51:43.854873481, Action: SELL, Price: 194.3711186124578, Shares: 0.34141887475853183, Symbol: AAPL, Reward: -0.2733495363588207, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.16863\n", "Step: 54015, Timestamp: 2023-07-03 16:51:44.048027245, Action: SELL, Price: 188.51152779417617, Shares: 0.3233919490974203, Symbol: AAPL, Reward: -0.41852318204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164541\n", "Step: 54016, Timestamp: 2023-07-03 16:51:44.048057661, Action: SELL, Price: 196.82942656684224, Shares: 0.16327822186302413, Symbol: AAPL, Reward: -0.29479401023422125, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.165288\n", "Step: 54017, Timestamp: 2023-07-03 16:51:44.048441028, Action: SELL, Price: 186.8561665110015, Shares: 0.3670871009179261, Symbol: AAPL, Reward: -0.2632910087031616, Transaction Cost: 0.08798200870314223, Slippage: 0.010000000000019327, Time Penalty: 0.165309\n", "Step: 54018, Timestamp: 2023-07-03 16:51:44.048480045, Action: SELL, Price: 186.07228517696103, Shares: 0.10763899295051212, Symbol: AAPL, Reward: -0.4291311820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165149\n", "Step: 54019, Timestamp: 2023-07-03 16:51:44.474236934, Action: SELL, Price: 200.6846000560478, Shares: 0.2812627802862208, Symbol: AAPL, Reward: -0.41922965410665347, Transaction Cost: 0.24094865410663419, Slippage: 0.010000000000019327, Time Penalty: 0.168281\n", "Step: 54020, Timestamp: 2023-07-03 16:51:44.474236934, Action: SELL, Price: 186.80916867397804, Shares: 0.17494319565999258, Symbol: AAPL, Reward: -0.5374660464463645, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.168281\n", "Step: 54021, Timestamp: 2023-07-03 16:51:44.474236934, Action: SELL, Price: 185.28577597218234, Shares: 0.12556178208110436, Symbol: AAPL, Reward: -0.36491902492923645, Transaction Cost: 0.1866380249292171, Slippage: 0.010000000000019327, Time Penalty: 0.168281\n", "Step: 54022, Timestamp: 2023-07-03 16:51:44.474236934, Action: SELL, Price: 187.04203809704916, Shares: 0.2917606940045005, Symbol: AAPL, Reward: -0.43226318204303504, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168281\n", "Step: 54023, Timestamp: 2023-07-03 16:51:44.474236934, Action: SELL, Price: 199.50552499926332, Shares: 0.36841047949233613, Symbol: AAPL, Reward: -0.3750147522572234, Transaction Cost: 0.1967337522572041, Slippage: 0.010000000000019327, Time Penalty: 0.168281\n", "Step: 54029, Timestamp: 2023-07-03 16:51:45.383199425, Action: BUY, Price: 190.70903936205397, Shares: 0.29887975359769947, Symbol: AAPL, Reward: -0.5372910464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.168106\n", "Step: 54030, Timestamp: 2023-07-03 16:51:45.972628768, Action: BUY, Price: 189.4582858487626, Shares: 0.3798231604581789, Symbol: AAPL, Reward: -0.19551721820429702, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165119\n", "Step: 54031, Timestamp: 2023-07-03 16:51:46.322643105, Action: BUY, Price: 199.6667508023171, Shares: 0.3300925581248416, Symbol: AAPL, Reward: -0.4239591820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164977\n", "Step: 54032, Timestamp: 2023-07-03 16:51:46.323184863, Action: BUY, Price: 189.13310868666213, Shares: 0.24497348390010215, Symbol: AAPL, Reward: -0.4241601820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165178\n", "Step: 54033, Timestamp: 2023-07-03 16:51:48.183975174, Action: BUY, Price: 193.80463879151478, Shares: 0.3674714375264491, Symbol: AAPL, Reward: -0.7457254241219005, Transaction Cost: 0.5679214241219096, Slippage: 0.009999999999990905, Time Penalty: 0.167804\n", "Step: 54034, Timestamp: 2023-07-03 16:51:48.183975174, Action: BUY, Price: 186.1745116268329, Shares: 0.08207356473932145, Symbol: AAPL, Reward: -0.5079808366559114, Transaction Cost: 0.3301768366559205, Slippage: 0.009999999999990905, Time Penalty: 0.167804\n", "Step: 54035, Timestamp: 2023-07-03 16:51:48.183975174, Action: BUY, Price: 201.22582912014266, Shares: 0.28600125561814543, Symbol: AAPL, Reward: -0.43178618204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167804\n", "Step: 54036, Timestamp: 2023-07-03 16:51:48.183975174, Action: BUY, Price: 191.66500034617837, Shares: 0.24210493799810937, Symbol: AAPL, Reward: -0.43178618204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167804\n", "Step: 54037, Timestamp: 2023-07-03 16:51:48.184056560, Action: BUY, Price: 195.64640526811093, Shares: 0.340366676764711, Symbol: AAPL, Reward: -0.6836143640860224, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.16565\n", "Step: 54038, Timestamp: 2023-07-03 16:51:48.184084569, Action: BUY, Price: 197.67026693922335, Shares: 0.2652347406456454, Symbol: AAPL, Reward: -0.43053018204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166548\n", "Step: 54039, Timestamp: 2023-07-03 16:51:48.184084569, Action: BUY, Price: 200.78222760654148, Shares: 0.14787390775146467, Symbol: AAPL, Reward: -0.6845123640860225, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.166548\n", "Step: 54040, Timestamp: 2023-07-03 16:51:48.184131955, Action: BUY, Price: 184.42712280257993, Shares: 0.206616073971177, Symbol: AAPL, Reward: -0.2938222029368813, Transaction Cost: 0.11912820293689044, Slippage: 0.009999999999990905, Time Penalty: 0.164694\n", "Step: 54041, Timestamp: 2023-07-03 16:51:48.187046926, Action: BUY, Price: 189.7119955935373, Shares: 0.17323189980363088, Symbol: AAPL, Reward: -0.2500722180355402, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.164756\n", "Step: 54042, Timestamp: 2023-07-03 16:51:48.418775204, Action: BUY, Price: 190.1949362473653, Shares: 0.08528030541681392, Symbol: AAPL, Reward: -0.29436120293688134, Transaction Cost: 0.11912820293689044, Slippage: 0.009999999999990905, Time Penalty: 0.165233\n", "Step: 54043, Timestamp: 2023-07-03 16:51:48.418798326, Action: BUY, Price: 196.972850733937, Shares: 0.32882992644091735, Symbol: AAPL, Reward: -0.34818925450150645, Transaction Cost: 0.16654725450151556, Slippage: 0.009999999999990905, Time Penalty: 0.171642\n", "Step: 54044, Timestamp: 2023-07-03 16:51:48.418798326, Action: BUY, Price: 198.93742981413055, Shares: 0.12034100231375756, Symbol: AAPL, Reward: -0.6215520435157019, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.171642\n", "Step: 54045, Timestamp: 2023-07-03 16:51:48.418798326, Action: BUY, Price: 192.52927161033404, Shares: 0.3029348769082256, Symbol: AAPL, Reward: -0.4356241820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171642\n", "Step: 54046, Timestamp: 2023-07-03 16:51:48.418798326, Action: BUY, Price: 198.02016981365844, Shares: 0.3106859256433617, Symbol: AAPL, Reward: -0.20704021820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171642\n", "Step: 54047, Timestamp: 2023-07-03 16:51:48.418798326, Action: BUY, Price: 200.15209477480124, Shares: 0.210813601481762, Symbol: AAPL, Reward: -0.4356241820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171642\n", "Step: 54048, Timestamp: 2023-07-03 16:51:48.418798326, Action: BUY, Price: 196.00663574364938, Shares: 0.11582288786842174, Symbol: AAPL, Reward: -0.4356241820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171642\n", "Step: 54049, Timestamp: 2023-07-03 16:51:48.418798326, Action: BUY, Price: 196.7382093964197, Shares: 0.2855345842470321, Symbol: AAPL, Reward: -0.5408270464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.171642\n", "Step: 54050, Timestamp: 2023-07-03 16:51:48.418830539, Action: BUY, Price: 201.3214855312968, Shares: 0.33342697856654063, Symbol: AAPL, Reward: -0.43253118204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168549\n", "Step: 54051, Timestamp: 2023-07-03 16:51:48.839691513, Action: BUY, Price: 188.1334125258612, Shares: 0.1601943792474619, Symbol: AAPL, Reward: -0.4195471820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165565\n", "Step: 54060, Timestamp: 2023-07-03 16:51:54.639962861, Action: BUY, Price: 194.6616129396277, Shares: 0.1816824548204344, Symbol: AAPL, Reward: -0.5141417994956563, Transaction Cost: 0.33212479949563695, Slippage: 0.010000000000019327, Time Penalty: 0.172017\n", "Step: 54061, Timestamp: 2023-07-03 16:51:54.639962861, Action: BUY, Price: 201.52581350291044, Shares: 0.08652662447711733, Symbol: AAPL, Reward: -0.386783981510627, Transaction Cost: 0.20476698151060765, Slippage: 0.010000000000019327, Time Penalty: 0.172017\n", "Step: 54062, Timestamp: 2023-07-03 16:51:54.639962861, Action: BUY, Price: 195.6619258569595, Shares: 0.13540529657723321, Symbol: AAPL, Reward: -0.2074152182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.172017\n", "Step: 54063, Timestamp: 2023-07-03 16:51:54.639962861, Action: BUY, Price: 187.2419545667674, Shares: 0.13728750241189563, Symbol: AAPL, Reward: -0.41200764766242304, Transaction Cost: 0.22999064766240368, Slippage: 0.010000000000019327, Time Penalty: 0.172017\n", "Step: 54064, Timestamp: 2023-07-03 16:51:54.639965903, Action: BUY, Price: 195.52944307439716, Shares: 0.33193525696985315, Symbol: AAPL, Reward: -0.2945805139339229, Transaction Cost: 0.10775551393390358, Slippage: 0.010000000000019327, Time Penalty: 0.176825\n", "Step: 54065, Timestamp: 2023-07-03 16:51:54.639965903, Action: BUY, Price: 185.665628432674, Shares: 0.30868255646062265, Symbol: AAPL, Reward: -0.4408071820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.176825\n", "Step: 54066, Timestamp: 2023-07-03 16:51:54.639965903, Action: BUY, Price: 186.03820976792795, Shares: 0.25337830101943953, Symbol: AAPL, Reward: -0.26714121803556407, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.176825\n", "Step: 54067, Timestamp: 2023-07-03 16:51:54.639965903, Action: BUY, Price: 191.7369192892444, Shares: 0.29755928102311335, Symbol: AAPL, Reward: -0.4408071820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.176825\n", "Step: 54068, Timestamp: 2023-07-03 16:51:54.639965903, Action: BUY, Price: 195.2794891181278, Shares: 0.2164185211375514, Symbol: AAPL, Reward: -0.2122232182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.176825\n", "Step: 54069, Timestamp: 2023-07-03 16:51:54.639965903, Action: BUY, Price: 185.23300152887794, Shares: 0.10072013260800673, Symbol: AAPL, Reward: -0.3392143092258288, Transaction Cost: 0.15238930922580946, Slippage: 0.010000000000019327, Time Penalty: 0.176825\n", "Step: 54070, Timestamp: 2023-07-03 16:51:55.680831235, Action: BUY, Price: 201.3910599826965, Shares: 0.30099388372118063, Symbol: AAPL, Reward: -0.31548665558504846, Transaction Cost: 0.145901655585053, Slippage: 0.0049999999999954525, Time Penalty: 0.164585\n", "Step: 54071, Timestamp: 2023-07-03 16:51:55.851968973, Action: BUY, Price: 188.18565625444677, Shares: 0.22841072910708393, Symbol: AAPL, Reward: -0.20025421820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164856\n", "Step: 54072, Timestamp: 2023-07-03 16:51:55.851992634, Action: BUY, Price: 199.28077012079547, Shares: 0.3247013664270907, Symbol: AAPL, Reward: -0.5144468455636682, Transaction Cost: 0.33598684556367725, Slippage: 0.009999999999990905, Time Penalty: 0.16846\n", "Step: 54073, Timestamp: 2023-07-03 16:51:55.851992634, Action: BUY, Price: 195.84192965197988, Shares: 0.08269262492423056, Symbol: AAPL, Reward: -0.33707182184874, Transaction Cost: 0.1586118218487491, Slippage: 0.009999999999990905, Time Penalty: 0.16846\n", "Step: 54074, Timestamp: 2023-07-03 16:51:55.851992634, Action: BUY, Price: 193.64849611854672, Shares: 0.08409962409861681, Symbol: AAPL, Reward: -0.20385821820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16846\n", "Step: 54075, Timestamp: 2023-07-03 16:51:55.851992634, Action: BUY, Price: 192.22645755063144, Shares: 0.17836421493179147, Symbol: AAPL, Reward: -0.31285473822546184, Transaction Cost: 0.1343947382254709, Slippage: 0.009999999999990905, Time Penalty: 0.16846\n", "Step: 54076, Timestamp: 2023-07-03 16:51:55.852040216, Action: BUY, Price: 188.1606702128363, Shares: 0.19990313389769102, Symbol: AAPL, Reward: -0.23465114241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.167859\n", "Step: 54077, Timestamp: 2023-07-03 16:51:55.852040216, Action: BUY, Price: 188.72072007320313, Shares: 0.14834361420716846, Symbol: AAPL, Reward: -0.2032572182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167859\n", "Step: 54078, Timestamp: 2023-07-03 16:51:55.852040216, Action: BUY, Price: 198.75086615491568, Shares: 0.2357195940143025, Symbol: AAPL, Reward: -0.22185000435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.167859\n", "Step: 54079, Timestamp: 2023-07-03 16:51:55.852040216, Action: BUY, Price: 186.60233171651657, Shares: 0.17978383463423347, Symbol: AAPL, Reward: -0.2694335780410232, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.167859\n", "Step: 54080, Timestamp: 2023-07-03 16:51:55.886342754, Action: BUY, Price: 201.64449732107906, Shares: 0.15269993203039264, Symbol: AAPL, Reward: -0.19493621820429702, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164538\n", "Step: 54081, Timestamp: 2023-07-03 16:51:55.886517212, Action: BUY, Price: 200.8679399714485, Shares: 0.25880177937762244, Symbol: AAPL, Reward: -0.19460721820429702, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164209\n", "Step: 54082, Timestamp: 2023-07-03 16:51:55.886903684, Action: BUY, Price: 200.97341323169906, Shares: 0.09564003605000516, Symbol: AAPL, Reward: -0.29873001023421675, Transaction Cost: 0.12950601023422126, Slippage: 0.0049999999999954525, Time Penalty: 0.164224\n", "Step: 54083, Timestamp: 2023-07-03 16:51:56.271337026, Action: BUY, Price: 192.44455106078095, Shares: 0.16589505372457067, Symbol: AAPL, Reward: -0.3810479815105986, Transaction Cost: 0.20476698151060765, Slippage: 0.009999999999990905, Time Penalty: 0.166281\n", "Step: 54084, Timestamp: 2023-07-03 16:51:56.271337026, Action: BUY, Price: 186.16588552224036, Shares: 0.2914078155814271, Symbol: AAPL, Reward: -0.4302631820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166281\n", "Step: 54085, Timestamp: 2023-07-03 16:51:56.271337026, Action: BUY, Price: 197.122510448449, Shares: 0.27406545352823486, Symbol: AAPL, Reward: -0.30825401305470423, Transaction Cost: 0.13197301305471332, Slippage: 0.009999999999990905, Time Penalty: 0.166281\n", "Step: 54086, Timestamp: 2023-07-03 16:51:57.087043152, Action: BUY, Price: 200.02229932602563, Shares: 0.19918368984718532, Symbol: AAPL, Reward: -0.4185051820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164523\n", "Step: 54087, Timestamp: 2023-07-03 16:51:57.087527106, Action: BUY, Price: 197.0698562784898, Shares: 0.31503541923226974, Symbol: AAPL, Reward: -0.43208218204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.1681\n", "Step: 54088, Timestamp: 2023-07-03 16:51:57.087527106, Action: BUY, Price: 186.28809179934365, Shares: 0.12280353015635491, Symbol: AAPL, Reward: -0.43208218204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.1681\n", "Step: 54089, Timestamp: 2023-07-03 16:51:57.087527106, Action: BUY, Price: 196.40662764629135, Shares: 0.23781334615487995, Symbol: AAPL, Reward: -0.5372850464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.1681\n", "Step: 54090, Timestamp: 2023-07-03 16:51:57.087527106, Action: BUY, Price: 184.93092150336196, Shares: 0.21716825793866265, Symbol: AAPL, Reward: -0.3050910910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.1681\n", "Step: 54091, Timestamp: 2023-07-03 16:51:57.087603049, Action: BUY, Price: 189.96010370276755, Shares: 0.10548957803201672, Symbol: AAPL, Reward: -0.42897118204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164989\n", "Step: 54092, Timestamp: 2023-07-03 16:51:57.087651481, Action: BUY, Price: 183.61554678245315, Shares: 0.28653191742151535, Symbol: AAPL, Reward: -0.5346620464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.165477\n", "Step: 54093, Timestamp: 2023-07-03 16:51:57.696868292, Action: BUY, Price: 195.9398933747283, Shares: 0.08144025200977463, Symbol: AAPL, Reward: -0.42930318204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165321\n", "Step: 54094, Timestamp: 2023-07-03 16:51:57.696868292, Action: BUY, Price: 197.93009662054018, Shares: 0.23186101544002888, Symbol: AAPL, Reward: -0.32981233002945465, Transaction Cost: 0.15449133002946377, Slippage: 0.009999999999990905, Time Penalty: 0.165321\n", "Step: 54095, Timestamp: 2023-07-03 16:51:58.091578085, Action: BUY, Price: 191.78763255631725, Shares: 0.08984963472003389, Symbol: AAPL, Reward: -0.34325472025447573, Transaction Cost: 0.16847272025448481, Slippage: 0.009999999999990905, Time Penalty: 0.164782\n", "Step: 54096, Timestamp: 2023-07-03 16:51:58.332774021, Action: BUY, Price: 192.75881961839485, Shares: 0.21857129956918658, Symbol: AAPL, Reward: -0.25450021803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.164184\n", "Step: 54104, Timestamp: 2023-07-03 16:52:01.413872469, Action: SELL, Price: 197.0737169409719, Shares: 0.2125136143948936, Symbol: AAPL, Reward: -0.2264661424121864, Transaction Cost: 0.056792142412190966, Slippage: 0.0049999999999954525, Time Penalty: 0.164674\n", "Step: 54105, Timestamp: 2023-07-03 16:52:02.392453115, Action: SELL, Price: 195.0765011653087, Shares: 0.17536045763396385, Symbol: AAPL, Reward: -0.31543465558504846, Transaction Cost: 0.145901655585053, Slippage: 0.0049999999999954525, Time Penalty: 0.164533\n", "Step: 54106, Timestamp: 2023-07-03 16:52:03.176396012, Action: SELL, Price: 196.15325339095972, Shares: 0.1765934748701419, Symbol: AAPL, Reward: -0.3086457703093387, Transaction Cost: 0.13911177030934327, Slippage: 0.0049999999999954525, Time Penalty: 0.164534\n", "Step: 54107, Timestamp: 2023-07-03 16:52:03.777689062, Action: SELL, Price: 187.98627501894669, Shares: 0.30645895183230143, Symbol: AAPL, Reward: -0.28371928482437736, Transaction Cost: 0.11358428482438193, Slippage: 0.0049999999999954525, Time Penalty: 0.165135\n", "Step: 54116, Timestamp: 2023-07-03 16:52:05.181304140, Action: BUY, Price: 186.8689742378342, Shares: 0.26660942018588896, Symbol: AAPL, Reward: -0.30418001023424057, Transaction Cost: 0.12950601023422126, Slippage: 0.010000000000019327, Time Penalty: 0.164674\n", "Step: 54117, Timestamp: 2023-07-03 16:52:05.502512443, Action: BUY, Price: 192.2789153349152, Shares: 0.19440231715567408, Symbol: AAPL, Reward: -0.4281371820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.164155\n", "Step: 54118, Timestamp: 2023-07-03 16:52:05.730266291, Action: BUY, Price: 200.18770978590683, Shares: 0.16760296858141685, Symbol: AAPL, Reward: -0.20018121820432092, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.164783\n", "Step: 54119, Timestamp: 2023-07-03 16:52:05.738158817, Action: BUY, Price: 183.73784456492103, Shares: 0.2653833771643302, Symbol: AAPL, Reward: -0.35831909684501195, Transaction Cost: 0.1722590968449926, Slippage: 0.010000000000019327, Time Penalty: 0.17606\n", "Step: 54120, Timestamp: 2023-07-03 16:52:05.738158817, Action: BUY, Price: 195.9847443390634, Shares: 0.10286436716722339, Symbol: AAPL, Reward: -0.4400421820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.17606\n", "Step: 54121, Timestamp: 2023-07-03 16:52:05.738158817, Action: BUY, Price: 198.34721444381546, Shares: 0.09274055716937708, Symbol: AAPL, Reward: -0.2428521424122103, Transaction Cost: 0.056792142412190966, Slippage: 0.010000000000019327, Time Penalty: 0.17606\n", "Step: 54122, Timestamp: 2023-07-03 16:52:05.738158817, Action: BUY, Price: 184.1041252095608, Shares: 0.24099528572613826, Symbol: AAPL, Reward: -0.4400421820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.17606\n", "Step: 54123, Timestamp: 2023-07-03 16:52:05.738158817, Action: BUY, Price: 186.87955098929262, Shares: 0.1000443213044269, Symbol: AAPL, Reward: -0.23685643640862247, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.17606\n", "Step: 54124, Timestamp: 2023-07-03 16:52:05.738158817, Action: BUY, Price: 188.81617104747662, Shares: 0.2680836441859427, Symbol: AAPL, Reward: -0.4400421820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.17606\n", "Step: 54125, Timestamp: 2023-07-03 16:52:05.738158817, Action: BUY, Price: 200.5039064285745, Shares: 0.21316272038403367, Symbol: AAPL, Reward: -0.4400421820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.17606\n", "Step: 54126, Timestamp: 2023-07-03 16:52:06.715976450, Action: BUY, Price: 187.5509145058363, Shares: 0.11965078673404791, Symbol: AAPL, Reward: -0.2818464307550407, Transaction Cost: 0.09503143075502138, Slippage: 0.010000000000019327, Time Penalty: 0.176815\n", "Step: 54127, Timestamp: 2023-07-03 16:52:06.760995360, Action: BUY, Price: 198.39301800132904, Shares: 0.17953619212093588, Symbol: AAPL, Reward: -0.18996521820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164567\n", "Step: 54128, Timestamp: 2023-07-03 16:52:07.879167913, Action: BUY, Price: 189.87734019337321, Shares: 0.12948777542417297, Symbol: AAPL, Reward: -0.3230680910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.186077\n", "Step: 54129, Timestamp: 2023-07-03 16:52:07.879167913, Action: BUY, Price: 189.0185950492126, Shares: 0.26741953911776867, Symbol: AAPL, Reward: -0.23199550464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.186077\n", "Step: 54130, Timestamp: 2023-07-03 16:52:07.879167913, Action: BUY, Price: 183.01219495982974, Shares: 0.24604714599391822, Symbol: AAPL, Reward: -0.22147521820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.186077\n", "Step: 54131, Timestamp: 2023-07-03 16:52:07.879167913, Action: BUY, Price: 185.5344860760476, Shares: 0.1200938887358334, Symbol: AAPL, Reward: -0.23199550464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.186077\n", "Step: 54132, Timestamp: 2023-07-03 16:52:07.879167913, Action: BUY, Price: 197.87041983384154, Shares: 0.2848073022432313, Symbol: AAPL, Reward: -0.642536933003586, Transaction Cost: 0.44645993300359516, Slippage: 0.009999999999990905, Time Penalty: 0.186077\n", "Step: 54133, Timestamp: 2023-07-03 16:52:07.879237448, Action: BUY, Price: 188.10130709117297, Shares: 0.09023651401525903, Symbol: AAPL, Reward: -0.43093255991223867, Transaction Cost: 0.24228355991224776, Slippage: 0.009999999999990905, Time Penalty: 0.178649\n", "Step: 54134, Timestamp: 2023-07-03 16:52:07.879348945, Action: BUY, Price: 193.75415463369185, Shares: 0.19423865474214078, Symbol: AAPL, Reward: -0.35525633002944557, Transaction Cost: 0.15449133002946377, Slippage: 0.01999999999998181, Time Penalty: 0.180765\n", "Step: 54135, Timestamp: 2023-07-03 16:52:07.879348945, Action: BUY, Price: 197.55275290649416, Shares: 0.1364517451569288, Symbol: AAPL, Reward: -0.4547471820429976, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.180765\n", "Step: 54136, Timestamp: 2023-07-03 16:52:07.879348945, Action: BUY, Price: 191.76310187794957, Shares: 0.20798622116292012, Symbol: AAPL, Reward: -0.5299635327673031, Transaction Cost: 0.3291985327673213, Slippage: 0.01999999999998181, Time Penalty: 0.180765\n", "Step: 54137, Timestamp: 2023-07-03 16:52:07.887379355, Action: BUY, Price: 200.60639060625707, Shares: 0.10012995620890075, Symbol: AAPL, Reward: -0.20660121820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171203\n", "Step: 54138, Timestamp: 2023-07-03 16:52:07.887379355, Action: BUY, Price: 192.4498201698385, Shares: 0.09342184496250999, Symbol: AAPL, Reward: -0.36258255751852475, Transaction Cost: 0.18137955751853382, Slippage: 0.009999999999990905, Time Penalty: 0.171203\n", "Step: 54139, Timestamp: 2023-07-03 16:52:07.887379355, Action: BUY, Price: 199.69977268705338, Shares: 0.13817114118365817, Symbol: AAPL, Reward: -0.20660121820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171203\n", "Step: 54140, Timestamp: 2023-07-03 16:52:07.887379355, Action: BUY, Price: 194.48865087673204, Shares: 0.16529483357958547, Symbol: AAPL, Reward: -0.43518518204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171203\n", "Step: 54141, Timestamp: 2023-07-03 16:52:07.887379355, Action: BUY, Price: 196.01952626035853, Shares: 0.1462652187815214, Symbol: AAPL, Reward: -0.43518518204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171203\n", "Step: 54142, Timestamp: 2023-07-03 16:52:07.887379355, Action: BUY, Price: 193.68748170445895, Shares: 0.22576402344491164, Symbol: AAPL, Reward: -0.2615192180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.171203\n", "Step: 54143, Timestamp: 2023-07-03 16:52:07.990422304, Action: BUY, Price: 188.2278291993597, Shares: 0.09918703948148193, Symbol: AAPL, Reward: -0.24929436012724243, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.165058\n", "Step: 54145, Timestamp: 2023-07-03 16:52:08.415107243, Action: BUY, Price: 208.74484894201393, Shares: 0.1529723963476667, Symbol: AAPL, Reward: -0.43158918204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167607\n", "Step: 54146, Timestamp: 2023-07-03 16:52:08.415107243, Action: BUY, Price: 194.95046379004833, Shares: 0.07759834266120597, Symbol: AAPL, Reward: -0.2030052182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167607\n", "Step: 54147, Timestamp: 2023-07-03 16:52:08.415240522, Action: BUY, Price: 185.25549242043425, Shares: 0.29075670935427433, Symbol: AAPL, Reward: -0.20033021820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164932\n", "Step: 54150, Timestamp: 2023-07-03 16:52:08.907899384, Action: BUY, Price: 187.47369226729555, Shares: 0.29685034293660906, Symbol: AAPL, Reward: -0.3340731319490775, Transaction Cost: 0.15656513194905822, Slippage: 0.010000000000019327, Time Penalty: 0.167508\n", "Step: 54151, Timestamp: 2023-07-03 16:52:08.907899384, Action: BUY, Price: 190.75612772404367, Shares: 0.24997264153258414, Symbol: AAPL, Reward: -0.4314901820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167508\n", "Step: 54152, Timestamp: 2023-07-03 16:52:08.907899384, Action: BUY, Price: 199.02315163143527, Shares: 0.18478139965188703, Symbol: AAPL, Reward: -0.4314901820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167508\n", "Step: 54153, Timestamp: 2023-07-03 16:52:08.909011189, Action: BUY, Price: 199.29946564369655, Shares: 0.2317231288940029, Symbol: AAPL, Reward: -0.4179721820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16399\n", "Step: 54154, Timestamp: 2023-07-03 16:52:08.909047773, Action: BUY, Price: 199.3015246189728, Shares: 0.16977695760076753, Symbol: AAPL, Reward: -0.41964718204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165665\n", "Step: 54155, Timestamp: 2023-07-03 16:52:08.909047773, Action: BUY, Price: 186.12677308640556, Shares: 0.25004825490688654, Symbol: AAPL, Reward: -0.2926560910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.165665\n", "Step: 54156, Timestamp: 2023-07-03 16:52:08.919965546, Action: BUY, Price: 194.5546386007964, Shares: 0.11923603312106687, Symbol: AAPL, Reward: -0.34655609684501193, Transaction Cost: 0.1722590968449926, Slippage: 0.010000000000019327, Time Penalty: 0.164297\n", "Step: 54157, Timestamp: 2023-07-03 16:52:08.919995961, Action: BUY, Price: 187.95118747972685, Shares: 0.11571214501605492, Symbol: AAPL, Reward: -0.45331640024733666, Transaction Cost: 0.27938040024731736, Slippage: 0.010000000000019327, Time Penalty: 0.163936\n", "Step: 54158, Timestamp: 2023-07-03 16:52:09.367250644, Action: BUY, Price: 195.02480113037046, Shares: 0.18539022831980975, Symbol: AAPL, Reward: -0.3221737382254902, Transaction Cost: 0.1343947382254709, Slippage: 0.010000000000019327, Time Penalty: 0.177779\n", "Step: 54159, Timestamp: 2023-07-03 16:52:09.375204682, Action: BUY, Price: 201.2324243874548, Shares: 0.13744162966339737, Symbol: AAPL, Reward: -0.5255300464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.166345\n", "Step: 54160, Timestamp: 2023-07-03 16:52:09.375204682, Action: BUY, Price: 186.376136053455, Shares: 0.10548109669471216, Symbol: AAPL, Reward: -0.29333609102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.166345\n", "Step: 54161, Timestamp: 2023-07-03 16:52:09.375204682, Action: BUY, Price: 187.9613219474279, Shares: 0.23574826021323989, Symbol: AAPL, Reward: -0.2466612180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.166345\n", "Step: 54162, Timestamp: 2023-07-03 16:52:09.744584655, Action: BUY, Price: 200.72451361140645, Shares: 0.0724951562190283, Symbol: AAPL, Reward: -0.34795009684501194, Transaction Cost: 0.1722590968449926, Slippage: 0.010000000000019327, Time Penalty: 0.165691\n", "Step: 54163, Timestamp: 2023-07-03 16:52:09.744584655, Action: BUY, Price: 188.09867388713968, Shares: 0.2101077818054309, Symbol: AAPL, Reward: -0.439637026109446, Transaction Cost: 0.26394602610942663, Slippage: 0.010000000000019327, Time Penalty: 0.165691\n", "Step: 54164, Timestamp: 2023-07-03 16:52:10.047541373, Action: BUY, Price: 184.55069640299735, Shares: 0.16406036596248214, Symbol: AAPL, Reward: -0.2040112182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168613\n", "Step: 54165, Timestamp: 2023-07-03 16:52:10.047541373, Action: BUY, Price: 186.9957576904741, Shares: 0.2336157357610627, Symbol: AAPL, Reward: -0.29219728482437285, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.168613\n", "Step: 54166, Timestamp: 2023-07-03 16:52:10.047541373, Action: BUY, Price: 191.35240154591114, Shares: 0.09016745259263682, Symbol: AAPL, Reward: -0.5126744036609401, Transaction Cost: 0.3340614036609492, Slippage: 0.009999999999990905, Time Penalty: 0.168613\n", "Step: 54167, Timestamp: 2023-07-03 16:52:10.645784358, Action: BUY, Price: 184.5816651457752, Shares: 0.17488598720786905, Symbol: AAPL, Reward: -0.42184418204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167862\n", "Step: 54168, Timestamp: 2023-07-03 16:52:10.645784358, Action: BUY, Price: 200.71221095263033, Shares: 0.1268143902145602, Symbol: AAPL, Reward: -0.42184418204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167862\n", "Step: 54169, Timestamp: 2023-07-03 16:52:10.645853390, Action: BUY, Price: 198.3883416753064, Shares: 0.2369528142250083, Symbol: AAPL, Reward: -0.35576852322316355, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.166176\n", "Step: 54173, Timestamp: 2023-07-03 16:52:11.375929118, Action: BUY, Price: 196.5902880827881, Shares: 0.22321764822377071, Symbol: AAPL, Reward: -0.25470400928925996, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.172867\n", "Step: 54174, Timestamp: 2023-07-03 16:52:11.375929118, Action: BUY, Price: 183.93218329052317, Shares: 0.27475561516021124, Symbol: AAPL, Reward: -0.5420520464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.172867\n", "Step: 54175, Timestamp: 2023-07-03 16:52:11.375929118, Action: BUY, Price: 196.26297384492136, Shares: 0.194445321229113, Symbol: AAPL, Reward: -0.33525630922580035, Transaction Cost: 0.15238930922580946, Slippage: 0.009999999999990905, Time Penalty: 0.172867\n", "Step: 54176, Timestamp: 2023-07-03 16:52:11.375929118, Action: BUY, Price: 191.74438859756572, Shares: 0.2643224168964268, Symbol: AAPL, Reward: -0.30985809102149875, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.172867\n", "Step: 54177, Timestamp: 2023-07-03 16:52:11.375929118, Action: BUY, Price: 187.2531214527597, Shares: 0.06590386202955627, Symbol: AAPL, Reward: -0.43684918204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172867\n", "Step: 54180, Timestamp: 2023-07-03 16:52:12.514445399, Action: SELL, Price: 208.58696109280513, Shares: 0.24260372641406117, Symbol: AAPL, Reward: -0.279922284824382, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.166338\n", "Step: 54181, Timestamp: 2023-07-03 16:52:12.514445399, Action: SELL, Price: 198.26600260037344, Shares: 0.10849558155245335, Symbol: AAPL, Reward: -0.39350656964876385, Transaction Cost: 0.22716856964876386, Slippage: 0.0, Time Penalty: 0.166338\n", "Step: 54182, Timestamp: 2023-07-03 16:52:12.514480635, Action: SELL, Price: 191.3953548497377, Shares: 0.2685971293887755, Symbol: AAPL, Reward: -0.28028028482438194, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.166696\n", "Step: 54183, Timestamp: 2023-07-03 16:52:12.514480635, Action: SELL, Price: 195.85384833195184, Shares: 0.2082192860802248, Symbol: AAPL, Reward: -0.3938645696487639, Transaction Cost: 0.22716856964876386, Slippage: 0.0, Time Penalty: 0.166696\n", "Step: 54194, Timestamp: 2023-07-03 16:52:17.774981824, Action: BUY, Price: 197.10943608847296, Shares: 0.1353903088474355, Symbol: AAPL, Reward: -0.40121046024595153, Transaction Cost: 0.22286846024596063, Slippage: 0.009999999999990905, Time Penalty: 0.168342\n", "Step: 54205, Timestamp: 2023-07-03 16:52:20.003209532, Action: SELL, Price: 187.7446226908754, Shares: 0.09679753780480543, Symbol: AAPL, Reward: -0.21907350464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.183155\n", "Step: 54206, Timestamp: 2023-07-03 16:52:20.003209532, Action: SELL, Price: 187.43344643554758, Shares: 0.14297642327714763, Symbol: AAPL, Reward: -0.2593496546129047, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.183155\n", "Step: 54207, Timestamp: 2023-07-03 16:52:20.003209532, Action: SELL, Price: 185.55274930086972, Shares: 0.2326843410444861, Symbol: AAPL, Reward: -0.43713718204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.183155\n", "Step: 54208, Timestamp: 2023-07-03 16:52:20.003209532, Action: SELL, Price: 193.91635220420687, Shares: 0.16215095532699064, Symbol: AAPL, Reward: -0.43713718204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.183155\n", "Step: 54212, Timestamp: 2023-07-03 16:52:20.010843432, Action: SELL, Price: 195.1029190076037, Shares: 0.14213856160373378, Symbol: AAPL, Reward: -0.42348818204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169506\n", "Step: 54213, Timestamp: 2023-07-03 16:52:20.010843432, Action: SELL, Price: 198.71761939643403, Shares: 0.20178432282725758, Symbol: AAPL, Reward: -0.2830902848243819, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.169506\n", "Step: 54214, Timestamp: 2023-07-03 16:52:20.010843432, Action: SELL, Price: 183.51479832184813, Shares: 0.164037064554948, Symbol: AAPL, Reward: -0.42348818204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169506\n", "Step: 54215, Timestamp: 2023-07-03 16:52:20.010843432, Action: SELL, Price: 184.87736166460243, Shares: 0.26242138423619454, Symbol: AAPL, Reward: -0.2574880087031422, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.169506\n", "Step: 54216, Timestamp: 2023-07-03 16:52:20.010847372, Action: SELL, Price: 198.28873743480978, Shares: 0.08934565840456539, Symbol: AAPL, Reward: -0.43171418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167732\n", "Step: 54217, Timestamp: 2023-07-03 16:52:20.635259578, Action: SELL, Price: 183.82237761741678, Shares: 0.13056653762474044, Symbol: AAPL, Reward: -0.41959318204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165611\n", "Step: 54218, Timestamp: 2023-07-03 16:52:20.635579734, Action: SELL, Price: 194.46193327242256, Shares: 0.07552043992133756, Symbol: AAPL, Reward: -0.5343320464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.165147\n", "Step: 54219, Timestamp: 2023-07-03 16:52:20.635579734, Action: SELL, Price: 183.47335874718001, Shares: 0.20885505125315723, Symbol: AAPL, Reward: -0.42912918204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165147\n", "Step: 54220, Timestamp: 2023-07-03 16:52:20.892082903, Action: SELL, Price: 200.27648336010316, Shares: 0.09862641218623892, Symbol: AAPL, Reward: -0.48257069976421213, Transaction Cost: 0.3026546997642212, Slippage: 0.009999999999990905, Time Penalty: 0.169916\n", "Step: 54221, Timestamp: 2023-07-03 16:52:20.892082903, Action: SELL, Price: 194.3637023589848, Shares: 0.2738454204015295, Symbol: AAPL, Reward: -0.3069070910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.169916\n", "Step: 54222, Timestamp: 2023-07-03 16:52:20.892082903, Action: SELL, Price: 201.8444502301415, Shares: 0.20715854665115516, Symbol: AAPL, Reward: -0.5391010464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.169916\n", "Step: 54223, Timestamp: 2023-07-03 16:52:20.892082903, Action: SELL, Price: 193.12780881196147, Shares: 0.07688824250737329, Symbol: AAPL, Reward: -0.4338981820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169916\n", "Step: 54224, Timestamp: 2023-07-03 16:52:20.892082903, Action: SELL, Price: 186.9991938388461, Shares: 0.22848439977448368, Symbol: AAPL, Reward: -0.3648178195192313, Transaction Cost: 0.1849018195192404, Slippage: 0.009999999999990905, Time Penalty: 0.169916\n", "Step: 54225, Timestamp: 2023-07-03 16:52:20.892082903, Action: SELL, Price: 195.21071798439115, Shares: 0.27420918921102566, Symbol: AAPL, Reward: -0.47719452234831716, Transaction Cost: 0.29727852234832625, Slippage: 0.009999999999990905, Time Penalty: 0.169916\n", "Step: 54226, Timestamp: 2023-07-03 16:52:21.324495532, Action: SELL, Price: 199.67315927234046, Shares: 0.10623509307560114, Symbol: AAPL, Reward: -0.23417436911273543, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.166977\n", "Step: 54227, Timestamp: 2023-07-03 16:52:21.324495532, Action: SELL, Price: 201.6475168291116, Shares: 0.07962351730793588, Symbol: AAPL, Reward: -0.379473739167292, Transaction Cost: 0.21249673916729198, Slippage: 0.0, Time Penalty: 0.166977\n", "Step: 54228, Timestamp: 2023-07-03 16:52:21.325517076, Action: SELL, Price: 196.63685496293206, Shares: 0.09633379410832187, Symbol: AAPL, Reward: -0.30356077030934325, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.164449\n", "Step: 54229, Timestamp: 2023-07-03 16:52:21.425199302, Action: SELL, Price: 183.94387291130707, Shares: 0.12287966725077883, Symbol: AAPL, Reward: -0.2486116546129002, Transaction Cost: 0.07619465461290473, Slippage: 0.0049999999999954525, Time Penalty: 0.167417\n", "Step: 54230, Timestamp: 2023-07-03 16:52:22.880210463, Action: SELL, Price: 201.1528606712343, Shares: 0.16295389265949672, Symbol: AAPL, Reward: -0.4235931820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164611\n", "Step: 54235, Timestamp: 2023-07-03 16:52:25.177667098, Action: BUY, Price: 197.0049198657365, Shares: 0.13471517590699367, Symbol: AAPL, Reward: -0.44096118204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.176979\n", "Step: 54236, Timestamp: 2023-07-03 16:52:25.177667098, Action: BUY, Price: 182.9605668328863, Shares: 0.20008411065272358, Symbol: AAPL, Reward: -0.44096118204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.176979\n", "Step: 54237, Timestamp: 2023-07-03 16:52:25.177667098, Action: BUY, Price: 188.29709683589252, Shares: 0.0966387062980577, Symbol: AAPL, Reward: -0.44096118204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.176979\n", "Step: 54238, Timestamp: 2023-07-03 16:52:25.177667098, Action: BUY, Price: 191.82447102094585, Shares: 0.22292956594149557, Symbol: AAPL, Reward: -0.44096118204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.176979\n", "Step: 54239, Timestamp: 2023-07-03 16:52:25.177667098, Action: BUY, Price: 200.55220932259567, Shares: 0.21113528845072088, Symbol: AAPL, Reward: -0.4917576184516098, Transaction Cost: 0.3047786184516189, Slippage: 0.009999999999990905, Time Penalty: 0.176979\n", "Step: 54240, Timestamp: 2023-07-03 16:52:25.178443715, Action: BUY, Price: 200.75397112589303, Shares: 0.0921190345256157, Symbol: AAPL, Reward: -0.37150215608205545, Transaction Cost: 0.18314915608206453, Slippage: 0.009999999999990905, Time Penalty: 0.178353\n", "Step: 54241, Timestamp: 2023-07-03 16:52:25.178443715, Action: BUY, Price: 192.96605479946695, Shares: 0.21314190345859385, Symbol: AAPL, Reward: -0.5475380464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.178353\n", "Step: 54242, Timestamp: 2023-07-03 16:52:25.254087200, Action: BUY, Price: 208.7559646350349, Shares: 0.05549103298735882, Symbol: AAPL, Reward: -0.5423386600589468, Transaction Cost: 0.30898266005892755, Slippage: 0.010000000000019327, Time Penalty: 0.223356\n", "Step: 54243, Timestamp: 2023-07-03 16:52:25.254087200, Action: BUY, Price: 184.1229321084223, Shares: 0.1260862139152367, Symbol: AAPL, Reward: -0.26927450464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.223356\n", "Step: 54244, Timestamp: 2023-07-03 16:52:25.254087200, Action: BUY, Price: 192.6533382883149, Shares: 0.07143277386605769, Symbol: AAPL, Reward: -0.26927450464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.223356\n", "Step: 54245, Timestamp: 2023-07-03 16:52:25.470554442, Action: BUY, Price: 188.72501686768672, Shares: 0.24075893564659434, Symbol: AAPL, Reward: -0.5364870464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.167302\n", "Step: 54246, Timestamp: 2023-07-03 16:52:25.470554442, Action: BUY, Price: 193.05367744068852, Shares: 0.09183051209170208, Symbol: AAPL, Reward: -0.3604511560820839, Transaction Cost: 0.18314915608206453, Slippage: 0.010000000000019327, Time Penalty: 0.167302\n", "Step: 54247, Timestamp: 2023-07-03 16:52:25.470554442, Action: BUY, Price: 199.55657661222054, Shares: 0.25941644782465484, Symbol: AAPL, Reward: -0.34190126638368, Transaction Cost: 0.16459926638366065, Slippage: 0.010000000000019327, Time Penalty: 0.167302\n", "Step: 54248, Timestamp: 2023-07-03 16:52:27.735041119, Action: BUY, Price: 204.52847382184356, Shares: 0.1346482904802015, Symbol: AAPL, Reward: -0.3544980968449835, Transaction Cost: 0.1722590968449926, Slippage: 0.009999999999990905, Time Penalty: 0.172239\n", "Step: 54249, Timestamp: 2023-07-03 16:52:27.735041119, Action: BUY, Price: 198.03695406961307, Shares: 0.19409731424417875, Symbol: AAPL, Reward: -0.36002652743010194, Transaction Cost: 0.17778752743011103, Slippage: 0.009999999999990905, Time Penalty: 0.172239\n", "Step: 54250, Timestamp: 2023-07-03 16:52:27.735041119, Action: BUY, Price: 188.83014057155168, Shares: 0.23245251821605892, Symbol: AAPL, Reward: -0.49122166005891843, Transaction Cost: 0.30898266005892755, Slippage: 0.009999999999990905, Time Penalty: 0.172239\n", "Step: 54251, Timestamp: 2023-07-03 16:52:27.735041119, Action: BUY, Price: 191.68186747394887, Shares: 0.10822457272158716, Symbol: AAPL, Reward: -0.43622118204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172239\n", "Step: 54252, Timestamp: 2023-07-03 16:52:27.735041119, Action: BUY, Price: 184.0243898046764, Shares: 0.19340713151002786, Symbol: AAPL, Reward: -0.43622118204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172239\n", "Step: 54253, Timestamp: 2023-07-03 16:52:27.735041119, Action: BUY, Price: 201.8247988109362, Shares: 0.13464857953160056, Symbol: AAPL, Reward: -0.20763721820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172239\n", "Step: 54254, Timestamp: 2023-07-03 16:52:27.735041119, Action: BUY, Price: 197.74494378450188, Shares: 0.14620460192217466, Symbol: AAPL, Reward: -0.21815750464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.172239\n", "Step: 54255, Timestamp: 2023-07-03 16:52:28.115254198, Action: BUY, Price: 187.63193572461861, Shares: 0.1250581194847178, Symbol: AAPL, Reward: -0.4259621820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.16698\n", "Step: 54256, Timestamp: 2023-07-03 16:52:28.115254198, Action: BUY, Price: 200.3380677338987, Shares: 0.2101624469173463, Symbol: AAPL, Reward: -0.3272378852452121, Transaction Cost: 0.15025788524522118, Slippage: 0.009999999999990905, Time Penalty: 0.16698\n", "Step: 54257, Timestamp: 2023-07-03 16:52:28.115254198, Action: BUY, Price: 184.83155130379257, Shares: 0.0746330030967206, Symbol: AAPL, Reward: -0.38174698151059855, Transaction Cost: 0.20476698151060765, Slippage: 0.009999999999990905, Time Penalty: 0.16698\n", "Step: 54258, Timestamp: 2023-07-03 16:52:28.824158134, Action: BUY, Price: 185.40392898896067, Shares: 0.26618059991577836, Symbol: AAPL, Reward: -0.4046529638387051, Transaction Cost: 0.22858396383871418, Slippage: 0.009999999999990905, Time Penalty: 0.166069\n", "Step: 54259, Timestamp: 2023-07-03 16:52:28.824158134, Action: BUY, Price: 186.0331576159684, Shares: 0.06400452140774734, Symbol: AAPL, Reward: -0.43005118204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166069\n", "Step: 54260, Timestamp: 2023-07-03 16:52:28.870524811, Action: BUY, Price: 196.31964203724175, Shares: 0.11131124191402468, Symbol: AAPL, Reward: -0.42189018204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167908\n", "Step: 54275, Timestamp: 2023-07-03 16:52:33.962157510, Action: BUY, Price: 193.82636436549373, Shares: 0.09687763873108753, Symbol: AAPL, Reward: -0.4131854058737718, Transaction Cost: 0.23825640587378089, Slippage: 0.009999999999990905, Time Penalty: 0.164929\n", "Step: 54276, Timestamp: 2023-07-03 16:52:33.962157510, Action: BUY, Price: 184.06732600286267, Shares: 0.10142802143639827, Symbol: AAPL, Reward: -0.42891118204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164929\n", "Step: 54277, Timestamp: 2023-07-03 16:52:34.179986548, Action: BUY, Price: 194.46788792381076, Shares: 0.16818748034804604, Symbol: AAPL, Reward: -0.3309143300294547, Transaction Cost: 0.15449133002946377, Slippage: 0.009999999999990905, Time Penalty: 0.166423\n", "Step: 54278, Timestamp: 2023-07-03 16:52:34.179986548, Action: BUY, Price: 197.29488212190427, Shares: 0.13433713605583333, Symbol: AAPL, Reward: -0.3780151073381972, Transaction Cost: 0.20159210733820634, Slippage: 0.009999999999990905, Time Penalty: 0.166423\n", "Step: 54285, Timestamp: 2023-07-03 16:52:34.500695105, Action: SELL, Price: 187.7458799589174, Shares: 0.21869273350915944, Symbol: AAPL, Reward: -0.42897118204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164989\n", "Step: 54286, Timestamp: 2023-07-03 16:52:35.154904025, Action: SELL, Price: 196.93653835456425, Shares: 0.2021403286027047, Symbol: AAPL, Reward: -0.20501650464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.169098\n", "Step: 54287, Timestamp: 2023-07-03 16:52:35.154904025, Action: SELL, Price: 191.61977628163882, Shares: 0.0646390606336429, Symbol: AAPL, Reward: -0.4230801820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169098\n", "Step: 54288, Timestamp: 2023-07-03 16:52:39.588591868, Action: SELL, Price: 201.56164383434205, Shares: 0.06528443695410835, Symbol: AAPL, Reward: -0.4238851820430396, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164903\n", "Step: 54289, Timestamp: 2023-07-03 16:52:39.721510762, Action: SELL, Price: 196.93543965923692, Shares: 0.09165583571724195, Symbol: AAPL, Reward: -0.43336818204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169386\n", "Step: 54290, Timestamp: 2023-07-03 16:52:39.721510762, Action: SELL, Price: 189.79056102025052, Shares: 0.21218137697005762, Symbol: AAPL, Reward: -0.47557757712815274, Transaction Cost: 0.2961915771281334, Slippage: 0.010000000000019327, Time Penalty: 0.169386\n", "Step: 54291, Timestamp: 2023-07-03 16:52:39.721510762, Action: SELL, Price: 188.8852672817242, Shares: 0.20982391354788052, Symbol: AAPL, Reward: -0.43336818204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169386\n", "Step: 54292, Timestamp: 2023-07-03 16:52:39.721510762, Action: SELL, Price: 200.7778362649094, Shares: 0.07787399188458834, Symbol: AAPL, Reward: -0.2047842182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169386\n", "Step: 54293, Timestamp: 2023-07-03 16:52:39.721510762, Action: SELL, Price: 184.89338367853574, Shares: 0.192592711104522, Symbol: AAPL, Reward: -0.2744174307550407, Transaction Cost: 0.09503143075502138, Slippage: 0.010000000000019327, Time Penalty: 0.169386\n", "Step: 54294, Timestamp: 2023-07-03 16:52:39.721510762, Action: SELL, Price: 185.152887298783, Shares: 0.09966764477887677, Symbol: AAPL, Reward: -0.3063770910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.169386\n", "Step: 54295, Timestamp: 2023-07-03 16:52:39.735832603, Action: SELL, Price: 198.07535276463258, Shares: 0.06524516035839528, Symbol: AAPL, Reward: -0.36987055751855313, Transaction Cost: 0.18137955751853382, Slippage: 0.010000000000019327, Time Penalty: 0.178491\n", "Step: 54300, Timestamp: 2023-07-03 16:52:40.080060074, Action: BUY, Price: 201.06245320876195, Shares: 0.20127110643476057, Symbol: AAPL, Reward: -0.34049494657156254, Transaction Cost: 0.16262794657157165, Slippage: 0.009999999999990905, Time Penalty: 0.167867\n", "Step: 54301, Timestamp: 2023-07-03 16:52:40.080060074, Action: BUY, Price: 187.3042784909012, Shares: 0.10338126316846317, Symbol: AAPL, Reward: -0.43184918204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167867\n", "Step: 54302, Timestamp: 2023-07-03 16:52:40.275827572, Action: BUY, Price: 187.95961330823826, Shares: 0.20694358879410987, Symbol: AAPL, Reward: -0.19010321820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164705\n", "Step: 54303, Timestamp: 2023-07-03 16:52:40.276383911, Action: BUY, Price: 184.8079817227405, Shares: 0.09031461129325827, Symbol: AAPL, Reward: -0.18985921820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164461\n", "Step: 54304, Timestamp: 2023-07-03 16:52:40.277297969, Action: BUY, Price: 187.659963689586, Shares: 0.12783130985072014, Symbol: AAPL, Reward: -0.18982821820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.16443\n", "Step: 54305, Timestamp: 2023-07-03 16:52:40.277514018, Action: BUY, Price: 201.55910948048955, Shares: 0.12120853412102198, Symbol: AAPL, Reward: -0.21513643640860317, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.16434\n", "Step: 54306, Timestamp: 2023-07-03 16:52:40.277804599, Action: BUY, Price: 194.91430646201124, Shares: 0.1722638045373408, Symbol: AAPL, Reward: -0.19005721820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164659\n", "Step: 54307, Timestamp: 2023-07-03 16:52:40.278716892, Action: BUY, Price: 184.8271778351667, Shares: 0.1851271552339922, Symbol: AAPL, Reward: -0.1898482182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.16445\n", "Step: 54308, Timestamp: 2023-07-03 16:52:40.584446296, Action: BUY, Price: 200.27959257832737, Shares: 0.18827042518852272, Symbol: AAPL, Reward: -0.40742655991224774, Transaction Cost: 0.24228355991224776, Slippage: 0.0, Time Penalty: 0.165143\n", "Step: 54309, Timestamp: 2023-07-03 16:52:40.584446296, Action: BUY, Price: 194.36683713314332, Shares: 0.12178103800415206, Symbol: AAPL, Reward: -0.24133765461290474, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.165143\n", "Step: 54310, Timestamp: 2023-07-03 16:52:40.584470442, Action: BUY, Price: 197.78187775130627, Shares: 0.17649278664742496, Symbol: AAPL, Reward: -0.41231455991224775, Transaction Cost: 0.24228355991224776, Slippage: 0.0, Time Penalty: 0.170031\n", "Step: 54315, Timestamp: 2023-07-03 16:52:44.339910356, Action: SELL, Price: 201.7583334332467, Shares: 0.13241526036690376, Symbol: AAPL, Reward: -0.26328087612860207, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.164914\n", "Step: 54329, Timestamp: 2023-07-03 16:52:52.727720297, Action: BUY, Price: 187.71783172665783, Shares: 0.07935818776308583, Symbol: AAPL, Reward: -0.5247238894065855, Transaction Cost: 0.36008188940658553, Slippage: 0.0, Time Penalty: 0.164642\n", "Step: 54331, Timestamp: 2023-07-03 16:52:52.727994196, Action: SELL, Price: 188.86396764432226, Shares: 0.09899113352777973, Symbol: AAPL, Reward: -0.6947583656662004, Transaction Cost: 0.5303303656662004, Slippage: 0.0, Time Penalty: 0.164428\n", "Step: 54341, Timestamp: 2023-07-03 16:52:53.698403259, Action: SELL, Price: 183.14692848639174, Shares: 0.23909709138983615, Symbol: AAPL, Reward: -0.4056010018705839, Transaction Cost: 0.2341600018705839, Slippage: 0.0, Time Penalty: 0.171441\n", "Step: 54342, Timestamp: 2023-07-03 16:52:53.698403259, Action: SELL, Price: 188.12388881348554, Shares: 0.2578648840220369, Symbol: AAPL, Reward: -0.2730338728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.171441\n", "Step: 54343, Timestamp: 2023-07-03 16:52:53.698403259, Action: SELL, Price: 187.91565575221395, Shares: 0.2050102749743308, Symbol: AAPL, Reward: -0.42287053251244167, Transaction Cost: 0.25142953251244166, Slippage: 0.0, Time Penalty: 0.171441\n", "Step: 54344, Timestamp: 2023-07-03 16:52:53.698403259, Action: SELL, Price: 188.29683350871943, Shares: 0.08440404799547464, Symbol: AAPL, Reward: -0.19683921820430159, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.171441\n", "Step: 54345, Timestamp: 2023-07-03 16:52:53.698403259, Action: SELL, Price: 194.84378358216517, Shares: 0.05687980564117756, Symbol: AAPL, Reward: -0.2556773601272424, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.171441\n", "Step: 54346, Timestamp: 2023-07-03 16:52:53.698403259, Action: SELL, Price: 182.68514892234927, Shares: 0.22581335170241051, Symbol: AAPL, Reward: -0.2336536749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.171441\n", "Step: 54347, Timestamp: 2023-07-03 16:52:53.699001271, Action: SELL, Price: 190.5226920907901, Shares: 0.1802041576740737, Symbol: AAPL, Reward: -0.42961518204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165633\n", "Step: 54348, Timestamp: 2023-07-03 16:52:53.926322347, Action: SELL, Price: 185.73178081549648, Shares: 0.21549057442530611, Symbol: AAPL, Reward: -0.4296141820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165632\n", "Step: 54349, Timestamp: 2023-07-03 16:52:53.926322347, Action: SELL, Price: 199.12546221261843, Shares: 0.13825480306323948, Symbol: AAPL, Reward: -0.3707194157634295, Transaction Cost: 0.19508741576341013, Slippage: 0.010000000000019327, Time Penalty: 0.165632\n", "Step: 54350, Timestamp: 2023-07-03 16:52:53.926620480, Action: SELL, Price: 189.43629219515284, Shares: 0.12011024488970923, Symbol: AAPL, Reward: -0.29314725743823666, Transaction Cost: 0.11638925743821735, Slippage: 0.010000000000019327, Time Penalty: 0.166758\n", "Step: 54351, Timestamp: 2023-07-03 16:52:53.926620480, Action: SELL, Price: 194.95736563515882, Shares: 0.24328403753684077, Symbol: AAPL, Reward: -0.33739043607110875, Transaction Cost: 0.16063243607108943, Slippage: 0.010000000000019327, Time Penalty: 0.166758\n", "Step: 54352, Timestamp: 2023-07-03 16:52:54.339152519, Action: SELL, Price: 182.9892942170914, Shares: 0.18115876022099167, Symbol: AAPL, Reward: -0.23243536911273543, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.165238\n", "Step: 54353, Timestamp: 2023-07-03 16:52:54.339152519, Action: SELL, Price: 186.6679943672884, Shares: 0.0892881067151696, Symbol: AAPL, Reward: -0.41016954631377806, Transaction Cost: 0.24493154631377806, Slippage: 0.0, Time Penalty: 0.165238\n", "Step: 54354, Timestamp: 2023-07-03 16:52:54.339198783, Action: SELL, Price: 197.97536699506804, Shares: 0.18294099452237425, Symbol: AAPL, Reward: -0.23135836911273544, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.164161\n", "Step: 54355, Timestamp: 2023-07-03 16:52:55.189708205, Action: SELL, Price: 185.31828823270908, Shares: 0.10190613803501744, Symbol: AAPL, Reward: -0.31101065558505303, Transaction Cost: 0.145901655585053, Slippage: 0.0, Time Penalty: 0.165109\n", "Step: 54356, Timestamp: 2023-07-03 16:52:55.935200612, Action: SELL, Price: 187.992910285924, Shares: 0.09034820785583766, Symbol: AAPL, Reward: -0.42269718204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168715\n", "Step: 54357, Timestamp: 2023-07-03 16:52:55.935200612, Action: SELL, Price: 192.64190468121322, Shares: 0.10875575972120255, Symbol: AAPL, Reward: -0.19411321820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.168715\n", "Step: 54358, Timestamp: 2023-07-03 16:52:55.935200612, Action: SELL, Price: 187.29282854300453, Shares: 0.1337255705777897, Symbol: AAPL, Reward: -0.19411321820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.168715\n", "Step: 54359, Timestamp: 2023-07-03 16:52:55.935200612, Action: SELL, Price: 194.7745454659414, Shares: 0.08359101915617277, Symbol: AAPL, Reward: -0.24055200928926906, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.168715\n", "Step: 54360, Timestamp: 2023-07-03 16:52:55.935246956, Action: SELL, Price: 197.16290150458403, Shares: 0.14244137710390622, Symbol: AAPL, Reward: -0.23559336911273543, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.168396\n", "Step: 54361, Timestamp: 2023-07-03 16:52:55.935246956, Action: SELL, Price: 189.72435668650348, Shares: 0.2634165669337893, Symbol: AAPL, Reward: -0.19379421820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.168396\n", "Step: 54362, Timestamp: 2023-07-03 16:52:55.935246956, Action: SELL, Price: 189.83734361712015, Shares: 0.23144972103043654, Symbol: AAPL, Reward: -0.3329952663836606, Transaction Cost: 0.16459926638366065, Slippage: 0.0, Time Penalty: 0.168396\n", "Step: 54363, Timestamp: 2023-07-03 16:52:55.935246956, Action: SELL, Price: 188.23208275043785, Shares: 0.2704636268768039, Symbol: AAPL, Reward: -0.608306043515711, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.168396\n", "Step: 54364, Timestamp: 2023-07-03 16:52:55.935578662, Action: SELL, Price: 182.81651683556987, Shares: 0.17096748284122845, Symbol: AAPL, Reward: -0.4302321820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16625\n", "Step: 54365, Timestamp: 2023-07-03 16:52:58.135131008, Action: SELL, Price: 185.60793311755498, Shares: 0.11281009257022567, Symbol: AAPL, Reward: -0.42338518204301123, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164403\n", "Step: 54366, Timestamp: 2023-07-03 16:52:58.135653185, Action: SELL, Price: 184.0425283889047, Shares: 0.2218896921618835, Symbol: AAPL, Reward: -0.4236151820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164633\n", "Step: 54367, Timestamp: 2023-07-03 16:53:00.014436724, Action: SELL, Price: 186.34055828473186, Shares: 0.19634489635894645, Symbol: AAPL, Reward: -0.19739321820429703, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.166995\n", "Step: 54368, Timestamp: 2023-07-03 16:53:00.014437187, Action: SELL, Price: 195.39018744783056, Shares: 0.23877825331617142, Symbol: AAPL, Reward: -0.19693021820429704, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.166532\n", "Step: 54369, Timestamp: 2023-07-03 16:53:00.014438432, Action: SELL, Price: 184.70431564228505, Shares: 0.24245760691296497, Symbol: AAPL, Reward: -0.20705421820429704, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.176656\n", "Step: 54370, Timestamp: 2023-07-03 16:53:00.014438819, Action: SELL, Price: 190.2262996560629, Shares: 0.2316442348567796, Symbol: AAPL, Reward: -0.20666721820429704, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.176269\n", "Step: 54371, Timestamp: 2023-07-03 16:53:00.014439192, Action: SELL, Price: 183.83374914161558, Shares: 0.19494203435375665, Symbol: AAPL, Reward: -0.20629421820429703, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.175896\n", "Step: 54372, Timestamp: 2023-07-03 16:53:00.014439597, Action: SELL, Price: 195.61109595456017, Shares: 0.19357762546766422, Symbol: AAPL, Reward: -0.20588921820429704, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.175491\n", "Step: 54373, Timestamp: 2023-07-03 16:53:00.014439940, Action: SELL, Price: 199.94745912536544, Shares: 0.29397952661632554, Symbol: AAPL, Reward: -0.20554621820429703, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.175148\n", "Step: 54374, Timestamp: 2023-07-03 16:53:00.014440516, Action: SELL, Price: 187.90566003928322, Shares: 0.17350282638204975, Symbol: AAPL, Reward: -0.20497021820429703, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.174572\n", "Step: 54375, Timestamp: 2023-07-03 16:53:00.863359249, Action: SELL, Price: 193.6515788871935, Shares: 0.09420946439774161, Symbol: AAPL, Reward: -0.1917632182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.166365\n", "Step: 54376, Timestamp: 2023-07-03 16:53:00.863701192, Action: SELL, Price: 193.24107952915983, Shares: 0.1692026837567681, Symbol: AAPL, Reward: -0.37488807271764146, Transaction Cost: 0.20943907271764142, Slippage: 0.0, Time Penalty: 0.165449\n", "Step: 54377, Timestamp: 2023-07-03 16:53:00.863919745, Action: SELL, Price: 200.0556793860476, Shares: 0.17434875572558145, Symbol: AAPL, Reward: -0.2970240130547133, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.165051\n", "Step: 54378, Timestamp: 2023-07-03 16:53:00.872086125, Action: SELL, Price: 186.71933589051193, Shares: 0.23761041902736887, Symbol: AAPL, Reward: -0.22459143640860316, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.173795\n", "Step: 54379, Timestamp: 2023-07-03 16:53:00.872086125, Action: SELL, Price: 191.83854318160186, Shares: 0.2114368092953172, Symbol: AAPL, Reward: -0.42777718204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173795\n", "Step: 54380, Timestamp: 2023-07-03 16:53:00.872086125, Action: SELL, Price: 198.30548538109034, Shares: 0.2555399461414997, Symbol: AAPL, Reward: -0.27538787281720634, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.173795\n", "Step: 54381, Timestamp: 2023-07-03 16:53:00.872086125, Action: SELL, Price: 192.27673149353052, Shares: 0.11332061441342195, Symbol: AAPL, Reward: -0.2845032664985456, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.173795\n", "Step: 54382, Timestamp: 2023-07-03 16:53:00.872086125, Action: SELL, Price: 189.31673258248253, Shares: 0.19187312474969878, Symbol: AAPL, Reward: -0.2177860043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.173795\n", "Step: 54383, Timestamp: 2023-07-03 16:53:00.872489473, Action: SELL, Price: 201.82050417384113, Shares: 0.062305690181243746, Symbol: AAPL, Reward: -0.2328836749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.170671\n", "Step: 54384, Timestamp: 2023-07-03 16:53:00.872489473, Action: SELL, Price: 196.35955724436198, Shares: 0.12664156359499418, Symbol: AAPL, Reward: -0.20658950464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.170671\n", "Step: 54385, Timestamp: 2023-07-03 16:53:00.872489473, Action: SELL, Price: 187.65331285048794, Shares: 0.27802916215473, Symbol: AAPL, Reward: -0.2842552848243819, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.170671\n", "Step: 54386, Timestamp: 2023-07-03 16:53:00.964782484, Action: SELL, Price: 184.01561516613435, Shares: 0.26643526949589524, Symbol: AAPL, Reward: -0.31240977030934325, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.173298\n", "Step: 54387, Timestamp: 2023-07-03 16:53:00.964782484, Action: SELL, Price: 188.81725361743622, Shares: 0.22260424561521383, Symbol: AAPL, Reward: -0.25361421803554474, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.173298\n", "Step: 54388, Timestamp: 2023-07-03 16:53:00.995459768, Action: SELL, Price: 201.4249584228874, Shares: 0.18535265253195155, Symbol: AAPL, Reward: -0.42386618204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169884\n", "Step: 54389, Timestamp: 2023-07-03 16:53:00.995459768, Action: SELL, Price: 196.05258276364725, Shares: 0.19629888940271512, Symbol: AAPL, Reward: -0.9730461803554473, Transaction Cost: 0.8031621803554473, Slippage: 0.0, Time Penalty: 0.169884\n", "Step: 54390, Timestamp: 2023-07-03 16:53:00.995459768, Action: SELL, Price: 183.48615389664252, Shares: 0.2768875194582549, Symbol: AAPL, Reward: -0.20580250464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.169884\n", "Step: 54391, Timestamp: 2023-07-03 16:53:00.995459768, Action: SELL, Price: 198.67207101338502, Shares: 0.11066557327316869, Symbol: AAPL, Reward: -0.42386618204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169884\n", "Step: 54392, Timestamp: 2023-07-03 16:53:01.012876688, Action: SELL, Price: 188.12598064621378, Shares: 0.09333653204317342, Symbol: AAPL, Reward: -0.4288491820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.164867\n", "Step: 54393, Timestamp: 2023-07-03 16:53:01.081312939, Action: SELL, Price: 188.40199672831739, Shares: 0.2493046532205429, Symbol: AAPL, Reward: -0.5370540464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.167869\n", "Step: 54394, Timestamp: 2023-07-03 16:53:01.081312939, Action: SELL, Price: 185.31876815093005, Shares: 0.21550926324587738, Symbol: AAPL, Reward: -0.28857726649856497, Transaction Cost: 0.11070826649854565, Slippage: 0.010000000000019327, Time Penalty: 0.167869\n", "Step: 54395, Timestamp: 2023-07-03 16:53:01.081312939, Action: SELL, Price: 184.59552560245137, Shares: 0.20979370098899677, Symbol: AAPL, Reward: -0.514814440508989, Transaction Cost: 0.33694544050896963, Slippage: 0.010000000000019327, Time Penalty: 0.167869\n", "Step: 54396, Timestamp: 2023-07-03 16:53:01.081312939, Action: SELL, Price: 192.77370006579255, Shares: 0.08521433149580729, Symbol: AAPL, Reward: -0.3048600910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.167869\n", "Step: 54397, Timestamp: 2023-07-03 16:53:02.111997340, Action: SELL, Price: 195.7733679728114, Shares: 0.10443130003368988, Symbol: AAPL, Reward: -0.4183021820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16432\n", "Step: 54398, Timestamp: 2023-07-03 16:53:02.157361071, Action: SELL, Price: 183.75385235501827, Shares: 0.271030446352267, Symbol: AAPL, Reward: -0.23660700928926906, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.16477\n", "Step: 54399, Timestamp: 2023-07-03 16:53:02.927731159, Action: SELL, Price: 201.68828763272862, Shares: 0.12336275976093894, Symbol: AAPL, Reward: -0.3489820968449835, Transaction Cost: 0.1722590968449926, Slippage: 0.009999999999990905, Time Penalty: 0.166723\n", "Step: 54400, Timestamp: 2023-07-03 16:53:02.927731159, Action: SELL, Price: 192.38442617899898, Shares: 0.16025985428059558, Symbol: AAPL, Reward: -0.371810415763401, Transaction Cost: 0.19508741576341013, Slippage: 0.009999999999990905, Time Penalty: 0.166723\n", "Step: 54401, Timestamp: 2023-07-03 16:53:02.927731159, Action: SELL, Price: 197.86827124945043, Shares: 0.2634810945652025, Symbol: AAPL, Reward: -0.4307051820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166723\n", "Step: 54412, Timestamp: 2023-07-03 16:53:05.271294637, Action: BUY, Price: 197.32645900436518, Shares: 0.3004832538433635, Symbol: AAPL, Reward: -0.23200843640862248, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.171212\n", "Step: 54413, Timestamp: 2023-07-03 16:53:05.271294637, Action: BUY, Price: 190.55321061991927, Shares: 0.25109428700088926, Symbol: AAPL, Reward: -0.43519418204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171212\n", "Step: 54414, Timestamp: 2023-07-03 16:53:05.271294637, Action: BUY, Price: 194.80527077080077, Shares: 0.15796281039223678, Symbol: AAPL, Reward: -0.43519418204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171212\n", "Step: 54415, Timestamp: 2023-07-03 16:53:05.271294637, Action: BUY, Price: 200.4327641709899, Shares: 0.29334198106770265, Symbol: AAPL, Reward: -0.36080452322319195, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.171212\n", "Step: 54416, Timestamp: 2023-07-03 16:53:05.271357321, Action: BUY, Price: 188.92745746272576, Shares: 0.22158805337660353, Symbol: AAPL, Reward: -0.3544195232231919, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.164827\n", "Step: 54423, Timestamp: 2023-07-03 16:53:07.332410103, Action: SELL, Price: 188.71572504191056, Shares: 0.1828985655000876, Symbol: AAPL, Reward: -0.3340452663836561, Transaction Cost: 0.16459926638366065, Slippage: 0.0049999999999954525, Time Penalty: 0.164446\n", "Step: 54424, Timestamp: 2023-07-03 16:53:08.515647885, Action: SELL, Price: 192.90328793253573, Shares: 0.06979846829023002, Symbol: AAPL, Reward: -0.19080021820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.165402\n", "Step: 54425, Timestamp: 2023-07-03 16:53:08.515647885, Action: SELL, Price: 193.53693942131557, Shares: 0.30123575714928646, Symbol: AAPL, Reward: -0.2533840087031422, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.165402\n", "Step: 54426, Timestamp: 2023-07-03 16:53:08.518292041, Action: SELL, Price: 195.80210691815722, Shares: 0.20420727021611146, Symbol: AAPL, Reward: -0.3635334254987529, Transaction Cost: 0.19836642549875286, Slippage: 0.0, Time Penalty: 0.165167\n", "Step: 54427, Timestamp: 2023-07-03 16:53:08.518341119, Action: SELL, Price: 183.11405750474276, Shares: 0.2975082451467427, Symbol: AAPL, Reward: -0.24508321803554473, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.164767\n", "Step: 54428, Timestamp: 2023-07-03 16:53:08.518384717, Action: SELL, Price: 185.8688697217014, Shares: 0.28153056323848735, Symbol: AAPL, Reward: -0.3744049815106031, Transaction Cost: 0.20476698151060765, Slippage: 0.0049999999999954525, Time Penalty: 0.164638\n", "Step: 54429, Timestamp: 2023-07-03 16:53:08.518416444, Action: SELL, Price: 185.36217683558206, Shares: 0.18860255308507626, Symbol: AAPL, Reward: -0.3213008852452166, Transaction Cost: 0.15025788524522118, Slippage: 0.0049999999999954525, Time Penalty: 0.166043\n", "Step: 54430, Timestamp: 2023-07-03 16:53:08.518416444, Action: SELL, Price: 199.17279063516006, Shares: 0.1087571626232415, Symbol: AAPL, Reward: -0.4545113066577293, Transaction Cost: 0.2884683066577293, Slippage: 0.0, Time Penalty: 0.166043\n", "Step: 54438, Timestamp: 2023-07-03 16:53:10.049149889, Action: BUY, Price: 182.9801845022266, Shares: 0.10246374277634741, Symbol: AAPL, Reward: -0.28432553635881164, Transaction Cost: 0.10471953635882071, Slippage: 0.009999999999990905, Time Penalty: 0.169606\n", "Step: 54439, Timestamp: 2023-07-03 16:53:10.416935211, Action: BUY, Price: 194.68830253987838, Shares: 0.10536026970782293, Symbol: AAPL, Reward: -0.34924209684498353, Transaction Cost: 0.1722590968449926, Slippage: 0.009999999999990905, Time Penalty: 0.166983\n", "Step: 54440, Timestamp: 2023-07-03 16:53:10.416935211, Action: BUY, Price: 199.12457059709777, Shares: 0.15017077954830368, Symbol: AAPL, Reward: -0.5120085078406282, Transaction Cost: 0.3350255078406374, Slippage: 0.009999999999990905, Time Penalty: 0.166983\n", "Step: 54441, Timestamp: 2023-07-03 16:53:10.416935211, Action: BUY, Price: 195.27960908707576, Shares: 0.15060703472728215, Symbol: AAPL, Reward: -0.20238121820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166983\n", "Step: 54442, Timestamp: 2023-07-03 16:53:10.416935211, Action: BUY, Price: 188.46918962675508, Shares: 0.07142544177592616, Symbol: AAPL, Reward: -0.43096518204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166983\n", "Step: 54443, Timestamp: 2023-07-03 16:53:10.562517673, Action: BUY, Price: 198.1271816542154, Shares: 0.24845462012290578, Symbol: AAPL, Reward: -0.22599214241221485, Transaction Cost: 0.056792142412190966, Slippage: 0.005000000000023874, Time Penalty: 0.1642\n", "Step: 54444, Timestamp: 2023-07-03 16:53:12.405023313, Action: BUY, Price: 188.455313489635, Shares: 0.1697704408065003, Symbol: AAPL, Reward: -0.4235441820430397, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164562\n", "Step: 54445, Timestamp: 2023-07-03 16:53:12.799565776, Action: BUY, Price: 187.71767319593283, Shares: 0.1613657911405086, Symbol: AAPL, Reward: -0.2444412180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.164125\n", "Step: 54446, Timestamp: 2023-07-03 16:53:13.199892957, Action: BUY, Price: 193.41372046831674, Shares: 0.2647702714783036, Symbol: AAPL, Reward: -0.19572221820432545, Transaction Cost: 0.025398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.165324\n", "Step: 54447, Timestamp: 2023-07-03 16:53:13.411146411, Action: BUY, Price: 198.37377986261384, Shares: 0.21241398876351486, Symbol: AAPL, Reward: -0.42380918204303963, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164827\n", "Step: 54448, Timestamp: 2023-07-03 16:53:14.805817197, Action: BUY, Price: 188.8483126437086, Shares: 0.12320005104712335, Symbol: AAPL, Reward: -0.19929421820432544, Transaction Cost: 0.025398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.168896\n", "Step: 54449, Timestamp: 2023-07-03 16:53:14.805817197, Action: BUY, Price: 200.2140810497262, Shares: 0.11197298754050204, Symbol: AAPL, Reward: -0.3772624254987722, Transaction Cost: 0.19836642549875286, Slippage: 0.010000000000019327, Time Penalty: 0.168896\n", "Step: 54450, Timestamp: 2023-07-03 16:53:14.805817197, Action: BUY, Price: 190.36704759760747, Shares: 0.2548514426776492, Symbol: AAPL, Reward: -0.4328781820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168896\n", "Step: 54451, Timestamp: 2023-07-03 16:53:14.805817197, Action: BUY, Price: 198.70641137829062, Shares: 0.10337178248680406, Symbol: AAPL, Reward: -0.4328781820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168896\n", "Step: 54452, Timestamp: 2023-07-03 16:53:14.805817197, Action: BUY, Price: 200.24837221587296, Shares: 0.2536844436181623, Symbol: AAPL, Reward: -0.43785818204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.173876\n", "Step: 54453, Timestamp: 2023-07-03 16:53:14.805817197, Action: BUY, Price: 199.82395079386285, Shares: 0.25764858953012604, Symbol: AAPL, Reward: -0.43785818204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.173876\n", "Step: 54454, Timestamp: 2023-07-03 16:53:14.805817197, Action: BUY, Price: 184.8557646963414, Shares: 0.19163862423979172, Symbol: AAPL, Reward: -0.43785818204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.173876\n", "Step: 54455, Timestamp: 2023-07-03 16:53:14.805817197, Action: BUY, Price: 198.8016988065883, Shares: 0.29047167496269166, Symbol: AAPL, Reward: -0.5430610464463645, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.173876\n", "Step: 54456, Timestamp: 2023-07-03 16:53:14.805817197, Action: BUY, Price: 183.70076223023946, Shares: 0.12144021112263996, Symbol: AAPL, Reward: -0.43785818204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.173876\n", "Step: 54459, Timestamp: 2023-07-03 16:53:18.421310882, Action: BUY, Price: 196.46366245154027, Shares: 0.083303626596508, Symbol: AAPL, Reward: -0.4235001820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164518\n", "Step: 54460, Timestamp: 2023-07-03 16:53:18.602536530, Action: BUY, Price: 186.62204916066074, Shares: 0.23295718830140566, Symbol: AAPL, Reward: -0.19617521820429704, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165777\n", "Step: 54461, Timestamp: 2023-07-03 16:53:22.670000724, Action: BUY, Price: 201.91467004912994, Shares: 0.06485262284496913, Symbol: AAPL, Reward: -0.4235891820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164607\n", "Step: 54462, Timestamp: 2023-07-03 16:53:24.380030255, Action: BUY, Price: 199.7316065306225, Shares: 0.27608621356127394, Symbol: AAPL, Reward: -0.43286218204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16888\n", "Step: 54463, Timestamp: 2023-07-03 16:53:24.380030255, Action: BUY, Price: 200.34048876812074, Shares: 0.12556220410051716, Symbol: AAPL, Reward: -0.43286218204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16888\n", "Step: 54464, Timestamp: 2023-07-03 16:53:24.380030255, Action: BUY, Price: 185.8981883294124, Shares: 0.13610278387538632, Symbol: AAPL, Reward: -0.20427821820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16888\n", "Step: 54465, Timestamp: 2023-07-03 16:53:24.380030255, Action: BUY, Price: 200.26520092694042, Shares: 0.2020142344073421, Symbol: AAPL, Reward: -0.43286218204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16888\n", "Step: 54466, Timestamp: 2023-07-03 16:53:24.380030255, Action: BUY, Price: 191.12179798356917, Shares: 0.22786563841076163, Symbol: AAPL, Reward: -0.43705018204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173068\n", "Step: 54467, Timestamp: 2023-07-03 16:53:24.380030255, Action: BUY, Price: 192.40901042809722, Shares: 0.29872839196518625, Symbol: AAPL, Reward: -0.3221797703093342, Transaction Cost: 0.13911177030934327, Slippage: 0.009999999999990905, Time Penalty: 0.173068\n", "Step: 54468, Timestamp: 2023-07-03 16:53:24.380030255, Action: BUY, Price: 197.12210558609064, Shares: 0.15456978902974225, Symbol: AAPL, Reward: -0.31005909102149876, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.173068\n", "Step: 54469, Timestamp: 2023-07-03 16:53:24.380030255, Action: BUY, Price: 195.97232033655425, Shares: 0.2502287849621107, Symbol: AAPL, Reward: -0.34766726638365153, Transaction Cost: 0.16459926638366065, Slippage: 0.009999999999990905, Time Penalty: 0.173068\n", "Step: 54470, Timestamp: 2023-07-03 16:53:24.380030255, Action: BUY, Price: 195.32579609100355, Shares: 0.07277340816485499, Symbol: AAPL, Reward: -0.21898650464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.173068\n", "Step: 54471, Timestamp: 2023-07-03 16:53:24.380105043, Action: BUY, Price: 201.24171517336893, Shares: 0.22763331693014302, Symbol: AAPL, Reward: -0.24618800928925996, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.164351\n", "Step: 54472, Timestamp: 2023-07-03 16:53:24.382255088, Action: BUY, Price: 186.49222099345056, Shares: 0.15193079445479074, Symbol: AAPL, Reward: -0.4286551820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164673\n", "Step: 54473, Timestamp: 2023-07-03 16:53:24.437261788, Action: BUY, Price: 194.37074670008485, Shares: 0.09834001899008459, Symbol: AAPL, Reward: -0.42896518204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164983\n", "Step: 54474, Timestamp: 2023-07-03 16:53:24.437261788, Action: BUY, Price: 194.78024364267304, Shares: 0.12165673443634357, Symbol: AAPL, Reward: -0.3797499815105986, Transaction Cost: 0.20476698151060765, Slippage: 0.009999999999990905, Time Penalty: 0.164983\n", "Step: 54475, Timestamp: 2023-07-03 16:53:24.476434665, Action: BUY, Price: 186.1914588493226, Shares: 0.15259616328883907, Symbol: AAPL, Reward: -0.25502921803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.164713\n", "Step: 54476, Timestamp: 2023-07-03 16:53:24.614133106, Action: BUY, Price: 185.702250451502, Shares: 0.10112351717993621, Symbol: AAPL, Reward: -0.4236701820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164688\n", "Step: 54477, Timestamp: 2023-07-03 16:53:27.527463072, Action: BUY, Price: 193.5333708489298, Shares: 0.08385344549544067, Symbol: AAPL, Reward: -0.2946542029368814, Transaction Cost: 0.11912820293689044, Slippage: 0.009999999999990905, Time Penalty: 0.165526\n", "Step: 54478, Timestamp: 2023-07-03 16:53:28.323911261, Action: BUY, Price: 182.77685893110672, Shares: 0.20888374809858576, Symbol: AAPL, Reward: -0.34494225450150645, Transaction Cost: 0.16654725450151556, Slippage: 0.009999999999990905, Time Penalty: 0.168395\n", "Step: 54479, Timestamp: 2023-07-03 16:53:28.323911261, Action: BUY, Price: 194.96290567741613, Shares: 0.17036730167723657, Symbol: AAPL, Reward: -0.3410229465715625, Transaction Cost: 0.16262794657157165, Slippage: 0.009999999999990905, Time Penalty: 0.168395\n", "Step: 54480, Timestamp: 2023-07-03 16:53:28.323911261, Action: BUY, Price: 201.44471451267748, Shares: 0.07671373557543251, Symbol: AAPL, Reward: -0.20379321820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168395\n", "Step: 54481, Timestamp: 2023-07-03 16:53:28.323911261, Action: BUY, Price: 186.87053723911507, Shares: 0.15571809094313258, Symbol: AAPL, Reward: -0.5508059825313375, Transaction Cost: 0.37241098253134663, Slippage: 0.009999999999990905, Time Penalty: 0.168395\n", "Step: 54482, Timestamp: 2023-07-03 16:53:28.324214624, Action: BUY, Price: 197.2691197070328, Shares: 0.06764077836405902, Symbol: AAPL, Reward: -0.5334050464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.16422\n", "Step: 54483, Timestamp: 2023-07-03 16:53:28.324216497, Action: BUY, Price: 186.96066278286668, Shares: 0.14567215332195643, Symbol: AAPL, Reward: -0.6057102724363508, Transaction Cost: 0.4287712724363598, Slippage: 0.009999999999990905, Time Penalty: 0.166939\n", "Step: 54484, Timestamp: 2023-07-03 16:53:28.324216497, Action: BUY, Price: 186.32275575857506, Shares: 0.07999089432235643, Symbol: AAPL, Reward: -0.2391516749763966, Transaction Cost: 0.062212674976405695, Slippage: 0.009999999999990905, Time Penalty: 0.166939\n", "Step: 54485, Timestamp: 2023-07-03 16:53:28.324216497, Action: BUY, Price: 195.77328114416258, Shares: 0.20298917446570247, Symbol: AAPL, Reward: -0.3801247456344035, Transaction Cost: 0.2031857456344126, Slippage: 0.009999999999990905, Time Penalty: 0.166939\n", "Step: 54486, Timestamp: 2023-07-03 16:53:28.324218652, Action: BUY, Price: 196.6662925222525, Shares: 0.151927713721863, Symbol: AAPL, Reward: -0.32956530922580035, Transaction Cost: 0.15238930922580946, Slippage: 0.009999999999990905, Time Penalty: 0.167176\n", "Step: 54487, Timestamp: 2023-07-03 16:53:28.507633553, Action: BUY, Price: 188.52282322099293, Shares: 0.17337078410549586, Symbol: AAPL, Reward: -0.386644981510627, Transaction Cost: 0.20476698151060765, Slippage: 0.010000000000019327, Time Penalty: 0.171878\n", "Step: 54488, Timestamp: 2023-07-03 16:53:28.507633553, Action: BUY, Price: 187.64185390920923, Shares: 0.07125696686309742, Symbol: AAPL, Reward: -0.3834701073382257, Transaction Cost: 0.20159210733820634, Slippage: 0.010000000000019327, Time Penalty: 0.171878\n", "Step: 54489, Timestamp: 2023-07-03 16:53:28.507633553, Action: BUY, Price: 184.22540217535845, Shares: 0.2957390392122232, Symbol: AAPL, Reward: -0.4358601820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171878\n", "Step: 54490, Timestamp: 2023-07-03 16:53:28.507633553, Action: BUY, Price: 183.8235953515908, Shares: 0.11461408953448457, Symbol: AAPL, Reward: -0.4358601820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171878\n", "Step: 54491, Timestamp: 2023-07-03 16:53:28.507633553, Action: BUY, Price: 183.71580343394686, Shares: 0.10852917380679193, Symbol: AAPL, Reward: -0.4358601820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171878\n", "Step: 54492, Timestamp: 2023-07-03 16:53:28.507633553, Action: BUY, Price: 192.23161874386597, Shares: 0.23685837436208804, Symbol: AAPL, Reward: -0.2072762182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171878\n", "Step: 54493, Timestamp: 2023-07-03 16:53:28.507633553, Action: BUY, Price: 188.9786638144961, Shares: 0.16875086916532334, Symbol: AAPL, Reward: -0.2490753691127548, Transaction Cost: 0.06719736911273545, Slippage: 0.010000000000019327, Time Penalty: 0.171878\n", "Step: 54494, Timestamp: 2023-07-03 16:53:35.097555548, Action: BUY, Price: 196.4986999221742, Shares: 0.2691105648773293, Symbol: AAPL, Reward: -0.20496721820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169569\n", "Step: 54495, Timestamp: 2023-07-03 16:53:35.097555548, Action: BUY, Price: 188.45657098509787, Shares: 0.10195060844190115, Symbol: AAPL, Reward: -0.23636114241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.169569\n", "Step: 54496, Timestamp: 2023-07-03 16:53:35.097555548, Action: BUY, Price: 194.0074806244675, Shares: 0.14500053214550127, Symbol: AAPL, Reward: -0.2598852180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.169569\n", "Step: 54497, Timestamp: 2023-07-03 16:53:35.097555548, Action: BUY, Price: 184.56174058919714, Shares: 0.07601677544950235, Symbol: AAPL, Reward: -0.20496721820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169569\n", "Step: 54498, Timestamp: 2023-07-03 16:53:35.097555548, Action: BUY, Price: 195.64845666401678, Shares: 0.09335738081010621, Symbol: AAPL, Reward: -0.43915818204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175176\n", "Step: 54499, Timestamp: 2023-07-03 16:53:35.097555548, Action: BUY, Price: 183.64602511966143, Shares: 0.19045829732474476, Symbol: AAPL, Reward: -0.43915818204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175176\n", "Step: 54500, Timestamp: 2023-07-03 16:53:35.097555548, Action: BUY, Price: 188.8421826349589, Shares: 0.09600862869133606, Symbol: AAPL, Reward: -0.43915818204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175176\n", "Step: 54501, Timestamp: 2023-07-03 16:53:35.097555548, Action: BUY, Price: 192.86759678497376, Shares: 0.18912265093847522, Symbol: AAPL, Reward: -0.43915818204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175176\n", "Step: 54502, Timestamp: 2023-07-03 16:53:35.097555548, Action: BUY, Price: 198.2954073771837, Shares: 0.24257807288236968, Symbol: AAPL, Reward: -0.21057421820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175176\n", "Step: 54503, Timestamp: 2023-07-03 16:53:35.097555548, Action: BUY, Price: 201.83426413707184, Shares: 0.0872618341106713, Symbol: AAPL, Reward: -0.3195707382254618, Transaction Cost: 0.1343947382254709, Slippage: 0.009999999999990905, Time Penalty: 0.175176\n", "Step: 54504, Timestamp: 2023-07-03 16:53:35.097555548, Action: BUY, Price: 183.63836969925782, Shares: 0.18600446020126013, Symbol: AAPL, Reward: -0.43915818204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175176\n", "Step: 54505, Timestamp: 2023-07-03 16:53:35.097555548, Action: BUY, Price: 194.28625156133762, Shares: 0.17457216770078915, Symbol: AAPL, Reward: -0.31216709102149875, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.175176\n", "Step: 54506, Timestamp: 2023-07-03 16:53:35.126616338, Action: BUY, Price: 189.10254193036664, Shares: 0.1638099082983926, Symbol: AAPL, Reward: -0.3039880102342122, Transaction Cost: 0.12950601023422126, Slippage: 0.009999999999990905, Time Penalty: 0.164482\n", "Step: 54508, Timestamp: 2023-07-03 16:53:38.757915827, Action: SELL, Price: 190.2274859741599, Shares: 0.15850282467539584, Symbol: AAPL, Reward: -0.6266609330035952, Transaction Cost: 0.44645993300359516, Slippage: 0.0, Time Penalty: 0.180201\n", "Step: 54509, Timestamp: 2023-07-03 16:53:38.757915827, Action: SELL, Price: 185.6605276976205, Shares: 0.07865993299437175, Symbol: AAPL, Reward: -0.20559921820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.180201\n", "Step: 54510, Timestamp: 2023-07-03 16:53:38.757915827, Action: SELL, Price: 197.94353571516848, Shares: 0.10660843614698796, Symbol: AAPL, Reward: -0.6201110435157111, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.180201\n", "Step: 54511, Timestamp: 2023-07-03 16:53:38.757915827, Action: SELL, Price: 197.47204492877322, Shares: 0.13978600287974755, Symbol: AAPL, Reward: -0.20559921820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.180201\n", "Step: 54512, Timestamp: 2023-07-03 16:53:38.757983846, Action: SELL, Price: 196.799248263129, Shares: 0.21017524759018763, Symbol: AAPL, Reward: -0.43228318204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168301\n", "Step: 54513, Timestamp: 2023-07-03 16:53:38.758634987, Action: SELL, Price: 183.23481950520315, Shares: 0.20949023515944776, Symbol: AAPL, Reward: -0.35628615608206454, Transaction Cost: 0.18314915608206453, Slippage: 0.0, Time Penalty: 0.173137\n", "Step: 54514, Timestamp: 2023-07-03 16:53:39.968236986, Action: SELL, Price: 189.16345988669195, Shares: 0.24907071859535393, Symbol: AAPL, Reward: -0.42400118204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170019\n", "Step: 54515, Timestamp: 2023-07-03 16:53:39.968236986, Action: SELL, Price: 190.0303688460573, Shares: 0.2155891108294201, Symbol: AAPL, Reward: -0.19541721820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170019\n", "Step: 54516, Timestamp: 2023-07-03 16:53:39.968236986, Action: SELL, Price: 193.3439322779648, Shares: 0.18460187410379023, Symbol: AAPL, Reward: -0.42400118204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170019\n", "Step: 54517, Timestamp: 2023-07-03 16:53:39.968236986, Action: SELL, Price: 199.57970360528392, Shares: 0.26635596668819567, Symbol: AAPL, Reward: -0.6229341103343258, Transaction Cost: 0.45291511033432574, Slippage: 0.0, Time Penalty: 0.170019\n", "Step: 54518, Timestamp: 2023-07-03 16:53:39.968236986, Action: SELL, Price: 201.7894774536895, Shares: 0.2533062809353984, Symbol: AAPL, Reward: -0.2140100043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.170019\n", "Step: 54519, Timestamp: 2023-07-03 16:53:39.968547311, Action: SELL, Price: 195.67804300630596, Shares: 0.1866706357949436, Symbol: AAPL, Reward: -0.42912518204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165143\n", "Step: 54520, Timestamp: 2023-07-03 16:53:40.632077187, Action: SELL, Price: 190.3887759892757, Shares: 0.21897557850930938, Symbol: AAPL, Reward: -0.5118138455636682, Transaction Cost: 0.33598684556367725, Slippage: 0.009999999999990905, Time Penalty: 0.165827\n", "Step: 54521, Timestamp: 2023-07-03 16:53:40.632077187, Action: SELL, Price: 197.8817485115993, Shares: 0.12101258419488457, Symbol: AAPL, Reward: -0.3554195232231635, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.165827\n", "Step: 54522, Timestamp: 2023-07-03 16:53:40.632096124, Action: SELL, Price: 182.78401369476785, Shares: 0.1609350820021772, Symbol: AAPL, Reward: -0.35810952322316353, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.168517\n", "Step: 54523, Timestamp: 2023-07-03 16:53:40.632096124, Action: SELL, Price: 187.08642859689695, Shares: 0.13328941937613104, Symbol: AAPL, Reward: -0.43249918204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168517\n", "Step: 54524, Timestamp: 2023-07-03 16:53:40.632096124, Action: SELL, Price: 197.8462041011327, Shares: 0.20847937158799787, Symbol: AAPL, Reward: -0.3003225755001554, Transaction Cost: 0.12180557550016448, Slippage: 0.009999999999990905, Time Penalty: 0.168517\n", "Step: 54528, Timestamp: 2023-07-03 16:53:41.061944443, Action: BUY, Price: 192.91820577609724, Shares: 0.1891250465742079, Symbol: AAPL, Reward: -0.28577653635884004, Transaction Cost: 0.10471953635882071, Slippage: 0.010000000000019327, Time Penalty: 0.171057\n", "Step: 54529, Timestamp: 2023-07-03 16:53:41.061981717, Action: BUY, Price: 201.78163819966795, Shares: 0.15892112895960073, Symbol: AAPL, Reward: -0.4137747799789224, Transaction Cost: 0.23138877997890311, Slippage: 0.010000000000019327, Time Penalty: 0.172386\n", "Step: 54530, Timestamp: 2023-07-03 16:53:41.061981717, Action: BUY, Price: 195.3825214691142, Shares: 0.2597300778041592, Symbol: AAPL, Reward: -0.43636818204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.172386\n", "Step: 54531, Timestamp: 2023-07-03 16:53:41.061981717, Action: BUY, Price: 182.9722758898734, Shares: 0.0723369917927288, Symbol: AAPL, Reward: -0.26662236012726176, Transaction Cost: 0.08423636012724241, Slippage: 0.010000000000019327, Time Penalty: 0.172386\n", "Step: 54532, Timestamp: 2023-07-03 16:53:41.062767728, Action: BUY, Price: 195.413138872036, Shares: 0.1009571720263741, Symbol: AAPL, Reward: -0.4297831820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165801\n", "Step: 54533, Timestamp: 2023-07-03 16:53:42.942003172, Action: BUY, Price: 194.6390757883031, Shares: 0.2288622848105692, Symbol: AAPL, Reward: -0.20772450464463, Transaction Cost: 0.03591850464463453, Slippage: 0.0049999999999954525, Time Penalty: 0.166806\n", "Step: 54534, Timestamp: 2023-07-03 16:53:42.942003612, Action: BUY, Price: 194.52849823771396, Shares: 0.2715341483300264, Symbol: AAPL, Reward: -0.21535700435156657, Transaction Cost: 0.04399100435157111, Slippage: 0.0049999999999954525, Time Penalty: 0.166366\n", "Step: 54535, Timestamp: 2023-07-03 16:53:46.302016338, Action: BUY, Price: 187.43628716317588, Shares: 0.09718494129982046, Symbol: AAPL, Reward: -0.3955047341967164, Transaction Cost: 0.21848373419672548, Slippage: 0.009999999999990905, Time Penalty: 0.167021\n", "Step: 54536, Timestamp: 2023-07-03 16:53:46.302016338, Action: BUY, Price: 182.99184929916925, Shares: 0.07585107163812557, Symbol: AAPL, Reward: -0.35661352322316353, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.167021\n", "Step: 54537, Timestamp: 2023-07-03 16:53:46.302016338, Action: BUY, Price: 186.19381497244476, Shares: 0.07403213150373575, Symbol: AAPL, Reward: -0.2988265755001554, Transaction Cost: 0.12180557550016448, Slippage: 0.009999999999990905, Time Penalty: 0.167021\n", "Step: 54538, Timestamp: 2023-07-03 16:53:46.302060249, Action: BUY, Price: 199.72484784026022, Shares: 0.06814507572230755, Symbol: AAPL, Reward: -0.4022794602459515, Transaction Cost: 0.22286846024596063, Slippage: 0.009999999999990905, Time Penalty: 0.169411\n", "Step: 54539, Timestamp: 2023-07-03 16:53:46.302060249, Action: BUY, Price: 187.85456634843223, Shares: 0.22233247817776852, Symbol: AAPL, Reward: -0.2048092182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169411\n", "Step: 54540, Timestamp: 2023-07-03 16:53:46.302060249, Action: BUY, Price: 184.86500606435632, Shares: 0.17959877638319846, Symbol: AAPL, Reward: -0.4333931820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169411\n", "Step: 54541, Timestamp: 2023-07-03 16:53:46.302060249, Action: BUY, Price: 194.19530911080236, Shares: 0.09687397787257179, Symbol: AAPL, Reward: -0.2048092182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169411\n", "Step: 54542, Timestamp: 2023-07-03 16:53:46.302060249, Action: BUY, Price: 201.54529235975832, Shares: 0.186960582781608, Symbol: AAPL, Reward: -0.2048092182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169411\n", "Step: 54543, Timestamp: 2023-07-03 16:53:46.302060249, Action: BUY, Price: 190.18265549670548, Shares: 0.05882473442045862, Symbol: AAPL, Reward: -0.4333931820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169411\n", "Step: 54544, Timestamp: 2023-07-03 16:53:46.302311199, Action: BUY, Price: 193.87679745864892, Shares: 0.2001763267161005, Symbol: AAPL, Reward: -0.4283171820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164335\n", "Step: 54545, Timestamp: 2023-07-03 16:53:47.938221175, Action: BUY, Price: 197.24674347809395, Shares: 0.08601163431615068, Symbol: AAPL, Reward: -0.42275418204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168772\n", "Step: 54546, Timestamp: 2023-07-03 16:53:47.938221175, Action: BUY, Price: 189.25842263938455, Shares: 0.2449575073984204, Symbol: AAPL, Reward: -0.3536738195192404, Transaction Cost: 0.1849018195192404, Slippage: 0.0, Time Penalty: 0.168772\n", "Step: 54547, Timestamp: 2023-07-03 16:53:47.938221175, Action: BUY, Price: 192.65772867546886, Shares: 0.20878469496781826, Symbol: AAPL, Reward: -0.2490882180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.168772\n", "Step: 54548, Timestamp: 2023-07-03 16:53:47.938221175, Action: BUY, Price: 185.74386606140422, Shares: 0.2220466730860316, Symbol: AAPL, Reward: -0.42275418204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168772\n", "Step: 54550, Timestamp: 2023-07-03 16:53:48.510403954, Action: SELL, Price: 183.49868184458197, Shares: 0.25496858255542937, Symbol: AAPL, Reward: -0.4231211820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164139\n", "Step: 54551, Timestamp: 2023-07-03 16:53:48.899504428, Action: SELL, Price: 200.38778783816184, Shares: 0.25893788306047955, Symbol: AAPL, Reward: -0.24505821803554473, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.164742\n", "Step: 54552, Timestamp: 2023-07-03 16:53:50.340683860, Action: SELL, Price: 199.50478378926084, Shares: 0.2606834155905749, Symbol: AAPL, Reward: -0.5224602779443183, Transaction Cost: 0.3500902779443183, Slippage: 0.0, Time Penalty: 0.17237\n", "Step: 54553, Timestamp: 2023-07-03 16:53:50.340683860, Action: SELL, Price: 185.25385208980046, Shares: 0.15788268253777632, Symbol: AAPL, Reward: -0.4263521820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.17237\n", "Step: 54554, Timestamp: 2023-07-03 16:53:50.340683860, Action: SELL, Price: 189.58310588964576, Shares: 0.2550538296927299, Symbol: AAPL, Reward: -0.4263521820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.17237\n", "Step: 54555, Timestamp: 2023-07-03 16:53:50.340683860, Action: SELL, Price: 188.0534535516484, Shares: 0.26914002193391645, Symbol: AAPL, Reward: -0.4263521820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.17237\n", "Step: 54556, Timestamp: 2023-07-03 16:53:50.340975564, Action: SELL, Price: 194.96799637621945, Shares: 0.15715878803401215, Symbol: AAPL, Reward: -0.5272360464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.168051\n", "Step: 54557, Timestamp: 2023-07-03 16:53:50.340979300, Action: SELL, Price: 200.25651398119336, Shares: 0.12494838367834347, Symbol: AAPL, Reward: -0.43422543017996074, Transaction Cost: 0.25650943017994143, Slippage: 0.010000000000019327, Time Penalty: 0.167716\n", "Step: 54558, Timestamp: 2023-07-03 16:53:51.346462833, Action: SELL, Price: 195.28754540954057, Shares: 0.05599403370650833, Symbol: AAPL, Reward: -0.40283140587378086, Transaction Cost: 0.23825640587378089, Slippage: 0.0, Time Penalty: 0.164575\n", "Step: 54559, Timestamp: 2023-07-03 16:53:51.346490799, Action: SELL, Price: 185.72401580701907, Shares: 0.12438381651633894, Symbol: AAPL, Reward: -0.41849818204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164516\n", "Step: 54560, Timestamp: 2023-07-03 16:53:51.346577182, Action: SELL, Price: 196.8840297798328, Shares: 0.252543193681129, Symbol: AAPL, Reward: -0.2569710087031422, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.168989\n", "Step: 54561, Timestamp: 2023-07-03 16:53:51.346577182, Action: SELL, Price: 200.67622066150295, Shares: 0.1505374285468898, Symbol: AAPL, Reward: -0.42297118204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168989\n", "Step: 54562, Timestamp: 2023-07-03 16:53:51.346577182, Action: SELL, Price: 188.5202382223686, Shares: 0.11542818736709094, Symbol: AAPL, Reward: -0.2569710087031422, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.168989\n", "Step: 54563, Timestamp: 2023-07-03 16:53:51.346616783, Action: SELL, Price: 190.906680054076, Shares: 0.1282868147579528, Symbol: AAPL, Reward: -0.25980457804103224, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.16823\n", "Step: 54564, Timestamp: 2023-07-03 16:53:51.346616783, Action: SELL, Price: 183.83859194422496, Shares: 0.14349366152581228, Symbol: AAPL, Reward: -0.19362821820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.16823\n", "Step: 54565, Timestamp: 2023-07-03 16:53:51.346616783, Action: SELL, Price: 189.0080642553364, Shares: 0.15500769262122147, Symbol: AAPL, Reward: -0.19362821820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.16823\n", "Step: 54566, Timestamp: 2023-07-03 16:53:51.346649873, Action: SELL, Price: 200.55203474751252, Shares: 0.2545657573769566, Symbol: AAPL, Reward: -0.4301549339513101, Transaction Cost: 0.2552489339513192, Slippage: 0.009999999999990905, Time Penalty: 0.164906\n", "Step: 54567, Timestamp: 2023-07-03 16:53:51.346781281, Action: SELL, Price: 184.25113900280667, Shares: 0.24935157508382647, Symbol: AAPL, Reward: -0.4191551820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165173\n", "Step: 54568, Timestamp: 2023-07-03 16:53:51.346881416, Action: SELL, Price: 191.28308422716998, Shares: 0.25481978077262263, Symbol: AAPL, Reward: -0.41888418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164902\n", "Step: 54569, Timestamp: 2023-07-03 16:53:51.347112426, Action: SELL, Price: 192.1226842704581, Shares: 0.2137291157779357, Symbol: AAPL, Reward: -0.41823918204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164257\n", "Step: 54570, Timestamp: 2023-07-03 16:53:51.348279614, Action: SELL, Price: 199.0145061776209, Shares: 0.15670812343252222, Symbol: AAPL, Reward: -0.21035450464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.164436\n", "Step: 54571, Timestamp: 2023-07-03 16:53:51.350206176, Action: SELL, Price: 145.58101327753346, Shares: 0.09862436673348614, Symbol: AAPL, Reward: -0.42315418204301125, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164172\n", "Step: 54572, Timestamp: 2023-07-03 16:53:52.074695140, Action: SELL, Price: 200.37662970910446, Shares: 0.2534989362667052, Symbol: AAPL, Reward: -0.3191370130547133, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.187164\n", "Step: 54573, Timestamp: 2023-07-03 16:53:52.074695140, Action: SELL, Price: 183.78977688893931, Shares: 0.2293668282381343, Symbol: AAPL, Reward: -0.40416647146194457, Transaction Cost: 0.21700247146194457, Slippage: 0.0, Time Penalty: 0.187164\n", "Step: 54574, Timestamp: 2023-07-03 16:53:52.075749596, Action: SELL, Price: 189.3022560112665, Shares: 0.13284808438820286, Symbol: AAPL, Reward: -0.3553780130547133, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.223405\n", "Step: 54575, Timestamp: 2023-07-03 16:53:52.075749596, Action: SELL, Price: 184.17931002944098, Shares: 0.08099126724465297, Symbol: AAPL, Reward: -0.31138700870314223, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.223405\n", "Step: 54576, Timestamp: 2023-07-03 16:53:54.316999333, Action: SELL, Price: 200.06352286818583, Shares: 0.10488808351516161, Symbol: AAPL, Reward: -0.42386418204301124, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164882\n", "Step: 54577, Timestamp: 2023-07-03 16:53:54.651248433, Action: SELL, Price: 198.6844072949623, Shares: 0.27055754020244593, Symbol: AAPL, Reward: -0.42505318204301124, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.166071\n", "Step: 54578, Timestamp: 2023-07-03 16:53:54.878519632, Action: SELL, Price: 182.84624785161597, Shares: 0.1378369530670568, Symbol: AAPL, Reward: -0.19180521820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.166407\n", "Step: 54579, Timestamp: 2023-07-03 16:53:54.878519632, Action: SELL, Price: 189.4656239048232, Shares: 0.08585087077734448, Symbol: AAPL, Reward: -0.4191160803817272, Transaction Cost: 0.25270908038172724, Slippage: 0.0, Time Penalty: 0.166407\n", "Step: 54580, Timestamp: 2023-07-03 16:53:54.972386847, Action: SELL, Price: 194.69021684857088, Shares: 0.22934273986258258, Symbol: AAPL, Reward: -0.20120950464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.165291\n", "Step: 54581, Timestamp: 2023-07-03 16:53:54.972386847, Action: SELL, Price: 190.42323310882318, Shares: 0.19910439802252106, Symbol: AAPL, Reward: -0.4167205325124417, Transaction Cost: 0.25142953251244166, Slippage: 0.0, Time Penalty: 0.165291\n", "Step: 54582, Timestamp: 2023-07-03 16:53:54.972620077, Action: SELL, Price: 197.29344037348744, Shares: 0.06138198884818447, Symbol: AAPL, Reward: -0.20288750464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.166969\n", "Step: 54583, Timestamp: 2023-07-03 16:53:54.972620077, Action: SELL, Price: 193.73647827298515, Shares: 0.1800919823741023, Symbol: AAPL, Reward: -0.2291816749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.166969\n", "Step: 54584, Timestamp: 2023-07-03 16:53:54.972620077, Action: SELL, Price: 185.0384428012172, Shares: 0.20999346292028642, Symbol: AAPL, Reward: -0.41967808038172727, Transaction Cost: 0.25270908038172724, Slippage: 0.0, Time Penalty: 0.166969\n", "Step: 54585, Timestamp: 2023-07-03 16:53:55.284531379, Action: SELL, Price: 183.9912128742465, Shares: 0.2961239711670902, Symbol: AAPL, Reward: -0.4180761820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164094\n", "Step: 54586, Timestamp: 2023-07-03 16:53:55.353319252, Action: SELL, Price: 193.20825987637213, Shares: 0.27978720978785404, Symbol: AAPL, Reward: -0.41829718204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164315\n", "Step: 54587, Timestamp: 2023-07-03 16:53:55.461229700, Action: SELL, Price: 200.01047489161735, Shares: 0.2782361099546203, Symbol: AAPL, Reward: -0.4184971820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164515\n", "Step: 54588, Timestamp: 2023-07-03 16:53:55.739589766, Action: SELL, Price: 187.535249961845, Shares: 0.27473482311415354, Symbol: AAPL, Reward: -0.2855052029368904, Transaction Cost: 0.11912820293689044, Slippage: 0.0, Time Penalty: 0.166377\n", "Step: 54589, Timestamp: 2023-07-03 16:53:55.739589766, Action: SELL, Price: 201.17627940686228, Shares: 0.279176349536427, Symbol: AAPL, Reward: -0.25795157804103225, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.166377\n", "Step: 54590, Timestamp: 2023-07-03 16:53:55.739589766, Action: SELL, Price: 184.90972521845563, Shares: 0.09326867431742542, Symbol: AAPL, Reward: -0.3711439815106077, Transaction Cost: 0.20476698151060765, Slippage: 0.0, Time Penalty: 0.166377\n", "Step: 54591, Timestamp: 2023-07-03 16:53:55.739788753, Action: SELL, Price: 192.13824264773814, Shares: 0.10215581444411216, Symbol: AAPL, Reward: -0.31478388524522116, Transaction Cost: 0.15025788524522118, Slippage: 0.0, Time Penalty: 0.164526\n", "Step: 54613, Timestamp: 2023-07-03 16:54:00.025369815, Action: BUY, Price: 201.0404609061216, Shares: 0.21444253643200453, Symbol: AAPL, Reward: -0.5325090464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.168324\n", "Step: 54614, Timestamp: 2023-07-03 16:54:00.025369815, Action: BUY, Price: 190.04791920378605, Shares: 0.30745298145516997, Symbol: AAPL, Reward: -0.4273061820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.168324\n", "Step: 54615, Timestamp: 2023-07-03 16:54:00.025369815, Action: BUY, Price: 183.1178523135734, Shares: 0.2661623767637302, Symbol: AAPL, Reward: -0.43230618204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168324\n", "Step: 54616, Timestamp: 2023-07-03 16:54:00.025369815, Action: BUY, Price: 198.99891189224365, Shares: 0.1502432362399194, Symbol: AAPL, Reward: -0.43230618204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168324\n", "Step: 54617, Timestamp: 2023-07-03 16:54:00.025727208, Action: BUY, Price: 184.32029241282888, Shares: 0.08784959850350664, Symbol: AAPL, Reward: -0.6150700435157019, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.16516\n", "Step: 54618, Timestamp: 2023-07-03 16:54:00.025860137, Action: BUY, Price: 191.5579925921041, Shares: 0.2355962489124718, Symbol: AAPL, Reward: -0.4365891820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172607\n", "Step: 54619, Timestamp: 2023-07-03 16:54:00.025860137, Action: BUY, Price: 199.320020368222, Shares: 0.24117249727673087, Symbol: AAPL, Reward: -0.4365891820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172607\n", "Step: 54620, Timestamp: 2023-07-03 16:54:00.025860137, Action: BUY, Price: 195.26404988999158, Shares: 0.14407756779624514, Symbol: AAPL, Reward: -0.29619128482437285, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.172607\n", "Step: 54621, Timestamp: 2023-07-03 16:54:00.025860137, Action: BUY, Price: 185.0835263973273, Shares: 0.1279985671651013, Symbol: AAPL, Reward: -0.3044125755001554, Transaction Cost: 0.12180557550016448, Slippage: 0.009999999999990905, Time Penalty: 0.172607\n", "Step: 54622, Timestamp: 2023-07-03 16:54:00.025860137, Action: BUY, Price: 196.89864205942996, Shares: 0.22684332520376568, Symbol: AAPL, Reward: -0.4365891820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172607\n", "Step: 54623, Timestamp: 2023-07-03 16:54:00.025860137, Action: BUY, Price: 199.81600459779008, Shares: 0.24542390955671403, Symbol: AAPL, Reward: -0.4873856184516098, Transaction Cost: 0.3047786184516189, Slippage: 0.009999999999990905, Time Penalty: 0.172607\n", "Step: 54624, Timestamp: 2023-07-03 16:54:00.025860137, Action: BUY, Price: 191.6953352639794, Shares: 0.15099872465952668, Symbol: AAPL, Reward: -0.4365891820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172607\n", "Step: 54625, Timestamp: 2023-07-03 16:54:00.034249005, Action: BUY, Price: 187.43774786547985, Shares: 0.10142965951401146, Symbol: AAPL, Reward: -0.4313711820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167389\n", "Step: 54626, Timestamp: 2023-07-03 16:54:00.034249005, Action: BUY, Price: 186.91757692577823, Shares: 0.2624638365643663, Symbol: AAPL, Reward: -0.4262396999056137, Transaction Cost: 0.24885069990562278, Slippage: 0.009999999999990905, Time Penalty: 0.167389\n", "Step: 54627, Timestamp: 2023-07-03 16:54:00.034282424, Action: BUY, Price: 189.51229782738014, Shares: 0.17678166276942486, Symbol: AAPL, Reward: -0.23238643640859405, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.17159\n", "Step: 54628, Timestamp: 2023-07-03 16:54:00.034282424, Action: BUY, Price: 194.4140734134435, Shares: 0.14748393085823552, Symbol: AAPL, Reward: -0.23238643640859405, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.17159\n", "Step: 54629, Timestamp: 2023-07-03 16:54:01.048032762, Action: BUY, Price: 192.75256466858937, Shares: 0.1368546699972609, Symbol: AAPL, Reward: -0.2528440087031422, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.164862\n", "Step: 54644, Timestamp: 2023-07-03 16:54:03.441998370, Action: BUY, Price: 197.16988632037544, Shares: 0.1720357570173037, Symbol: AAPL, Reward: -0.23951000928926905, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.167673\n", "Step: 54645, Timestamp: 2023-07-03 16:54:03.441998370, Action: BUY, Price: 201.0701704600763, Shares: 0.10873695958370679, Symbol: AAPL, Reward: -0.4216551820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167673\n", "Step: 54646, Timestamp: 2023-07-03 16:54:03.441998370, Action: BUY, Price: 188.61021557877868, Shares: 0.2051166730639572, Symbol: AAPL, Reward: -0.23487036911273546, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.167673\n", "Step: 54647, Timestamp: 2023-07-03 16:54:03.442409890, Action: BUY, Price: 187.40840005010477, Shares: 0.26891299728239554, Symbol: AAPL, Reward: -0.2826235363588116, Transaction Cost: 0.10471953635882071, Slippage: 0.009999999999990905, Time Penalty: 0.167904\n", "Step: 54656, Timestamp: 2023-07-03 16:54:07.184037352, Action: BUY, Price: 192.37830947576037, Shares: 0.16152037250683654, Symbol: AAPL, Reward: -0.33850594657159094, Transaction Cost: 0.16262794657157165, Slippage: 0.010000000000019327, Time Penalty: 0.165878\n", "Step: 54657, Timestamp: 2023-07-03 16:54:07.184037352, Action: BUY, Price: 185.38651478367757, Shares: 0.16883168738936397, Symbol: AAPL, Reward: -0.24771500928928838, Transaction Cost: 0.07183700928926906, Slippage: 0.010000000000019327, Time Penalty: 0.165878\n", "Step: 54658, Timestamp: 2023-07-03 16:54:07.184103021, Action: BUY, Price: 186.99408162782046, Shares: 0.13542127180519783, Symbol: AAPL, Reward: -0.29416620293690976, Transaction Cost: 0.11912820293689044, Slippage: 0.010000000000019327, Time Penalty: 0.165038\n", "Step: 54670, Timestamp: 2023-07-03 16:54:13.060000139, Action: SELL, Price: 201.2198185399322, Shares: 0.2727796692217882, Symbol: AAPL, Reward: -0.20350450464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.167586\n", "Step: 54671, Timestamp: 2023-07-03 16:54:13.060000139, Action: SELL, Price: 197.55036922448676, Shares: 0.22527401243920436, Symbol: AAPL, Reward: -0.2626174307550214, Transaction Cost: 0.09503143075502138, Slippage: 0.0, Time Penalty: 0.167586\n", "Step: 54672, Timestamp: 2023-07-03 16:54:13.060000139, Action: SELL, Price: 192.52726169705795, Shares: 0.14560067470843163, Symbol: AAPL, Reward: -0.3019807382254709, Transaction Cost: 0.1343947382254709, Slippage: 0.0, Time Penalty: 0.167586\n", "Step: 54673, Timestamp: 2023-07-03 16:54:13.517265455, Action: SELL, Price: 193.2874662387879, Shares: 0.231573590921346, Symbol: AAPL, Reward: -0.41802818204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164046\n", "Step: 54674, Timestamp: 2023-07-03 16:54:14.306158001, Action: SELL, Price: 195.53384305643198, Shares: 0.23139378494169424, Symbol: AAPL, Reward: -0.4186211820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164639\n", "Step: 54675, Timestamp: 2023-07-03 16:54:14.794661227, Action: SELL, Price: 188.22869415694015, Shares: 0.13860037036808157, Symbol: AAPL, Reward: -0.7744610313944456, Transaction Cost: 0.6074370313944456, Slippage: 0.0, Time Penalty: 0.167024\n", "Step: 54676, Timestamp: 2023-07-03 16:54:14.794661227, Action: SELL, Price: 189.45602973674505, Shares: 0.25450559339800977, Symbol: AAPL, Reward: -0.42100618204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167024\n", "Step: 54677, Timestamp: 2023-07-03 16:54:14.794661227, Action: SELL, Price: 185.57954707185047, Shares: 0.28297033279120737, Symbol: AAPL, Reward: -0.2110150043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.167024\n", "Step: 54678, Timestamp: 2023-07-03 16:54:14.794661227, Action: SELL, Price: 196.33920176001277, Shares: 0.26216799444052724, Symbol: AAPL, Reward: -0.519867323835084, Transaction Cost: 0.35284332383508404, Slippage: 0.0, Time Penalty: 0.167024\n", "Step: 54679, Timestamp: 2023-07-03 16:54:14.794748828, Action: SELL, Price: 199.50220608930567, Shares: 0.2553819833844376, Symbol: AAPL, Reward: -0.4311277598042771, Transaction Cost: 0.2663787598042771, Slippage: 0.0, Time Penalty: 0.164749\n", "Step: 54683, Timestamp: 2023-07-03 16:54:15.512606520, Action: SELL, Price: 189.64962754616272, Shares: 0.1536068425744191, Symbol: AAPL, Reward: -0.23796400928926906, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.166127\n", "Step: 54684, Timestamp: 2023-07-03 16:54:15.512606520, Action: SELL, Price: 193.12114811768515, Shares: 0.13861809509147102, Symbol: AAPL, Reward: -0.23796400928926906, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.166127\n", "Step: 54685, Timestamp: 2023-07-03 16:54:15.513460043, Action: SELL, Price: 189.19599677818397, Shares: 0.06922377746905076, Symbol: AAPL, Reward: -0.5373760464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.168191\n", "Step: 54686, Timestamp: 2023-07-03 16:54:15.513460043, Action: SELL, Price: 197.69338981278182, Shares: 0.2003756544185664, Symbol: AAPL, Reward: -0.2035892182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168191\n", "Step: 54687, Timestamp: 2023-07-03 16:54:15.513460043, Action: SELL, Price: 186.98873129522883, Shares: 0.07605391633467377, Symbol: AAPL, Reward: -0.3051820910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.168191\n", "Step: 54688, Timestamp: 2023-07-03 16:54:15.513460043, Action: SELL, Price: 199.23547617858614, Shares: 0.20692049788131456, Symbol: AAPL, Reward: -0.3966747341967448, Transaction Cost: 0.21848373419672548, Slippage: 0.010000000000019327, Time Penalty: 0.168191\n", "Step: 54689, Timestamp: 2023-07-03 16:54:15.513618769, Action: SELL, Price: 197.68244637985376, Shares: 0.2256481045656609, Symbol: AAPL, Reward: -0.4286171820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.164635\n", "Step: 54690, Timestamp: 2023-07-03 16:54:15.514007071, Action: SELL, Price: 183.94552638861973, Shares: 0.08091104680905399, Symbol: AAPL, Reward: -0.2666165780410516, Transaction Cost: 0.09157457804103226, Slippage: 0.010000000000019327, Time Penalty: 0.165042\n", "Step: 54691, Timestamp: 2023-07-03 16:54:17.544497141, Action: SELL, Price: 184.7199936384551, Shares: 0.17702592669659564, Symbol: AAPL, Reward: -0.41836118204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164379\n", "Step: 54692, Timestamp: 2023-07-03 16:54:17.752246200, Action: SELL, Price: 186.7860535235815, Shares: 0.25029686689766056, Symbol: AAPL, Reward: -0.4187151820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164733\n", "Step: 54693, Timestamp: 2023-07-03 16:54:18.087336237, Action: SELL, Price: 185.53991034283968, Shares: 0.29275610478861397, Symbol: AAPL, Reward: -0.41880518204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164823\n", "Step: 54694, Timestamp: 2023-07-03 16:54:19.249113305, Action: SELL, Price: 197.3943944928567, Shares: 0.0995111643169594, Symbol: AAPL, Reward: -0.2543480087031422, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.166366\n", "Step: 54695, Timestamp: 2023-07-03 16:54:19.249113305, Action: SELL, Price: 195.43949528406978, Shares: 0.10376684252427518, Symbol: AAPL, Reward: -0.1917642182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.166366\n", "Step: 54696, Timestamp: 2023-07-03 16:54:19.249113305, Action: SELL, Price: 184.3987850346125, Shares: 0.279502729360879, Symbol: AAPL, Reward: -0.40326480846458157, Transaction Cost: 0.23689880846458156, Slippage: 0.0, Time Penalty: 0.166366\n", "Step: 54705, Timestamp: 2023-07-03 16:54:19.719848914, Action: BUY, Price: 184.75709843422035, Shares: 0.27163791508348706, Symbol: AAPL, Reward: -0.4427831820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.178801\n", "Step: 54706, Timestamp: 2023-07-03 16:54:19.719848914, Action: BUY, Price: 183.94247470010603, Shares: 0.2901941042127891, Symbol: AAPL, Reward: -0.4427831820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.178801\n", "Step: 54707, Timestamp: 2023-07-03 16:54:19.719848914, Action: BUY, Price: 197.277538746093, Shares: 0.17735855363989278, Symbol: AAPL, Reward: -0.22471950464465384, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.178801\n", "Step: 54708, Timestamp: 2023-07-03 16:54:20.490209400, Action: BUY, Price: 194.9035191259446, Shares: 0.20360357344725855, Symbol: AAPL, Reward: -0.4205431820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166561\n", "Step: 54709, Timestamp: 2023-07-03 16:54:20.490209400, Action: BUY, Price: 188.4528329840696, Shares: 0.2996491995236948, Symbol: AAPL, Reward: -0.22335314241219095, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.166561\n", "Step: 54710, Timestamp: 2023-07-03 16:54:20.490209400, Action: BUY, Price: 190.46703977349978, Shares: 0.14641219556050417, Symbol: AAPL, Reward: -0.2468772180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.166561\n", "Step: 54711, Timestamp: 2023-07-03 16:54:20.624307861, Action: BUY, Price: 186.91954487610764, Shares: 0.10722107845677102, Symbol: AAPL, Reward: -0.37594042549877216, Transaction Cost: 0.19836642549875286, Slippage: 0.010000000000019327, Time Penalty: 0.167574\n", "Step: 54713, Timestamp: 2023-07-03 16:54:20.743747678, Action: BUY, Price: 199.41763099416224, Shares: 0.23494220363333673, Symbol: AAPL, Reward: -0.4344201820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170438\n", "Step: 54714, Timestamp: 2023-07-03 16:54:20.743747678, Action: BUY, Price: 195.64500358754037, Shares: 0.14558443992961823, Symbol: AAPL, Reward: -0.4061823012532273, Transaction Cost: 0.2257443012532364, Slippage: 0.009999999999990905, Time Penalty: 0.170438\n", "Step: 54715, Timestamp: 2023-07-03 16:54:20.743747678, Action: BUY, Price: 187.70850565951608, Shares: 0.17010365321502857, Symbol: AAPL, Reward: -0.5396230464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.170438\n", "Step: 54716, Timestamp: 2023-07-03 16:54:20.743747678, Action: BUY, Price: 186.08329048602948, Shares: 0.2130930958850552, Symbol: AAPL, Reward: -0.4563332692209243, Transaction Cost: 0.2758952692209334, Slippage: 0.009999999999990905, Time Penalty: 0.170438\n", "Step: 54717, Timestamp: 2023-07-03 16:54:20.743747678, Action: BUY, Price: 201.09342493022476, Shares: 0.18514378715353452, Symbol: AAPL, Reward: -0.3074290910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.170438\n", "Step: 54718, Timestamp: 2023-07-03 16:54:20.743747678, Action: BUY, Price: 199.74394428464657, Shares: 0.24342409045625957, Symbol: AAPL, Reward: -0.4344201820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170438\n", "Step: 54719, Timestamp: 2023-07-03 16:54:20.743747678, Action: BUY, Price: 191.69295027983307, Shares: 0.12520537862057723, Symbol: AAPL, Reward: -0.4344201820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170438\n", "Step: 54720, Timestamp: 2023-07-03 16:54:20.743747678, Action: BUY, Price: 195.86598419808507, Shares: 0.13838522233556053, Symbol: AAPL, Reward: -0.4344201820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170438\n", "Step: 54721, Timestamp: 2023-07-03 16:54:21.039843487, Action: BUY, Price: 183.17681287822666, Shares: 0.20051964958853383, Symbol: AAPL, Reward: -0.50857525041068, Transaction Cost: 0.3311522504106891, Slippage: 0.009999999999990905, Time Penalty: 0.167423\n", "Step: 54722, Timestamp: 2023-07-03 16:54:21.039843487, Action: BUY, Price: 183.54163692987603, Shares: 0.23450350791446986, Symbol: AAPL, Reward: -0.3319143300294547, Transaction Cost: 0.15449133002946377, Slippage: 0.009999999999990905, Time Penalty: 0.167423\n", "Step: 54723, Timestamp: 2023-07-03 16:54:21.039843487, Action: BUY, Price: 185.43605194128799, Shares: 0.07794763965821325, Symbol: AAPL, Reward: -0.42235454631376895, Transaction Cost: 0.24493154631377806, Slippage: 0.009999999999990905, Time Penalty: 0.167423\n", "Step: 54724, Timestamp: 2023-07-03 16:54:21.039872615, Action: BUY, Price: 201.556713887941, Shares: 0.18033048004812918, Symbol: AAPL, Reward: -0.24201036911272633, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.164813\n", "Step: 54725, Timestamp: 2023-07-03 16:54:21.052313027, Action: BUY, Price: 188.8306211814055, Shares: 0.0723404397708271, Symbol: AAPL, Reward: -0.43080018204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166818\n", "Step: 54726, Timestamp: 2023-07-03 16:54:24.165712904, Action: BUY, Price: 196.55192124024677, Shares: 0.25981900279699155, Symbol: AAPL, Reward: -0.4297131820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165731\n", "Step: 54727, Timestamp: 2023-07-03 16:54:24.165712904, Action: BUY, Price: 192.18467839162116, Shares: 0.1254010554114831, Symbol: AAPL, Reward: -0.23794367497642502, Transaction Cost: 0.062212674976405695, Slippage: 0.010000000000019327, Time Penalty: 0.165731\n", "Step: 54728, Timestamp: 2023-07-03 16:54:24.557931474, Action: BUY, Price: 200.93775879391694, Shares: 0.24127445507683942, Symbol: AAPL, Reward: -0.38340337577919215, Transaction Cost: 0.20789337577920122, Slippage: 0.009999999999990905, Time Penalty: 0.16551\n", "Step: 54729, Timestamp: 2023-07-03 16:54:24.558559139, Action: BUY, Price: 191.05743567948537, Shares: 0.06038342279508365, Symbol: AAPL, Reward: -0.4418160261094175, Transaction Cost: 0.26394602610942663, Slippage: 0.009999999999990905, Time Penalty: 0.16787\n", "Step: 54730, Timestamp: 2023-07-03 16:54:24.558559139, Action: BUY, Price: 201.6729739126548, Shares: 0.10080989604467086, Symbol: AAPL, Reward: -0.24970700928925996, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.16787\n", "Step: 54731, Timestamp: 2023-07-03 16:54:24.558559139, Action: BUY, Price: 199.86775638607602, Shares: 0.11724084116351972, Symbol: AAPL, Reward: -0.3385024360710803, Transaction Cost: 0.16063243607108943, Slippage: 0.009999999999990905, Time Penalty: 0.16787\n", "Step: 54732, Timestamp: 2023-07-03 16:54:24.559193457, Action: BUY, Price: 183.99235477781573, Shares: 0.28023058532820366, Symbol: AAPL, Reward: -0.20030621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164908\n", "Step: 54733, Timestamp: 2023-07-03 16:54:25.855971959, Action: BUY, Price: 195.0875351655246, Shares: 0.21836852230164358, Symbol: AAPL, Reward: -0.4286570803817181, Transaction Cost: 0.25270908038172724, Slippage: 0.009999999999990905, Time Penalty: 0.165948\n", "Step: 54734, Timestamp: 2023-07-03 16:54:25.855971959, Action: BUY, Price: 188.89349287198255, Shares: 0.05956578169071583, Symbol: AAPL, Reward: -0.29233725743820826, Transaction Cost: 0.11638925743821735, Slippage: 0.009999999999990905, Time Penalty: 0.165948\n", "Step: 54735, Timestamp: 2023-07-03 16:54:25.855971959, Action: BUY, Price: 197.93940165313828, Shares: 0.06198332058041018, Symbol: AAPL, Reward: -0.2013462182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165948\n", "Step: 54736, Timestamp: 2023-07-03 16:54:25.858260125, Action: BUY, Price: 193.48867625095542, Shares: 0.20493951591676376, Symbol: AAPL, Reward: -0.4240681820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170086\n", "Step: 54737, Timestamp: 2023-07-03 16:54:25.858260125, Action: BUY, Price: 184.80313370846292, Shares: 0.1310984830510612, Symbol: AAPL, Reward: -0.5292710464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.170086\n", "Step: 54738, Timestamp: 2023-07-03 16:54:25.858260125, Action: BUY, Price: 189.99467984224438, Shares: 0.22088860765665844, Symbol: AAPL, Reward: -0.4240681820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170086\n", "Step: 54739, Timestamp: 2023-07-03 16:54:25.858260125, Action: BUY, Price: 190.1052238953425, Shares: 0.22120436858503045, Symbol: AAPL, Reward: -0.29707709102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.170086\n", "Step: 54740, Timestamp: 2023-07-03 16:54:25.858260125, Action: BUY, Price: 186.67989711644097, Shares: 0.13434671591630515, Symbol: AAPL, Reward: -0.5292710464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.170086\n", "Step: 54741, Timestamp: 2023-07-03 16:54:25.858260125, Action: BUY, Price: 191.24519593345923, Shares: 0.13436497297598154, Symbol: AAPL, Reward: -0.19548421820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170086\n", "Step: 54742, Timestamp: 2023-07-03 16:54:25.858260125, Action: BUY, Price: 186.67174695647572, Shares: 0.21727241492947735, Symbol: AAPL, Reward: -0.3985697341967164, Transaction Cost: 0.21848373419672548, Slippage: 0.009999999999990905, Time Penalty: 0.170086\n", "Step: 54743, Timestamp: 2023-07-03 16:54:25.858336212, Action: BUY, Price: 197.84185195737297, Shares: 0.10157218355662775, Symbol: AAPL, Reward: -0.30692901023421215, Transaction Cost: 0.12950601023422126, Slippage: 0.009999999999990905, Time Penalty: 0.167423\n", "Step: 54744, Timestamp: 2023-07-03 16:54:25.858336212, Action: BUY, Price: 192.69406333130948, Shares: 0.09177548355079737, Symbol: AAPL, Reward: -0.3959067341967164, Transaction Cost: 0.21848373419672548, Slippage: 0.009999999999990905, Time Penalty: 0.167423\n", "Step: 54745, Timestamp: 2023-07-03 16:54:25.858553838, Action: BUY, Price: 198.63672390386063, Shares: 0.11964833006864811, Symbol: AAPL, Reward: -0.5235280464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.164343\n", "Step: 54748, Timestamp: 2023-07-03 16:54:28.499209457, Action: SELL, Price: 187.78314509400053, Shares: 0.15976831810582848, Symbol: AAPL, Reward: -0.21820400435156656, Transaction Cost: 0.04399100435157111, Slippage: 0.0049999999999954525, Time Penalty: 0.169213\n", "Step: 54762, Timestamp: 2023-07-03 16:54:30.009169205, Action: BUY, Price: 185.481367694556, Shares: 0.0995142336653488, Symbol: AAPL, Reward: -0.2023772182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166979\n", "Step: 54763, Timestamp: 2023-07-03 16:54:30.009169205, Action: BUY, Price: 195.79008897476658, Shares: 0.13271182303044202, Symbol: AAPL, Reward: -0.21289750464465385, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.166979\n", "Step: 54764, Timestamp: 2023-07-03 16:54:30.009169205, Action: BUY, Price: 185.66397356081984, Shares: 0.16133559616842824, Symbol: AAPL, Reward: -0.42712243951317475, Transaction Cost: 0.25014343951315543, Slippage: 0.010000000000019327, Time Penalty: 0.166979\n", "Step: 54765, Timestamp: 2023-07-03 16:54:32.000656721, Action: BUY, Price: 192.92743550149348, Shares: 0.2001061235972743, Symbol: AAPL, Reward: -0.4289001820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.164918\n", "Step: 54780, Timestamp: 2023-07-03 16:54:39.438290559, Action: BUY, Price: 195.80828414422336, Shares: 0.15008047115652612, Symbol: AAPL, Reward: -0.3320493300294831, Transaction Cost: 0.15449133002946377, Slippage: 0.010000000000019327, Time Penalty: 0.167558\n", "Step: 54781, Timestamp: 2023-07-03 16:54:39.438290559, Action: BUY, Price: 185.14969279966184, Shares: 0.2652526685407834, Symbol: AAPL, Reward: -0.4315401820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167558\n", "Step: 54782, Timestamp: 2023-07-03 16:54:40.012822297, Action: BUY, Price: 199.3204455101846, Shares: 0.20230471722712268, Symbol: AAPL, Reward: -0.2368076749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.174595\n", "Step: 54788, Timestamp: 2023-07-03 16:54:40.012924659, Action: SELL, Price: 184.3049011605488, Shares: 0.12564419219720482, Symbol: AAPL, Reward: -0.3359379465715716, Transaction Cost: 0.16262794657157165, Slippage: 0.0, Time Penalty: 0.17331\n", "Step: 54790, Timestamp: 2023-07-03 16:54:40.012969714, Action: SELL, Price: 199.46066029531323, Shares: 0.18023628078886808, Symbol: AAPL, Reward: -0.30278909102150786, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.175798\n", "Step: 54791, Timestamp: 2023-07-03 16:54:40.012969714, Action: SELL, Price: 193.78087269355643, Shares: 0.20799798595079017, Symbol: AAPL, Reward: -0.4385192119548112, Transaction Cost: 0.2627212119548112, Slippage: 0.0, Time Penalty: 0.175798\n", "Step: 54792, Timestamp: 2023-07-03 16:54:40.012969714, Action: SELL, Price: 186.99903803383836, Shares: 0.22160735738133075, Symbol: AAPL, Reward: -0.42978018204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.175798\n", "Step: 54793, Timestamp: 2023-07-03 16:54:40.012969714, Action: SELL, Price: 189.68113028029117, Shares: 0.08932044554022092, Symbol: AAPL, Reward: -0.28650626649854566, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.175798\n", "Step: 54796, Timestamp: 2023-07-03 16:54:40.015013435, Action: SELL, Price: 192.78552942651712, Shares: 0.23909615108885332, Symbol: AAPL, Reward: -0.4234621820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16948\n", "Step: 54802, Timestamp: 2023-07-03 16:54:40.015254631, Action: SELL, Price: 196.808446681063, Shares: 0.09994241488502423, Symbol: AAPL, Reward: -0.31167709102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.184686\n", "Step: 54803, Timestamp: 2023-07-03 16:54:40.015254631, Action: SELL, Price: 185.41230656318012, Shares: 0.17885105967109033, Symbol: AAPL, Reward: -0.45823318167545546, Transaction Cost: 0.2735471816754555, Slippage: 0.0, Time Penalty: 0.184686\n", "Step: 54804, Timestamp: 2023-07-03 16:54:40.016146987, Action: SELL, Price: 191.65117939002073, Shares: 0.09227931185968472, Symbol: AAPL, Reward: -0.4410831820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.187101\n", "Step: 54805, Timestamp: 2023-07-03 16:54:40.016146987, Action: SELL, Price: 198.12924246914375, Shares: 0.11102596151027436, Symbol: AAPL, Reward: -0.3666935232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.187101\n", "Step: 54806, Timestamp: 2023-07-03 16:54:40.016146987, Action: SELL, Price: 189.79449391977545, Shares: 0.23328633900025544, Symbol: AAPL, Reward: -0.3089065755001645, Transaction Cost: 0.12180557550016448, Slippage: 0.0, Time Penalty: 0.187101\n", "Step: 54807, Timestamp: 2023-07-03 16:54:40.016394897, Action: SELL, Price: 198.6989984944612, Shares: 0.25346512263347715, Symbol: AAPL, Reward: -0.4029624602459606, Transaction Cost: 0.22286846024596063, Slippage: 0.0, Time Penalty: 0.180094\n", "Step: 54808, Timestamp: 2023-07-03 16:54:40.018496276, Action: SELL, Price: 192.70270574667632, Shares: 0.25784220682587083, Symbol: AAPL, Reward: -0.24924436012724238, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.165008\n", "Step: 54809, Timestamp: 2023-07-03 16:54:40.019416776, Action: SELL, Price: 193.83381980924304, Shares: 0.23345569522580506, Symbol: AAPL, Reward: -0.3703071073382064, Transaction Cost: 0.20159210733820634, Slippage: 0.0, Time Penalty: 0.168715\n", "Step: 54810, Timestamp: 2023-07-03 16:54:40.019822037, Action: SELL, Price: 189.01180987988167, Shares: 0.1945574221849654, Symbol: AAPL, Reward: -0.35505552322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.175463\n", "Step: 54811, Timestamp: 2023-07-03 16:54:40.025593220, Action: SELL, Price: 200.27900958009656, Shares: 0.17544547812400885, Symbol: AAPL, Reward: -0.44769818204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.193716\n", "Step: 54812, Timestamp: 2023-07-03 16:54:40.027812135, Action: SELL, Price: 144.30830406632202, Shares: 0.17040582187292816, Symbol: AAPL, Reward: -0.5958381820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.341856\n", "Step: 54813, Timestamp: 2023-07-03 16:54:40.029230136, Action: SELL, Price: 190.78420503075688, Shares: 0.18587295647488622, Symbol: AAPL, Reward: -0.4259185232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.246326\n", "Step: 54814, Timestamp: 2023-07-03 16:54:40.035511356, Action: SELL, Price: 188.10666874334223, Shares: 0.2658320689723959, Symbol: AAPL, Reward: -0.42510618204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171124\n", "Step: 54815, Timestamp: 2023-07-03 16:54:40.049106487, Action: SELL, Price: 197.11284798321438, Shares: 0.1550313470461024, Symbol: AAPL, Reward: -0.4291031820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.175121\n", "Step: 54816, Timestamp: 2023-07-03 16:54:40.052538019, Action: SELL, Price: 188.37152202589712, Shares: 0.275831666869065, Symbol: AAPL, Reward: -0.5317810464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.172596\n", "Step: 54817, Timestamp: 2023-07-03 16:54:40.074367038, Action: SELL, Price: 199.83589578781124, Shares: 0.14780088043278705, Symbol: AAPL, Reward: -0.42051486160651497, Transaction Cost: 0.24624486160651493, Slippage: 0.0, Time Penalty: 0.17427\n", "Step: 54818, Timestamp: 2023-07-03 16:54:40.111240993, Action: SELL, Price: 183.20078944363476, Shares: 0.25022430596873235, Symbol: AAPL, Reward: -0.5345390464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.165354\n", "Step: 54819, Timestamp: 2023-07-03 16:54:40.146631800, Action: SELL, Price: 190.31953136705062, Shares: 0.15403484365911083, Symbol: AAPL, Reward: -0.20134321820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.175945\n", "Step: 54820, Timestamp: 2023-07-03 16:54:40.177274832, Action: SELL, Price: 191.83637384877863, Shares: 0.10434108645871347, Symbol: AAPL, Reward: -0.2474762180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.16716\n", "Step: 54821, Timestamp: 2023-07-03 16:54:40.177957362, Action: SELL, Price: 188.94636926807334, Shares: 0.18754659927035522, Symbol: AAPL, Reward: -0.5161822779443183, Transaction Cost: 0.3500902779443183, Slippage: 0.0, Time Penalty: 0.166092\n", "Step: 54822, Timestamp: 2023-07-03 16:54:40.256124105, Action: SELL, Price: 200.9400249432773, Shares: 0.08377046791298576, Symbol: AAPL, Reward: -0.5114838455636965, Transaction Cost: 0.33598684556367725, Slippage: 0.010000000000019327, Time Penalty: 0.165497\n", "Step: 54823, Timestamp: 2023-07-03 16:54:40.256124105, Action: SELL, Price: 199.9624610744611, Shares: 0.182815521275148, Symbol: AAPL, Reward: -0.4294791820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165497\n", "Step: 54829, Timestamp: 2023-07-03 16:54:40.402347724, Action: BUY, Price: 196.25117807911303, Shares: 0.06516911483559024, Symbol: AAPL, Reward: -0.4292401820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165258\n", "Step: 54830, Timestamp: 2023-07-03 16:54:40.411513151, Action: BUY, Price: 198.428008140856, Shares: 0.24204911268896775, Symbol: AAPL, Reward: -0.41940018204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165418\n", "Step: 54831, Timestamp: 2023-07-03 16:54:40.411917897, Action: BUY, Price: 197.00435269606123, Shares: 0.1993865289023625, Symbol: AAPL, Reward: -0.5247260464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.165541\n", "Step: 54832, Timestamp: 2023-07-03 16:54:40.665359921, Action: BUY, Price: 194.26846081946744, Shares: 0.22189567153479015, Symbol: AAPL, Reward: -0.5374770464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.168292\n", "Step: 54833, Timestamp: 2023-07-03 16:54:40.665359921, Action: BUY, Price: 197.41307741962027, Shares: 0.12911791044093213, Symbol: AAPL, Reward: -0.43227418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168292\n", "Step: 54834, Timestamp: 2023-07-03 16:54:40.665359921, Action: BUY, Price: 197.2797685456969, Shares: 0.11538558679632228, Symbol: AAPL, Reward: -0.43227418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168292\n", "Step: 54835, Timestamp: 2023-07-03 16:54:40.665359921, Action: BUY, Price: 193.60557403951353, Shares: 0.09403037899355254, Symbol: AAPL, Reward: -0.451013211954793, Transaction Cost: 0.2627212119548112, Slippage: 0.01999999999998181, Time Penalty: 0.168292\n", "Step: 54836, Timestamp: 2023-07-03 16:54:40.665359921, Action: BUY, Price: 201.4231490295706, Shares: 0.2649169600790641, Symbol: AAPL, Reward: -0.44496718204299757, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.170985\n", "Step: 54837, Timestamp: 2023-07-03 16:54:40.665359921, Action: BUY, Price: 199.9325044328012, Shares: 0.11472054000880523, Symbol: AAPL, Reward: -0.44496718204299757, Transaction Cost: 0.25398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.170985\n", "Step: 54838, Timestamp: 2023-07-03 16:54:40.665359921, Action: BUY, Price: 187.3290515066972, Shares: 0.21036467618810117, Symbol: AAPL, Reward: -0.3179760910214897, Transaction Cost: 0.12699109102150788, Slippage: 0.01999999999998181, Time Penalty: 0.170985\n", "Step: 54839, Timestamp: 2023-07-03 16:54:40.665359921, Action: BUY, Price: 186.55988282489204, Shares: 0.15170905286049294, Symbol: AAPL, Reward: -0.5447412446981401, Transaction Cost: 0.35375624469815836, Slippage: 0.01999999999998181, Time Penalty: 0.170985\n", "Step: 54840, Timestamp: 2023-07-03 16:54:40.665359921, Action: BUY, Price: 192.09262533865, Shares: 0.11884681655350049, Symbol: AAPL, Reward: -0.6989493640860134, Transaction Cost: 0.5079643640860315, Slippage: 0.01999999999998181, Time Penalty: 0.170985\n", "Step: 54841, Timestamp: 2023-07-03 16:54:40.665786372, Action: BUY, Price: 201.1909055765885, Shares: 0.09910122192301801, Symbol: AAPL, Reward: -0.519711403660931, Transaction Cost: 0.3340614036609492, Slippage: 0.01999999999998181, Time Penalty: 0.16565\n", "Step: 54842, Timestamp: 2023-07-03 16:54:40.665871312, Action: BUY, Price: 184.60171724324638, Shares: 0.28432973968603387, Symbol: AAPL, Reward: -0.3082610130547042, Transaction Cost: 0.13197301305471332, Slippage: 0.009999999999990905, Time Penalty: 0.166288\n", "Step: 54843, Timestamp: 2023-07-03 16:54:40.666024230, Action: BUY, Price: 189.5916672229356, Shares: 0.2670369130356466, Symbol: AAPL, Reward: -0.5338400464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.164655\n", "Step: 54844, Timestamp: 2023-07-03 16:54:40.666263468, Action: BUY, Price: 199.5947403568713, Shares: 0.21906799061959006, Symbol: AAPL, Reward: -0.41884718204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164865\n", "Step: 54845, Timestamp: 2023-07-03 16:54:40.666263468, Action: BUY, Price: 186.68845609576442, Shares: 0.24518406965812473, Symbol: AAPL, Reward: -0.5186212446981584, Transaction Cost: 0.35375624469815836, Slippage: 0.0, Time Penalty: 0.164865\n", "Step: 54846, Timestamp: 2023-07-03 16:54:40.666512289, Action: BUY, Price: 185.39613295814718, Shares: 0.1241138766251208, Symbol: AAPL, Reward: -0.4925863129013821, Transaction Cost: 0.3282173129013821, Slippage: 0.0, Time Penalty: 0.164369\n", "Step: 54847, Timestamp: 2023-07-03 16:54:41.369747809, Action: BUY, Price: 197.08127299704458, Shares: 0.21005447977900282, Symbol: AAPL, Reward: -0.42593466087157206, Transaction Cost: 0.261490660871572, Slippage: 0.0, Time Penalty: 0.164444\n", "Step: 54849, Timestamp: 2023-07-03 16:54:42.798137310, Action: SELL, Price: 201.62169485117315, Shares: 0.14644257959833462, Symbol: AAPL, Reward: -0.619633043515711, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.179723\n", "Step: 54850, Timestamp: 2023-07-03 16:54:42.903914486, Action: SELL, Price: 192.81201578847686, Shares: 0.27444407927859005, Symbol: AAPL, Reward: -0.2765778728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.174985\n", "Step: 54851, Timestamp: 2023-07-03 16:54:42.903914486, Action: SELL, Price: 200.90099963102162, Shares: 0.27038598275032816, Symbol: AAPL, Reward: -0.2765778728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.174985\n", "Step: 54852, Timestamp: 2023-07-03 16:54:45.758796225, Action: SELL, Price: 194.76270771051082, Shares: 0.06653071354202879, Symbol: AAPL, Reward: -0.38845607271763233, Transaction Cost: 0.20943907271764142, Slippage: 0.009999999999990905, Time Penalty: 0.169017\n", "Step: 54853, Timestamp: 2023-07-03 16:54:45.758796225, Action: SELL, Price: 188.2061995379734, Shares: 0.1168387005494277, Symbol: AAPL, Reward: -0.6869813640860224, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.169017\n", "Step: 54854, Timestamp: 2023-07-03 16:54:45.758796225, Action: SELL, Price: 183.1898952896294, Shares: 0.10937657251018994, Symbol: AAPL, Reward: -0.6189270435157019, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.169017\n", "Step: 54855, Timestamp: 2023-07-03 16:54:45.758796225, Action: SELL, Price: 194.66443274858236, Shares: 0.179228282092558, Symbol: AAPL, Reward: -0.21493550464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.169017\n", "Step: 54856, Timestamp: 2023-07-03 16:54:46.082411618, Action: SELL, Price: 197.71774075322992, Shares: 0.10213307583332645, Symbol: AAPL, Reward: -0.5375890464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.168404\n", "Step: 54857, Timestamp: 2023-07-03 16:54:46.082411618, Action: SELL, Price: 193.13218765621437, Shares: 0.24266981935427856, Symbol: AAPL, Reward: -0.3307933092258288, Transaction Cost: 0.15238930922580946, Slippage: 0.010000000000019327, Time Penalty: 0.168404\n", "Step: 54858, Timestamp: 2023-07-03 16:54:46.082411618, Action: SELL, Price: 195.82868513794864, Shares: 0.10008620780139224, Symbol: AAPL, Reward: -0.4323861820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168404\n", "Step: 54859, Timestamp: 2023-07-03 16:54:46.082411618, Action: SELL, Price: 185.87512715826162, Shares: 0.10609565387045071, Symbol: AAPL, Reward: -0.2038022182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168404\n", "Step: 54860, Timestamp: 2023-07-03 16:54:46.082470910, Action: SELL, Price: 184.50253985995053, Shares: 0.21094315822859513, Symbol: AAPL, Reward: -0.4297841820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165802\n", "Step: 54864, Timestamp: 2023-07-03 16:54:47.399037295, Action: BUY, Price: 187.06384312124777, Shares: 0.1346202598412523, Symbol: AAPL, Reward: -0.43116618204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167184\n", "Step: 54865, Timestamp: 2023-07-03 16:54:49.000939228, Action: BUY, Price: 192.38608836405052, Shares: 0.25424301315804954, Symbol: AAPL, Reward: -0.41857318204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164591\n", "Step: 54866, Timestamp: 2023-07-03 16:54:50.024886128, Action: BUY, Price: 190.35025221738016, Shares: 0.07512341152373524, Symbol: AAPL, Reward: -0.20316521820429703, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.172767\n", "Step: 54867, Timestamp: 2023-07-03 16:54:50.024886572, Action: BUY, Price: 201.85708978820185, Shares: 0.20188306556292723, Symbol: AAPL, Reward: -0.20272121820429703, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.172323\n", "Step: 54868, Timestamp: 2023-07-03 16:54:50.024887081, Action: BUY, Price: 194.84394847490157, Shares: 0.10129229515711838, Symbol: AAPL, Reward: -0.20221221820429702, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.171814\n", "Step: 54869, Timestamp: 2023-07-03 16:54:50.024887435, Action: BUY, Price: 192.01870072779775, Shares: 0.058982655137425795, Symbol: AAPL, Reward: -0.20185821820429703, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.17146\n", "Step: 54870, Timestamp: 2023-07-03 16:54:50.024887813, Action: BUY, Price: 190.685636165313, Shares: 0.06967020553949038, Symbol: AAPL, Reward: -0.20148021820429704, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.171082\n", "Step: 54871, Timestamp: 2023-07-03 16:54:50.024888128, Action: BUY, Price: 193.69917528332522, Shares: 0.27256028821381206, Symbol: AAPL, Reward: -0.20116521820429703, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.170767\n", "Step: 54872, Timestamp: 2023-07-03 16:54:50.024888508, Action: BUY, Price: 196.92463832947075, Shares: 0.2600853648801546, Symbol: AAPL, Reward: -0.20571621820429703, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.175318\n", "Step: 54873, Timestamp: 2023-07-03 16:54:50.024889472, Action: BUY, Price: 188.85506659530859, Shares: 0.19002956135391513, Symbol: AAPL, Reward: -0.5321973238350794, Transaction Cost: 0.35284332383508404, Slippage: 0.0049999999999954525, Time Penalty: 0.174354\n", "Step: 54874, Timestamp: 2023-07-03 16:54:50.024889472, Action: BUY, Price: 191.3778635590703, Shares: 0.08399184962821701, Symbol: AAPL, Reward: -0.21834500435157111, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.174354\n", "Step: 54880, Timestamp: 2023-07-03 16:54:50.026461393, Action: SELL, Price: 183.67099603782373, Shares: 0.13447004179238561, Symbol: AAPL, Reward: -0.42891102046844254, Transaction Cost: 0.2590120204684425, Slippage: 0.0, Time Penalty: 0.169899\n", "Step: 54881, Timestamp: 2023-07-03 16:54:50.026461393, Action: SELL, Price: 189.10210172517188, Shares: 0.08091010129492723, Symbol: AAPL, Reward: -0.24173600928926905, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.169899\n", "Step: 54882, Timestamp: 2023-07-03 16:54:50.026461393, Action: SELL, Price: 193.03735097548685, Shares: 0.24655860044401023, Symbol: AAPL, Reward: -0.4238811820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169899\n", "Step: 54883, Timestamp: 2023-07-03 16:54:50.027780576, Action: SELL, Price: 187.35040008164984, Shares: 0.1062609262771576, Symbol: AAPL, Reward: -0.42075918204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166777\n", "Step: 54884, Timestamp: 2023-07-03 16:54:50.058059889, Action: SELL, Price: 188.3464547684279, Shares: 0.14003599186329213, Symbol: AAPL, Reward: -0.42865418204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164672\n", "Step: 54885, Timestamp: 2023-07-03 16:54:50.070191588, Action: SELL, Price: 193.87461772180873, Shares: 0.19720737001539365, Symbol: AAPL, Reward: -0.4335931820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.174611\n", "Step: 54886, Timestamp: 2023-07-03 16:54:50.070191588, Action: SELL, Price: 198.09087560900247, Shares: 0.18879750322874947, Symbol: AAPL, Reward: -0.20000921820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.174611\n", "Step: 54887, Timestamp: 2023-07-03 16:54:50.070191588, Action: SELL, Price: 193.48201454297987, Shares: 0.26348911224898103, Symbol: AAPL, Reward: -0.4285931820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174611\n", "Step: 54888, Timestamp: 2023-07-03 16:54:50.070191588, Action: SELL, Price: 198.86284449527656, Shares: 0.07955386652955465, Symbol: AAPL, Reward: -0.29903634995281136, Transaction Cost: 0.12442534995281139, Slippage: 0.0, Time Penalty: 0.174611\n", "Step: 54889, Timestamp: 2023-07-03 16:54:50.070197527, Action: SELL, Price: 184.74945595637894, Shares: 0.24009802921301535, Symbol: AAPL, Reward: -0.5530242730645236, Transaction Cost: 0.38097327306452367, Slippage: 0.0, Time Penalty: 0.172051\n", "Step: 54890, Timestamp: 2023-07-03 16:54:50.070207489, Action: SELL, Price: 191.51704298432495, Shares: 0.18346218624635666, Symbol: AAPL, Reward: -0.710630879203868, Transaction Cost: 0.539375879203868, Slippage: 0.0, Time Penalty: 0.171255\n", "Step: 54891, Timestamp: 2023-07-03 16:54:50.329511841, Action: SELL, Price: 193.98452015785793, Shares: 0.2449176365607511, Symbol: AAPL, Reward: -0.42827018204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164288\n", "Step: 54892, Timestamp: 2023-07-03 16:54:50.329745007, Action: SELL, Price: 196.83168570540778, Shares: 0.28439153939440986, Symbol: AAPL, Reward: -0.33517543607108036, Transaction Cost: 0.16063243607108943, Slippage: 0.009999999999990905, Time Penalty: 0.164543\n", "Step: 54893, Timestamp: 2023-07-03 16:54:50.329792933, Action: SELL, Price: 184.18876289628898, Shares: 0.18454030823364717, Symbol: AAPL, Reward: -0.42835918204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164377\n", "Step: 54894, Timestamp: 2023-07-03 16:54:51.037561305, Action: SELL, Price: 191.82153231125633, Shares: 0.11140754442875796, Symbol: AAPL, Reward: -0.4281841820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164202\n", "Step: 54900, Timestamp: 2023-07-03 16:54:53.415284731, Action: BUY, Price: 201.65974678697955, Shares: 0.1389014848812608, Symbol: AAPL, Reward: -0.20621721820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170819\n", "Step: 54901, Timestamp: 2023-07-03 16:54:53.415339864, Action: BUY, Price: 184.26036079423415, Shares: 0.22548788203868106, Symbol: AAPL, Reward: -0.4298451820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165863\n", "Step: 54902, Timestamp: 2023-07-03 16:54:54.386166355, Action: BUY, Price: 189.44610694770134, Shares: 0.2479388683186854, Symbol: AAPL, Reward: -0.5083927994956563, Transaction Cost: 0.33212479949563695, Slippage: 0.010000000000019327, Time Penalty: 0.166268\n", "Step: 54903, Timestamp: 2023-07-03 16:54:54.386166355, Action: BUY, Price: 199.87772516061756, Shares: 0.21524388396688984, Symbol: AAPL, Reward: -0.4302501820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166268\n", "Step: 54904, Timestamp: 2023-07-03 16:54:54.419458913, Action: BUY, Price: 186.6322181906132, Shares: 0.12719517544782713, Symbol: AAPL, Reward: -0.34567225450150646, Transaction Cost: 0.16654725450151556, Slippage: 0.009999999999990905, Time Penalty: 0.169125\n", "Step: 54905, Timestamp: 2023-07-03 16:54:54.419458913, Action: BUY, Price: 189.12259916006087, Shares: 0.23415625649839986, Symbol: AAPL, Reward: -0.4331071820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169125\n", "Step: 54906, Timestamp: 2023-07-03 16:54:54.419458913, Action: BUY, Price: 201.77818061256502, Shares: 0.2650348184707912, Symbol: AAPL, Reward: -0.4331071820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169125\n", "Step: 54907, Timestamp: 2023-07-03 16:54:54.419458913, Action: BUY, Price: 189.17111794448232, Shares: 0.08816153859047218, Symbol: AAPL, Reward: -0.4331071820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169125\n", "Step: 54908, Timestamp: 2023-07-03 16:54:54.419458913, Action: BUY, Price: 189.48558542675562, Shares: 0.13941052200482937, Symbol: AAPL, Reward: -0.223116004351562, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.169125\n", "Step: 54909, Timestamp: 2023-07-03 16:54:54.419458913, Action: BUY, Price: 195.1912199037298, Shares: 0.11250067391019783, Symbol: AAPL, Reward: -0.3061160910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.169125\n", "Step: 54916, Timestamp: 2023-07-03 16:54:58.692035564, Action: SELL, Price: 197.13898790548598, Shares: 0.1904446352253352, Symbol: AAPL, Reward: -0.5319250464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.17274\n", "Step: 54917, Timestamp: 2023-07-03 16:54:58.692035564, Action: SELL, Price: 184.07404032246214, Shares: 0.17789944210244538, Symbol: AAPL, Reward: -0.42672218204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.17274\n", "Step: 54918, Timestamp: 2023-07-03 16:54:58.692035564, Action: SELL, Price: 195.4619048321546, Shares: 0.16780050664941168, Symbol: AAPL, Reward: -0.6126500435157111, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.17274\n", "Step: 54919, Timestamp: 2023-07-03 16:54:58.692035564, Action: SELL, Price: 191.08840722433646, Shares: 0.08971456174627353, Symbol: AAPL, Reward: -0.2804955139339036, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.17274\n", "Step: 54920, Timestamp: 2023-07-03 16:54:58.692035564, Action: SELL, Price: 182.8150511054839, Shares: 0.1596146131284357, Symbol: AAPL, Reward: -0.25305621803554473, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.17274\n", "Step: 54921, Timestamp: 2023-07-03 16:54:58.692035564, Action: SELL, Price: 185.23882157943171, Shares: 0.2497016493656035, Symbol: AAPL, Reward: -0.5759242146764127, Transaction Cost: 0.4031842146764127, Slippage: 0.0, Time Penalty: 0.17274\n", "Step: 54922, Timestamp: 2023-07-03 16:54:58.692069992, Action: SELL, Price: 199.82630137915265, Shares: 0.19002509943620455, Symbol: AAPL, Reward: -0.3281048218487491, Transaction Cost: 0.1586118218487491, Slippage: 0.0, Time Penalty: 0.169493\n", "Step: 54923, Timestamp: 2023-07-03 16:54:58.692069992, Action: SELL, Price: 196.32102887472772, Shares: 0.26183195908837287, Symbol: AAPL, Reward: -0.42347518204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169493\n", "Step: 54924, Timestamp: 2023-07-03 16:54:58.692069992, Action: SELL, Price: 200.6974372688655, Shares: 0.2444909719012536, Symbol: AAPL, Reward: -0.3773863757792012, Transaction Cost: 0.20789337577920122, Slippage: 0.0, Time Penalty: 0.169493\n", "Step: 54925, Timestamp: 2023-07-03 16:54:58.692074596, Action: SELL, Price: 200.57456316715403, Shares: 0.1576133426331028, Symbol: AAPL, Reward: -0.312941655585053, Transaction Cost: 0.145901655585053, Slippage: 0.0, Time Penalty: 0.16704\n", "Step: 54926, Timestamp: 2023-07-03 16:54:58.692074596, Action: SELL, Price: 188.7347162574855, Shares: 0.27511321771901054, Symbol: AAPL, Reward: -0.5415730088186479, Transaction Cost: 0.364533008818657, Slippage: 0.009999999999990905, Time Penalty: 0.16704\n", "Step: 54927, Timestamp: 2023-07-03 16:54:58.692110403, Action: SELL, Price: 196.2388498190037, Shares: 0.23365755479237998, Symbol: AAPL, Reward: -0.5302620464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.171077\n", "Step: 54928, Timestamp: 2023-07-03 16:54:58.692110403, Action: SELL, Price: 198.7879748985976, Shares: 0.0773620031467462, Symbol: AAPL, Reward: -0.6852172366937174, Transaction Cost: 0.5041402366937264, Slippage: 0.009999999999990905, Time Penalty: 0.171077\n", "Step: 54932, Timestamp: 2023-07-03 16:54:58.692124487, Action: SELL, Price: 189.39637189952248, Shares: 0.0962514925296688, Symbol: AAPL, Reward: -0.4233621820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16938\n", "Step: 54933, Timestamp: 2023-07-03 16:54:58.692124487, Action: SELL, Price: 196.43141999132786, Shares: 0.19730808824494836, Symbol: AAPL, Reward: -0.4233621820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16938\n", "Step: 54934, Timestamp: 2023-07-03 16:54:58.692124487, Action: SELL, Price: 189.46770608758968, Shares: 0.243241272460667, Symbol: AAPL, Reward: -0.2963710910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.16938\n", "Step: 54935, Timestamp: 2023-07-03 16:54:58.692124487, Action: SELL, Price: 190.83069509809158, Shares: 0.1792287110878793, Symbol: AAPL, Reward: -0.4233621820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16938\n", "Step: 54936, Timestamp: 2023-07-03 16:54:58.692124487, Action: SELL, Price: 187.92328950083765, Shares: 0.10985040227827825, Symbol: AAPL, Reward: -0.42769318204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173711\n", "Step: 54937, Timestamp: 2023-07-03 16:54:58.692124487, Action: SELL, Price: 198.14654700273925, Shares: 0.20930707537557322, Symbol: AAPL, Reward: -0.3007020910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.173711\n", "Step: 54938, Timestamp: 2023-07-03 16:54:58.692124487, Action: SELL, Price: 191.85556146758952, Shares: 0.20590108635076634, Symbol: AAPL, Reward: -0.42769318204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173711\n", "Step: 54939, Timestamp: 2023-07-03 16:54:58.692124487, Action: SELL, Price: 184.64631579817322, Shares: 0.24158703032261922, Symbol: AAPL, Reward: -0.42769318204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173711\n", "Step: 54940, Timestamp: 2023-07-03 16:54:58.693291681, Action: SELL, Price: 191.97430823948594, Shares: 0.1978258040219597, Symbol: AAPL, Reward: -0.3824627391673159, Transaction Cost: 0.21249673916729198, Slippage: 0.005000000000023874, Time Penalty: 0.164966\n", "Step: 54941, Timestamp: 2023-07-03 16:54:58.693354191, Action: SELL, Price: 188.3533453711485, Shares: 0.11150650666148414, Symbol: AAPL, Reward: -0.42073418204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166752\n", "Step: 54942, Timestamp: 2023-07-03 16:54:58.693744540, Action: SELL, Price: 192.45211414217246, Shares: 0.236961942773163, Symbol: AAPL, Reward: -0.42811718204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164135\n", "Step: 54943, Timestamp: 2023-07-03 16:54:58.693941760, Action: SELL, Price: 183.32844937586574, Shares: 0.26718195986377086, Symbol: AAPL, Reward: -0.3354144272365729, Transaction Cost: 0.1703764272365729, Slippage: 0.0, Time Penalty: 0.165038\n", "Step: 54944, Timestamp: 2023-07-03 16:54:58.694049417, Action: SELL, Price: 188.4733028667683, Shares: 0.14909892919592646, Symbol: AAPL, Reward: -0.3593172274216669, Transaction Cost: 0.18835822742166689, Slippage: 0.0, Time Penalty: 0.170959\n", "Step: 54945, Timestamp: 2023-07-03 16:54:58.694049417, Action: SELL, Price: 194.679541824408, Shares: 0.12302984800156078, Symbol: AAPL, Reward: -0.31007077030934327, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.170959\n", "Step: 54946, Timestamp: 2023-07-03 16:54:58.694049417, Action: SELL, Price: 198.48687849179444, Shares: 0.174693104702989, Symbol: AAPL, Reward: -0.2512752180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.170959\n", "Step: 54947, Timestamp: 2023-07-03 16:54:58.694049417, Action: SELL, Price: 192.517920305105, Shares: 0.07478698724759383, Symbol: AAPL, Reward: -0.3146330185785381, Transaction Cost: 0.14367401857853812, Slippage: 0.0, Time Penalty: 0.170959\n", "Step: 54948, Timestamp: 2023-07-03 16:54:58.694055982, Action: SELL, Price: 186.71130283533068, Shares: 0.11112238462017654, Symbol: AAPL, Reward: -0.42196318204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167981\n", "Step: 54949, Timestamp: 2023-07-03 16:54:58.694162210, Action: SELL, Price: 187.71392528540784, Shares: 0.06501503600068717, Symbol: AAPL, Reward: -0.3745870727176414, Transaction Cost: 0.20943907271764142, Slippage: 0.0, Time Penalty: 0.165148\n", "Step: 54950, Timestamp: 2023-07-03 16:54:58.694288646, Action: SELL, Price: 195.82626363689312, Shares: 0.24971639120518818, Symbol: AAPL, Reward: -0.4377291820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173747\n", "Step: 54951, Timestamp: 2023-07-03 16:54:58.694291366, Action: SELL, Price: 197.74688900744712, Shares: 0.19179659243647035, Symbol: AAPL, Reward: -0.4400091820430021, Transaction Cost: 0.25398218204301576, Slippage: 0.014999999999986358, Time Penalty: 0.171027\n", "Step: 54952, Timestamp: 2023-07-03 16:54:58.694373980, Action: SELL, Price: 187.8689800590259, Shares: 0.09209970266478545, Symbol: AAPL, Reward: -0.41855218204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16457\n", "Step: 54953, Timestamp: 2023-07-03 16:54:58.694378235, Action: SELL, Price: 196.62585914646266, Shares: 0.3083983611983462, Symbol: AAPL, Reward: -0.3734840727176414, Transaction Cost: 0.20943907271764142, Slippage: 0.0, Time Penalty: 0.164045\n", "Step: 54973, Timestamp: 2023-07-03 16:55:00.811855882, Action: BUY, Price: 194.18084386628718, Shares: 0.1663286817176689, Symbol: AAPL, Reward: -0.3152447703093342, Transaction Cost: 0.13911177030934327, Slippage: 0.009999999999990905, Time Penalty: 0.166133\n", "Step: 54983, Timestamp: 2023-07-03 16:55:01.343716370, Action: SELL, Price: 182.99100481004106, Shares: 0.21214325949359847, Symbol: AAPL, Reward: -0.3479795232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.168387\n", "Step: 54984, Timestamp: 2023-07-03 16:55:01.343716370, Action: SELL, Price: 183.9745238447713, Shares: 0.24134358495689026, Symbol: AAPL, Reward: -0.3479795232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.168387\n", "Step: 54985, Timestamp: 2023-07-03 16:55:01.343831, Action: SELL, Price: 194.7782726145792, Shares: 0.18991897940297686, Symbol: AAPL, Reward: -0.41984018204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165858\n", "Step: 54986, Timestamp: 2023-07-03 16:55:01.343831, Action: SELL, Price: 200.11765736234491, Shares: 0.217386769105564, Symbol: AAPL, Reward: -0.38136902786780713, Transaction Cost: 0.21551102786780715, Slippage: 0.0, Time Penalty: 0.165858\n", "Step: 54987, Timestamp: 2023-07-03 16:55:01.343834681, Action: SELL, Price: 186.40529583421764, Shares: 0.12030180088396208, Symbol: AAPL, Reward: -0.3024337382254709, Transaction Cost: 0.1343947382254709, Slippage: 0.0, Time Penalty: 0.168039\n", "Step: 54988, Timestamp: 2023-07-03 16:55:01.558731578, Action: SELL, Price: 191.6935342694471, Shares: 0.235391480844431, Symbol: AAPL, Reward: -0.38559102175785553, Transaction Cost: 0.21995502175785553, Slippage: 0.0, Time Penalty: 0.165636\n", "Step: 54989, Timestamp: 2023-07-03 16:55:03.092002666, Action: SELL, Price: 191.55946149075163, Shares: 0.2584734496597874, Symbol: AAPL, Reward: -0.2412610092892645, Transaction Cost: 0.07183700928926906, Slippage: 0.0049999999999954525, Time Penalty: 0.164424\n", "Step: 54990, Timestamp: 2023-07-03 16:55:03.830288222, Action: SELL, Price: 183.20742625357482, Shares: 0.21465448970535572, Symbol: AAPL, Reward: -0.8009507497640478, Transaction Cost: 0.6221267497640569, Slippage: 0.009999999999990905, Time Penalty: 0.168824\n", "Step: 54991, Timestamp: 2023-07-03 16:55:03.830288222, Action: SELL, Price: 201.05218190900126, Shares: 0.25616673271141066, Symbol: AAPL, Reward: -0.4328061820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168824\n", "Step: 54992, Timestamp: 2023-07-03 16:55:03.830288222, Action: SELL, Price: 186.5785694106986, Shares: 0.09674199548189533, Symbol: AAPL, Reward: -0.5380090464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.168824\n", "Step: 55002, Timestamp: 2023-07-03 16:55:05.018372232, Action: BUY, Price: 186.38643943161665, Shares: 0.08959639083731746, Symbol: AAPL, Reward: -0.2603094307550214, Transaction Cost: 0.09503143075502138, Slippage: 0.0, Time Penalty: 0.165278\n", "Step: 55009, Timestamp: 2023-07-03 16:55:06.030884528, Action: BUY, Price: 199.10013771797733, Shares: 0.09991017574375718, Symbol: AAPL, Reward: -0.1996262182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164228\n", "Step: 55014, Timestamp: 2023-07-03 16:55:12.298469081, Action: BUY, Price: 195.8869850039506, Shares: 0.20976165210151967, Symbol: AAPL, Reward: -0.511690509003022, Transaction Cost: 0.3330945090030311, Slippage: 0.009999999999990905, Time Penalty: 0.168596\n", "Step: 55015, Timestamp: 2023-07-03 16:55:12.298469081, Action: BUY, Price: 191.75512097534218, Shares: 0.2174237764355891, Symbol: AAPL, Reward: -0.20399421820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168596\n", "Step: 55016, Timestamp: 2023-07-03 16:55:12.298469081, Action: BUY, Price: 200.3388541358402, Shares: 0.11089423347132293, Symbol: AAPL, Reward: -0.43743418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173452\n", "Step: 55017, Timestamp: 2023-07-03 16:55:12.298469081, Action: BUY, Price: 185.0285463808322, Shares: 0.074842157104273, Symbol: AAPL, Reward: -0.43743418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173452\n", "Step: 55018, Timestamp: 2023-07-03 16:55:12.298469081, Action: BUY, Price: 185.6424831102584, Shares: 0.07863960467462844, Symbol: AAPL, Reward: -0.43743418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173452\n", "Step: 55019, Timestamp: 2023-07-03 16:55:12.298469081, Action: BUY, Price: 193.2819684676326, Shares: 0.13340290278869865, Symbol: AAPL, Reward: -0.26376821803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.173452\n", "Step: 55020, Timestamp: 2023-07-03 16:55:12.298469081, Action: BUY, Price: 200.00008703488157, Shares: 0.08408953433415975, Symbol: AAPL, Reward: -0.43743418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173452\n", "Step: 55021, Timestamp: 2023-07-03 16:55:12.298469081, Action: BUY, Price: 201.7559550258426, Shares: 0.27871584825639234, Symbol: AAPL, Reward: -0.44507318204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.181091\n", "Step: 55022, Timestamp: 2023-07-03 16:55:12.298469081, Action: BUY, Price: 199.3353810992154, Shares: 0.20793501363481437, Symbol: AAPL, Reward: -0.24788314241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.181091\n", "Step: 55024, Timestamp: 2023-07-03 16:55:12.298469081, Action: BUY, Price: 192.2013459604377, Shares: 0.14874238975707763, Symbol: AAPL, Reward: -0.44507318204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.181091\n", "Step: 55025, Timestamp: 2023-07-03 16:55:12.298469081, Action: BUY, Price: 194.318889280455, Shares: 0.29248400162666804, Symbol: AAPL, Reward: -0.44507318204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.181091\n", "Step: 55026, Timestamp: 2023-07-03 16:55:12.298469081, Action: BUY, Price: 190.55777126032044, Shares: 0.26091949548411214, Symbol: AAPL, Reward: -0.44507318204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.181091\n", "Step: 55035, Timestamp: 2023-07-03 16:55:12.666331374, Action: BUY, Price: 195.0826217532718, Shares: 0.15293813892435826, Symbol: AAPL, Reward: -0.35746055751852474, Transaction Cost: 0.18137955751853382, Slippage: 0.009999999999990905, Time Penalty: 0.166081\n", "Step: 55036, Timestamp: 2023-07-03 16:55:12.666331374, Action: BUY, Price: 187.56359898622736, Shares: 0.1641239504442321, Symbol: AAPL, Reward: -0.35386852743010194, Transaction Cost: 0.17778752743011103, Slippage: 0.009999999999990905, Time Penalty: 0.166081\n", "Step: 55037, Timestamp: 2023-07-03 16:55:12.666446161, Action: BUY, Price: 201.44004729499534, Shares: 0.24603567838172077, Symbol: AAPL, Reward: -0.35684455751852473, Transaction Cost: 0.18137955751853382, Slippage: 0.009999999999990905, Time Penalty: 0.165465\n", "Step: 55038, Timestamp: 2023-07-03 16:55:12.666446161, Action: BUY, Price: 194.54056109519888, Shares: 0.17550986680289196, Symbol: AAPL, Reward: -0.35325252743010194, Transaction Cost: 0.17778752743011103, Slippage: 0.009999999999990905, Time Penalty: 0.165465\n", "Step: 55039, Timestamp: 2023-07-03 16:55:12.666486414, Action: BUY, Price: 190.62384503002093, Shares: 0.0731226927442479, Symbol: AAPL, Reward: -0.35921955751852475, Transaction Cost: 0.18137955751853382, Slippage: 0.009999999999990905, Time Penalty: 0.16784\n", "Step: 55040, Timestamp: 2023-07-03 16:55:12.666486414, Action: BUY, Price: 191.5985674636304, Shares: 0.18617224205330998, Symbol: AAPL, Reward: -0.20323821820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16784\n", "Step: 55041, Timestamp: 2023-07-03 16:55:12.666486414, Action: BUY, Price: 200.96741388587427, Shares: 0.15758727124733496, Symbol: AAPL, Reward: -0.43182218204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16784\n", "Step: 55042, Timestamp: 2023-07-03 16:55:12.666486414, Action: BUY, Price: 188.14720307089073, Shares: 0.16257913608717012, Symbol: AAPL, Reward: -0.3992565329970822, Transaction Cost: 0.2214165329970913, Slippage: 0.009999999999990905, Time Penalty: 0.16784\n", "Step: 55043, Timestamp: 2023-07-03 16:55:12.666486414, Action: BUY, Price: 183.56148420126615, Shares: 0.14091667594414273, Symbol: AAPL, Reward: -0.3933510278677981, Transaction Cost: 0.21551102786780715, Slippage: 0.009999999999990905, Time Penalty: 0.16784\n", "Step: 55044, Timestamp: 2023-07-03 16:55:12.666541509, Action: BUY, Price: 193.08693345039475, Shares: 0.1152281221612404, Symbol: AAPL, Reward: -0.371517752257195, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.164784\n", "Step: 55045, Timestamp: 2023-07-03 16:55:12.666541509, Action: BUY, Price: 186.05705045275195, Shares: 0.10588812208398765, Symbol: AAPL, Reward: -0.33541643607108035, Transaction Cost: 0.16063243607108943, Slippage: 0.009999999999990905, Time Penalty: 0.164784\n", "Step: 55046, Timestamp: 2023-07-03 16:55:12.666751572, Action: BUY, Price: 191.85968068039935, Shares: 0.15526603485773646, Symbol: AAPL, Reward: -0.23195414241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.165162\n", "Step: 55047, Timestamp: 2023-07-03 16:55:12.666785430, Action: BUY, Price: 193.91587300607745, Shares: 0.2442139088571473, Symbol: AAPL, Reward: -0.36283222742165777, Transaction Cost: 0.18835822742166689, Slippage: 0.009999999999990905, Time Penalty: 0.164474\n", "Step: 55048, Timestamp: 2023-07-03 16:55:12.666967715, Action: BUY, Price: 188.8256875761841, Shares: 0.13242877047155627, Symbol: AAPL, Reward: -0.23126114241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.164469\n", "Step: 55049, Timestamp: 2023-07-03 16:55:12.674487605, Action: BUY, Price: 189.6968359334388, Shares: 0.13756653358921486, Symbol: AAPL, Reward: -0.4290851820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165103\n", "Step: 55050, Timestamp: 2023-07-03 16:55:12.674553215, Action: BUY, Price: 201.22131037832935, Shares: 0.27553972071622373, Symbol: AAPL, Reward: -0.3926494714619639, Transaction Cost: 0.21700247146194457, Slippage: 0.010000000000019327, Time Penalty: 0.165647\n", "Step: 55051, Timestamp: 2023-07-03 16:55:12.674553215, Action: BUY, Price: 191.8236516081593, Shares: 0.24790600885531897, Symbol: AAPL, Reward: -0.30762001305473263, Transaction Cost: 0.13197301305471332, Slippage: 0.010000000000019327, Time Penalty: 0.165647\n", "Step: 55052, Timestamp: 2023-07-03 16:55:12.674592319, Action: BUY, Price: 188.3465890064331, Shares: 0.3009400316489854, Symbol: AAPL, Reward: -0.3924024714619639, Transaction Cost: 0.21700247146194457, Slippage: 0.010000000000019327, Time Penalty: 0.1654\n", "Step: 55053, Timestamp: 2023-07-03 16:55:12.674592319, Action: BUY, Price: 189.52864965293784, Shares: 0.2916724967917296, Symbol: AAPL, Reward: -0.33401182184876843, Transaction Cost: 0.1586118218487491, Slippage: 0.010000000000019327, Time Penalty: 0.1654\n", "Step: 55054, Timestamp: 2023-07-03 16:55:13.001582286, Action: BUY, Price: 185.3336961815494, Shares: 0.1323803463863495, Symbol: AAPL, Reward: -0.4185221820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16454\n", "Step: 55055, Timestamp: 2023-07-03 16:55:13.012771379, Action: BUY, Price: 182.9653885297571, Shares: 0.23706154644282978, Symbol: AAPL, Reward: -0.2072582182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17186\n", "Step: 55056, Timestamp: 2023-07-03 16:55:13.320024129, Action: BUY, Price: 193.54319033748146, Shares: 0.06076662889844952, Symbol: AAPL, Reward: -0.2538463601272379, Transaction Cost: 0.08423636012724241, Slippage: 0.0049999999999954525, Time Penalty: 0.16461\n", "Step: 55057, Timestamp: 2023-07-03 16:55:14.534220879, Action: BUY, Price: 201.87855590409657, Shares: 0.18044192233247966, Symbol: AAPL, Reward: -0.4235561820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164574\n", "Step: 55069, Timestamp: 2023-07-03 16:55:20.973073961, Action: SELL, Price: 189.73084200343268, Shares: 0.0657346521239565, Symbol: AAPL, Reward: -0.2527153601272424, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.168479\n", "Step: 55070, Timestamp: 2023-07-03 16:55:20.973073961, Action: SELL, Price: 185.1631635215467, Shares: 0.18987325805546842, Symbol: AAPL, Reward: -0.2527153601272424, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.168479\n", "Step: 55071, Timestamp: 2023-07-03 16:55:20.973073961, Action: SELL, Price: 192.42791571377785, Shares: 0.06367164640236753, Symbol: AAPL, Reward: -0.5309100464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.171725\n", "Step: 55072, Timestamp: 2023-07-03 16:55:20.973073961, Action: SELL, Price: 185.1925303553791, Shares: 0.05936439534654713, Symbol: AAPL, Reward: -0.2520412180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.171725\n", "Step: 55073, Timestamp: 2023-07-03 16:55:20.973073961, Action: SELL, Price: 187.2253050660764, Shares: 0.2425851298461673, Symbol: AAPL, Reward: -0.29871609102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.171725\n", "Step: 55074, Timestamp: 2023-07-03 16:55:20.973073961, Action: SELL, Price: 193.80713534131564, Shares: 0.10553402469859113, Symbol: AAPL, Reward: -0.37171077012654075, Transaction Cost: 0.19998577012654073, Slippage: 0.0, Time Penalty: 0.171725\n", "Step: 55075, Timestamp: 2023-07-03 16:55:20.973073961, Action: SELL, Price: 191.44950025921852, Shares: 0.20927377814374137, Symbol: AAPL, Reward: -0.4257071820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171725\n", "Step: 55076, Timestamp: 2023-07-03 16:55:20.973702734, Action: SELL, Price: 183.32204221642044, Shares: 0.2802872688952348, Symbol: AAPL, Reward: -0.2660995780410232, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.164525\n", "Step: 55077, Timestamp: 2023-07-03 16:55:20.977635978, Action: SELL, Price: 185.38979305782087, Shares: 0.2840409320574893, Symbol: AAPL, Reward: -0.5251340464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.165949\n", "Step: 55078, Timestamp: 2023-07-03 16:55:20.977635978, Action: SELL, Price: 198.07968543554003, Shares: 0.2882423065416934, Symbol: AAPL, Reward: -0.22816167497640572, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.165949\n", "Step: 55079, Timestamp: 2023-07-03 16:55:20.977663774, Action: SELL, Price: 187.6945776213225, Shares: 0.14005936079442144, Symbol: AAPL, Reward: -0.41293286160651493, Transaction Cost: 0.24624486160651493, Slippage: 0.0, Time Penalty: 0.166688\n", "Step: 55080, Timestamp: 2023-07-03 16:55:20.977663774, Action: SELL, Price: 190.09826902054857, Shares: 0.25213311855616677, Symbol: AAPL, Reward: -0.24288265461290473, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.166688\n", "Step: 55081, Timestamp: 2023-07-03 16:55:20.977686437, Action: SELL, Price: 198.31212990737632, Shares: 0.2884253181960011, Symbol: AAPL, Reward: -0.43256176250199885, Transaction Cost: 0.25776376250200794, Slippage: 0.009999999999990905, Time Penalty: 0.164798\n", "Step: 55082, Timestamp: 2023-07-03 16:55:20.977689874, Action: SELL, Price: 195.05245902707279, Shares: 0.15193551618576467, Symbol: AAPL, Reward: -0.4259044395131463, Transaction Cost: 0.25014343951315543, Slippage: 0.009999999999990905, Time Penalty: 0.165761\n", "Step: 55083, Timestamp: 2023-07-03 16:55:21.001749868, Action: SELL, Price: 187.6869459450221, Shares: 0.16276357403782607, Symbol: AAPL, Reward: -0.4185451820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164563\n", "Step: 55084, Timestamp: 2023-07-03 16:55:21.701113364, Action: SELL, Price: 192.38381766355693, Shares: 0.23790538827280772, Symbol: AAPL, Reward: -0.5130904103221884, Transaction Cost: 0.3473154103221884, Slippage: 0.0, Time Penalty: 0.165775\n", "Step: 55085, Timestamp: 2023-07-03 16:55:21.701113364, Action: SELL, Price: 189.13768929971212, Shares: 0.22691731005442828, Symbol: AAPL, Reward: -0.41591843951315544, Transaction Cost: 0.25014343951315543, Slippage: 0.0, Time Penalty: 0.165775\n", "Step: 55086, Timestamp: 2023-07-03 16:55:23.732086798, Action: SELL, Price: 187.24050946012437, Shares: 0.06631188437059349, Symbol: AAPL, Reward: -0.42506918204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171087\n", "Step: 55087, Timestamp: 2023-07-03 16:55:23.732086798, Action: SELL, Price: 197.4057450199436, Shares: 0.26754698949958805, Symbol: AAPL, Reward: -0.42506918204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171087\n", "Step: 55088, Timestamp: 2023-07-03 16:55:23.732086798, Action: SELL, Price: 196.56768786467498, Shares: 0.2713393760830266, Symbol: AAPL, Reward: -0.19648521820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.171087\n", "Step: 55089, Timestamp: 2023-07-03 16:55:23.732086798, Action: SELL, Price: 199.6378509517076, Shares: 0.17827269158795675, Symbol: AAPL, Reward: -0.22188343640860314, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.171087\n", "Step: 55090, Timestamp: 2023-07-03 16:55:23.732086798, Action: SELL, Price: 188.95356266365113, Shares: 0.23847128084896457, Symbol: AAPL, Reward: -0.42506918204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171087\n", "Step: 55091, Timestamp: 2023-07-03 16:55:23.732119989, Action: SELL, Price: 184.70824517441605, Shares: 0.0822680268309794, Symbol: AAPL, Reward: -0.2810392848243819, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.167455\n", "Step: 55092, Timestamp: 2023-07-03 16:55:23.732189407, Action: SELL, Price: 184.99921270571429, Shares: 0.16427362949611046, Symbol: AAPL, Reward: -0.42847318204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164491\n", "Step: 55093, Timestamp: 2023-07-03 16:55:23.732193891, Action: SELL, Price: 189.85000996671312, Shares: 0.3039917365241714, Symbol: AAPL, Reward: -0.23299314241218186, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.166201\n", "Step: 55094, Timestamp: 2023-07-03 16:55:23.732455409, Action: SELL, Price: 196.8274278907915, Shares: 0.10735612200246722, Symbol: AAPL, Reward: -0.33238943607108484, Transaction Cost: 0.16063243607108943, Slippage: 0.0049999999999954525, Time Penalty: 0.166757\n", "Step: 55095, Timestamp: 2023-07-03 16:55:23.732455409, Action: SELL, Price: 194.45961395194428, Shares: 0.21302181063669987, Symbol: AAPL, Reward: -0.4761975764513311, Transaction Cost: 0.2994405764513402, Slippage: 0.009999999999990905, Time Penalty: 0.166757\n", "Step: 55096, Timestamp: 2023-07-03 16:55:23.732455409, Action: SELL, Price: 201.7658644084113, Shares: 0.17130939767809475, Symbol: AAPL, Reward: -0.2931462574382082, Transaction Cost: 0.11638925743821735, Slippage: 0.009999999999990905, Time Penalty: 0.166757\n", "Step: 55114, Timestamp: 2023-07-03 16:55:27.745278207, Action: SELL, Price: 184.23233144061743, Shares: 0.18703472585669073, Symbol: AAPL, Reward: -0.42282018204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168838\n", "Step: 55115, Timestamp: 2023-07-03 16:55:27.745278207, Action: SELL, Price: 192.3873208185514, Shares: 0.13408158057465866, Symbol: AAPL, Reward: -0.3751741001010702, Transaction Cost: 0.2063361001010702, Slippage: 0.0, Time Penalty: 0.168838\n", "Step: 55116, Timestamp: 2023-07-03 16:55:27.745278207, Action: SELL, Price: 193.1983097781883, Shares: 0.2205454077990815, Symbol: AAPL, Reward: -0.42282018204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168838\n", "Step: 55117, Timestamp: 2023-07-03 16:55:27.745278207, Action: SELL, Price: 183.2313667728243, Shares: 0.19733430328964502, Symbol: AAPL, Reward: -0.24042336911273543, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.173226\n", "Step: 55118, Timestamp: 2023-07-03 16:55:27.745278207, Action: SELL, Price: 196.62102964247643, Shares: 0.14774429390466115, Symbol: AAPL, Reward: -0.8451996911273545, Transaction Cost: 0.6719736911273545, Slippage: 0.0, Time Penalty: 0.173226\n", "Step: 55119, Timestamp: 2023-07-03 16:55:27.745278207, Action: SELL, Price: 188.71326100640167, Shares: 0.19085626846365544, Symbol: AAPL, Reward: -0.42720818204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173226\n", "Step: 55120, Timestamp: 2023-07-03 16:55:27.745278207, Action: SELL, Price: 198.12738980589754, Shares: 0.13906823458935955, Symbol: AAPL, Reward: -0.30021709102150784, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.173226\n", "Step: 55121, Timestamp: 2023-07-03 16:55:27.745278207, Action: SELL, Price: 190.1575394724781, Shares: 0.12240155802480383, Symbol: AAPL, Reward: -0.6087147248348399, Transaction Cost: 0.4354887248348399, Slippage: 0.0, Time Penalty: 0.173226\n", "Step: 55122, Timestamp: 2023-07-03 16:55:28.355129807, Action: SELL, Price: 182.88969479234444, Shares: 0.15331359058161825, Symbol: AAPL, Reward: -0.19417321820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.168775\n", "Step: 55123, Timestamp: 2023-07-03 16:55:28.355129807, Action: SELL, Price: 189.6070641713788, Shares: 0.21233213690117417, Symbol: AAPL, Reward: -0.24061200928926907, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.168775\n", "Step: 55124, Timestamp: 2023-07-03 16:55:28.355129807, Action: SELL, Price: 193.96417616678193, Shares: 0.2087662644921753, Symbol: AAPL, Reward: -0.19417321820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.168775\n", "Step: 55125, Timestamp: 2023-07-03 16:55:28.355129807, Action: SELL, Price: 197.10837568701368, Shares: 0.10036892879708059, Symbol: AAPL, Reward: -0.27948326649854566, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.168775\n", "Step: 55126, Timestamp: 2023-07-03 16:55:28.355129807, Action: SELL, Price: 198.17302901700572, Shares: 0.23039873864270297, Symbol: AAPL, Reward: -0.20929550464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.173377\n", "Step: 55127, Timestamp: 2023-07-03 16:55:28.355129807, Action: SELL, Price: 189.99916917984805, Shares: 0.152741033202494, Symbol: AAPL, Reward: -0.19877521820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.173377\n", "Step: 55128, Timestamp: 2023-07-03 16:55:28.355129807, Action: SELL, Price: 184.7981397231373, Shares: 0.09879857511817484, Symbol: AAPL, Reward: -0.19877521820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.173377\n", "Step: 55129, Timestamp: 2023-07-03 16:55:28.355129807, Action: SELL, Price: 186.01484997516874, Shares: 0.1797829667686346, Symbol: AAPL, Reward: -0.27174387612860207, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.173377\n", "Step: 55130, Timestamp: 2023-07-03 16:55:28.355129807, Action: SELL, Price: 197.58500283994732, Shares: 0.2866396674919689, Symbol: AAPL, Reward: -0.35296952322317265, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.173377\n", "Step: 55131, Timestamp: 2023-07-03 16:55:28.355129807, Action: SELL, Price: 183.84915604988646, Shares: 0.2000653677838571, Symbol: AAPL, Reward: -0.5449740464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.185789\n", "Step: 55132, Timestamp: 2023-07-03 16:55:28.355129807, Action: SELL, Price: 199.86768783300508, Shares: 0.23227758579988053, Symbol: AAPL, Reward: -0.24258114241219098, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.185789\n", "Step: 55133, Timestamp: 2023-07-03 16:55:28.355129807, Action: SELL, Price: 188.33992634244726, Shares: 0.1267432299486321, Symbol: AAPL, Reward: -0.37069081951924043, Transaction Cost: 0.1849018195192404, Slippage: 0.0, Time Penalty: 0.185789\n", "Step: 55134, Timestamp: 2023-07-03 16:55:28.355129807, Action: SELL, Price: 200.62080754836927, Shares: 0.283415866932382, Symbol: AAPL, Reward: -0.21118721820430159, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.185789\n", "Step: 55135, Timestamp: 2023-07-03 16:55:28.355129807, Action: SELL, Price: 189.66159951918686, Shares: 0.1818314494701814, Symbol: AAPL, Reward: -0.24258114241219098, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.185789\n", "Step: 55163, Timestamp: 2023-07-03 16:55:29.020066273, Action: SELL, Price: 195.22973819122655, Shares: 0.3283364088860922, Symbol: AAPL, Reward: -0.25241021803554015, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.167094\n", "Step: 55164, Timestamp: 2023-07-03 16:55:29.020066273, Action: SELL, Price: 195.68820585183022, Shares: 0.2242868171170039, Symbol: AAPL, Reward: -0.2288861424121864, Transaction Cost: 0.056792142412190966, Slippage: 0.0049999999999954525, Time Penalty: 0.167094\n", "Step: 55177, Timestamp: 2023-07-03 16:55:29.145015573, Action: BUY, Price: 187.73496125051258, Shares: 0.3129481588361626, Symbol: AAPL, Reward: -0.4195511820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165569\n", "Step: 55178, Timestamp: 2023-07-03 16:55:29.282249708, Action: BUY, Price: 194.2806278624626, Shares: 0.18038887803034986, Symbol: AAPL, Reward: -0.2509562180355402, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.16564\n", "Step: 55179, Timestamp: 2023-07-03 16:55:29.282249708, Action: BUY, Price: 194.72881110782436, Shares: 0.25222123104179484, Symbol: AAPL, Reward: -0.2842242848243774, Transaction Cost: 0.11358428482438193, Slippage: 0.0049999999999954525, Time Penalty: 0.16564\n", "Step: 55180, Timestamp: 2023-07-03 16:55:29.469285243, Action: BUY, Price: 194.89175397737824, Shares: 0.25134899196346844, Symbol: AAPL, Reward: -1.1991377281720823, Transaction Cost: 1.015928728172063, Slippage: 0.010000000000019327, Time Penalty: 0.173209\n", "Step: 55181, Timestamp: 2023-07-03 16:55:29.469285243, Action: BUY, Price: 190.22232250720634, Shares: 0.29205894187394654, Symbol: AAPL, Reward: -0.3355983092258288, Transaction Cost: 0.15238930922580946, Slippage: 0.010000000000019327, Time Penalty: 0.173209\n", "Step: 55182, Timestamp: 2023-07-03 16:55:29.469285243, Action: BUY, Price: 201.6139496510967, Shares: 0.09187321383777647, Symbol: AAPL, Reward: -0.2086072182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.173209\n", "Step: 55183, Timestamp: 2023-07-03 16:55:29.469285243, Action: BUY, Price: 194.00405237339064, Shares: 0.21571450477201534, Symbol: AAPL, Reward: -0.22720000435159043, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.173209\n", "Step: 55184, Timestamp: 2023-07-03 16:55:29.469285243, Action: BUY, Price: 195.2929476674121, Shares: 0.2170094584393625, Symbol: AAPL, Reward: -0.4371911820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.173209\n", "Step: 55185, Timestamp: 2023-07-03 16:55:29.469285243, Action: BUY, Price: 198.83823331795375, Shares: 0.2768954212128822, Symbol: AAPL, Reward: -0.293917266498565, Transaction Cost: 0.11070826649854565, Slippage: 0.010000000000019327, Time Penalty: 0.173209\n", "Step: 55186, Timestamp: 2023-07-03 16:55:30.010924280, Action: BUY, Price: 193.92700629740347, Shares: 0.2951821321644182, Symbol: AAPL, Reward: -0.25679621803554015, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.17148\n", "Step: 55187, Timestamp: 2023-07-03 16:55:30.010924280, Action: BUY, Price: 192.82788087437797, Shares: 0.08336511351896765, Symbol: AAPL, Reward: -0.3814657701265316, Transaction Cost: 0.19998577012654073, Slippage: 0.009999999999990905, Time Penalty: 0.17148\n", "Step: 55188, Timestamp: 2023-07-03 16:55:30.010924280, Action: BUY, Price: 183.6542525720886, Shares: 0.09038586604722813, Symbol: AAPL, Reward: -0.378213752257195, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.17148\n", "Step: 55189, Timestamp: 2023-07-03 16:55:30.010924280, Action: BUY, Price: 195.59610916669948, Shares: 0.08902931541239736, Symbol: AAPL, Reward: -0.5184254405089606, Transaction Cost: 0.33694544050896963, Slippage: 0.009999999999990905, Time Penalty: 0.17148\n", "Step: 55190, Timestamp: 2023-07-03 16:55:30.010924280, Action: BUY, Price: 198.51205900708345, Shares: 0.16054883354403923, Symbol: AAPL, Reward: -0.4057909896111971, Transaction Cost: 0.22431098961120619, Slippage: 0.009999999999990905, Time Penalty: 0.17148\n", "Step: 55191, Timestamp: 2023-07-03 16:55:30.010925709, Action: BUY, Price: 196.06650978250332, Shares: 0.27907631826083973, Symbol: AAPL, Reward: -0.43403318204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170051\n", "Step: 55192, Timestamp: 2023-07-03 16:55:30.011342275, Action: BUY, Price: 184.7290829161711, Shares: 0.24189549776058392, Symbol: AAPL, Reward: -1.1351389573822848, Transaction Cost: 0.9577519573822939, Slippage: 0.009999999999990905, Time Penalty: 0.167387\n", "Step: 55193, Timestamp: 2023-07-03 16:55:30.011342275, Action: BUY, Price: 187.39194526926087, Shares: 0.12087160547178011, Symbol: AAPL, Reward: -0.24922400928925997, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.167387\n", "Step: 55194, Timestamp: 2023-07-03 16:55:30.011342275, Action: BUY, Price: 199.47187043090054, Shares: 0.11220571363266861, Symbol: AAPL, Reward: -0.3569795232231635, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.167387\n", "Step: 55195, Timestamp: 2023-07-03 16:55:30.011342275, Action: BUY, Price: 191.45256740878486, Shares: 0.3090120909529587, Symbol: AAPL, Reward: -0.43136918204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167387\n", "Step: 55196, Timestamp: 2023-07-03 16:55:30.011437747, Action: BUY, Price: 184.39225786253073, Shares: 0.2131878619635951, Symbol: AAPL, Reward: -0.4301881820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166206\n", "Step: 55197, Timestamp: 2023-07-03 16:55:30.011491101, Action: BUY, Price: 183.87166043569562, Shares: 0.17859049927810575, Symbol: AAPL, Reward: -0.42879518204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164813\n", "Step: 55198, Timestamp: 2023-07-03 16:55:30.012509737, Action: BUY, Price: 187.24642583067632, Shares: 0.10574690429948881, Symbol: AAPL, Reward: -0.4977575090030311, Transaction Cost: 0.3330945090030311, Slippage: 0.0, Time Penalty: 0.164663\n", "Step: 55199, Timestamp: 2023-07-03 16:55:30.012567497, Action: BUY, Price: 185.30440340960968, Shares: 0.2926477663140536, Symbol: AAPL, Reward: -0.3034427382254709, Transaction Cost: 0.1343947382254709, Slippage: 0.0, Time Penalty: 0.169048\n", "Step: 55200, Timestamp: 2023-07-03 16:55:30.012567497, Action: BUY, Price: 183.51953832177838, Shares: 0.20111818512952623, Symbol: AAPL, Reward: -0.4230301820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169048\n", "Step: 55216, Timestamp: 2023-07-03 16:55:31.738033035, Action: SELL, Price: 188.36936668604312, Shares: 0.20441312346365456, Symbol: AAPL, Reward: -0.23696600928926906, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.165129\n", "Step: 55219, Timestamp: 2023-07-03 16:55:35.433725019, Action: SELL, Price: 186.47894845223254, Shares: 0.30760217730301526, Symbol: AAPL, Reward: -0.4952485327673213, Transaction Cost: 0.3291985327673213, Slippage: 0.0, Time Penalty: 0.16605\n", "Step: 55220, Timestamp: 2023-07-03 16:55:35.433829354, Action: SELL, Price: 197.9074986702743, Shares: 0.2759713080527742, Symbol: AAPL, Reward: -0.6251419276774284, Transaction Cost: 0.45716792767742837, Slippage: 0.0, Time Penalty: 0.167974\n", "Step: 55221, Timestamp: 2023-07-03 16:55:35.433829354, Action: SELL, Price: 183.95358256880203, Shares: 0.09368879647794282, Symbol: AAPL, Reward: -0.42195618204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167974\n", "Step: 55222, Timestamp: 2023-07-03 16:55:35.433829354, Action: SELL, Price: 201.55252773154504, Shares: 0.09291719364162292, Symbol: AAPL, Reward: -0.23018667497640571, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.167974\n", "Step: 55223, Timestamp: 2023-07-03 16:55:35.433868783, Action: SELL, Price: 198.71407204303424, Shares: 0.13108385627742547, Symbol: AAPL, Reward: -0.41209886160651493, Transaction Cost: 0.24624486160651493, Slippage: 0.0, Time Penalty: 0.165854\n", "Step: 55224, Timestamp: 2023-07-03 16:55:35.433868783, Action: SELL, Price: 188.37800443422634, Shares: 0.11020535172235774, Symbol: AAPL, Reward: -0.2280666749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.165854\n", "Step: 55225, Timestamp: 2023-07-03 16:55:35.433880110, Action: SELL, Price: 188.99153788995105, Shares: 0.2403112838827837, Symbol: AAPL, Reward: -0.4136178616065149, Transaction Cost: 0.24624486160651493, Slippage: 0.0, Time Penalty: 0.167373\n", "Step: 55226, Timestamp: 2023-07-03 16:55:35.433880110, Action: SELL, Price: 192.4367486935899, Shares: 0.269567277502639, Symbol: AAPL, Reward: -0.42135518204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167373\n", "Step: 55227, Timestamp: 2023-07-03 16:55:35.433880110, Action: SELL, Price: 188.65691250346254, Shares: 0.10816265063489924, Symbol: AAPL, Reward: -0.2553550087031422, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.167373\n", "Step: 55228, Timestamp: 2023-07-03 16:55:35.433913845, Action: SELL, Price: 191.37101851125252, Shares: 0.22474063580926315, Symbol: AAPL, Reward: -0.20245050464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.166532\n", "Step: 55229, Timestamp: 2023-07-03 16:55:35.433913845, Action: SELL, Price: 188.72491926152082, Shares: 0.20730669491464845, Symbol: AAPL, Reward: -0.24684821803554474, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.166532\n", "Step: 55231, Timestamp: 2023-07-03 16:55:35.434338835, Action: SELL, Price: 192.07251663997772, Shares: 0.17376430395464001, Symbol: AAPL, Reward: -0.4303421820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.16636\n", "Step: 55232, Timestamp: 2023-07-03 16:55:35.434338835, Action: SELL, Price: 187.60461838881463, Shares: 0.13814731951553363, Symbol: AAPL, Reward: -0.5355450464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.16636\n", "Step: 55237, Timestamp: 2023-07-03 16:55:36.344445943, Action: SELL, Price: 183.03621896457906, Shares: 0.19810819573535526, Symbol: AAPL, Reward: -0.3663597522571995, Transaction Cost: 0.1967337522572041, Slippage: 0.0049999999999954525, Time Penalty: 0.164626\n", "Step: 55238, Timestamp: 2023-07-03 16:55:36.882917136, Action: SELL, Price: 184.894721347201, Shares: 0.2974712632127474, Symbol: AAPL, Reward: -0.42359018204301124, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164608\n", "Step: 55239, Timestamp: 2023-07-03 16:55:36.883413572, Action: SELL, Price: 188.660720474135, Shares: 0.07674317716878713, Symbol: AAPL, Reward: -0.4235771820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164595\n", "Step: 55240, Timestamp: 2023-07-03 16:55:40.234254278, Action: SELL, Price: 186.83308571910663, Shares: 0.173165336551949, Symbol: AAPL, Reward: -0.4235531820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164571\n", "Step: 55241, Timestamp: 2023-07-03 16:55:42.330548547, Action: SELL, Price: 185.02982528182582, Shares: 0.21960663285812393, Symbol: AAPL, Reward: -0.3306824360710849, Transaction Cost: 0.16063243607108943, Slippage: 0.0049999999999954525, Time Penalty: 0.16505\n", "Step: 55242, Timestamp: 2023-07-03 16:55:42.342292146, Action: SELL, Price: 200.66875779019477, Shares: 0.15074777210227522, Symbol: AAPL, Reward: -0.42013518204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166153\n", "Step: 55243, Timestamp: 2023-07-03 16:55:42.342292146, Action: SELL, Price: 198.3365657655661, Shares: 0.15460325379877973, Symbol: AAPL, Reward: -0.3327002545015155, Transaction Cost: 0.16654725450151556, Slippage: 0.0, Time Penalty: 0.166153\n", "Step: 55244, Timestamp: 2023-07-03 16:55:43.255279782, Action: SELL, Price: 188.22563703864017, Shares: 0.26264884556891294, Symbol: AAPL, Reward: -0.42194618204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167964\n", "Step: 55245, Timestamp: 2023-07-03 16:55:43.255279782, Action: SELL, Price: 190.82483578703065, Shares: 0.12568082109172388, Symbol: AAPL, Reward: -0.429454660871572, Transaction Cost: 0.261490660871572, Slippage: 0.0, Time Penalty: 0.167964\n", "Step: 55246, Timestamp: 2023-07-03 16:55:43.255279782, Action: SELL, Price: 185.7440039053347, Shares: 0.31933475192395894, Symbol: AAPL, Reward: -0.41420886160651493, Transaction Cost: 0.24624486160651493, Slippage: 0.0, Time Penalty: 0.167964\n", "Step: 55247, Timestamp: 2023-07-03 16:55:43.255362328, Action: SELL, Price: 184.0372131216245, Shares: 0.14841807823472986, Symbol: AAPL, Reward: -0.533581008818657, Transaction Cost: 0.364533008818657, Slippage: 0.0, Time Penalty: 0.169048\n", "Step: 55248, Timestamp: 2023-07-03 16:55:43.255362328, Action: SELL, Price: 185.21789785341886, Shares: 0.2372700098656428, Symbol: AAPL, Reward: -0.4230301820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169048\n", "Step: 55249, Timestamp: 2023-07-03 16:55:43.255362328, Action: SELL, Price: 194.96192764635273, Shares: 0.16569336533788528, Symbol: AAPL, Reward: -0.28817620293689045, Transaction Cost: 0.11912820293689044, Slippage: 0.0, Time Penalty: 0.169048\n", "Step: 55250, Timestamp: 2023-07-03 16:55:43.255362328, Action: SELL, Price: 193.28327486171997, Shares: 0.25436123760699897, Symbol: AAPL, Reward: -0.606015468393451, Transaction Cost: 0.43696746839345096, Slippage: 0.0, Time Penalty: 0.169048\n", "Step: 55251, Timestamp: 2023-07-03 16:55:43.255362328, Action: SELL, Price: 196.85685100348726, Shares: 0.0985913045432014, Symbol: AAPL, Reward: -0.31714378856406666, Transaction Cost: 0.1480957885640667, Slippage: 0.0, Time Penalty: 0.169048\n", "Step: 55252, Timestamp: 2023-07-03 16:55:43.255362328, Action: SELL, Price: 195.60576586363436, Shares: 0.12268475260256759, Symbol: AAPL, Reward: -0.4230301820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169048\n", "Step: 55253, Timestamp: 2023-07-03 16:55:43.255418428, Action: SELL, Price: 189.0367824222903, Shares: 0.29256987307609045, Symbol: AAPL, Reward: -0.6050140435157111, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.165104\n", "Step: 55254, Timestamp: 2023-07-03 16:55:43.255421622, Action: SELL, Price: 198.57581003041778, Shares: 0.16747339355759572, Symbol: AAPL, Reward: -0.6154480435157019, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.165538\n", "Step: 55255, Timestamp: 2023-07-03 16:55:43.255475915, Action: SELL, Price: 193.86594463323527, Shares: 0.2592448410551436, Symbol: AAPL, Reward: -0.4181591820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164177\n", "Step: 55256, Timestamp: 2023-07-03 16:55:43.266526553, Action: SELL, Price: 198.85509612003256, Shares: 0.15490031501005752, Symbol: AAPL, Reward: -0.23144267497640114, Transaction Cost: 0.062212674976405695, Slippage: 0.0049999999999954525, Time Penalty: 0.16423\n", "Step: 55257, Timestamp: 2023-07-03 16:55:43.286245228, Action: SELL, Price: 184.24024635001672, Shares: 0.2785296033781388, Symbol: AAPL, Reward: -0.2207664364085986, Transaction Cost: 0.05079643640860315, Slippage: 0.0049999999999954525, Time Penalty: 0.16497\n", "Step: 55258, Timestamp: 2023-07-03 16:55:43.512481302, Action: SELL, Price: 187.67180531910248, Shares: 0.21013397116054056, Symbol: AAPL, Reward: -0.20239450464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.166476\n", "Step: 55259, Timestamp: 2023-07-03 16:55:43.512481302, Action: SELL, Price: 191.47663720422733, Shares: 0.35034614003298786, Symbol: AAPL, Reward: -0.30087073822547095, Transaction Cost: 0.1343947382254709, Slippage: 0.0, Time Penalty: 0.166476\n", "Step: 55265, Timestamp: 2023-07-03 16:55:44.336348672, Action: SELL, Price: 189.69320264173913, Shares: 0.1272643308081421, Symbol: AAPL, Reward: -0.3035887703093433, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.164477\n", "Step: 55272, Timestamp: 2023-07-03 16:55:46.503771142, Action: BUY, Price: 200.7518323193412, Shares: 0.21607898840454537, Symbol: AAPL, Reward: -0.3068980910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.169907\n", "Step: 55273, Timestamp: 2023-07-03 16:55:46.503771142, Action: BUY, Price: 187.7952777396231, Shares: 0.28208606005795067, Symbol: AAPL, Reward: -0.4168058084645725, Transaction Cost: 0.23689880846458156, Slippage: 0.009999999999990905, Time Penalty: 0.169907\n", "Step: 55279, Timestamp: 2023-07-03 16:55:46.503907103, Action: BUY, Price: 184.94105130735457, Shares: 0.23924501980666313, Symbol: AAPL, Reward: -0.4333981820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169416\n", "Step: 55280, Timestamp: 2023-07-03 16:55:46.503907103, Action: BUY, Price: 187.93739548645652, Shares: 0.2807786283666811, Symbol: AAPL, Reward: -0.39191273916728286, Transaction Cost: 0.21249673916729198, Slippage: 0.009999999999990905, Time Penalty: 0.169416\n", "Step: 55281, Timestamp: 2023-07-03 16:55:46.503937974, Action: BUY, Price: 198.94192426705908, Shares: 0.22285366658648498, Symbol: AAPL, Reward: -0.3151917703093342, Transaction Cost: 0.13911177030934327, Slippage: 0.009999999999990905, Time Penalty: 0.16608\n", "Step: 55289, Timestamp: 2023-07-03 16:55:46.826544206, Action: SELL, Price: 197.48480064522687, Shares: 0.28780889380075775, Symbol: AAPL, Reward: -0.5308140464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.166629\n", "Step: 55292, Timestamp: 2023-07-03 16:55:47.059833709, Action: SELL, Price: 183.85290845402403, Shares: 0.19421040576757898, Symbol: AAPL, Reward: -0.30699729419729105, Transaction Cost: 0.14141129419729104, Slippage: 0.0, Time Penalty: 0.165586\n", "Step: 55293, Timestamp: 2023-07-03 16:55:47.059833709, Action: SELL, Price: 194.6094273439223, Shares: 0.2263197303013268, Symbol: AAPL, Reward: -0.37655944541145175, Transaction Cost: 0.21097344541145174, Slippage: 0.0, Time Penalty: 0.165586\n", "Step: 55294, Timestamp: 2023-07-03 16:55:48.172871132, Action: SELL, Price: 199.31268992751734, Shares: 0.2522255898348099, Symbol: AAPL, Reward: -0.31124029419729105, Transaction Cost: 0.14141129419729104, Slippage: 0.0, Time Penalty: 0.169829\n", "Step: 55295, Timestamp: 2023-07-03 16:55:48.172871132, Action: SELL, Price: 199.79401604519634, Shares: 0.31331275169400497, Symbol: AAPL, Reward: -0.19522721820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169829\n", "Step: 55296, Timestamp: 2023-07-03 16:55:48.172871132, Action: SELL, Price: 182.9142811212021, Shares: 0.2609664525583744, Symbol: AAPL, Reward: -0.42381118204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169829\n", "Step: 55297, Timestamp: 2023-07-03 16:55:48.172871132, Action: SELL, Price: 188.18947123092673, Shares: 0.23064086947346582, Symbol: AAPL, Reward: -0.42381118204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169829\n", "Step: 55298, Timestamp: 2023-07-03 16:55:48.172871132, Action: SELL, Price: 185.35582654479734, Shares: 0.19308686441466846, Symbol: AAPL, Reward: -0.3529781560820645, Transaction Cost: 0.18314915608206453, Slippage: 0.0, Time Penalty: 0.169829\n", "Step: 55304, Timestamp: 2023-07-03 16:55:52.121031847, Action: SELL, Price: 200.12087603330968, Shares: 0.2665986236119429, Symbol: AAPL, Reward: -0.34377901740628447, Transaction Cost: 0.17596401740628445, Slippage: 0.0, Time Penalty: 0.167815\n", "Step: 55305, Timestamp: 2023-07-03 16:55:52.121031847, Action: SELL, Price: 190.90140263507305, Shares: 0.22516159666521088, Symbol: AAPL, Reward: -0.42179718204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167815\n", "Step: 55307, Timestamp: 2023-07-03 16:55:52.235987682, Action: BUY, Price: 194.75213105483863, Shares: 0.19210961647228345, Symbol: AAPL, Reward: -0.38258098151059855, Transaction Cost: 0.20476698151060765, Slippage: 0.009999999999990905, Time Penalty: 0.167814\n", "Step: 55308, Timestamp: 2023-07-03 16:55:52.235987682, Action: BUY, Price: 189.85918419248, Shares: 0.12536830178480443, Symbol: AAPL, Reward: -0.4317961820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167814\n", "Step: 55309, Timestamp: 2023-07-03 16:55:52.235987682, Action: BUY, Price: 201.43902500808903, Shares: 0.17003535825072852, Symbol: AAPL, Reward: -0.372901415763401, Transaction Cost: 0.19508741576341013, Slippage: 0.009999999999990905, Time Penalty: 0.167814\n", "Step: 55310, Timestamp: 2023-07-03 16:55:52.235987682, Action: BUY, Price: 199.25979946782516, Shares: 0.24531950744195036, Symbol: AAPL, Reward: -0.7319377012308428, Transaction Cost: 0.5541237012308519, Slippage: 0.009999999999990905, Time Penalty: 0.167814\n", "Step: 55321, Timestamp: 2023-07-03 16:55:52.598692202, Action: SELL, Price: 201.96439211548176, Shares: 0.23444126100935594, Symbol: AAPL, Reward: -0.19470721820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169309\n", "Step: 55322, Timestamp: 2023-07-03 16:55:52.598692202, Action: SELL, Price: 195.06787457326308, Shares: 0.07332042898520166, Symbol: AAPL, Reward: -0.24962521803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.169309\n", "Step: 55323, Timestamp: 2023-07-03 16:55:52.598692202, Action: SELL, Price: 201.86165150987642, Shares: 0.19153326057070075, Symbol: AAPL, Reward: -0.48551426661136426, Transaction Cost: 0.3162052666113643, Slippage: 0.0, Time Penalty: 0.169309\n", "Step: 55324, Timestamp: 2023-07-03 16:55:52.598927269, Action: SELL, Price: 197.2072964039442, Shares: 0.2602091663417541, Symbol: AAPL, Reward: -0.3364024272365729, Transaction Cost: 0.1703764272365729, Slippage: 0.0, Time Penalty: 0.166026\n", "Step: 55338, Timestamp: 2023-07-03 16:55:52.846732724, Action: BUY, Price: 183.42618899779842, Shares: 0.10943347986931212, Symbol: AAPL, Reward: -0.4244304395131463, Transaction Cost: 0.25014343951315543, Slippage: 0.009999999999990905, Time Penalty: 0.164287\n", "Step: 55352, Timestamp: 2023-07-03 16:55:57.121000205, Action: SELL, Price: 188.57236826102857, Shares: 0.3249725917030376, Symbol: AAPL, Reward: -0.4236061820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164624\n", "Step: 55353, Timestamp: 2023-07-03 16:55:57.289998850, Action: SELL, Price: 199.53905906191477, Shares: 0.18233128215277591, Symbol: AAPL, Reward: -0.40619580846457704, Transaction Cost: 0.23689880846458156, Slippage: 0.0049999999999954525, Time Penalty: 0.164297\n", "Step: 55354, Timestamp: 2023-07-03 16:55:58.178175156, Action: SELL, Price: 199.52584346609336, Shares: 0.24042325125397523, Symbol: AAPL, Reward: -0.26686487612860205, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.168498\n", "Step: 55355, Timestamp: 2023-07-03 16:55:58.178175156, Action: SELL, Price: 183.83679273167368, Shares: 0.19198826636338517, Symbol: AAPL, Reward: -0.22529014241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.168498\n", "Step: 55356, Timestamp: 2023-07-03 16:55:58.178175156, Action: SELL, Price: 198.13085373361366, Shares: 0.2761617177389661, Symbol: AAPL, Reward: -0.25648000870314225, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.168498\n", "Step: 55357, Timestamp: 2023-07-03 16:55:58.178175156, Action: SELL, Price: 198.3482979120093, Shares: 0.29204289022090774, Symbol: AAPL, Reward: -0.3407570968449926, Transaction Cost: 0.1722590968449926, Slippage: 0.0, Time Penalty: 0.168498\n", "Step: 55358, Timestamp: 2023-07-03 16:55:58.178275566, Action: SELL, Price: 200.5961671553746, Shares: 0.17976970595225505, Symbol: AAPL, Reward: -1.105436605971843, Transaction Cost: 0.9345716059718431, Slippage: 0.0, Time Penalty: 0.170865\n", "Step: 55359, Timestamp: 2023-07-03 16:55:58.178275566, Action: SELL, Price: 198.50887597949244, Shares: 0.35923394865085156, Symbol: AAPL, Reward: -0.20678350464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.170865\n", "Step: 55360, Timestamp: 2023-07-03 16:55:58.178275566, Action: SELL, Price: 198.02900154957817, Shares: 0.3089538194340943, Symbol: AAPL, Reward: -0.42484718204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170865\n", "Step: 55361, Timestamp: 2023-07-03 16:55:58.178275566, Action: SELL, Price: 191.30314613015463, Shares: 0.13950886323230924, Symbol: AAPL, Reward: -0.19626321820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.170865\n", "Step: 55362, Timestamp: 2023-07-03 16:55:58.178275566, Action: SELL, Price: 191.84648744614643, Shares: 0.10984641351408884, Symbol: AAPL, Reward: -0.42484718204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170865\n", "Step: 55363, Timestamp: 2023-07-03 16:55:58.178275566, Action: SELL, Price: 183.7103355990853, Shares: 0.2100758200755818, Symbol: AAPL, Reward: -0.3374122545015156, Transaction Cost: 0.16654725450151556, Slippage: 0.0, Time Penalty: 0.170865\n", "Step: 55364, Timestamp: 2023-07-03 16:55:58.178306887, Action: SELL, Price: 184.6349224708555, Shares: 0.2736122167818408, Symbol: AAPL, Reward: -0.4248680204684425, Transaction Cost: 0.2590120204684425, Slippage: 0.0, Time Penalty: 0.165856\n", "Step: 55365, Timestamp: 2023-07-03 16:55:58.178306887, Action: SELL, Price: 190.4817867671673, Shares: 0.25645029908815753, Symbol: AAPL, Reward: -0.3843397341967255, Transaction Cost: 0.21848373419672548, Slippage: 0.0, Time Penalty: 0.165856\n", "Step: 55366, Timestamp: 2023-07-03 16:55:58.178312859, Action: SELL, Price: 201.31243558759337, Shares: 0.31070658989524214, Symbol: AAPL, Reward: -0.2972780102342213, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.167772\n", "Step: 55367, Timestamp: 2023-07-03 16:55:58.178312859, Action: SELL, Price: 191.15412705681265, Shares: 0.21534853960270114, Symbol: AAPL, Reward: -0.23496936911273547, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.167772\n", "Step: 55397, Timestamp: 2023-07-03 16:56:01.916483091, Action: SELL, Price: 184.02244073692165, Shares: 0.1313566456024542, Symbol: AAPL, Reward: -0.267730876128602, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.169364\n", "Step: 55398, Timestamp: 2023-07-03 16:56:01.916483091, Action: SELL, Price: 191.81342268852373, Shares: 0.17370910801190023, Symbol: AAPL, Reward: -0.19476221820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169364\n", "Step: 55399, Timestamp: 2023-07-03 16:56:01.916483091, Action: SELL, Price: 183.0713500899287, Shares: 0.312185147468124, Symbol: AAPL, Reward: -0.2496802180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.169364\n", "Step: 55400, Timestamp: 2023-07-03 16:56:01.916483091, Action: SELL, Price: 190.71992853952156, Shares: 0.2631964391052997, Symbol: AAPL, Reward: -0.19476221820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169364\n", "Step: 55401, Timestamp: 2023-07-03 16:56:01.916483091, Action: SELL, Price: 192.8772405881523, Shares: 0.1289857838987808, Symbol: AAPL, Reward: -0.2172550043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.173264\n", "Step: 55402, Timestamp: 2023-07-03 16:56:01.916483091, Action: SELL, Price: 185.88414543662, Shares: 0.348734921575808, Symbol: AAPL, Reward: -0.4272461820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173264\n", "Step: 55403, Timestamp: 2023-07-03 16:56:01.916483091, Action: SELL, Price: 185.11591514676954, Shares: 0.3441658375491711, Symbol: AAPL, Reward: -0.4272461820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173264\n", "Step: 55404, Timestamp: 2023-07-03 16:56:01.916483091, Action: SELL, Price: 201.27959969777845, Shares: 0.36264239131396364, Symbol: AAPL, Reward: -0.4272461820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173264\n", "Step: 55405, Timestamp: 2023-07-03 16:56:01.916483091, Action: SELL, Price: 184.26153167004878, Shares: 0.28946594728172254, Symbol: AAPL, Reward: -0.46173230665772935, Transaction Cost: 0.2884683066577293, Slippage: 0.0, Time Penalty: 0.173264\n", "Step: 55406, Timestamp: 2023-07-03 16:56:01.916483091, Action: SELL, Price: 191.80363587701888, Shares: 0.22177229476253876, Symbol: AAPL, Reward: -0.4272461820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173264\n", "Step: 55407, Timestamp: 2023-07-03 16:56:01.916483091, Action: SELL, Price: 199.35634066609828, Shares: 0.15245852452056893, Symbol: AAPL, Reward: -0.4272461820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173264\n", "Step: 55408, Timestamp: 2023-07-03 16:56:01.916483091, Action: SELL, Price: 187.92688386360769, Shares: 0.09919729971182813, Symbol: AAPL, Reward: -0.3458919465715625, Transaction Cost: 0.16262794657157165, Slippage: 0.009999999999990905, Time Penalty: 0.173264\n", "Step: 55409, Timestamp: 2023-07-03 16:56:01.916550645, Action: SELL, Price: 186.19458644775085, Shares: 0.0974877732938783, Symbol: AAPL, Reward: -0.2087560043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.164765\n", "Step: 55410, Timestamp: 2023-07-03 16:56:01.916624557, Action: SELL, Price: 199.85748383856455, Shares: 0.15008157624020507, Symbol: AAPL, Reward: -0.41867718204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164695\n", "Step: 55421, Timestamp: 2023-07-03 16:56:02.477869798, Action: SELL, Price: 196.83259149727422, Shares: 0.08715732147760961, Symbol: AAPL, Reward: -0.3096307703093387, Transaction Cost: 0.13911177030934327, Slippage: 0.0049999999999954525, Time Penalty: 0.165519\n", "Step: 55422, Timestamp: 2023-07-03 16:56:02.477869798, Action: SELL, Price: 200.34605351253845, Shares: 0.17139864825611123, Symbol: AAPL, Reward: -0.2841032848243774, Transaction Cost: 0.11358428482438193, Slippage: 0.0049999999999954525, Time Penalty: 0.165519\n", "Step: 55423, Timestamp: 2023-07-03 16:56:02.485476300, Action: SELL, Price: 186.5698899295364, Shares: 0.0813645198862787, Symbol: AAPL, Reward: -0.6711086208709061, Transaction Cost: 0.5015746208709061, Slippage: 0.0, Time Penalty: 0.169534\n", "Step: 55424, Timestamp: 2023-07-03 16:56:02.485476300, Action: SELL, Price: 193.02813603612861, Shares: 0.33237868179580915, Symbol: AAPL, Reward: -0.20545250464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.169534\n", "Step: 55425, Timestamp: 2023-07-03 16:56:02.485476300, Action: SELL, Price: 196.6583219619413, Shares: 0.19065133793431482, Symbol: AAPL, Reward: -0.19493221820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169534\n", "Step: 55426, Timestamp: 2023-07-03 16:56:02.485476300, Action: SELL, Price: 189.36962769014963, Shares: 0.36551672729151485, Symbol: AAPL, Reward: -0.19493221820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169534\n", "Step: 55427, Timestamp: 2023-07-03 16:56:02.485476300, Action: SELL, Price: 196.2696185571137, Shares: 0.1978233024897679, Symbol: AAPL, Reward: -0.2191850043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.175194\n", "Step: 55428, Timestamp: 2023-07-03 16:56:02.485476300, Action: SELL, Price: 196.28444727191, Shares: 0.2767757834746136, Symbol: AAPL, Reward: -0.21111250464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.175194\n", "Step: 55429, Timestamp: 2023-07-03 16:56:02.485476300, Action: SELL, Price: 185.26627397288567, Shares: 0.28553075582710863, Symbol: AAPL, Reward: -0.21111250464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.175194\n", "Step: 55430, Timestamp: 2023-07-03 16:56:02.485476300, Action: SELL, Price: 195.36735817955548, Shares: 0.11577075080832172, Symbol: AAPL, Reward: -0.6831583640860315, Transaction Cost: 0.5079643640860315, Slippage: 0.0, Time Penalty: 0.175194\n", "Step: 55431, Timestamp: 2023-07-03 16:56:02.485476300, Action: SELL, Price: 184.45800593785995, Shares: 0.12073684719710344, Symbol: AAPL, Reward: -0.2191850043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.175194\n", "Step: 55432, Timestamp: 2023-07-03 16:56:02.485476300, Action: SELL, Price: 200.2827570331925, Shares: 0.18495498559087006, Symbol: AAPL, Reward: -0.42404469990562277, Transaction Cost: 0.24885069990562278, Slippage: 0.0, Time Penalty: 0.175194\n", "Step: 55433, Timestamp: 2023-07-03 16:56:02.521189849, Action: SELL, Price: 189.08510498706895, Shares: 0.3168229339097497, Symbol: AAPL, Reward: -0.21797843640860315, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.167182\n", "Step: 55434, Timestamp: 2023-07-03 16:56:02.521189849, Action: SELL, Price: 186.56309725221982, Shares: 0.18986450865637153, Symbol: AAPL, Reward: -0.42116418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167182\n", "Step: 55435, Timestamp: 2023-07-03 16:56:02.521189849, Action: SELL, Price: 195.93623777382885, Shares: 0.2232536604780879, Symbol: AAPL, Reward: -0.2749375139339036, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.167182\n", "Step: 55436, Timestamp: 2023-07-03 16:56:02.521189849, Action: SELL, Price: 185.26492253635982, Shares: 0.3881767098979335, Symbol: AAPL, Reward: -0.39149298961120615, Transaction Cost: 0.22431098961120619, Slippage: 0.0, Time Penalty: 0.167182\n", "Step: 55438, Timestamp: 2023-07-03 16:56:03.571699183, Action: BUY, Price: 200.056428344205, Shares: 0.13749808888283555, Symbol: AAPL, Reward: -0.25351821803554014, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.168202\n", "Step: 55439, Timestamp: 2023-07-03 16:56:03.571699183, Action: BUY, Price: 191.01551962744415, Shares: 0.2997878449680986, Symbol: AAPL, Reward: -0.6181120435157019, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.168202\n", "Step: 55440, Timestamp: 2023-07-03 16:56:03.571699183, Action: BUY, Price: 201.54156886130824, Shares: 0.38517298884991036, Symbol: AAPL, Reward: -0.4655500371570671, Transaction Cost: 0.28734803715707624, Slippage: 0.009999999999990905, Time Penalty: 0.168202\n", "Step: 55441, Timestamp: 2023-07-03 16:56:03.571699183, Action: BUY, Price: 186.75464160435075, Shares: 0.16130548710416373, Symbol: AAPL, Reward: -0.23499414241218186, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.168202\n", "Step: 55442, Timestamp: 2023-07-03 16:56:03.571699183, Action: BUY, Price: 190.03012682913462, Shares: 0.28124096278198424, Symbol: AAPL, Reward: -0.3210217703093342, Transaction Cost: 0.13911177030934327, Slippage: 0.009999999999990905, Time Penalty: 0.17191\n", "Step: 55443, Timestamp: 2023-07-03 16:56:03.571699183, Action: BUY, Price: 189.62824677062017, Shares: 0.383023590866233, Symbol: AAPL, Reward: -0.5140347994956278, Transaction Cost: 0.33212479949563695, Slippage: 0.009999999999990905, Time Penalty: 0.17191\n", "Step: 55444, Timestamp: 2023-07-03 16:56:03.571699183, Action: BUY, Price: 200.8299878725121, Shares: 0.30720825328879003, Symbol: AAPL, Reward: -0.3321678852452121, Transaction Cost: 0.15025788524522118, Slippage: 0.009999999999990905, Time Penalty: 0.17191\n", "Step: 55445, Timestamp: 2023-07-03 16:56:03.571699183, Action: BUY, Price: 182.9979832217561, Shares: 0.3865505499277275, Symbol: AAPL, Reward: -1.197838728172054, Transaction Cost: 1.015928728172063, Slippage: 0.009999999999990905, Time Penalty: 0.17191\n", "Step: 55446, Timestamp: 2023-07-03 16:56:03.571699183, Action: BUY, Price: 193.94826747154679, Shares: 0.2803694159822049, Symbol: AAPL, Reward: -0.2073082182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17191\n", "Step: 55447, Timestamp: 2023-07-03 16:56:03.571699183, Action: BUY, Price: 196.3408628613496, Shares: 0.29459601133306546, Symbol: AAPL, Reward: -0.43589218204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17191\n", "Step: 55448, Timestamp: 2023-07-03 16:56:03.571699183, Action: BUY, Price: 192.21803036166392, Shares: 0.35062582671445813, Symbol: AAPL, Reward: -0.43589218204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17191\n", "Step: 55449, Timestamp: 2023-07-03 16:56:03.571699183, Action: BUY, Price: 187.6586458077698, Shares: 0.08747275538070688, Symbol: AAPL, Reward: -0.31388301305470423, Transaction Cost: 0.13197301305471332, Slippage: 0.009999999999990905, Time Penalty: 0.17191\n", "Step: 55450, Timestamp: 2023-07-03 16:56:03.571757347, Action: BUY, Price: 183.33123749120523, Shares: 0.21276847486454684, Symbol: AAPL, Reward: -0.2548472180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.164531\n", "Step: 55451, Timestamp: 2023-07-03 16:56:03.571766857, Action: BUY, Price: 198.67613555266726, Shares: 0.34926428534606035, Symbol: AAPL, Reward: -0.2548782180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.164562\n", "Step: 55452, Timestamp: 2023-07-03 16:56:03.571790141, Action: BUY, Price: 189.75527762350887, Shares: 0.2984810188874726, Symbol: AAPL, Reward: -0.4194456541066251, Transaction Cost: 0.24094865410663419, Slippage: 0.009999999999990905, Time Penalty: 0.168497\n", "Step: 55476, Timestamp: 2023-07-03 16:56:08.109518319, Action: SELL, Price: 159.23052408555154, Shares: 0.12405387314515104, Symbol: AAPL, Reward: -0.3861065329970913, Transaction Cost: 0.2214165329970913, Slippage: 0.0, Time Penalty: 0.16469\n", "Step: 55477, Timestamp: 2023-07-03 16:56:08.110194693, Action: SELL, Price: 201.66921255223951, Shares: 0.31481980331962955, Symbol: AAPL, Reward: -0.4123624058737718, Transaction Cost: 0.23825640587378089, Slippage: 0.009999999999990905, Time Penalty: 0.164106\n", "Step: 55478, Timestamp: 2023-07-03 16:56:08.124052183, Action: SELL, Price: 184.6721957662434, Shares: 0.29083201868977193, Symbol: AAPL, Reward: -0.42995018204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165968\n", "Step: 55479, Timestamp: 2023-07-03 16:56:08.124052183, Action: SELL, Price: 184.61879893593192, Shares: 0.1983818508701734, Symbol: AAPL, Reward: -0.3103627382254618, Transaction Cost: 0.1343947382254709, Slippage: 0.009999999999990905, Time Penalty: 0.165968\n", "Step: 55480, Timestamp: 2023-07-03 16:56:08.125343430, Action: SELL, Price: 187.23989216475638, Shares: 0.248767895615796, Symbol: AAPL, Reward: -0.4279080803817181, Transaction Cost: 0.25270908038172724, Slippage: 0.009999999999990905, Time Penalty: 0.165199\n", "Step: 55481, Timestamp: 2023-07-03 16:56:08.125343430, Action: SELL, Price: 192.46642574140492, Shares: 0.09754621128384099, Symbol: AAPL, Reward: -0.2005972182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165199\n", "Step: 55482, Timestamp: 2023-07-03 16:56:08.126742658, Action: SELL, Price: 185.04068456892279, Shares: 0.2085317686168528, Symbol: AAPL, Reward: -0.36996541576340103, Transaction Cost: 0.19508741576341013, Slippage: 0.009999999999990905, Time Penalty: 0.164878\n", "Step: 55483, Timestamp: 2023-07-03 16:56:08.126742658, Action: SELL, Price: 190.47748629992418, Shares: 0.3648765036191119, Symbol: AAPL, Reward: -0.3977464602459515, Transaction Cost: 0.22286846024596063, Slippage: 0.009999999999990905, Time Penalty: 0.164878\n", "Step: 55484, Timestamp: 2023-07-03 16:56:08.255902255, Action: SELL, Price: 183.34329644326863, Shares: 0.2954911260403156, Symbol: AAPL, Reward: -0.5291670464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.164982\n", "Step: 55485, Timestamp: 2023-07-03 16:56:08.725905054, Action: SELL, Price: 197.47833098199257, Shares: 0.11524567656114408, Symbol: AAPL, Reward: -0.371506752257195, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.164773\n", "Step: 55486, Timestamp: 2023-07-03 16:56:08.725905054, Action: SELL, Price: 195.3385907856044, Shares: 0.16226453428090437, Symbol: AAPL, Reward: -0.6176060659941736, Transaction Cost: 0.4428330659941826, Slippage: 0.009999999999990905, Time Penalty: 0.164773\n", "Step: 55487, Timestamp: 2023-07-03 16:56:09.886071847, Action: SELL, Price: 199.1949388190269, Shares: 0.3554453152047298, Symbol: AAPL, Reward: -0.5290850464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.1649\n", "Step: 55488, Timestamp: 2023-07-03 16:56:10.397059846, Action: SELL, Price: 196.90488831182964, Shares: 0.307991088846118, Symbol: AAPL, Reward: -0.35765522742166234, Transaction Cost: 0.18835822742166689, Slippage: 0.0049999999999954525, Time Penalty: 0.164297\n", "Step: 55489, Timestamp: 2023-07-03 16:56:10.491182534, Action: SELL, Price: 197.50720408570453, Shares: 0.10565572415091097, Symbol: AAPL, Reward: -0.3665087522571996, Transaction Cost: 0.1967337522572041, Slippage: 0.0049999999999954525, Time Penalty: 0.164775\n", "Step: 55500, Timestamp: 2023-07-03 16:56:11.276167181, Action: BUY, Price: 210.38741157454425, Shares: 0.28612533286391817, Symbol: AAPL, Reward: -0.3841530727176323, Transaction Cost: 0.20943907271764142, Slippage: 0.009999999999990905, Time Penalty: 0.164714\n", "Step: 55501, Timestamp: 2023-07-03 16:56:11.276254868, Action: BUY, Price: 190.697012618582, Shares: 0.11348379900208827, Symbol: AAPL, Reward: -0.23115314241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.164361\n", "Step: 55502, Timestamp: 2023-07-03 16:56:11.279445121, Action: BUY, Price: 192.73034553950956, Shares: 0.3228027052472732, Symbol: AAPL, Reward: -0.3087960130547042, Transaction Cost: 0.13197301305471332, Slippage: 0.009999999999990905, Time Penalty: 0.166823\n", "Step: 55503, Timestamp: 2023-07-03 16:56:11.279445121, Action: BUY, Price: 194.43706148757337, Shares: 0.37432930993501295, Symbol: AAPL, Reward: -0.33945094657156255, Transaction Cost: 0.16262794657157165, Slippage: 0.009999999999990905, Time Penalty: 0.166823\n", "Step: 55504, Timestamp: 2023-07-03 16:56:11.279445121, Action: BUY, Price: 189.44592187932813, Shares: 0.12803519818015155, Symbol: AAPL, Reward: -0.29862857550015537, Transaction Cost: 0.12180557550016448, Slippage: 0.009999999999990905, Time Penalty: 0.166823\n", "Step: 55505, Timestamp: 2023-07-03 16:56:11.280307193, Action: BUY, Price: 198.45732234535592, Shares: 0.1655979918282587, Symbol: AAPL, Reward: -0.21070650464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.164788\n", "Step: 55506, Timestamp: 2023-07-03 16:56:11.281170797, Action: BUY, Price: 185.6511709391609, Shares: 0.3487797974300399, Symbol: AAPL, Reward: -0.3806091001010611, Transaction Cost: 0.2063361001010702, Slippage: 0.009999999999990905, Time Penalty: 0.164273\n", "Step: 55507, Timestamp: 2023-07-03 16:56:11.282836311, Action: BUY, Price: 189.53075607019213, Shares: 0.3171626122441951, Symbol: AAPL, Reward: -0.21037050464462542, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.164452\n", "Step: 55508, Timestamp: 2023-07-03 16:56:11.283075129, Action: BUY, Price: 186.18756784392426, Shares: 0.3165842731503995, Symbol: AAPL, Reward: -0.24513336911272637, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.167936\n", "Step: 55509, Timestamp: 2023-07-03 16:56:11.283075129, Action: BUY, Price: 193.0601833214933, Shares: 0.17793294895496353, Symbol: AAPL, Reward: -0.221927004351562, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.167936\n", "Step: 55510, Timestamp: 2023-07-03 16:56:11.283075129, Action: BUY, Price: 185.2309043715996, Shares: 0.2751948415867165, Symbol: AAPL, Reward: -0.20333421820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167936\n", "Step: 55511, Timestamp: 2023-07-03 16:56:11.283075129, Action: BUY, Price: 194.61105908848643, Shares: 0.20025013033008798, Symbol: AAPL, Reward: -0.20333421820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167936\n", "Step: 55512, Timestamp: 2023-07-03 16:56:11.283075129, Action: BUY, Price: 193.84084993722328, Shares: 0.16027967501712953, Symbol: AAPL, Reward: -0.20746121820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172063\n", "Step: 55513, Timestamp: 2023-07-03 16:56:11.283075129, Action: BUY, Price: 197.67317807038458, Shares: 0.24687178547816796, Symbol: AAPL, Reward: -0.20746121820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172063\n", "Step: 55519, Timestamp: 2023-07-03 16:56:12.343290173, Action: SELL, Price: 183.79939462850948, Shares: 0.08714057346279823, Symbol: AAPL, Reward: -0.37281037577920123, Transaction Cost: 0.20789337577920122, Slippage: 0.0, Time Penalty: 0.164917\n", "Step: 55520, Timestamp: 2023-07-03 16:56:12.436014969, Action: SELL, Price: 187.0378753062955, Shares: 0.34783546529385617, Symbol: AAPL, Reward: -0.41901018204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165028\n", "Step: 55521, Timestamp: 2023-07-03 16:56:12.436068564, Action: SELL, Price: 201.8953406875416, Shares: 0.08884213943974818, Symbol: AAPL, Reward: -0.3190473092258095, Transaction Cost: 0.15238930922580946, Slippage: 0.0, Time Penalty: 0.166658\n", "Step: 55522, Timestamp: 2023-07-03 16:56:12.436068564, Action: SELL, Price: 192.02203097330337, Shares: 0.14279521286368968, Symbol: AAPL, Reward: -0.4206401820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166658\n", "Step: 55523, Timestamp: 2023-07-03 16:56:12.436068564, Action: SELL, Price: 196.63982906957935, Shares: 0.3447266624737379, Symbol: AAPL, Reward: -0.20257650464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.166658\n", "Step: 55524, Timestamp: 2023-07-03 16:56:14.579754526, Action: SELL, Price: 185.75682676820497, Shares: 0.1865885238184243, Symbol: AAPL, Reward: -0.4236511820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164669\n", "Step: 55525, Timestamp: 2023-07-03 16:56:14.713126318, Action: SELL, Price: 191.48928192635003, Shares: 0.2706776348085998, Symbol: AAPL, Reward: -0.42411918204301124, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165137\n", "Step: 55526, Timestamp: 2023-07-03 16:56:14.713214563, Action: SELL, Price: 191.51303330421175, Shares: 0.0950120747028506, Symbol: AAPL, Reward: -0.24949821803554018, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.164182\n", "Step: 55527, Timestamp: 2023-07-03 16:56:14.861498201, Action: SELL, Price: 193.94383530395453, Shares: 0.127003714492664, Symbol: AAPL, Reward: -0.43698875980427254, Transaction Cost: 0.2663787598042771, Slippage: 0.0049999999999954525, Time Penalty: 0.16561\n", "Step: 55528, Timestamp: 2023-07-03 16:56:15.212845747, Action: SELL, Price: 184.2595200543669, Shares: 0.39562402697359816, Symbol: AAPL, Reward: -0.4234301820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164448\n", "Step: 55529, Timestamp: 2023-07-03 16:56:16.147407103, Action: SELL, Price: 201.31673522080797, Shares: 0.2932477695700868, Symbol: AAPL, Reward: -0.35418081951923586, Transaction Cost: 0.1849018195192404, Slippage: 0.0049999999999954525, Time Penalty: 0.164279\n", "Step: 55530, Timestamp: 2023-07-03 16:56:17.246151507, Action: SELL, Price: 194.73837871357472, Shares: 0.17867534129622636, Symbol: AAPL, Reward: -0.42375618204301124, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164774\n", "Step: 55531, Timestamp: 2023-07-03 16:56:18.008585415, Action: SELL, Price: 200.46679951530282, Shares: 0.39550984239388576, Symbol: AAPL, Reward: -0.3086887703093433, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.169577\n", "Step: 55532, Timestamp: 2023-07-03 16:56:18.008585415, Action: SELL, Price: 201.80870855721372, Shares: 0.35416420889253397, Symbol: AAPL, Reward: -0.49184426107453716, Transaction Cost: 0.3222672610745372, Slippage: 0.0, Time Penalty: 0.169577\n", "Step: 55533, Timestamp: 2023-07-03 16:56:18.008585415, Action: SELL, Price: 200.09727601574713, Shares: 0.37819574744443407, Symbol: AAPL, Reward: -0.4235591820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169577\n", "Step: 55534, Timestamp: 2023-07-03 16:56:18.008585415, Action: SELL, Price: 191.22214297830195, Shares: 0.3219701387631984, Symbol: AAPL, Reward: -0.4235591820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169577\n", "Step: 55535, Timestamp: 2023-07-03 16:56:18.008585415, Action: SELL, Price: 185.03269986440083, Shares: 0.25261624508234876, Symbol: AAPL, Reward: -0.4281111820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174129\n", "Step: 55536, Timestamp: 2023-07-03 16:56:18.008585415, Action: SELL, Price: 187.92741193800555, Shares: 0.17047270254341834, Symbol: AAPL, Reward: -0.4281111820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174129\n", "Step: 55537, Timestamp: 2023-07-03 16:56:18.008585415, Action: SELL, Price: 196.56056441179857, Shares: 0.22906030842802375, Symbol: AAPL, Reward: -0.4281111820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174129\n", "Step: 55538, Timestamp: 2023-07-03 16:56:18.008585415, Action: SELL, Price: 194.31554576058835, Shares: 0.13486882707371828, Symbol: AAPL, Reward: -0.4281111820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174129\n", "Step: 55539, Timestamp: 2023-07-03 16:56:18.008585415, Action: SELL, Price: 189.3640257720076, Shares: 0.3858440062071903, Symbol: AAPL, Reward: -1.0898747804103226, Transaction Cost: 0.9157457804103226, Slippage: 0.0, Time Penalty: 0.174129\n", "Step: 55540, Timestamp: 2023-07-03 16:56:18.008585415, Action: SELL, Price: 185.75431411554234, Shares: 0.20917717170251482, Symbol: AAPL, Reward: -0.4328521820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.17887\n", "Step: 55541, Timestamp: 2023-07-03 16:56:18.008585415, Action: SELL, Price: 193.26955407206702, Shares: 0.30266750785523916, Symbol: AAPL, Reward: -0.2410826749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.17887\n", "Step: 55542, Timestamp: 2023-07-03 16:56:18.008585415, Action: SELL, Price: 201.41942487354498, Shares: 0.33449717452022715, Symbol: AAPL, Reward: -0.20426821820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.17887\n", "Step: 55543, Timestamp: 2023-07-03 16:56:18.008585415, Action: SELL, Price: 186.25934166271722, Shares: 0.329070886538255, Symbol: AAPL, Reward: -0.21478850464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.17887\n", "Step: 55544, Timestamp: 2023-07-03 16:56:18.008585415, Action: SELL, Price: 198.7873941917305, Shares: 0.34164211722035276, Symbol: AAPL, Reward: -0.5495447913387911, Transaction Cost: 0.3706747913387911, Slippage: 0.0, Time Penalty: 0.17887\n", "Step: 55551, Timestamp: 2023-07-03 16:56:18.407930469, Action: SELL, Price: 201.276025622288, Shares: 0.3432403429899236, Symbol: AAPL, Reward: -0.2577925780410323, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.166218\n", "Step: 55552, Timestamp: 2023-07-03 16:56:18.407930469, Action: SELL, Price: 188.91181090509716, Shares: 0.13795550316904867, Symbol: AAPL, Reward: -0.40311680846458153, Transaction Cost: 0.23689880846458156, Slippage: 0.0, Time Penalty: 0.166218\n", "Step: 55568, Timestamp: 2023-07-03 16:56:20.054463954, Action: SELL, Price: 195.24760912441715, Shares: 0.20158652199324495, Symbol: AAPL, Reward: -0.19526121820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169863\n", "Step: 55569, Timestamp: 2023-07-03 16:56:20.054463954, Action: SELL, Price: 189.16307886922348, Shares: 0.347245589207983, Symbol: AAPL, Reward: -0.42384518204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169863\n", "Step: 55570, Timestamp: 2023-07-03 16:56:21.399219221, Action: SELL, Price: 198.95507930339963, Shares: 0.4215795837198882, Symbol: AAPL, Reward: -0.2308656749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.168653\n", "Step: 55571, Timestamp: 2023-07-03 16:56:21.399219221, Action: SELL, Price: 185.73454651195897, Shares: 0.2322391052845503, Symbol: AAPL, Reward: -0.42263518204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168653\n", "Step: 55572, Timestamp: 2023-07-03 16:56:21.399219221, Action: SELL, Price: 197.17860985716294, Shares: 0.23237734195963572, Symbol: AAPL, Reward: -0.42263518204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168653\n", "Step: 55573, Timestamp: 2023-07-03 16:56:21.399219221, Action: SELL, Price: 190.09563093104367, Shares: 0.17845233023710866, Symbol: AAPL, Reward: -0.42263518204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168653\n", "Step: 55574, Timestamp: 2023-07-03 16:56:21.399219221, Action: SELL, Price: 199.26297831053284, Shares: 0.13559048608336058, Symbol: AAPL, Reward: -0.4267071820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172725\n", "Step: 55575, Timestamp: 2023-07-03 16:56:21.399219221, Action: SELL, Price: 187.3441297654847, Shares: 0.38231283568097485, Symbol: AAPL, Reward: -0.4267071820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172725\n", "Step: 55576, Timestamp: 2023-07-03 16:56:21.399219221, Action: SELL, Price: 183.50908270449233, Shares: 0.2695601171778579, Symbol: AAPL, Reward: -0.4267071820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172725\n", "Step: 55577, Timestamp: 2023-07-03 16:56:21.399219221, Action: SELL, Price: 199.6409139021129, Shares: 0.4032783839841707, Symbol: AAPL, Reward: -0.2530412180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.172725\n", "Step: 55578, Timestamp: 2023-07-03 16:56:21.399219221, Action: SELL, Price: 201.8441044102529, Shares: 0.3436701240587678, Symbol: AAPL, Reward: -0.24456200928926905, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.172725\n", "Step: 55579, Timestamp: 2023-07-03 16:56:21.399219221, Action: SELL, Price: 188.71912838643587, Shares: 0.3807363584617241, Symbol: AAPL, Reward: -0.6234986557356635, Transaction Cost: 0.4507736557356635, Slippage: 0.0, Time Penalty: 0.172725\n", "Step: 55580, Timestamp: 2023-07-03 16:56:21.399958901, Action: SELL, Price: 161.29749252462426, Shares: 0.2350691278217614, Symbol: AAPL, Reward: -0.19527021820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169872\n", "Step: 55581, Timestamp: 2023-07-03 16:56:21.399958901, Action: SELL, Price: 197.96547549041307, Shares: 0.2769967558297903, Symbol: AAPL, Reward: -0.2501882180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.169872\n", "Step: 55582, Timestamp: 2023-07-03 16:56:21.399958901, Action: SELL, Price: 192.96536292127922, Shares: 0.17823023403096128, Symbol: AAPL, Reward: -0.4238541820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169872\n", "Step: 55583, Timestamp: 2023-07-03 16:56:21.399958901, Action: SELL, Price: 183.08525206288854, Shares: 0.24866436051923688, Symbol: AAPL, Reward: -0.4238541820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169872\n", "Step: 55584, Timestamp: 2023-07-03 16:56:21.399958901, Action: SELL, Price: 196.02916350728125, Shares: 0.1275923757026714, Symbol: AAPL, Reward: -0.587979439823006, Transaction Cost: 0.418107439823006, Slippage: 0.0, Time Penalty: 0.169872\n", "Step: 55585, Timestamp: 2023-07-03 16:56:21.862136263, Action: SELL, Price: 189.91887957069804, Shares: 0.34590065964611105, Symbol: AAPL, Reward: -0.30244159083772776, Transaction Cost: 0.13677359083772775, Slippage: 0.0, Time Penalty: 0.165668\n", "Step: 55586, Timestamp: 2023-07-03 16:56:21.862136263, Action: SELL, Price: 183.16840962600844, Shares: 0.12975382675248318, Symbol: AAPL, Reward: -0.3796771905612594, Transaction Cost: 0.21400919056125942, Slippage: 0.0, Time Penalty: 0.165668\n", "Step: 55587, Timestamp: 2023-07-03 16:56:21.862223429, Action: SELL, Price: 194.27183070906622, Shares: 0.3441717690323881, Symbol: AAPL, Reward: -0.4284040204684425, Transaction Cost: 0.2590120204684425, Slippage: 0.0, Time Penalty: 0.169392\n", "Step: 55588, Timestamp: 2023-07-03 16:56:21.862223429, Action: SELL, Price: 185.8692630311995, Shares: 0.33051583575480964, Symbol: AAPL, Reward: -0.5285770464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.169392\n", "Step: 55589, Timestamp: 2023-07-03 16:56:21.862223429, Action: SELL, Price: 191.6282793116654, Shares: 0.13264569565056938, Symbol: AAPL, Reward: -0.42337418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169392\n", "Step: 55590, Timestamp: 2023-07-03 16:56:21.862223429, Action: SELL, Price: 191.25040152457586, Shares: 0.16255626787279356, Symbol: AAPL, Reward: -0.20531050464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.169392\n", "Step: 55591, Timestamp: 2023-07-03 16:56:21.862223429, Action: SELL, Price: 186.79556733860792, Shares: 0.37958405158157354, Symbol: AAPL, Reward: -0.42337418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169392\n", "Step: 55592, Timestamp: 2023-07-03 16:56:21.871416374, Action: SELL, Price: 197.61369840974473, Shares: 0.21889854656261296, Symbol: AAPL, Reward: -0.45286185061544526, Transaction Cost: 0.27706185061542593, Slippage: 0.010000000000019327, Time Penalty: 0.1658\n", "Step: 55593, Timestamp: 2023-07-03 16:56:21.871416374, Action: SELL, Price: 193.86056275074645, Shares: 0.24007854180239974, Symbol: AAPL, Reward: -0.4608942922650835, Transaction Cost: 0.28509429226506416, Slippage: 0.010000000000019327, Time Penalty: 0.1658\n", "Step: 55597, Timestamp: 2023-07-03 16:56:22.734700342, Action: BUY, Price: 198.05855997926074, Shares: 0.39993712029928674, Symbol: AAPL, Reward: -0.5364880464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.167303\n", "Step: 55598, Timestamp: 2023-07-03 16:56:22.734700342, Action: BUY, Price: 195.88029243446522, Shares: 0.2565018649700849, Symbol: AAPL, Reward: -0.3042940910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.167303\n", "Step: 55599, Timestamp: 2023-07-03 16:56:22.734700342, Action: BUY, Price: 198.29543595946038, Shares: 0.16190840116334865, Symbol: AAPL, Reward: -0.2576192180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.167303\n", "Step: 55600, Timestamp: 2023-07-03 16:56:22.734700342, Action: BUY, Price: 193.66758616252446, Shares: 0.16115932109404393, Symbol: AAPL, Reward: -0.45085018167544644, Transaction Cost: 0.2735471816754555, Slippage: 0.009999999999990905, Time Penalty: 0.167303\n", "Step: 55601, Timestamp: 2023-07-03 16:56:23.200157883, Action: BUY, Price: 182.97628150476945, Shares: 0.3104418690557168, Symbol: AAPL, Reward: -0.49705226107452805, Transaction Cost: 0.3222672610745372, Slippage: 0.009999999999990905, Time Penalty: 0.164785\n", "Step: 55611, Timestamp: 2023-07-03 16:56:27.148378122, Action: SELL, Price: 184.60960019572224, Shares: 0.11322563909651316, Symbol: AAPL, Reward: -0.3999167799789031, Transaction Cost: 0.23138877997890311, Slippage: 0.0, Time Penalty: 0.168528\n", "Step: 55612, Timestamp: 2023-07-03 16:56:27.148378122, Action: SELL, Price: 183.83274293417415, Shares: 0.25813836549839725, Symbol: AAPL, Reward: -0.7906547497640569, Transaction Cost: 0.6221267497640569, Slippage: 0.0, Time Penalty: 0.168528\n", "Step: 55613, Timestamp: 2023-07-03 16:56:27.148378122, Action: SELL, Price: 196.4718533644992, Shares: 0.3623773488511527, Symbol: AAPL, Reward: -0.42251018204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168528\n", "Step: 55614, Timestamp: 2023-07-03 16:56:27.148378122, Action: SELL, Price: 197.35061473414606, Shares: 0.36741150262217703, Symbol: AAPL, Reward: -0.2732475363588207, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.168528\n", "Step: 55615, Timestamp: 2023-07-03 16:56:27.148378122, Action: SELL, Price: 200.05963881962916, Shares: 0.15894603245979655, Symbol: AAPL, Reward: -0.42251018204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168528\n", "Step: 55616, Timestamp: 2023-07-03 16:56:28.277223024, Action: SELL, Price: 198.3993918806987, Shares: 0.3991083823395903, Symbol: AAPL, Reward: -0.33450772025448483, Transaction Cost: 0.16847272025448481, Slippage: 0.0, Time Penalty: 0.166035\n", "Step: 55617, Timestamp: 2023-07-03 16:56:28.277736892, Action: SELL, Price: 200.25865263872336, Shares: 0.18388960990336636, Symbol: AAPL, Reward: -0.4187731820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164791\n", "Step: 55618, Timestamp: 2023-07-03 16:56:28.277796218, Action: SELL, Price: 182.95885399890227, Shares: 0.3761722530744858, Symbol: AAPL, Reward: -0.6482466226544753, Transaction Cost: 0.4792126226544753, Slippage: 0.0, Time Penalty: 0.169034\n", "Step: 55619, Timestamp: 2023-07-03 16:56:28.277796218, Action: SELL, Price: 190.09669550054343, Shares: 0.23963858204379695, Symbol: AAPL, Reward: -0.21983043640860314, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.169034\n", "Step: 55620, Timestamp: 2023-07-03 16:56:28.277796218, Action: SELL, Price: 187.7239278210934, Shares: 0.313792131363454, Symbol: AAPL, Reward: -0.19443221820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169034\n", "Step: 55621, Timestamp: 2023-07-03 16:56:28.277796218, Action: SELL, Price: 185.76779377618792, Shares: 0.4281417138858703, Symbol: AAPL, Reward: -0.5282190464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.169034\n", "Step: 55622, Timestamp: 2023-07-03 16:56:28.277796218, Action: SELL, Price: 187.4341136746576, Shares: 0.19257973486730764, Symbol: AAPL, Reward: -0.5333640464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.174179\n", "Step: 55623, Timestamp: 2023-07-03 16:56:28.277796218, Action: SELL, Price: 189.73986404425196, Shares: 0.14913593391699537, Symbol: AAPL, Reward: -0.4281611820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174179\n", "Step: 55624, Timestamp: 2023-07-03 16:56:28.277796218, Action: SELL, Price: 192.66145430374772, Shares: 0.1828098743143, Symbol: AAPL, Reward: -0.5333640464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.174179\n", "Step: 55625, Timestamp: 2023-07-03 16:56:28.277796218, Action: SELL, Price: 183.7737091930401, Shares: 0.4479389190162695, Symbol: AAPL, Reward: -0.4852423748820285, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.174179\n", "Step: 55626, Timestamp: 2023-07-03 16:56:28.277796218, Action: SELL, Price: 198.87592588342332, Shares: 0.39004021547337336, Symbol: AAPL, Reward: -0.4281611820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174179\n", "Step: 55627, Timestamp: 2023-07-03 16:56:28.277796218, Action: SELL, Price: 189.755834433083, Shares: 0.12293769661706773, Symbol: AAPL, Reward: -0.26216100870314224, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.174179\n", "Step: 55628, Timestamp: 2023-07-03 16:56:28.278132320, Action: SELL, Price: 194.12993357805428, Shares: 0.4218187194368578, Symbol: AAPL, Reward: -0.6150390435157019, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.165129\n", "Step: 55629, Timestamp: 2023-07-03 16:56:28.278132320, Action: SELL, Price: 189.27647734785504, Shares: 0.30569870311217767, Symbol: AAPL, Reward: -0.4291111820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165129\n", "Step: 55642, Timestamp: 2023-07-03 16:56:30.039002764, Action: BUY, Price: 200.65825648709338, Shares: 0.21016208189123106, Symbol: AAPL, Reward: -0.32047001857855745, Transaction Cost: 0.14367401857853812, Slippage: 0.010000000000019327, Time Penalty: 0.166796\n", "Step: 55643, Timestamp: 2023-07-03 16:56:30.039002764, Action: BUY, Price: 201.47945886258947, Shares: 0.2072549179031939, Symbol: AAPL, Reward: -0.30378709102152723, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.166796\n", "Step: 55644, Timestamp: 2023-07-03 16:56:30.039002764, Action: BUY, Price: 184.29259242407875, Shares: 0.4257437629475019, Symbol: AAPL, Reward: -0.4370502914825964, Transaction Cost: 0.26025429148257706, Slippage: 0.010000000000019327, Time Penalty: 0.166796\n", "Step: 55647, Timestamp: 2023-07-03 16:56:31.396536275, Action: BUY, Price: 198.59904551210596, Shares: 0.2438876682490322, Symbol: AAPL, Reward: -0.5039385327673407, Transaction Cost: 0.3291985327673213, Slippage: 0.010000000000019327, Time Penalty: 0.16474\n", "Step: 55662, Timestamp: 2023-07-03 16:56:32.253512362, Action: BUY, Price: 187.1689287980024, Shares: 0.4734826373556256, Symbol: AAPL, Reward: -0.27043600870316153, Transaction Cost: 0.08798200870314223, Slippage: 0.010000000000019327, Time Penalty: 0.172454\n", "Step: 55683, Timestamp: 2023-07-03 16:56:32.890798435, Action: BUY, Price: 191.1902617618649, Shares: 0.2102760076509884, Symbol: AAPL, Reward: -0.4233191820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164337\n", "Step: 55684, Timestamp: 2023-07-03 16:56:33.092952036, Action: BUY, Price: 191.76838987173957, Shares: 0.45593864812357215, Symbol: AAPL, Reward: -0.3027810130547088, Transaction Cost: 0.13197301305471332, Slippage: 0.0049999999999954525, Time Penalty: 0.165808\n", "Step: 55685, Timestamp: 2023-07-03 16:56:33.965694055, Action: BUY, Price: 188.1629444717712, Shares: 0.09757426368043552, Symbol: AAPL, Reward: -0.4234621820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.16448\n", "Step: 55697, Timestamp: 2023-07-03 16:56:35.203501357, Action: SELL, Price: 196.4479533258564, Shares: 0.366501046382014, Symbol: AAPL, Reward: -0.2152010043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.17121\n", "Step: 55698, Timestamp: 2023-07-03 16:56:35.203501357, Action: SELL, Price: 196.9559751119316, Shares: 0.39328748905869326, Symbol: AAPL, Reward: -0.31032177030934327, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.17121\n", "Step: 55699, Timestamp: 2023-07-03 16:56:35.203865751, Action: SELL, Price: 201.777798329836, Shares: 0.196239535460191, Symbol: AAPL, Reward: -0.4290181820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165036\n", "Step: 55701, Timestamp: 2023-07-03 16:56:36.259990711, Action: SELL, Price: 199.07618470087257, Shares: 0.3336612035057457, Symbol: AAPL, Reward: -0.23200867497640115, Transaction Cost: 0.062212674976405695, Slippage: 0.0049999999999954525, Time Penalty: 0.164796\n", "Step: 55702, Timestamp: 2023-07-03 16:56:36.260462350, Action: SELL, Price: 188.22223272946383, Shares: 0.0981355944642557, Symbol: AAPL, Reward: -0.5239012446981538, Transaction Cost: 0.35375624469815836, Slippage: 0.0049999999999954525, Time Penalty: 0.165145\n", "Step: 55714, Timestamp: 2023-07-03 16:56:39.979995733, Action: BUY, Price: 184.9663876871931, Shares: 0.1208152727352091, Symbol: AAPL, Reward: -0.605961882591864, Transaction Cost: 0.4242338825918731, Slippage: 0.009999999999990905, Time Penalty: 0.171728\n", "Step: 55715, Timestamp: 2023-07-03 16:56:39.980083345, Action: BUY, Price: 196.31504518979852, Shares: 0.11210322444696459, Symbol: AAPL, Reward: -0.24401236911272634, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.166815\n", "Step: 55716, Timestamp: 2023-07-03 16:56:39.980095797, Action: BUY, Price: 199.68076453621865, Shares: 0.25680481795620574, Symbol: AAPL, Reward: -1.0019047249075654, Transaction Cost: 0.8178857249075745, Slippage: 0.009999999999990905, Time Penalty: 0.174019\n", "Step: 55717, Timestamp: 2023-07-03 16:56:39.980095797, Action: BUY, Price: 195.41343714070376, Shares: 0.4402499312061767, Symbol: AAPL, Reward: -0.43800118204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174019\n", "Step: 55718, Timestamp: 2023-07-03 16:56:39.980095797, Action: BUY, Price: 196.48412566528475, Shares: 0.3685642211612148, Symbol: AAPL, Reward: -0.38720474563440355, Transaction Cost: 0.2031857456344126, Slippage: 0.009999999999990905, Time Penalty: 0.174019\n", "Step: 55719, Timestamp: 2023-07-03 16:56:39.980122242, Action: BUY, Price: 199.10827582666204, Shares: 0.09212740312704745, Symbol: AAPL, Reward: -0.43529418204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171312\n", "Step: 55720, Timestamp: 2023-07-03 16:56:39.980129224, Action: BUY, Price: 193.94364338265441, Shares: 0.34439338322592367, Symbol: AAPL, Reward: -0.40260302175784646, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.172648\n", "Step: 55721, Timestamp: 2023-07-03 16:56:39.980129672, Action: BUY, Price: 187.4626268872355, Shares: 0.11990893989930736, Symbol: AAPL, Reward: -0.226191004351562, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.1722\n", "Step: 55722, Timestamp: 2023-07-03 16:56:39.980135552, Action: BUY, Price: 190.66510779624087, Shares: 0.1608204307855805, Symbol: AAPL, Reward: -0.5992597915901527, Transaction Cost: 0.4079557915901618, Slippage: 0.009999999999990905, Time Penalty: 0.181304\n", "Step: 55723, Timestamp: 2023-07-03 16:56:39.980135552, Action: BUY, Price: 192.22450836563917, Shares: 0.42503815929850186, Symbol: AAPL, Reward: -0.5504890464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.181304\n", "Step: 55724, Timestamp: 2023-07-03 16:56:39.980135552, Action: BUY, Price: 201.33013204847123, Shares: 0.30337269117453913, Symbol: AAPL, Reward: -0.44528618204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.181304\n", "Step: 55725, Timestamp: 2023-07-03 16:56:39.980135552, Action: BUY, Price: 193.53661609755414, Shares: 0.12281487537884296, Symbol: AAPL, Reward: -0.44528618204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.181304\n", "Step: 55726, Timestamp: 2023-07-03 16:56:39.980135552, Action: BUY, Price: 186.3593105619776, Shares: 0.4671409287075144, Symbol: AAPL, Reward: -0.44528618204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.181304\n", "Step: 55727, Timestamp: 2023-07-03 16:56:39.980135552, Action: BUY, Price: 186.53659297350345, Shares: 0.19228901011403296, Symbol: AAPL, Reward: -0.24809614241218186, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.181304\n", "Step: 55746, Timestamp: 2023-07-03 16:56:39.982329878, Action: BUY, Price: 196.2094918149637, Shares: 0.3486168450912291, Symbol: AAPL, Reward: -0.509241495109165, Transaction Cost: 0.3388544951091696, Slippage: 0.0049999999999954525, Time Penalty: 0.165387\n", "Step: 55747, Timestamp: 2023-07-03 16:56:40.912424580, Action: BUY, Price: 190.21735974582506, Shares: 0.21905024255936872, Symbol: AAPL, Reward: -0.42319218204301123, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.16421\n", "Step: 55748, Timestamp: 2023-07-03 16:56:42.170889127, Action: BUY, Price: 197.4533560036558, Shares: 0.2083440242013506, Symbol: AAPL, Reward: -0.5292020464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.165017\n", "Step: 55750, Timestamp: 2023-07-03 16:56:42.383824862, Action: BUY, Price: 187.57516414256145, Shares: 0.39264689971552885, Symbol: AAPL, Reward: -0.38106198151059856, Transaction Cost: 0.20476698151060765, Slippage: 0.009999999999990905, Time Penalty: 0.166295\n", "Step: 55751, Timestamp: 2023-07-03 16:56:42.383824862, Action: BUY, Price: 195.5072996871614, Shares: 0.2956824758262113, Symbol: AAPL, Reward: -0.47139562838579707, Transaction Cost: 0.29510062838580614, Slippage: 0.009999999999990905, Time Penalty: 0.166295\n", "Step: 55752, Timestamp: 2023-07-03 16:56:42.607416435, Action: BUY, Price: 201.1201924270481, Shares: 0.20838407615618498, Symbol: AAPL, Reward: -0.9862061803554382, Transaction Cost: 0.8031621803554473, Slippage: 0.009999999999990905, Time Penalty: 0.173044\n", "Step: 55753, Timestamp: 2023-07-03 16:56:42.607473224, Action: BUY, Price: 191.82435276660078, Shares: 0.42246284558872005, Symbol: AAPL, Reward: -0.7329965873917366, Transaction Cost: 0.5476835873917457, Slippage: 0.009999999999990905, Time Penalty: 0.175313\n", "Step: 55754, Timestamp: 2023-07-03 16:56:42.607473224, Action: BUY, Price: 201.04257921948007, Shares: 0.3500966165859837, Symbol: AAPL, Reward: -0.5444980464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.175313\n", "Step: 55755, Timestamp: 2023-07-03 16:56:42.607473224, Action: BUY, Price: 190.56698229201615, Shares: 0.19966616026326264, Symbol: AAPL, Reward: -0.26562921803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.175313\n", "Step: 55756, Timestamp: 2023-07-03 16:56:42.607473224, Action: BUY, Price: 187.8562103057412, Shares: 0.1405624243903417, Symbol: AAPL, Reward: -0.22123150464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.175313\n", "Step: 55757, Timestamp: 2023-07-03 16:56:42.607473224, Action: BUY, Price: 188.97028378296838, Shares: 0.0960839059396311, Symbol: AAPL, Reward: -0.3312146555850439, Transaction Cost: 0.145901655585053, Slippage: 0.009999999999990905, Time Penalty: 0.175313\n", "Step: 55758, Timestamp: 2023-07-03 16:56:42.607494186, Action: BUY, Price: 197.60653076071466, Shares: 0.17887380758103616, Symbol: AAPL, Reward: -0.3892383757791921, Transaction Cost: 0.20789337577920122, Slippage: 0.009999999999990905, Time Penalty: 0.171345\n", "Step: 55759, Timestamp: 2023-07-03 16:56:42.607494186, Action: BUY, Price: 200.49006216729654, Shares: 0.17596123409537434, Symbol: AAPL, Reward: -0.4353271820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171345\n", "Step: 55763, Timestamp: 2023-07-03 16:56:42.607494186, Action: BUY, Price: 187.28623073767193, Shares: 0.09569523439555841, Symbol: AAPL, Reward: -0.44557318204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.181591\n", "Step: 55776, Timestamp: 2023-07-03 16:56:43.826791734, Action: SELL, Price: 192.67182268690425, Shares: 0.2530655925020777, Symbol: AAPL, Reward: -0.3879787341967209, Transaction Cost: 0.21848373419672548, Slippage: 0.0049999999999954525, Time Penalty: 0.164495\n", "Step: 55777, Timestamp: 2023-07-03 16:56:44.663734574, Action: SELL, Price: 200.5158154684661, Shares: 0.3568414072172226, Symbol: AAPL, Reward: -0.4235891820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164607\n", "Step: 55778, Timestamp: 2023-07-03 16:56:44.664297390, Action: SELL, Price: 196.17045757364374, Shares: 0.35107032183783243, Symbol: AAPL, Reward: -0.4238341820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164852\n", "Step: 55802, Timestamp: 2023-07-03 16:56:47.730872083, Action: BUY, Price: 188.65417448319215, Shares: 0.13255250663158794, Symbol: AAPL, Reward: -0.20806621820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172668\n", "Step: 55803, Timestamp: 2023-07-03 16:56:47.730872083, Action: BUY, Price: 186.3991174957021, Shares: 0.12024094305397882, Symbol: AAPL, Reward: -0.43665018204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172668\n", "Step: 55804, Timestamp: 2023-07-03 16:56:47.730872083, Action: BUY, Price: 199.39622957695929, Shares: 0.24924731032603942, Symbol: AAPL, Reward: -0.43665018204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172668\n", "Step: 55805, Timestamp: 2023-07-03 16:56:47.731834755, Action: BUY, Price: 183.4062088398413, Shares: 0.3718735793767293, Symbol: AAPL, Reward: -0.41835318204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164371\n", "Step: 55806, Timestamp: 2023-07-03 16:56:48.513756077, Action: BUY, Price: 200.1988451911448, Shares: 0.10595467730386471, Symbol: AAPL, Reward: -0.5290250464463406, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.16484\n", "Step: 55807, Timestamp: 2023-07-03 16:56:48.747552506, Action: BUY, Price: 190.31625800173745, Shares: 0.12078810633976857, Symbol: AAPL, Reward: -0.3663327522571995, Transaction Cost: 0.1967337522572041, Slippage: 0.0049999999999954525, Time Penalty: 0.164599\n", "Step: 55808, Timestamp: 2023-07-03 16:56:49.694051601, Action: BUY, Price: 198.27821193771618, Shares: 0.33657959320655534, Symbol: AAPL, Reward: -0.3385847202544803, Transaction Cost: 0.16847272025448481, Slippage: 0.0049999999999954525, Time Penalty: 0.165112\n", "Step: 55809, Timestamp: 2023-07-03 16:56:50.447809318, Action: BUY, Price: 190.4314346791548, Shares: 0.14862977116912207, Symbol: AAPL, Reward: -0.4235301820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164548\n", "Step: 55810, Timestamp: 2023-07-03 16:56:50.996535144, Action: BUY, Price: 197.7395093598448, Shares: 0.19211235863179194, Symbol: AAPL, Reward: -0.30900377030933873, Transaction Cost: 0.13911177030934327, Slippage: 0.0049999999999954525, Time Penalty: 0.164892\n", "Step: 55811, Timestamp: 2023-07-03 16:56:51.334087860, Action: BUY, Price: 187.55702624749398, Shares: 0.22038494881702883, Symbol: AAPL, Reward: -0.42365718204301117, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164675\n", "Step: 55812, Timestamp: 2023-07-03 16:56:52.184039038, Action: BUY, Price: 188.98386375835742, Shares: 0.3429531285811842, Symbol: AAPL, Reward: -0.7965617497640762, Transaction Cost: 0.6221267497640569, Slippage: 0.010000000000019327, Time Penalty: 0.164435\n", "Step: 55813, Timestamp: 2023-07-03 16:56:52.184086038, Action: BUY, Price: 191.5093272942782, Shares: 0.35174711566716527, Symbol: AAPL, Reward: -0.4280041820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.164022\n", "Step: 55817, Timestamp: 2023-07-03 16:56:53.851530446, Action: BUY, Price: 199.41646258053282, Shares: 0.268704330747405, Symbol: AAPL, Reward: -0.6458150297528887, Transaction Cost: 0.4655570297528694, Slippage: 0.010000000000019327, Time Penalty: 0.170258\n", "Step: 55818, Timestamp: 2023-07-03 16:56:53.851577718, Action: BUY, Price: 184.30864229911867, Shares: 0.20747605556492565, Symbol: AAPL, Reward: -0.7859522627182409, Transaction Cost: 0.6031742627182216, Slippage: 0.010000000000019327, Time Penalty: 0.172778\n", "Step: 55819, Timestamp: 2023-07-03 16:56:53.851577718, Action: BUY, Price: 199.88397830911975, Shares: 0.18757753114282313, Symbol: AAPL, Reward: -0.4367601820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.172778\n", "Step: 55828, Timestamp: 2023-07-03 16:56:53.851577718, Action: BUY, Price: 195.79575586930173, Shares: 0.3900623904146128, Symbol: AAPL, Reward: -0.4424571820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.178475\n", "Step: 55829, Timestamp: 2023-07-03 16:56:53.851577718, Action: BUY, Price: 183.82254299615352, Shares: 0.3183405973247209, Symbol: AAPL, Reward: -0.34504013194907757, Transaction Cost: 0.15656513194905822, Slippage: 0.010000000000019327, Time Penalty: 0.178475\n", "Step: 55830, Timestamp: 2023-07-03 16:56:53.851577718, Action: BUY, Price: 191.53704351906484, Shares: 0.2068886010431977, Symbol: AAPL, Reward: -0.4424571820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.178475\n", "Step: 55844, Timestamp: 2023-07-03 16:56:53.852449684, Action: BUY, Price: 206.0386689924974, Shares: 0.11494821092961688, Symbol: AAPL, Reward: -0.5147664405089605, Transaction Cost: 0.33694544050896963, Slippage: 0.009999999999990905, Time Penalty: 0.167821\n", "Step: 55845, Timestamp: 2023-07-03 16:56:53.852449684, Action: BUY, Price: 185.9900809060167, Shares: 0.09072792106066575, Symbol: AAPL, Reward: -0.37780677012653163, Transaction Cost: 0.19998577012654073, Slippage: 0.009999999999990905, Time Penalty: 0.167821\n", "Step: 55846, Timestamp: 2023-07-03 16:56:53.852453838, Action: BUY, Price: 199.1133067978636, Shares: 0.21091575849274213, Symbol: AAPL, Reward: -0.3351851319490491, Transaction Cost: 0.15656513194905822, Slippage: 0.009999999999990905, Time Penalty: 0.16862\n", "Step: 55847, Timestamp: 2023-07-03 16:56:53.852453838, Action: BUY, Price: 198.23430750499836, Shares: 0.2801730594565715, Symbol: AAPL, Reward: -0.3833869815105986, Transaction Cost: 0.20476698151060765, Slippage: 0.009999999999990905, Time Penalty: 0.16862\n", "Step: 55848, Timestamp: 2023-07-03 16:56:53.852453838, Action: BUY, Price: 183.44411270276623, Shares: 0.4042669881957606, Symbol: AAPL, Reward: -0.30042557550015536, Transaction Cost: 0.12180557550016448, Slippage: 0.009999999999990905, Time Penalty: 0.16862\n", "Step: 55849, Timestamp: 2023-07-03 16:56:53.852453838, Action: BUY, Price: 185.0607237065757, Shares: 0.12733122219610712, Symbol: AAPL, Reward: -0.6865843640860224, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.16862\n", "Step: 55850, Timestamp: 2023-07-03 16:56:53.852453838, Action: BUY, Price: 191.56126846512825, Shares: 0.41255511514502335, Symbol: AAPL, Reward: -0.25203236911272636, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.174835\n", "Step: 55851, Timestamp: 2023-07-03 16:56:53.852453838, Action: BUY, Price: 192.2011231865052, Shares: 0.19021538044979197, Symbol: AAPL, Reward: -0.29554326649853657, Transaction Cost: 0.11070826649854565, Slippage: 0.009999999999990905, Time Penalty: 0.174835\n", "Step: 55852, Timestamp: 2023-07-03 16:56:53.852453838, Action: BUY, Price: 199.00194540460527, Shares: 0.284224592125985, Symbol: AAPL, Reward: -0.22075350464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.174835\n", "Step: 55853, Timestamp: 2023-07-03 16:56:53.852453838, Action: BUY, Price: 192.46903354320375, Shares: 0.11792007729579637, Symbol: AAPL, Reward: -0.42036838609203764, Transaction Cost: 0.23553338609204677, Slippage: 0.009999999999990905, Time Penalty: 0.174835\n", "Step: 55854, Timestamp: 2023-07-03 16:56:53.852456341, Action: BUY, Price: 194.54569692225465, Shares: 0.28840068857138945, Symbol: AAPL, Reward: -0.2773634307550123, Transaction Cost: 0.09503143075502138, Slippage: 0.009999999999990905, Time Penalty: 0.172332\n", "Step: 55855, Timestamp: 2023-07-03 16:56:55.641411581, Action: BUY, Price: 193.4563958283449, Shares: 0.3245249242503386, Symbol: AAPL, Reward: -0.24751521803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.167199\n", "Step: 55856, Timestamp: 2023-07-03 16:56:55.641411581, Action: BUY, Price: 191.84381420242497, Shares: 0.38353691844387944, Symbol: AAPL, Reward: -0.7276888220603697, Transaction Cost: 0.5604898220603697, Slippage: 0.0, Time Penalty: 0.167199\n", "Step: 55857, Timestamp: 2023-07-03 16:56:55.641411581, Action: BUY, Price: 200.15186335338112, Shares: 0.12740424045210924, Symbol: AAPL, Reward: -0.24751521803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.167199\n", "Step: 55865, Timestamp: 2023-07-03 16:56:55.992224785, Action: SELL, Price: 192.35913763703553, Shares: 0.1253509537718796, Symbol: AAPL, Reward: -0.41614853251244166, Transaction Cost: 0.25142953251244166, Slippage: 0.0, Time Penalty: 0.164719\n", "Step: 55866, Timestamp: 2023-07-03 16:56:56.615459402, Action: SELL, Price: 194.28856002231961, Shares: 0.20749331717719094, Symbol: AAPL, Reward: -0.20168750464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.165769\n", "Step: 55867, Timestamp: 2023-07-03 16:56:56.615459402, Action: SELL, Price: 185.39230543225702, Shares: 0.2973047673408806, Symbol: AAPL, Reward: -0.26413587612860207, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.165769\n", "Step: 55868, Timestamp: 2023-07-03 16:56:56.866179730, Action: SELL, Price: 196.02168972050245, Shares: 0.25176391373321166, Symbol: AAPL, Reward: -0.25798457804103225, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.16641\n", "Step: 55869, Timestamp: 2023-07-03 16:56:56.866179730, Action: SELL, Price: 198.9958438106436, Shares: 0.2672652788052583, Symbol: AAPL, Reward: -0.40330880846458156, Transaction Cost: 0.23689880846458156, Slippage: 0.0, Time Penalty: 0.16641\n", "Step: 55885, Timestamp: 2023-07-03 16:56:59.597530483, Action: SELL, Price: 191.98217980977776, Shares: 0.35079833039736097, Symbol: AAPL, Reward: -0.42669218204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.17271\n", "Step: 55887, Timestamp: 2023-07-03 16:56:59.597530483, Action: SELL, Price: 191.00746092996053, Shares: 0.19636282264945298, Symbol: AAPL, Reward: -0.2997010910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.17271\n", "Step: 55888, Timestamp: 2023-07-03 16:57:00.711488483, Action: SELL, Price: 198.57901370242095, Shares: 0.40242369586710997, Symbol: AAPL, Reward: -0.2517963601272424, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.16756\n", "Step: 55889, Timestamp: 2023-07-03 16:57:00.711488483, Action: SELL, Price: 194.2364560291557, Shares: 0.35149381594093576, Symbol: AAPL, Reward: -0.25913457804103224, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.16756\n", "Step: 55890, Timestamp: 2023-07-03 16:57:00.711488483, Action: SELL, Price: 201.31508206561546, Shares: 0.23423195275499248, Symbol: AAPL, Reward: -0.520403323835084, Transaction Cost: 0.35284332383508404, Slippage: 0.0, Time Penalty: 0.16756\n", "Step: 55902, Timestamp: 2023-07-03 16:57:02.815230982, Action: SELL, Price: 186.13982759478353, Shares: 0.0895846404175767, Symbol: AAPL, Reward: -0.4226551820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168673\n", "Step: 55903, Timestamp: 2023-07-03 16:57:02.815230982, Action: SELL, Price: 186.12323564725764, Shares: 0.2956742395784564, Symbol: AAPL, Reward: -0.6004427094731268, Transaction Cost: 0.4317697094731268, Slippage: 0.0, Time Penalty: 0.168673\n", "Step: 55904, Timestamp: 2023-07-03 16:57:02.815230982, Action: SELL, Price: 187.63550472028717, Shares: 0.08545142161147792, Symbol: AAPL, Reward: -0.4226551820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168673\n", "Step: 55905, Timestamp: 2023-07-03 16:57:02.815230982, Action: SELL, Price: 200.77024276821098, Shares: 0.1410704788384128, Symbol: AAPL, Reward: -0.26024757804103227, Transaction Cost: 0.09157457804103226, Slippage: 0.0, Time Penalty: 0.168673\n", "Step: 55906, Timestamp: 2023-07-03 16:57:02.815230982, Action: SELL, Price: 193.2676371180434, Shares: 0.3387436705976917, Symbol: AAPL, Reward: -0.22678243640860316, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.175986\n", "Step: 55907, Timestamp: 2023-07-03 16:57:02.815230982, Action: SELL, Price: 192.51517145850428, Shares: 0.22591994752137667, Symbol: AAPL, Reward: -0.3079590130547133, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.175986\n", "Step: 55908, Timestamp: 2023-07-03 16:57:02.815230982, Action: SELL, Price: 191.85896685632432, Shares: 0.28646109618781734, Symbol: AAPL, Reward: -0.3555785232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.175986\n", "Step: 55909, Timestamp: 2023-07-03 16:57:02.815230982, Action: SELL, Price: 186.91502330411734, Shares: 0.1583584003183197, Symbol: AAPL, Reward: -0.28957028482438196, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.175986\n", "Step: 55910, Timestamp: 2023-07-03 16:57:02.815230982, Action: SELL, Price: 188.0590833663468, Shares: 0.2582781274208845, Symbol: AAPL, Reward: -0.4299681820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.175986\n", "Step: 55911, Timestamp: 2023-07-03 16:57:02.815230982, Action: SELL, Price: 183.8083925557799, Shares: 0.1263699377083044, Symbol: AAPL, Reward: -0.4299681820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.175986\n", "Step: 55912, Timestamp: 2023-07-03 16:57:02.815230982, Action: SELL, Price: 192.59846335127477, Shares: 0.09728092182801093, Symbol: AAPL, Reward: -0.21190450464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.175986\n", "Step: 55913, Timestamp: 2023-07-03 16:57:02.815230982, Action: SELL, Price: 187.07423060462042, Shares: 0.3883953219808432, Symbol: AAPL, Reward: -0.4299681820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.175986\n", "Step: 55914, Timestamp: 2023-07-03 16:57:02.815230982, Action: SELL, Price: 201.014988193786, Shares: 0.1403440704062992, Symbol: AAPL, Reward: -0.21190450464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.175986\n", "Step: 55915, Timestamp: 2023-07-03 16:57:03.220159525, Action: SELL, Price: 187.6650655858192, Shares: 0.11293634693016018, Symbol: AAPL, Reward: -0.4204201820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166438\n", "Step: 55916, Timestamp: 2023-07-03 16:57:03.220159525, Action: SELL, Price: 192.28162276352606, Shares: 0.18010876121456124, Symbol: AAPL, Reward: -0.4204201820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166438\n", "Step: 55917, Timestamp: 2023-07-03 16:57:04.205094984, Action: SELL, Price: 196.57824327323317, Shares: 0.106834086780303, Symbol: AAPL, Reward: -0.2781552848243819, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.164571\n", "Step: 55918, Timestamp: 2023-07-03 16:57:04.725846318, Action: SELL, Price: 194.00998520176014, Shares: 0.3749171108833644, Symbol: AAPL, Reward: -0.5154733591050887, Transaction Cost: 0.35101035910508877, Slippage: 0.0, Time Penalty: 0.164463\n", "Step: 55919, Timestamp: 2023-07-03 16:57:04.725876962, Action: SELL, Price: 194.38116400011765, Shares: 0.36314810805731385, Symbol: AAPL, Reward: -0.6735211637479145, Transaction Cost: 0.5009311637479145, Slippage: 0.0, Time Penalty: 0.17259\n", "Step: 55920, Timestamp: 2023-07-03 16:57:04.725876962, Action: SELL, Price: 197.01370122473674, Shares: 0.27695577444808306, Symbol: AAPL, Reward: -0.4265721820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.17259\n", "Step: 55921, Timestamp: 2023-07-03 16:57:04.725876962, Action: SELL, Price: 197.32405213971268, Shares: 0.40399242930662704, Symbol: AAPL, Reward: -0.4265721820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.17259\n", "Step: 55922, Timestamp: 2023-07-03 16:57:04.725876962, Action: SELL, Price: 186.92708808049184, Shares: 0.18460068373223953, Symbol: AAPL, Reward: -0.2529062180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.17259\n", "Step: 55923, Timestamp: 2023-07-03 16:57:04.725876962, Action: SELL, Price: 191.91561995961723, Shares: 0.19173449073170856, Symbol: AAPL, Reward: -0.23978736911273546, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.17259\n", "Step: 55924, Timestamp: 2023-07-03 16:57:04.725876962, Action: SELL, Price: 189.44066666424675, Shares: 0.24855994088295924, Symbol: AAPL, Reward: -0.3429664272365729, Transaction Cost: 0.1703764272365729, Slippage: 0.0, Time Penalty: 0.17259\n", "Step: 55925, Timestamp: 2023-07-03 16:57:04.725900381, Action: SELL, Price: 201.80269614769387, Shares: 0.1408066789927232, Symbol: AAPL, Reward: -0.48564726661136426, Transaction Cost: 0.3162052666113643, Slippage: 0.0, Time Penalty: 0.169442\n", "Step: 55926, Timestamp: 2023-07-03 16:57:04.725900381, Action: SELL, Price: 186.65338889157252, Shares: 0.3509360755725614, Symbol: AAPL, Reward: -0.6526760578219838, Transaction Cost: 0.4832340578219838, Slippage: 0.0, Time Penalty: 0.169442\n", "Step: 55927, Timestamp: 2023-07-03 16:57:04.725900381, Action: SELL, Price: 189.16120225375687, Shares: 0.2667374139865695, Symbol: AAPL, Reward: -0.2710348728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.169442\n", "Step: 55928, Timestamp: 2023-07-03 16:57:05.266104394, Action: SELL, Price: 197.4530704548892, Shares: 0.40796928365378504, Symbol: AAPL, Reward: -0.6117320435157111, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.171822\n", "Step: 55929, Timestamp: 2023-07-03 16:57:05.266104394, Action: SELL, Price: 199.12913253649023, Shares: 0.2026744716769373, Symbol: AAPL, Reward: -0.19722021820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.171822\n", "Step: 55930, Timestamp: 2023-07-03 16:57:05.266104394, Action: SELL, Price: 197.50247318634374, Shares: 0.12185890675271664, Symbol: AAPL, Reward: -0.20774050464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.171822\n", "Step: 55931, Timestamp: 2023-07-03 16:57:05.266104394, Action: SELL, Price: 187.4441730834003, Shares: 0.18822352115568625, Symbol: AAPL, Reward: -0.42580418204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171822\n", "Step: 55932, Timestamp: 2023-07-03 16:57:05.266104394, Action: SELL, Price: 187.0983799069454, Shares: 0.28022555560405277, Symbol: AAPL, Reward: -0.42580418204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171822\n", "Step: 55933, Timestamp: 2023-07-03 16:57:05.266104394, Action: SELL, Price: 186.90941759366908, Shares: 0.10322268902891692, Symbol: AAPL, Reward: -0.42580418204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171822\n", "Step: 55934, Timestamp: 2023-07-03 16:57:05.266104394, Action: SELL, Price: 190.0937799008666, Shares: 0.12602345150626662, Symbol: AAPL, Reward: -0.42196543951315546, Transaction Cost: 0.25014343951315543, Slippage: 0.0, Time Penalty: 0.171822\n", "Step: 55935, Timestamp: 2023-07-03 16:57:05.710908419, Action: SELL, Price: 199.0514674875792, Shares: 0.3501068077035805, Symbol: AAPL, Reward: -0.25040236012724243, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.166166\n", "Step: 55936, Timestamp: 2023-07-03 16:57:05.710908419, Action: SELL, Price: 200.4683282100491, Shares: 0.2848619071824307, Symbol: AAPL, Reward: -0.2464822180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.166166\n", "Step: 55937, Timestamp: 2023-07-03 16:57:08.137575533, Action: SELL, Price: 187.13278054437595, Shares: 0.1830321592250788, Symbol: AAPL, Reward: -0.2599944307550214, Transaction Cost: 0.09503143075502138, Slippage: 0.0, Time Penalty: 0.164963\n", "Step: 55938, Timestamp: 2023-07-03 16:57:09.765218218, Action: SELL, Price: 200.4386708981143, Shares: 0.43254810873058896, Symbol: AAPL, Reward: -0.20355850464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.16764\n", "Step: 55939, Timestamp: 2023-07-03 16:57:09.765218218, Action: SELL, Price: 194.9502095717778, Shares: 0.17568970065660294, Symbol: AAPL, Reward: -0.42162218204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16764\n", "Step: 55940, Timestamp: 2023-07-03 16:57:09.765218218, Action: SELL, Price: 185.00170601649452, Shares: 0.37528461627351495, Symbol: AAPL, Reward: -0.45610830665772933, Transaction Cost: 0.2884683066577293, Slippage: 0.0, Time Penalty: 0.16764\n", "Step: 55941, Timestamp: 2023-07-03 16:57:09.765316062, Action: SELL, Price: 184.78100439703917, Shares: 0.23991096216363952, Symbol: AAPL, Reward: -0.3820741905612594, Transaction Cost: 0.21400919056125942, Slippage: 0.0, Time Penalty: 0.168065\n", "Step: 55942, Timestamp: 2023-07-03 16:57:09.765316062, Action: SELL, Price: 186.4209261722992, Shares: 0.22310653583167372, Symbol: AAPL, Reward: -0.26643187612860203, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.168065\n", "Step: 55943, Timestamp: 2023-07-03 16:57:09.765316062, Action: SELL, Price: 194.58544440595003, Shares: 0.24910023677128282, Symbol: AAPL, Reward: -0.4220471820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168065\n", "Step: 55944, Timestamp: 2023-07-03 16:57:09.765316062, Action: SELL, Price: 200.5889306793537, Shares: 0.30333114655330695, Symbol: AAPL, Reward: -0.29505609102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.168065\n", "Step: 55945, Timestamp: 2023-07-03 16:57:10.746250082, Action: SELL, Price: 192.30118074006717, Shares: 0.28143896616383096, Symbol: AAPL, Reward: -0.41879918204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164817\n", "Step: 55946, Timestamp: 2023-07-03 16:57:10.760223590, Action: SELL, Price: 188.13543389222914, Shares: 0.1718981734836697, Symbol: AAPL, Reward: -0.6027077248348399, Transaction Cost: 0.4354887248348399, Slippage: 0.0, Time Penalty: 0.167219\n", "Step: 55947, Timestamp: 2023-07-03 16:57:10.760223590, Action: SELL, Price: 200.67690254230536, Shares: 0.10081722601932817, Symbol: AAPL, Reward: -0.42120118204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167219\n", "Step: 55948, Timestamp: 2023-07-03 16:57:10.760223590, Action: SELL, Price: 184.9671466174661, Shares: 0.47070582104712566, Symbol: AAPL, Reward: -0.29421009102150786, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.167219\n", "Step: 55949, Timestamp: 2023-07-03 16:57:10.761216856, Action: SELL, Price: 183.18506980800055, Shares: 0.263694540445389, Symbol: AAPL, Reward: -0.38423202175785554, Transaction Cost: 0.21995502175785553, Slippage: 0.0, Time Penalty: 0.164277\n", "Step: 55950, Timestamp: 2023-07-03 16:57:10.764746917, Action: SELL, Price: 185.15763168216662, Shares: 0.4494365175188746, Symbol: AAPL, Reward: -0.2415940092892645, Transaction Cost: 0.07183700928926906, Slippage: 0.0049999999999954525, Time Penalty: 0.164757\n", "Step: 55951, Timestamp: 2023-07-03 16:57:10.772372057, Action: SELL, Price: 195.6734539806677, Shares: 0.2691018718108359, Symbol: AAPL, Reward: -0.5330450464463408, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.16886\n", "Step: 55952, Timestamp: 2023-07-03 16:57:10.772372057, Action: SELL, Price: 190.65821275281704, Shares: 0.2333628793378945, Symbol: AAPL, Reward: -0.20477850464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.16886\n", "Step: 55953, Timestamp: 2023-07-03 16:57:10.772372057, Action: SELL, Price: 191.23461838895304, Shares: 0.21224839072746232, Symbol: AAPL, Reward: -0.22565214241219098, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.16886\n", "Step: 55954, Timestamp: 2023-07-03 16:57:10.772372057, Action: SELL, Price: 190.74553504156057, Shares: 0.20728009521232135, Symbol: AAPL, Reward: -0.24917621803554474, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.16886\n", "Step: 55955, Timestamp: 2023-07-03 16:57:10.772372057, Action: SELL, Price: 187.87461109727195, Shares: 0.3188853595121872, Symbol: AAPL, Reward: -0.25811021803554474, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.177794\n", "Step: 55956, Timestamp: 2023-07-03 16:57:10.772372057, Action: SELL, Price: 193.88529656658022, Shares: 0.10924010744119168, Symbol: AAPL, Reward: -0.20319221820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.177794\n", "Step: 55957, Timestamp: 2023-07-03 16:57:10.772372057, Action: SELL, Price: 194.4614518514992, Shares: 0.11652471928562809, Symbol: AAPL, Reward: -0.21371250464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.177794\n", "Step: 55958, Timestamp: 2023-07-03 16:57:10.772372057, Action: SELL, Price: 196.56205931485763, Shares: 0.14749235458748297, Symbol: AAPL, Reward: -0.5369790464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.177794\n", "Step: 55959, Timestamp: 2023-07-03 16:57:10.772372057, Action: SELL, Price: 200.7490951688487, Shares: 0.2926796724761978, Symbol: AAPL, Reward: -0.23458614241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.177794\n", "Step: 55960, Timestamp: 2023-07-03 16:57:10.772372057, Action: SELL, Price: 196.96381940479674, Shares: 0.19412887526899902, Symbol: AAPL, Reward: -0.23458614241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.177794\n", "Step: 55961, Timestamp: 2023-07-03 16:57:10.772372057, Action: SELL, Price: 200.7595827386021, Shares: 0.45003152274945124, Symbol: AAPL, Reward: -0.20319221820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.177794\n", "Step: 55962, Timestamp: 2023-07-03 16:57:10.772372057, Action: SELL, Price: 189.00679935569607, Shares: 0.2289716582090741, Symbol: AAPL, Reward: -0.28850226649854566, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.177794\n", "Step: 55963, Timestamp: 2023-07-03 16:57:10.772372057, Action: SELL, Price: 198.14300694329586, Shares: 0.14724504062762425, Symbol: AAPL, Reward: -0.21371250464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.177794\n", "Step: 55964, Timestamp: 2023-07-03 16:57:10.772372057, Action: SELL, Price: 192.47902224555557, Shares: 0.40008637697918126, Symbol: AAPL, Reward: -0.25811021803554474, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.177794\n", "Step: 55965, Timestamp: 2023-07-03 16:57:10.772372057, Action: SELL, Price: 190.80963694120996, Shares: 0.312621518306096, Symbol: AAPL, Reward: -0.39803637577920126, Transaction Cost: 0.20789337577920122, Slippage: 0.0, Time Penalty: 0.190143\n", "Step: 55979, Timestamp: 2023-07-03 16:57:13.592049460, Action: BUY, Price: 184.88582483796986, Shares: 0.30168065768206775, Symbol: AAPL, Reward: -0.3869320278678026, Transaction Cost: 0.21551102786780715, Slippage: 0.0049999999999954525, Time Penalty: 0.166421\n", "Step: 55980, Timestamp: 2023-07-03 16:57:13.592049460, Action: BUY, Price: 193.80194018393806, Shares: 0.21872915063206516, Symbol: AAPL, Reward: -0.28500528482437737, Transaction Cost: 0.11358428482438193, Slippage: 0.0049999999999954525, Time Penalty: 0.166421\n", "Step: 55981, Timestamp: 2023-07-03 16:57:13.592049460, Action: BUY, Price: 183.04407033593236, Shares: 0.35894466100472605, Symbol: AAPL, Reward: -0.24325800928926453, Transaction Cost: 0.07183700928926906, Slippage: 0.0049999999999954525, Time Penalty: 0.166421\n", "Step: 55982, Timestamp: 2023-07-03 16:57:13.894811303, Action: BUY, Price: 199.22086141070804, Shares: 0.3831448860123363, Symbol: AAPL, Reward: -0.5305540348125644, Transaction Cost: 0.3519280348125689, Slippage: 0.0049999999999954525, Time Penalty: 0.173626\n", "Step: 55983, Timestamp: 2023-07-03 16:57:13.894811303, Action: BUY, Price: 183.31485944390636, Shares: 0.43520873077405203, Symbol: AAPL, Reward: -0.46415848925979936, Transaction Cost: 0.28053248925980845, Slippage: 0.009999999999990905, Time Penalty: 0.173626\n", "Step: 55984, Timestamp: 2023-07-03 16:57:13.894811303, Action: BUY, Price: 186.03659058112927, Shares: 0.35340552412989934, Symbol: AAPL, Reward: -0.43760818204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173626\n", "Step: 55985, Timestamp: 2023-07-03 16:57:13.894811303, Action: BUY, Price: 195.23553452324668, Shares: 0.31982483379868554, Symbol: AAPL, Reward: -0.43760818204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173626\n", "Step: 55986, Timestamp: 2023-07-03 16:57:13.894811303, Action: BUY, Price: 196.2989334275226, Shares: 0.21267531141134438, Symbol: AAPL, Reward: -0.41079456964875477, Transaction Cost: 0.22716856964876386, Slippage: 0.009999999999990905, Time Penalty: 0.173626\n", "Step: 55987, Timestamp: 2023-07-03 16:57:13.894811303, Action: BUY, Price: 198.3618963216349, Shares: 0.45208342686028796, Symbol: AAPL, Reward: -0.7862652965262935, Transaction Cost: 0.6026392965263027, Slippage: 0.009999999999990905, Time Penalty: 0.173626\n", "Step: 55988, Timestamp: 2023-07-03 16:57:13.916771469, Action: BUY, Price: 198.51734199832265, Shares: 0.11062898193108785, Symbol: AAPL, Reward: -0.9955847249075653, Transaction Cost: 0.8178857249075745, Slippage: 0.009999999999990905, Time Penalty: 0.167699\n", "Step: 55989, Timestamp: 2023-07-03 16:57:13.916771469, Action: BUY, Price: 186.66789271137267, Shares: 0.3485432427528422, Symbol: AAPL, Reward: -0.3096720130547042, Transaction Cost: 0.13197301305471332, Slippage: 0.009999999999990905, Time Penalty: 0.167699\n", "Step: 55990, Timestamp: 2023-07-03 16:57:13.916771469, Action: BUY, Price: 196.0908864496761, Shares: 0.17559865817431305, Symbol: AAPL, Reward: -0.8960690928926813, Transaction Cost: 0.7183700928926905, Slippage: 0.009999999999990905, Time Penalty: 0.167699\n", "Step: 55991, Timestamp: 2023-07-03 16:57:13.916771469, Action: BUY, Price: 189.40202147601673, Shares: 0.3869954648713914, Symbol: AAPL, Reward: -0.43168118204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167699\n", "Step: 55992, Timestamp: 2023-07-03 16:57:13.916771469, Action: BUY, Price: 189.8607620332837, Shares: 0.2930951586444053, Symbol: AAPL, Reward: -0.6891693640860224, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.171205\n", "Step: 55993, Timestamp: 2023-07-03 16:57:13.916771469, Action: BUY, Price: 201.08927786050805, Shares: 0.3360614142490218, Symbol: AAPL, Reward: -0.621115043515702, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.171205\n", "Step: 55994, Timestamp: 2023-07-03 16:57:13.916771469, Action: BUY, Price: 192.78529478143932, Shares: 0.28103758016090147, Symbol: AAPL, Reward: -0.43518718204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171205\n", "Step: 55995, Timestamp: 2023-07-03 16:57:13.916771469, Action: BUY, Price: 194.29344759310666, Shares: 0.3132006031038364, Symbol: AAPL, Reward: -0.20660321820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171205\n", "Step: 55996, Timestamp: 2023-07-03 16:57:13.916771469, Action: BUY, Price: 199.24380531421681, Shares: 0.22528243415677715, Symbol: AAPL, Reward: -0.6891693640860224, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.171205\n", "Step: 56001, Timestamp: 2023-07-03 16:57:17.484508067, Action: BUY, Price: 191.7556773656956, Shares: 0.2515581727773909, Symbol: AAPL, Reward: -0.25027521803554015, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.164959\n", "Step: 56002, Timestamp: 2023-07-03 16:57:19.019913865, Action: BUY, Price: 199.39332254297844, Shares: 0.2860008469441112, Symbol: AAPL, Reward: -0.3305104360710849, Transaction Cost: 0.16063243607108943, Slippage: 0.0049999999999954525, Time Penalty: 0.164878\n", "Step: 56015, Timestamp: 2023-07-03 16:57:20.138331619, Action: SELL, Price: 188.10198321528821, Shares: 0.15495283406171778, Symbol: AAPL, Reward: -0.32331913194905826, Transaction Cost: 0.15656513194905822, Slippage: 0.0, Time Penalty: 0.166754\n", "Step: 56016, Timestamp: 2023-07-03 16:57:20.138331619, Action: SELL, Price: 189.50020775099597, Shares: 0.3582770879284302, Symbol: AAPL, Reward: -0.20267250464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.166754\n", "Step: 56018, Timestamp: 2023-07-03 16:57:20.138454409, Action: SELL, Price: 191.3835302712972, Shares: 0.189534607711328, Symbol: AAPL, Reward: -0.25236821803554016, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.167052\n", "Step: 56019, Timestamp: 2023-07-03 16:57:20.138454811, Action: SELL, Price: 191.87346442904033, Shares: 0.45613844052395663, Symbol: AAPL, Reward: -0.3107617703093387, Transaction Cost: 0.13911177030934327, Slippage: 0.0049999999999954525, Time Penalty: 0.16665\n", "Step: 56020, Timestamp: 2023-07-03 16:57:20.151941140, Action: SELL, Price: 188.47709944627385, Shares: 0.3616603739274935, Symbol: AAPL, Reward: -0.6746111607634545, Transaction Cost: 0.5054181607634545, Slippage: 0.0, Time Penalty: 0.169193\n", "Step: 56021, Timestamp: 2023-07-03 16:57:20.151941140, Action: SELL, Price: 198.20670504550594, Shares: 0.19283661163423035, Symbol: AAPL, Reward: -0.26755987612860205, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.169193\n", "Step: 56022, Timestamp: 2023-07-03 16:57:20.151941140, Action: SELL, Price: 188.65358919121334, Shares: 0.3219149739315238, Symbol: AAPL, Reward: -0.22598514241219098, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.169193\n", "Step: 56023, Timestamp: 2023-07-03 16:57:20.151941140, Action: SELL, Price: 196.70932561807507, Shares: 0.21686582315479352, Symbol: AAPL, Reward: -0.2495092180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.169193\n", "Step: 56024, Timestamp: 2023-07-03 16:57:20.151941140, Action: SELL, Price: 186.00484422485889, Shares: 0.3964736236509834, Symbol: AAPL, Reward: -0.3639565232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.184364\n", "Step: 56025, Timestamp: 2023-07-03 16:57:20.151941140, Action: SELL, Price: 194.37256049910198, Shares: 0.3423282027292265, Symbol: AAPL, Reward: -0.2646802180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.184364\n", "Step: 56026, Timestamp: 2023-07-03 16:57:20.151941140, Action: SELL, Price: 186.81691580733658, Shares: 0.3742132937834294, Symbol: AAPL, Reward: -0.5435490464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.184364\n", "Step: 56027, Timestamp: 2023-07-03 16:57:20.151941140, Action: SELL, Price: 186.68628587566712, Shares: 0.4819249442813457, Symbol: AAPL, Reward: -0.29794828482438196, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.184364\n", "Step: 56028, Timestamp: 2023-07-03 16:57:20.151941140, Action: SELL, Price: 196.24845465525576, Shares: 0.4366059123773801, Symbol: AAPL, Reward: -0.30075325743821735, Transaction Cost: 0.11638925743821735, Slippage: 0.0, Time Penalty: 0.184364\n", "Step: 56029, Timestamp: 2023-07-03 16:57:20.151941140, Action: SELL, Price: 187.41468438387122, Shares: 0.3125436912163085, Symbol: AAPL, Reward: -0.2283550043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.184364\n", "Step: 56030, Timestamp: 2023-07-03 16:57:20.151941140, Action: SELL, Price: 190.31110884312216, Shares: 0.3230807316444095, Symbol: AAPL, Reward: -0.32347577030934327, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.184364\n", "Step: 56031, Timestamp: 2023-07-03 16:57:20.151941140, Action: SELL, Price: 183.79718238027914, Shares: 0.41631696666458623, Symbol: AAPL, Reward: -0.20976221820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.184364\n", "Step: 56032, Timestamp: 2023-07-03 16:57:20.151941140, Action: SELL, Price: 201.98322527242522, Shares: 0.2839910229953721, Symbol: AAPL, Reward: -0.2465766749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.184364\n", "Step: 56033, Timestamp: 2023-07-03 16:57:20.151941140, Action: SELL, Price: 191.4125779060235, Shares: 0.409919700665585, Symbol: AAPL, Reward: -0.32347577030934327, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.184364\n", "Step: 56051, Timestamp: 2023-07-03 16:57:20.489338028, Action: BUY, Price: 192.43683950011564, Shares: 0.16703809138806291, Symbol: AAPL, Reward: -0.2002892182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164891\n", "Step: 56052, Timestamp: 2023-07-03 16:57:21.264416249, Action: BUY, Price: 193.688293325127, Shares: 0.4097139560450325, Symbol: AAPL, Reward: -0.3656128615100337, Transaction Cost: 0.19006286151004276, Slippage: 0.009999999999990905, Time Penalty: 0.16555\n", "Step: 56053, Timestamp: 2023-07-03 16:57:21.264463309, Action: BUY, Price: 191.4299223344876, Shares: 0.32775686633252316, Symbol: AAPL, Reward: -0.38261737577919214, Transaction Cost: 0.20789337577920122, Slippage: 0.009999999999990905, Time Penalty: 0.164724\n", "Step: 56054, Timestamp: 2023-07-03 16:57:21.264463309, Action: BUY, Price: 192.1256238389548, Shares: 0.4388658772800124, Symbol: AAPL, Reward: -0.5624109751398874, Transaction Cost: 0.3876869751398964, Slippage: 0.009999999999990905, Time Penalty: 0.164724\n", "Step: 56055, Timestamp: 2023-07-03 16:57:21.264556742, Action: BUY, Price: 187.44895778642336, Shares: 0.10437088211364332, Symbol: AAPL, Reward: -0.4307880803817181, Transaction Cost: 0.25270908038172724, Slippage: 0.009999999999990905, Time Penalty: 0.168079\n", "Step: 56056, Timestamp: 2023-07-03 16:57:21.264556742, Action: BUY, Price: 191.16251269559376, Shares: 0.3239467982457286, Symbol: AAPL, Reward: -0.22207000435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.168079\n", "Step: 56057, Timestamp: 2023-07-03 16:57:21.264556742, Action: BUY, Price: 188.15789983077994, Shares: 0.20515652930257405, Symbol: AAPL, Reward: -0.2034772182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168079\n", "Step: 56058, Timestamp: 2023-07-03 16:57:21.264556742, Action: BUY, Price: 183.06271548281077, Shares: 0.31660679621455623, Symbol: AAPL, Reward: -0.2583952180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.168079\n", "Step: 56059, Timestamp: 2023-07-03 16:57:21.264556742, Action: BUY, Price: 186.8256483598685, Shares: 0.24637206859174918, Symbol: AAPL, Reward: -0.377107415763401, Transaction Cost: 0.19508741576341013, Slippage: 0.009999999999990905, Time Penalty: 0.17202\n", "Step: 56060, Timestamp: 2023-07-03 16:57:21.264556742, Action: BUY, Price: 193.37742313126262, Shares: 0.3590599814429811, Symbol: AAPL, Reward: -0.2074182182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17202\n", "Step: 56061, Timestamp: 2023-07-03 16:57:21.264556742, Action: BUY, Price: 188.1756370171237, Shares: 0.1520001716063328, Symbol: AAPL, Reward: -0.2662563601272333, Transaction Cost: 0.08423636012724241, Slippage: 0.009999999999990905, Time Penalty: 0.17202\n", "Step: 56062, Timestamp: 2023-07-03 16:57:21.264556742, Action: BUY, Price: 199.90172874921822, Shares: 0.35587015306952213, Symbol: AAPL, Reward: -0.23881214241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.17202\n", "Step: 56063, Timestamp: 2023-07-03 16:57:21.264556742, Action: BUY, Price: 201.92477463940546, Shares: 0.42164182832987573, Symbol: AAPL, Reward: -0.43600218204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17202\n", "Step: 56064, Timestamp: 2023-07-03 16:57:21.264556742, Action: BUY, Price: 188.085118291241, Shares: 0.4122517904817556, Symbol: AAPL, Reward: -0.3064453499528023, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.17202\n", "Step: 56065, Timestamp: 2023-07-03 16:57:21.694949861, Action: BUY, Price: 187.9425995189153, Shares: 0.3296809113737593, Symbol: AAPL, Reward: -0.37354275225722344, Transaction Cost: 0.1967337522572041, Slippage: 0.010000000000019327, Time Penalty: 0.166809\n", "Step: 56066, Timestamp: 2023-07-03 16:57:21.694949861, Action: BUY, Price: 183.09445100650487, Shares: 0.10889554350517965, Symbol: AAPL, Reward: -0.32048301857855743, Transaction Cost: 0.14367401857853812, Slippage: 0.010000000000019327, Time Penalty: 0.166809\n", "Step: 56067, Timestamp: 2023-07-03 16:57:21.694984245, Action: BUY, Price: 194.1682822446356, Shares: 0.4495717816363542, Symbol: AAPL, Reward: -0.3851670727176607, Transaction Cost: 0.20943907271764142, Slippage: 0.010000000000019327, Time Penalty: 0.165728\n", "Step: 56068, Timestamp: 2023-07-03 16:57:21.694984245, Action: BUY, Price: 196.98981306602855, Shares: 0.2727204172086572, Symbol: AAPL, Reward: -0.2921172574382367, Transaction Cost: 0.11638925743821735, Slippage: 0.010000000000019327, Time Penalty: 0.165728\n", "Step: 56069, Timestamp: 2023-07-03 16:57:21.695023922, Action: BUY, Price: 187.81681719801296, Shares: 0.23321217192798438, Symbol: AAPL, Reward: -0.4046613012532557, Transaction Cost: 0.2257443012532364, Slippage: 0.010000000000019327, Time Penalty: 0.168917\n", "Step: 56070, Timestamp: 2023-07-03 16:57:21.695023922, Action: BUY, Price: 190.21883442125304, Shares: 0.40273200750956717, Symbol: AAPL, Reward: -0.4328991820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168917\n", "Step: 56071, Timestamp: 2023-07-03 16:57:21.695023922, Action: BUY, Price: 199.50066746923588, Shares: 0.28479042193624204, Symbol: AAPL, Reward: -0.4328991820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168917\n", "Step: 56072, Timestamp: 2023-07-03 16:57:21.695023922, Action: BUY, Price: 202.0332214024104, Shares: 0.13572554084377603, Symbol: AAPL, Reward: -0.4328991820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168917\n", "Step: 56073, Timestamp: 2023-07-03 16:57:21.695023922, Action: BUY, Price: 183.61462556522693, Shares: 0.10972711118781171, Symbol: AAPL, Reward: -0.4377431820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.173761\n", "Step: 56074, Timestamp: 2023-07-03 16:57:21.695023922, Action: BUY, Price: 191.9912766675172, Shares: 0.17173604490621563, Symbol: AAPL, Reward: -0.21967950464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.173761\n", "Step: 56075, Timestamp: 2023-07-03 16:57:21.695023922, Action: BUY, Price: 199.20550826851206, Shares: 0.3154888237142706, Symbol: AAPL, Reward: -0.2091592182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.173761\n", "Step: 56076, Timestamp: 2023-07-03 16:57:21.695023922, Action: BUY, Price: 186.10141201831803, Shares: 0.2763585897634636, Symbol: AAPL, Reward: -0.2091592182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.173761\n", "Step: 56077, Timestamp: 2023-07-03 16:57:21.695023922, Action: BUY, Price: 201.742168530852, Shares: 0.323049104970327, Symbol: AAPL, Reward: -0.2091592182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.173761\n", "Step: 56078, Timestamp: 2023-07-03 16:57:21.695023922, Action: BUY, Price: 190.22633259280042, Shares: 0.4523564077826753, Symbol: AAPL, Reward: -0.2184342182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.183036\n", "Step: 56102, Timestamp: 2023-07-03 16:57:22.508047939, Action: BUY, Price: 189.18163239717362, Shares: 0.2544194380324066, Symbol: AAPL, Reward: -0.5363400464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.167155\n", "Step: 56103, Timestamp: 2023-07-03 16:57:22.508047939, Action: BUY, Price: 192.41706445728556, Shares: 0.36710385047833954, Symbol: AAPL, Reward: -0.373888752257195, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.167155\n", "Step: 56104, Timestamp: 2023-07-03 16:57:22.508047939, Action: BUY, Price: 190.49878325810585, Shares: 0.21053294516755797, Symbol: AAPL, Reward: -0.6851193640860225, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.167155\n", "Step: 56116, Timestamp: 2023-07-03 16:57:24.198879995, Action: SELL, Price: 196.67746114655932, Shares: 0.1800702835682614, Symbol: AAPL, Reward: -0.286277266498565, Transaction Cost: 0.11070826649854565, Slippage: 0.010000000000019327, Time Penalty: 0.165569\n", "Step: 56120, Timestamp: 2023-07-03 16:57:25.051285029, Action: BUY, Price: 193.42954505296052, Shares: 0.20596081577607264, Symbol: AAPL, Reward: -0.38446698151059855, Transaction Cost: 0.20476698151060765, Slippage: 0.009999999999990905, Time Penalty: 0.1697\n", "Step: 56137, Timestamp: 2023-07-03 16:57:28.088068005, Action: BUY, Price: 186.2130073044182, Shares: 0.2113527911134135, Symbol: AAPL, Reward: -0.44054418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.176562\n", "Step: 56138, Timestamp: 2023-07-03 16:57:28.088068005, Action: BUY, Price: 186.8052840627282, Shares: 0.340405506359966, Symbol: AAPL, Reward: -0.44054418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.176562\n", "Step: 56139, Timestamp: 2023-07-03 16:57:28.088068005, Action: BUY, Price: 190.51639575134047, Shares: 0.0967892548654814, Symbol: AAPL, Reward: -0.8949856455876293, Transaction Cost: 0.7084236455876384, Slippage: 0.009999999999990905, Time Penalty: 0.176562\n", "Step: 56140, Timestamp: 2023-07-03 16:57:28.875933762, Action: BUY, Price: 183.77216925474548, Shares: 0.2448150381295768, Symbol: AAPL, Reward: -0.39586953299708216, Transaction Cost: 0.2214165329970913, Slippage: 0.009999999999990905, Time Penalty: 0.164453\n", "Step: 56141, Timestamp: 2023-07-03 16:57:28.948251566, Action: BUY, Price: 186.07227136471286, Shares: 0.2758317102449598, Symbol: AAPL, Reward: -0.3066160130547042, Transaction Cost: 0.13197301305471332, Slippage: 0.009999999999990905, Time Penalty: 0.164643\n", "Step: 56142, Timestamp: 2023-07-03 16:57:28.954137839, Action: BUY, Price: 195.6452374287046, Shares: 0.3371305011956928, Symbol: AAPL, Reward: -0.24176936911272634, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.164572\n", "Step: 56143, Timestamp: 2023-07-03 16:57:29.075454436, Action: BUY, Price: 193.90934117536167, Shares: 0.42846954667243675, Symbol: AAPL, Reward: -0.6838273640860224, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.165863\n", "Step: 56159, Timestamp: 2023-07-03 16:57:29.093482779, Action: BUY, Price: 211.1409281023672, Shares: 0.12148704218676347, Symbol: AAPL, Reward: -0.43422818204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170246\n", "Step: 56160, Timestamp: 2023-07-03 16:57:29.093482779, Action: BUY, Price: 197.38381501459162, Shares: 0.17452149153880084, Symbol: AAPL, Reward: -0.21616450464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.170246\n", "Step: 56161, Timestamp: 2023-07-03 16:57:29.093482779, Action: BUY, Price: 186.65110928703015, Shares: 0.2399302277246149, Symbol: AAPL, Reward: -0.43422818204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170246\n", "Step: 56162, Timestamp: 2023-07-03 16:57:29.093482779, Action: BUY, Price: 185.84881134883554, Shares: 0.40971375674761895, Symbol: AAPL, Reward: -0.3146407382254618, Transaction Cost: 0.1343947382254709, Slippage: 0.009999999999990905, Time Penalty: 0.170246\n", "Step: 56163, Timestamp: 2023-07-03 16:57:29.093482779, Action: BUY, Price: 184.69614672027714, Shares: 0.42047856943288214, Symbol: AAPL, Reward: -0.29095426649853656, Transaction Cost: 0.11070826649854565, Slippage: 0.009999999999990905, Time Penalty: 0.170246\n", "Step: 56164, Timestamp: 2023-07-03 16:57:29.093503031, Action: BUY, Price: 190.48824058816265, Shares: 0.09171951602973497, Symbol: AAPL, Reward: -0.4303711820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166389\n", "Step: 56165, Timestamp: 2023-07-03 16:57:29.563408382, Action: BUY, Price: 188.75548144232033, Shares: 0.2587710035989597, Symbol: AAPL, Reward: -0.31906733002946375, Transaction Cost: 0.15449133002946377, Slippage: 0.0, Time Penalty: 0.164576\n", "Step: 56166, Timestamp: 2023-07-03 16:57:29.563480020, Action: BUY, Price: 189.76863698231043, Shares: 0.3974798301313264, Symbol: AAPL, Reward: -0.5963462724363598, Transaction Cost: 0.4287712724363598, Slippage: 0.0, Time Penalty: 0.167575\n", "Step: 56167, Timestamp: 2023-07-03 16:57:29.563480020, Action: BUY, Price: 199.21153099944954, Shares: 0.2094763623224725, Symbol: AAPL, Reward: -0.2518113601272424, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.167575\n", "Step: 56168, Timestamp: 2023-07-03 16:57:29.563480020, Action: BUY, Price: 193.86465132755518, Shares: 0.3690470813319287, Symbol: AAPL, Reward: -0.5610425045144082, Transaction Cost: 0.3934675045144082, Slippage: 0.0, Time Penalty: 0.167575\n", "Step: 56169, Timestamp: 2023-07-03 16:57:29.563480020, Action: BUY, Price: 196.92910937009188, Shares: 0.16986042818247304, Symbol: AAPL, Reward: -0.7354964241219096, Transaction Cost: 0.5679214241219096, Slippage: 0.0, Time Penalty: 0.167575\n", "Step: 56173, Timestamp: 2023-07-03 16:57:30.965528857, Action: SELL, Price: 190.10948322488824, Shares: 0.10833422321053024, Symbol: AAPL, Reward: -0.43980476289537274, Transaction Cost: 0.2699867628953773, Slippage: 0.0049999999999954525, Time Penalty: 0.164818\n", "Step: 56174, Timestamp: 2023-07-03 16:57:31.344798915, Action: SELL, Price: 187.3648199851295, Shares: 0.19448418068342743, Symbol: AAPL, Reward: -0.4238071820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164825\n", "Step: 56183, Timestamp: 2023-07-03 16:57:31.992552280, Action: BUY, Price: 199.10480275328408, Shares: 0.251622736340258, Symbol: AAPL, Reward: -0.3810707522572234, Transaction Cost: 0.1967337522572041, Slippage: 0.010000000000019327, Time Penalty: 0.174337\n", "Step: 56184, Timestamp: 2023-07-03 16:57:31.992552280, Action: BUY, Price: 185.2309515451609, Shares: 0.12284438424405504, Symbol: AAPL, Reward: -0.4383191820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.174337\n", "Step: 56185, Timestamp: 2023-07-03 16:57:31.992552280, Action: BUY, Price: 199.6098802750665, Shares: 0.19823239772681964, Symbol: AAPL, Reward: -0.2097352182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.174337\n", "Step: 56186, Timestamp: 2023-07-03 16:57:31.992552280, Action: BUY, Price: 200.45457276599296, Shares: 0.15969982334387756, Symbol: AAPL, Reward: -0.24112914241221028, Transaction Cost: 0.056792142412190966, Slippage: 0.010000000000019327, Time Penalty: 0.174337\n", "Step: 56187, Timestamp: 2023-07-03 16:57:31.992552280, Action: BUY, Price: 187.6812513721823, Shares: 0.17090602203786914, Symbol: AAPL, Reward: -0.25617400928928835, Transaction Cost: 0.07183700928926906, Slippage: 0.010000000000019327, Time Penalty: 0.174337\n", "Step: 56188, Timestamp: 2023-07-03 16:57:31.992552280, Action: BUY, Price: 192.67816609094388, Shares: 0.12887188267170543, Symbol: AAPL, Reward: -0.28905653635884004, Transaction Cost: 0.10471953635882071, Slippage: 0.010000000000019327, Time Penalty: 0.174337\n", "Step: 56189, Timestamp: 2023-07-03 16:57:31.992552280, Action: BUY, Price: 189.50052105180106, Shares: 0.3314372830344811, Symbol: AAPL, Reward: -0.551514781166368, Transaction Cost: 0.3671777811663487, Slippage: 0.010000000000019327, Time Penalty: 0.174337\n", "Step: 56190, Timestamp: 2023-07-03 16:57:32.223066148, Action: BUY, Price: 192.9971127374115, Shares: 0.2250290796002732, Symbol: AAPL, Reward: -0.6153720435157304, Transaction Cost: 0.43991004351571106, Slippage: 0.010000000000019327, Time Penalty: 0.165462\n", "Step: 56191, Timestamp: 2023-07-03 16:57:32.223107909, Action: BUY, Price: 201.68278130129042, Shares: 0.35998045825390157, Symbol: AAPL, Reward: -0.47813651569724214, Transaction Cost: 0.3037185156972228, Slippage: 0.010000000000019327, Time Penalty: 0.164418\n", "Step: 56192, Timestamp: 2023-07-03 16:57:32.223740413, Action: BUY, Price: 186.0761183011017, Shares: 0.13938025388997602, Symbol: AAPL, Reward: -0.9592151985794996, Transaction Cost: 0.7820011985794803, Slippage: 0.010000000000019327, Time Penalty: 0.167214\n", "Step: 56193, Timestamp: 2023-07-03 16:57:32.223740413, Action: BUY, Price: 191.36479422802108, Shares: 0.23604401352377347, Symbol: AAPL, Reward: -0.4311961820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167214\n", "Step: 56194, Timestamp: 2023-07-03 16:57:32.223740413, Action: BUY, Price: 185.98211768518877, Shares: 0.2051270467259479, Symbol: AAPL, Reward: -0.4423791828331195, Transaction Cost: 0.2651651828331002, Slippage: 0.010000000000019327, Time Penalty: 0.167214\n", "Step: 56195, Timestamp: 2023-07-03 16:57:32.234000959, Action: BUY, Price: 210.28561975059623, Shares: 0.2634037882813595, Symbol: AAPL, Reward: -0.2456956546129002, Transaction Cost: 0.07619465461290473, Slippage: 0.0049999999999954525, Time Penalty: 0.164501\n", "Step: 56196, Timestamp: 2023-07-03 16:57:32.304981971, Action: BUY, Price: 211.40106563031512, Shares: 0.13356930036813525, Symbol: AAPL, Reward: -0.2968955755001554, Transaction Cost: 0.12180557550016448, Slippage: 0.009999999999990905, Time Penalty: 0.16509\n", "Step: 56197, Timestamp: 2023-07-03 16:57:32.305025235, Action: BUY, Price: 197.94121364840032, Shares: 0.3800210670315375, Symbol: AAPL, Reward: -0.3997334602459516, Transaction Cost: 0.22286846024596063, Slippage: 0.009999999999990905, Time Penalty: 0.166865\n", "Step: 56198, Timestamp: 2023-07-03 16:57:32.305025235, Action: BUY, Price: 194.2682826148879, Shares: 0.16714276768085648, Symbol: AAPL, Reward: -0.23365714241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.166865\n", "Step: 56199, Timestamp: 2023-07-03 16:57:32.305025235, Action: BUY, Price: 200.96131438485077, Shares: 0.0952861335251433, Symbol: AAPL, Reward: -0.2022632182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166865\n", "Step: 56210, Timestamp: 2023-07-03 16:57:37.273047422, Action: SELL, Price: 193.6666713293492, Shares: 0.23273175204085617, Symbol: AAPL, Reward: -0.6797319231892649, Transaction Cost: 0.5085989231892649, Slippage: 0.0, Time Penalty: 0.171133\n", "Step: 56211, Timestamp: 2023-07-03 16:57:37.273051519, Action: SELL, Price: 188.23770306426985, Shares: 0.15347420942772172, Symbol: AAPL, Reward: -0.4666176283858061, Transaction Cost: 0.29510062838580614, Slippage: 0.0, Time Penalty: 0.171517\n", "Step: 56212, Timestamp: 2023-07-03 16:57:37.273051519, Action: SELL, Price: 186.9168061034135, Shares: 0.3920098618372937, Symbol: AAPL, Reward: -0.42549918204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171517\n", "Step: 56213, Timestamp: 2023-07-03 16:57:37.273051519, Action: SELL, Price: 199.59516451828634, Shares: 0.25340670343152183, Symbol: AAPL, Reward: -0.42549918204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171517\n", "Step: 56214, Timestamp: 2023-07-03 16:57:37.273051519, Action: SELL, Price: 194.74243847834094, Shares: 0.28484276513487544, Symbol: AAPL, Reward: -0.26988387612860204, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.171517\n", "Step: 56215, Timestamp: 2023-07-03 16:57:37.273051519, Action: SELL, Price: 193.4177652858367, Shares: 0.26310435978610114, Symbol: AAPL, Reward: -0.20743550464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.171517\n", "Step: 56216, Timestamp: 2023-07-03 16:57:37.273051519, Action: SELL, Price: 190.45560125115705, Shares: 0.303385146169695, Symbol: AAPL, Reward: -0.2518332180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.171517\n", "Step: 56217, Timestamp: 2023-07-03 16:57:37.273051519, Action: SELL, Price: 183.76839675956472, Shares: 0.27682884861947765, Symbol: AAPL, Reward: -0.48417169976424057, Transaction Cost: 0.3026546997642212, Slippage: 0.010000000000019327, Time Penalty: 0.171517\n", "Step: 56218, Timestamp: 2023-07-03 16:57:41.575944774, Action: SELL, Price: 196.15771332426843, Shares: 0.34888465202854113, Symbol: AAPL, Reward: -0.2502202180355402, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.164904\n", "Step: 56219, Timestamp: 2023-07-03 16:57:42.776595133, Action: SELL, Price: 193.2506225111259, Shares: 0.33981655877199124, Symbol: AAPL, Reward: -0.5327000464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.168515\n", "Step: 56220, Timestamp: 2023-07-03 16:57:42.776595133, Action: SELL, Price: 185.04386932688922, Shares: 0.26582468709305945, Symbol: AAPL, Reward: -0.5327000464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.168515\n", "Step: 56232, Timestamp: 2023-07-03 16:57:42.776595133, Action: BUY, Price: 194.95579201016895, Shares: 0.12510143603307858, Symbol: AAPL, Reward: -0.5487990464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.179614\n", "Step: 56233, Timestamp: 2023-07-03 16:57:42.776595133, Action: BUY, Price: 193.64068346294385, Shares: 0.12988550145912076, Symbol: AAPL, Reward: -0.4435961820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.179614\n", "Step: 56234, Timestamp: 2023-07-03 16:57:42.776595133, Action: BUY, Price: 190.8853104056107, Shares: 0.19818275019562073, Symbol: AAPL, Reward: -0.29433353635884, Transaction Cost: 0.10471953635882071, Slippage: 0.010000000000019327, Time Penalty: 0.179614\n", "Step: 56238, Timestamp: 2023-07-03 16:57:44.426671887, Action: SELL, Price: 198.07129560867446, Shares: 0.14216665639559453, Symbol: AAPL, Reward: -0.28700528482437737, Transaction Cost: 0.11358428482438193, Slippage: 0.0049999999999954525, Time Penalty: 0.168421\n", "Step: 56239, Timestamp: 2023-07-03 16:57:44.426671887, Action: SELL, Price: 201.95488514896553, Shares: 0.39066660361828315, Symbol: AAPL, Reward: -0.33405343607108484, Transaction Cost: 0.16063243607108943, Slippage: 0.0049999999999954525, Time Penalty: 0.168421\n", "Step: 56240, Timestamp: 2023-07-03 16:57:44.426671887, Action: SELL, Price: 191.6048514269726, Shares: 0.4179934539554158, Symbol: AAPL, Reward: -0.5326060464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.168421\n", "Step: 56257, Timestamp: 2023-07-03 16:57:44.642187133, Action: BUY, Price: 200.11101496043187, Shares: 0.2650491089371204, Symbol: AAPL, Reward: -0.4405621820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.17658\n", "Step: 56270, Timestamp: 2023-07-03 16:57:45.251667728, Action: BUY, Price: 202.39429403312613, Shares: 0.18619984789561136, Symbol: AAPL, Reward: -0.5363160464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.172131\n", "Step: 56271, Timestamp: 2023-07-03 16:57:45.251667728, Action: BUY, Price: 210.4287500358716, Shares: 0.23376214820796484, Symbol: AAPL, Reward: -0.43611318204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172131\n", "Step: 56272, Timestamp: 2023-07-03 16:57:45.251667728, Action: BUY, Price: 199.3224977516394, Shares: 0.3286649596101482, Symbol: AAPL, Reward: -0.43611318204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172131\n", "Step: 56273, Timestamp: 2023-07-03 16:57:45.251667728, Action: BUY, Price: 189.2336125049181, Shares: 0.09135493137590824, Symbol: AAPL, Reward: -0.34276343607108034, Transaction Cost: 0.16063243607108943, Slippage: 0.009999999999990905, Time Penalty: 0.172131\n", "Step: 56274, Timestamp: 2023-07-03 16:57:45.251667728, Action: BUY, Price: 200.24161065478103, Shares: 0.3536676390021936, Symbol: AAPL, Reward: -0.43611318204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172131\n", "Step: 56275, Timestamp: 2023-07-03 16:57:45.251667728, Action: BUY, Price: 197.43809102782413, Shares: 0.2465110805802846, Symbol: AAPL, Reward: -0.43611318204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172131\n", "Step: 56276, Timestamp: 2023-07-03 16:57:45.251667728, Action: BUY, Price: 199.0581125695314, Shares: 0.320907689532852, Symbol: AAPL, Reward: -0.43611318204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172131\n", "Step: 56277, Timestamp: 2023-07-03 16:57:45.251667728, Action: BUY, Price: 187.6034657050301, Shares: 0.2928500442373536, Symbol: AAPL, Reward: -0.378864752257195, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.172131\n", "Step: 56292, Timestamp: 2023-07-03 16:57:46.488703600, Action: BUY, Price: 195.6649643259001, Shares: 0.2652101920771187, Symbol: AAPL, Reward: -0.24473421803554474, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.164418\n", "Step: 56307, Timestamp: 2023-07-03 16:57:51.174288531, Action: SELL, Price: 200.7143935770632, Shares: 0.1321714849869313, Symbol: AAPL, Reward: -0.19682821820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.17143\n", "Step: 56308, Timestamp: 2023-07-03 16:57:51.174288531, Action: SELL, Price: 186.5770370705185, Shares: 0.36407239501924704, Symbol: AAPL, Reward: -0.2154210043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.17143\n", "Step: 56319, Timestamp: 2023-07-03 16:57:52.291342555, Action: SELL, Price: 187.6490059876943, Shares: 0.2981724973044198, Symbol: AAPL, Reward: -0.47693366005892757, Transaction Cost: 0.30898266005892755, Slippage: 0.0, Time Penalty: 0.167951\n", "Step: 56320, Timestamp: 2023-07-03 16:57:52.291342555, Action: SELL, Price: 187.27211561149832, Shares: 0.13897522643707627, Symbol: AAPL, Reward: -0.20386950464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.167951\n", "Step: 56321, Timestamp: 2023-07-03 16:57:52.291342555, Action: SELL, Price: 185.67464835028954, Shares: 0.26834468423231855, Symbol: AAPL, Reward: -0.4219331820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167951\n", "Step: 56322, Timestamp: 2023-07-03 16:57:52.291342555, Action: SELL, Price: 200.15110208865633, Shares: 0.1601191563305693, Symbol: AAPL, Reward: -0.4219331820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167951\n", "Step: 56323, Timestamp: 2023-07-03 16:57:52.291342555, Action: SELL, Price: 197.43444160693426, Shares: 0.22611977902312164, Symbol: AAPL, Reward: -0.42838418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174402\n", "Step: 56324, Timestamp: 2023-07-03 16:57:52.291342555, Action: SELL, Price: 199.7883361386085, Shares: 0.10932097673436741, Symbol: AAPL, Reward: -0.19980021820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.174402\n", "Step: 56325, Timestamp: 2023-07-03 16:57:52.291342555, Action: SELL, Price: 194.9137260138575, Shares: 0.29396894176642796, Symbol: AAPL, Reward: -0.42838418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174402\n", "Step: 56326, Timestamp: 2023-07-03 16:57:52.291342555, Action: SELL, Price: 188.39149017062684, Shares: 0.16491626272964247, Symbol: AAPL, Reward: -0.2791215363588207, Transaction Cost: 0.10471953635882071, Slippage: 0.0, Time Penalty: 0.174402\n", "Step: 56327, Timestamp: 2023-07-03 16:57:52.291342555, Action: SELL, Price: 196.69203989288943, Shares: 0.25255645802409243, Symbol: AAPL, Reward: -0.32465988524522116, Transaction Cost: 0.15025788524522118, Slippage: 0.0, Time Penalty: 0.174402\n", "Step: 56328, Timestamp: 2023-07-03 16:57:52.291342555, Action: SELL, Price: 199.27579403297977, Shares: 0.17883053054393422, Symbol: AAPL, Reward: -0.2907912574382173, Transaction Cost: 0.11638925743821735, Slippage: 0.0, Time Penalty: 0.174402\n", "Step: 56329, Timestamp: 2023-07-03 16:57:52.291342555, Action: SELL, Price: 192.7113351994687, Shares: 0.4245284522444685, Symbol: AAPL, Reward: -0.19980021820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.174402\n", "Step: 56330, Timestamp: 2023-07-03 16:57:52.291342555, Action: SELL, Price: 201.10107486708796, Shares: 0.30987246013277203, Symbol: AAPL, Reward: -0.4933846600589469, Transaction Cost: 0.30898266005892755, Slippage: 0.010000000000019327, Time Penalty: 0.174402\n", "Step: 56331, Timestamp: 2023-07-03 16:57:52.291342555, Action: SELL, Price: 195.4064846850312, Shares: 0.3109244281364637, Symbol: AAPL, Reward: -0.22032050464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.174402\n", "Step: 56332, Timestamp: 2023-07-03 16:57:52.291754071, Action: SELL, Price: 196.58150521150134, Shares: 0.10494368644454076, Symbol: AAPL, Reward: -0.43989818283311954, Transaction Cost: 0.2651651828331002, Slippage: 0.010000000000019327, Time Penalty: 0.164733\n", "Step: 56341, Timestamp: 2023-07-03 16:57:54.134773300, Action: BUY, Price: 192.6589159060385, Shares: 0.31679602093095927, Symbol: AAPL, Reward: -0.23168067497640116, Transaction Cost: 0.062212674976405695, Slippage: 0.0049999999999954525, Time Penalty: 0.164468\n", "Step: 56355, Timestamp: 2023-07-03 16:57:57.367187830, Action: SELL, Price: 193.14407610628547, Shares: 0.3592664526768486, Symbol: AAPL, Reward: -0.2472582180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.166942\n", "Step: 56376, Timestamp: 2023-07-03 16:57:58.809614255, Action: SELL, Price: 207.48274016778544, Shares: 0.17361974045644935, Symbol: AAPL, Reward: -0.20543250464462998, Transaction Cost: 0.03591850464463453, Slippage: 0.0049999999999954525, Time Penalty: 0.164514\n", "Step: 56377, Timestamp: 2023-07-03 16:57:58.987724384, Action: SELL, Price: 185.46613146363003, Shares: 0.37402936035691, Symbol: AAPL, Reward: -0.4231251820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164143\n", "Step: 56378, Timestamp: 2023-07-03 16:57:58.988227862, Action: SELL, Price: 199.63867516255365, Shares: 0.21483846050533142, Symbol: AAPL, Reward: -0.4234711820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164489\n", "Step: 56379, Timestamp: 2023-07-03 16:57:59.058989464, Action: SELL, Price: 208.78400833896893, Shares: 0.36710147318821673, Symbol: AAPL, Reward: -0.19156021820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.166162\n", "Step: 56380, Timestamp: 2023-07-03 16:57:59.058989464, Action: SELL, Price: 193.44670412479076, Shares: 0.15494939362940344, Symbol: AAPL, Reward: -0.41887108038172727, Transaction Cost: 0.25270908038172724, Slippage: 0.0, Time Penalty: 0.166162\n", "Step: 56384, Timestamp: 2023-07-03 16:58:00.005100053, Action: SELL, Price: 188.9247256301074, Shares: 0.2570992895904816, Symbol: AAPL, Reward: -0.43187718204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.177895\n", "Step: 56385, Timestamp: 2023-07-03 16:58:00.005100053, Action: SELL, Price: 187.89741930339596, Shares: 0.2672719450376273, Symbol: AAPL, Reward: -0.43187718204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.177895\n", "Step: 56386, Timestamp: 2023-07-03 16:58:00.005100053, Action: SELL, Price: 201.3649128475117, Shares: 0.37112961186224064, Symbol: AAPL, Reward: -0.3281528852452212, Transaction Cost: 0.15025788524522118, Slippage: 0.0, Time Penalty: 0.177895\n", "Step: 56387, Timestamp: 2023-07-03 16:58:00.005100053, Action: SELL, Price: 196.509083555235, Shares: 0.3824342143776714, Symbol: AAPL, Reward: -0.24509236911273546, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.177895\n", "Step: 56388, Timestamp: 2023-07-03 16:58:00.005100053, Action: SELL, Price: 185.78500388822613, Shares: 0.29498943036880226, Symbol: AAPL, Reward: -0.3323863300294638, Transaction Cost: 0.15449133002946377, Slippage: 0.0, Time Penalty: 0.177895\n", "Step: 56389, Timestamp: 2023-07-03 16:58:00.005203495, Action: SELL, Price: 191.55396144973824, Shares: 0.4456735722734842, Symbol: AAPL, Reward: -0.2937588761286021, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.195392\n", "Step: 56395, Timestamp: 2023-07-03 16:58:00.005219658, Action: SELL, Price: 188.80633140859652, Shares: 0.1273324339431159, Symbol: AAPL, Reward: -0.3002678728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.198675\n", "Step: 56396, Timestamp: 2023-07-03 16:58:00.005219658, Action: SELL, Price: 183.3848994117086, Shares: 0.4455708755333593, Symbol: AAPL, Reward: -0.42298598961120615, Transaction Cost: 0.22431098961120619, Slippage: 0.0, Time Penalty: 0.198675\n", "Step: 56397, Timestamp: 2023-07-03 16:58:00.005312236, Action: SELL, Price: 196.36010040630126, Shares: 0.1671667112059794, Symbol: AAPL, Reward: -0.32963420293689044, Transaction Cost: 0.11912820293689044, Slippage: 0.0, Time Penalty: 0.210506\n", "Step: 56400, Timestamp: 2023-07-03 16:58:00.274110032, Action: SELL, Price: 157.46205052585157, Shares: 0.35773180418122547, Symbol: AAPL, Reward: -0.22570714241218642, Transaction Cost: 0.056792142412190966, Slippage: 0.0049999999999954525, Time Penalty: 0.163915\n", "Step: 56425, Timestamp: 2023-07-03 16:58:04.293122718, Action: BUY, Price: 192.40590318104785, Shares: 0.17092427392362256, Symbol: AAPL, Reward: -0.4402191820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.176237\n", "Step: 56426, Timestamp: 2023-07-03 16:58:04.293122718, Action: BUY, Price: 197.24176909008344, Shares: 0.16849347388798386, Symbol: AAPL, Reward: -0.22215550464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.176237\n", "Step: 56427, Timestamp: 2023-07-03 16:58:04.293122718, Action: BUY, Price: 182.9435314598709, Shares: 0.1298311572391343, Symbol: AAPL, Reward: -0.4402191820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.176237\n", "Step: 56428, Timestamp: 2023-07-03 16:58:04.293122718, Action: BUY, Price: 187.47355822148776, Shares: 0.39834179518382173, Symbol: AAPL, Reward: -0.36402452743010194, Transaction Cost: 0.17778752743011103, Slippage: 0.009999999999990905, Time Penalty: 0.176237\n", "Step: 56429, Timestamp: 2023-07-03 16:58:04.293305064, Action: BUY, Price: 201.67788258230934, Shares: 0.08723084685609096, Symbol: AAPL, Reward: -0.4079845148764256, Transaction Cost: 0.2327785148764347, Slippage: 0.009999999999990905, Time Penalty: 0.165206\n", "Step: 56443, Timestamp: 2023-07-03 16:58:04.575734981, Action: BUY, Price: 188.30539053055753, Shares: 0.4531375802103865, Symbol: AAPL, Reward: -0.5265064405089799, Transaction Cost: 0.33694544050896963, Slippage: 0.020000000000010232, Time Penalty: 0.169561\n", "Step: 56444, Timestamp: 2023-07-03 16:58:04.575734981, Action: BUY, Price: 193.80038121974144, Shares: 0.37993842316186305, Symbol: AAPL, Reward: -0.443543182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.169561\n", "Step: 56445, Timestamp: 2023-07-03 16:58:04.575734981, Action: BUY, Price: 188.761488780222, Shares: 0.14272530511129783, Symbol: AAPL, Reward: -0.443543182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.169561\n", "Step: 56446, Timestamp: 2023-07-03 16:58:04.575734981, Action: BUY, Price: 196.04242605419302, Shares: 0.4023579068635811, Symbol: AAPL, Reward: -0.443543182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.169561\n", "Step: 56447, Timestamp: 2023-07-03 16:58:04.575734981, Action: BUY, Price: 187.30107864743127, Shares: 0.09737606778036682, Symbol: AAPL, Reward: -0.23499550464464475, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.179077\n", "Step: 56448, Timestamp: 2023-07-03 16:58:04.575734981, Action: BUY, Price: 193.93789474301047, Shares: 0.11518654923943522, Symbol: AAPL, Reward: -0.7070413640860418, Transaction Cost: 0.5079643640860315, Slippage: 0.020000000000010232, Time Penalty: 0.179077\n", "Step: 56449, Timestamp: 2023-07-03 16:58:04.575734981, Action: BUY, Price: 199.5454831554914, Shares: 0.32086397064724254, Symbol: AAPL, Reward: -0.5582620464463555, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.179077\n", "Step: 56450, Timestamp: 2023-07-03 16:58:04.575734981, Action: BUY, Price: 189.76169490886534, Shares: 0.10250285667183921, Symbol: AAPL, Reward: -0.23499550464464475, Transaction Cost: 0.03591850464463453, Slippage: 0.020000000000010232, Time Penalty: 0.179077\n", "Step: 56451, Timestamp: 2023-07-03 16:58:04.575734981, Action: BUY, Price: 194.7278572875878, Shares: 0.1705897647817317, Symbol: AAPL, Reward: -0.453059182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.179077\n", "Step: 56452, Timestamp: 2023-07-03 16:58:04.575734981, Action: BUY, Price: 186.60925769965107, Shares: 0.25308901388949195, Symbol: AAPL, Reward: -0.453059182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.179077\n", "Step: 56453, Timestamp: 2023-07-03 16:58:04.575734981, Action: BUY, Price: 194.86610462062555, Shares: 0.2516431799934473, Symbol: AAPL, Reward: -0.27939321803555495, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.179077\n", "Step: 56454, Timestamp: 2023-07-03 16:58:04.575734981, Action: BUY, Price: 186.45832291240237, Shares: 0.2173587671913882, Symbol: AAPL, Reward: -0.453059182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.179077\n", "Step: 56455, Timestamp: 2023-07-03 16:58:04.575734981, Action: BUY, Price: 190.23374428257745, Shares: 0.1327788747063245, Symbol: AAPL, Reward: -0.2244752182043118, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.179077\n", "Step: 56456, Timestamp: 2023-07-03 16:58:04.575734981, Action: BUY, Price: 191.325102439103, Shares: 0.31335337756291304, Symbol: AAPL, Reward: -0.2244752182043118, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.179077\n", "Step: 56466, Timestamp: 2023-07-03 16:58:04.995949575, Action: BUY, Price: 197.58705553233142, Shares: 0.22668201190204582, Symbol: AAPL, Reward: -0.3086527703093387, Transaction Cost: 0.13911177030934327, Slippage: 0.0049999999999954525, Time Penalty: 0.164541\n", "Step: 56467, Timestamp: 2023-07-03 16:58:05.062176671, Action: BUY, Price: 190.65493373382364, Shares: 0.2081104446645969, Symbol: AAPL, Reward: -0.5494300464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.180245\n", "Step: 56468, Timestamp: 2023-07-03 16:58:05.062176671, Action: BUY, Price: 199.2115073053358, Shares: 0.09556264368500313, Symbol: AAPL, Reward: -0.44422718204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180245\n", "Step: 56469, Timestamp: 2023-07-03 16:58:05.062176671, Action: BUY, Price: 194.90665109980117, Shares: 0.09796206437599506, Symbol: AAPL, Reward: -0.2705612180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.180245\n", "Step: 56470, Timestamp: 2023-07-03 16:58:05.062176671, Action: BUY, Price: 196.95890365827776, Shares: 0.2512645540974995, Symbol: AAPL, Reward: -0.44422718204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180245\n", "Step: 56471, Timestamp: 2023-07-03 16:58:05.062176671, Action: BUY, Price: 193.28486875565739, Shares: 0.27564717961734136, Symbol: AAPL, Reward: -0.44422718204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180245\n", "Step: 56472, Timestamp: 2023-07-03 16:58:05.062176671, Action: BUY, Price: 192.36692107969392, Shares: 0.25008490155020463, Symbol: AAPL, Reward: -0.44422718204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180245\n", "Step: 56473, Timestamp: 2023-07-03 16:58:05.062176671, Action: BUY, Price: 197.42097667818382, Shares: 0.1073278145079396, Symbol: AAPL, Reward: -0.44422718204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180245\n", "Step: 56474, Timestamp: 2023-07-03 16:58:05.062176671, Action: BUY, Price: 200.26624118342272, Shares: 0.27627181482171725, Symbol: AAPL, Reward: -0.44422718204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180245\n", "Step: 56475, Timestamp: 2023-07-03 16:58:05.062176671, Action: BUY, Price: 187.784525050894, Shares: 0.11078643733792475, Symbol: AAPL, Reward: -0.21564321820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180245\n", "Step: 56476, Timestamp: 2023-07-03 16:58:05.062176671, Action: BUY, Price: 185.07468717969698, Shares: 0.40124221046637276, Symbol: AAPL, Reward: -0.24703714241218186, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.180245\n", "Step: 56477, Timestamp: 2023-07-03 16:58:05.062176671, Action: BUY, Price: 188.70340917402126, Shares: 0.26388464604886913, Symbol: AAPL, Reward: -0.44422718204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180245\n", "Step: 56478, Timestamp: 2023-07-03 16:58:05.062176671, Action: BUY, Price: 201.29689251673122, Shares: 0.2415776935641129, Symbol: AAPL, Reward: -0.4661402692209243, Transaction Cost: 0.2758952692209334, Slippage: 0.009999999999990905, Time Penalty: 0.180245\n", "Step: 56479, Timestamp: 2023-07-03 16:58:05.062610750, Action: BUY, Price: 189.34091550505343, Shares: 0.408527546370421, Symbol: AAPL, Reward: -0.38970098151059857, Transaction Cost: 0.20476698151060765, Slippage: 0.009999999999990905, Time Penalty: 0.174934\n", "Step: 56480, Timestamp: 2023-07-03 16:58:05.062610750, Action: BUY, Price: 200.9246850236566, Shares: 0.32252375755544316, Symbol: AAPL, Reward: -0.2103322182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174934\n", "Step: 56481, Timestamp: 2023-07-03 16:58:05.062610750, Action: BUY, Price: 189.8742167741522, Shares: 0.2849036997734055, Symbol: AAPL, Reward: -0.24172614241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.174934\n", "Step: 56482, Timestamp: 2023-07-03 16:58:05.062610750, Action: BUY, Price: 201.42240094506715, Shares: 0.09178332742735983, Symbol: AAPL, Reward: -0.43891618204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174934\n", "Step: 56483, Timestamp: 2023-07-03 16:58:05.062610750, Action: BUY, Price: 189.0117769278649, Shares: 0.1459725296473614, Symbol: AAPL, Reward: -0.43891618204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174934\n", "Step: 56484, Timestamp: 2023-07-03 16:58:05.062610750, Action: BUY, Price: 186.02084572863305, Shares: 0.23772968143200998, Symbol: AAPL, Reward: -0.43891618204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174934\n", "Step: 56485, Timestamp: 2023-07-03 16:58:05.062610750, Action: BUY, Price: 198.0568438581203, Shares: 0.3570956177935999, Symbol: AAPL, Reward: -0.2103322182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174934\n", "Step: 56486, Timestamp: 2023-07-03 16:58:05.062610750, Action: BUY, Price: 197.9035283960406, Shares: 0.27097168793896675, Symbol: AAPL, Reward: -0.22085250464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.174934\n", "Step: 56487, Timestamp: 2023-07-03 16:58:05.062757381, Action: BUY, Price: 193.19805435147998, Shares: 0.3005510426782171, Symbol: AAPL, Reward: -0.42905218204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.16507\n", "Step: 56488, Timestamp: 2023-07-03 16:58:05.063967256, Action: BUY, Price: 195.5787502320739, Shares: 0.18448619708481317, Symbol: AAPL, Reward: -0.26325387612860207, Transaction Cost: 0.09836687612860205, Slippage: 0.0, Time Penalty: 0.164887\n", "Step: 56489, Timestamp: 2023-07-03 16:58:05.634543222, Action: BUY, Price: 190.10124139130787, Shares: 0.40657495906765034, Symbol: AAPL, Reward: -0.23166767497640114, Transaction Cost: 0.062212674976405695, Slippage: 0.0049999999999954525, Time Penalty: 0.164455\n", "Step: 56490, Timestamp: 2023-07-03 16:58:06.150095814, Action: BUY, Price: 174.4000578146044, Shares: 0.11181079340152943, Symbol: AAPL, Reward: -0.39450364766240364, Transaction Cost: 0.22999064766240368, Slippage: 0.0, Time Penalty: 0.164513\n", "Step: 56491, Timestamp: 2023-07-03 16:58:06.337944816, Action: BUY, Price: 190.9020564293931, Shares: 0.08853159542918268, Symbol: AAPL, Reward: -0.38002402786780715, Transaction Cost: 0.21551102786780715, Slippage: 0.0, Time Penalty: 0.164513\n", "Step: 56492, Timestamp: 2023-07-03 16:58:06.478806973, Action: BUY, Price: 188.67324691020147, Shares: 0.3217535431829781, Symbol: AAPL, Reward: -0.3022367382254709, Transaction Cost: 0.1343947382254709, Slippage: 0.0, Time Penalty: 0.167842\n", "Step: 56498, Timestamp: 2023-07-03 16:58:08.632609077, Action: BUY, Price: 198.0061107087739, Shares: 0.2964028632412051, Symbol: AAPL, Reward: -0.2984702574382367, Transaction Cost: 0.11638925743821735, Slippage: 0.010000000000019327, Time Penalty: 0.172081\n", "Step: 56499, Timestamp: 2023-07-03 16:58:08.632609077, Action: BUY, Price: 200.4283380901853, Shares: 0.11994828062298833, Symbol: AAPL, Reward: -0.43606318204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.172081\n", "Step: 56500, Timestamp: 2023-07-03 16:58:08.632609077, Action: BUY, Price: 192.12613571010905, Shares: 0.19899658613352195, Symbol: AAPL, Reward: -0.29566528482440124, Transaction Cost: 0.11358428482438193, Slippage: 0.010000000000019327, Time Penalty: 0.172081\n", "Step: 56501, Timestamp: 2023-07-03 16:58:08.632609077, Action: BUY, Price: 184.0543891178749, Shares: 0.2910766588375406, Symbol: AAPL, Reward: -0.828115022870174, Transaction Cost: 0.6460340228701547, Slippage: 0.010000000000019327, Time Penalty: 0.172081\n", "Step: 56502, Timestamp: 2023-07-03 16:58:08.632609077, Action: BUY, Price: 188.81389901333674, Shares: 0.3521022390935121, Symbol: AAPL, Reward: -0.43606318204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.172081\n", "Step: 56504, Timestamp: 2023-07-03 16:58:08.632609077, Action: BUY, Price: 186.21275424387747, Shares: 0.33599623724236927, Symbol: AAPL, Reward: -0.4020360217578749, Transaction Cost: 0.21995502175785553, Slippage: 0.010000000000019327, Time Penalty: 0.172081\n", "Step: 56505, Timestamp: 2023-07-03 16:58:08.632643940, Action: BUY, Price: 188.13771576719114, Shares: 0.3384974260115863, Symbol: AAPL, Reward: -0.30259409102152723, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.165603\n", "Step: 56506, Timestamp: 2023-07-03 16:58:08.633295043, Action: BUY, Price: 200.90745161246883, Shares: 0.25673307873717216, Symbol: AAPL, Reward: -0.4795235991050465, Transaction Cost: 0.3151835991050465, Slippage: 0.0, Time Penalty: 0.16434\n", "Step: 56507, Timestamp: 2023-07-03 16:58:08.681764556, Action: BUY, Price: 188.76604091745065, Shares: 0.2216748744667702, Symbol: AAPL, Reward: -0.23186136911273547, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.164664\n", "Step: 56512, Timestamp: 2023-07-03 16:58:08.746719969, Action: SELL, Price: 196.38354727838788, Shares: 0.33436382345483795, Symbol: AAPL, Reward: -0.4643855764513402, Transaction Cost: 0.2994405764513402, Slippage: 0.0, Time Penalty: 0.164945\n", "Step: 56513, Timestamp: 2023-07-03 16:58:08.756940176, Action: SELL, Price: 198.6778198591945, Shares: 0.104443272740381, Symbol: AAPL, Reward: -0.42241818204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168436\n", "Step: 56514, Timestamp: 2023-07-03 16:58:08.756940176, Action: SELL, Price: 191.8572602821181, Shares: 0.19015470936312368, Symbol: AAPL, Reward: -0.47949937488202843, Transaction Cost: 0.31106337488202845, Slippage: 0.0, Time Penalty: 0.168436\n", "Step: 56515, Timestamp: 2023-07-03 16:58:08.756940176, Action: SELL, Price: 199.62768383009535, Shares: 0.18062484567911938, Symbol: AAPL, Reward: -0.42241818204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168436\n", "Step: 56516, Timestamp: 2023-07-03 16:58:08.756940176, Action: SELL, Price: 200.66860565590858, Shares: 0.20314136771146957, Symbol: AAPL, Reward: -0.20435450464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.168436\n", "Step: 56517, Timestamp: 2023-07-03 16:58:08.891976025, Action: SELL, Price: 198.6464711813351, Shares: 0.3634407710756269, Symbol: AAPL, Reward: -0.21336900435156655, Transaction Cost: 0.04399100435157111, Slippage: 0.0049999999999954525, Time Penalty: 0.164378\n", "Step: 56518, Timestamp: 2023-07-03 16:58:10.068944670, Action: SELL, Price: 184.4012271558056, Shares: 0.18595324964105092, Symbol: AAPL, Reward: -0.4224351820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168453\n", "Step: 56519, Timestamp: 2023-07-03 16:58:10.068944670, Action: SELL, Price: 199.13282679236318, Shares: 0.08936694158199712, Symbol: AAPL, Reward: -0.3121270185785381, Transaction Cost: 0.14367401857853812, Slippage: 0.0, Time Penalty: 0.168453\n", "Step: 56520, Timestamp: 2023-07-03 16:58:10.068944670, Action: SELL, Price: 188.34816058683467, Shares: 0.28080687516461655, Symbol: AAPL, Reward: -0.7179004682461935, Transaction Cost: 0.5494474682461935, Slippage: 0.0, Time Penalty: 0.168453\n", "Step: 56521, Timestamp: 2023-07-03 16:58:10.069005471, Action: SELL, Price: 184.09887140227883, Shares: 0.14153767222016236, Symbol: AAPL, Reward: -0.5642061342743662, Transaction Cost: 0.38685413427436616, Slippage: 0.0, Time Penalty: 0.177352\n", "Step: 56522, Timestamp: 2023-07-03 16:58:10.069006678, Action: SELL, Price: 189.55643984052955, Shares: 0.2177659679254736, Symbol: AAPL, Reward: -0.5729991342743854, Transaction Cost: 0.38685413427436616, Slippage: 0.010000000000019327, Time Penalty: 0.176145\n", "Step: 56523, Timestamp: 2023-07-03 16:58:10.069012413, Action: SELL, Price: 192.3089038842454, Shares: 0.22366022681181122, Symbol: AAPL, Reward: -0.8719654549593522, Transaction Cost: 0.6871614549593329, Slippage: 0.010000000000019327, Time Penalty: 0.174804\n", "Step: 56524, Timestamp: 2023-07-03 16:58:11.299329054, Action: SELL, Price: 189.32501099044006, Shares: 0.2897534020254462, Symbol: AAPL, Reward: -0.2779282848243819, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.164344\n", "Step: 56525, Timestamp: 2023-07-03 16:58:11.299353264, Action: SELL, Price: 191.95780033857008, Shares: 0.09340727237879201, Symbol: AAPL, Reward: -0.35017581951924037, Transaction Cost: 0.1849018195192404, Slippage: 0.0, Time Penalty: 0.165274\n", "Step: 56526, Timestamp: 2023-07-03 16:58:11.299353264, Action: SELL, Price: 187.3546325030617, Shares: 0.2633534630133622, Symbol: AAPL, Reward: -0.20119250464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.165274\n", "Step: 56527, Timestamp: 2023-07-03 16:58:11.299642938, Action: SELL, Price: 196.55355122881582, Shares: 0.18655438628191448, Symbol: AAPL, Reward: -0.3586953423933565, Transaction Cost: 0.19175234239335648, Slippage: 0.0, Time Penalty: 0.166943\n", "Step: 56528, Timestamp: 2023-07-03 16:58:11.299642938, Action: SELL, Price: 191.44328746231236, Shares: 0.2176455464498924, Symbol: AAPL, Reward: -0.2511793601272424, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.166943\n", "Step: 56529, Timestamp: 2023-07-03 16:58:11.299642938, Action: SELL, Price: 197.1177722583756, Shares: 0.2938848072976943, Symbol: AAPL, Reward: -0.24725921803554474, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.166943\n", "Step: 56530, Timestamp: 2023-07-03 16:58:11.299642938, Action: SELL, Price: 195.36075229214222, Shares: 0.2588811423529166, Symbol: AAPL, Reward: -0.24725921803554474, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.166943\n", "Step: 56531, Timestamp: 2023-07-03 16:58:11.299678011, Action: SELL, Price: 185.3911213577235, Shares: 0.35256770066087484, Symbol: AAPL, Reward: -0.5351250464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.16594\n", "Step: 56614, Timestamp: 2023-07-03 16:58:16.910303, Action: BUY, Price: 198.87301410195874, Shares: 0.28348649859329, Symbol: AAPL, Reward: -0.24999821803554018, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.164682\n", "Step: 56628, Timestamp: 2023-07-03 16:58:21.589610873, Action: SELL, Price: 183.00008566851804, Shares: 0.4007225227541319, Symbol: AAPL, Reward: -0.30650329419729105, Transaction Cost: 0.14141129419729104, Slippage: 0.0, Time Penalty: 0.165092\n", "Step: 56629, Timestamp: 2023-07-03 16:58:21.917320709, Action: SELL, Price: 188.28024240600908, Shares: 0.18083331212184628, Symbol: AAPL, Reward: -0.37687344541145174, Transaction Cost: 0.21097344541145174, Slippage: 0.0, Time Penalty: 0.1659\n", "Step: 56630, Timestamp: 2023-07-03 16:58:21.917320709, Action: SELL, Price: 192.507870771158, Shares: 0.13478379508539964, Symbol: AAPL, Reward: -0.30731129419729103, Transaction Cost: 0.14141129419729104, Slippage: 0.0, Time Penalty: 0.1659\n", "Step: 56631, Timestamp: 2023-07-03 16:58:22.507427658, Action: SELL, Price: 194.72551337580654, Shares: 0.2944730871955328, Symbol: AAPL, Reward: -0.3841914454114518, Transaction Cost: 0.21097344541145174, Slippage: 0.0, Time Penalty: 0.173218\n", "Step: 56632, Timestamp: 2023-07-03 16:58:22.507427658, Action: SELL, Price: 188.3135304644529, Shares: 0.4069773587538123, Symbol: AAPL, Reward: -0.4272001820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173218\n", "Step: 56633, Timestamp: 2023-07-03 16:58:22.507427658, Action: SELL, Price: 184.25352180409428, Shares: 0.26789802295586745, Symbol: AAPL, Reward: -0.20913650464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.173218\n", "Step: 56634, Timestamp: 2023-07-03 16:58:22.507427658, Action: SELL, Price: 199.06880781237047, Shares: 0.3064596818069891, Symbol: AAPL, Reward: -0.1986162182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.173218\n", "Step: 56635, Timestamp: 2023-07-03 16:58:22.507427658, Action: SELL, Price: 193.62151471249015, Shares: 0.4045096539286377, Symbol: AAPL, Reward: -0.4272001820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173218\n", "Step: 56636, Timestamp: 2023-07-03 16:58:22.507427658, Action: SELL, Price: 198.9334228357529, Shares: 0.32269465664302077, Symbol: AAPL, Reward: -0.3051910130547133, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.173218\n", "Step: 56637, Timestamp: 2023-07-03 16:58:22.507427658, Action: SELL, Price: 188.29786950622673, Shares: 0.37492926203960947, Symbol: AAPL, Reward: -0.4272001820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173218\n", "Step: 56638, Timestamp: 2023-07-03 16:58:22.507427658, Action: SELL, Price: 200.93543500006217, Shares: 0.3099500078500019, Symbol: AAPL, Reward: -0.1986162182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.173218\n", "Step: 56639, Timestamp: 2023-07-03 16:58:22.507764307, Action: SELL, Price: 186.42222556006124, Shares: 0.4088829865967886, Symbol: AAPL, Reward: -0.4287611820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164779\n", "Step: 56640, Timestamp: 2023-07-03 16:58:24.227796352, Action: SELL, Price: 200.8273860395431, Shares: 0.40601175410292506, Symbol: AAPL, Reward: -0.2491342180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.168818\n", "Step: 56641, Timestamp: 2023-07-03 16:58:24.227796352, Action: SELL, Price: 186.93564851136236, Shares: 0.2802927856641209, Symbol: AAPL, Reward: -0.4228001820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168818\n", "Step: 56642, Timestamp: 2023-07-03 16:58:24.227796352, Action: SELL, Price: 186.55074103909575, Shares: 0.1055688391642742, Symbol: AAPL, Reward: -0.2491342180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.168818\n", "Step: 56643, Timestamp: 2023-07-03 16:58:24.227796352, Action: SELL, Price: 186.55393951188896, Shares: 0.13451816911453274, Symbol: AAPL, Reward: -0.19421621820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.168818\n", "Step: 56644, Timestamp: 2023-07-03 16:58:24.227796352, Action: SELL, Price: 185.99537796523038, Shares: 0.4277422945137207, Symbol: AAPL, Reward: -0.4289311820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174949\n", "Step: 56645, Timestamp: 2023-07-03 16:58:24.227796352, Action: SELL, Price: 187.3644631376061, Shares: 0.273207530990972, Symbol: AAPL, Reward: -0.20034721820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.174949\n", "Step: 56646, Timestamp: 2023-07-03 16:58:24.227796352, Action: SELL, Price: 187.5319169775935, Shares: 0.11422657932520368, Symbol: AAPL, Reward: -0.4289311820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174949\n", "Step: 56647, Timestamp: 2023-07-03 16:58:24.227796352, Action: SELL, Price: 186.67182672843362, Shares: 0.3311868923580403, Symbol: AAPL, Reward: -0.4289311820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174949\n", "Step: 56648, Timestamp: 2023-07-03 16:58:24.227796352, Action: SELL, Price: 184.80409669326994, Shares: 0.14011907298031656, Symbol: AAPL, Reward: -0.4289311820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174949\n", "Step: 56649, Timestamp: 2023-07-03 16:58:24.227796352, Action: SELL, Price: 183.46597750164307, Shares: 0.1408980950596155, Symbol: AAPL, Reward: -0.3230447885640667, Transaction Cost: 0.1480957885640667, Slippage: 0.0, Time Penalty: 0.174949\n", "Step: 56650, Timestamp: 2023-07-03 16:58:24.227796352, Action: SELL, Price: 200.51394364381466, Shares: 0.1547337235324519, Symbol: AAPL, Reward: -0.21086750464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.174949\n", "Step: 56651, Timestamp: 2023-07-03 16:58:24.228377682, Action: SELL, Price: 158.5926922604861, Shares: 0.444095303045807, Symbol: AAPL, Reward: -0.2873852848243774, Transaction Cost: 0.11358428482438193, Slippage: 0.0049999999999954525, Time Penalty: 0.168801\n", "Step: 56652, Timestamp: 2023-07-03 16:58:24.228377682, Action: SELL, Price: 173.84660537860896, Shares: 0.2838513987794349, Symbol: AAPL, Reward: -0.40596956964875475, Transaction Cost: 0.22716856964876386, Slippage: 0.009999999999990905, Time Penalty: 0.168801\n", "Step: 56653, Timestamp: 2023-07-03 16:58:24.586345229, Action: SELL, Price: 186.36058486496447, Shares: 0.38248634303332346, Symbol: AAPL, Reward: -0.38036698151059856, Transaction Cost: 0.20476698151060765, Slippage: 0.009999999999990905, Time Penalty: 0.1656\n", "Step: 56655, Timestamp: 2023-07-03 16:58:24.785012087, Action: SELL, Price: 201.72499548515793, Shares: 0.3547355516199183, Symbol: AAPL, Reward: -0.5982626114052506, Transaction Cost: 0.42650861140525065, Slippage: 0.0, Time Penalty: 0.171754\n", "Step: 56656, Timestamp: 2023-07-03 16:58:24.785012087, Action: SELL, Price: 194.6369602926963, Shares: 0.3871811814564042, Symbol: AAPL, Reward: -0.4476492692209334, Transaction Cost: 0.2758952692209334, Slippage: 0.0, Time Penalty: 0.171754\n", "Step: 56657, Timestamp: 2023-07-03 16:58:24.787420369, Action: SELL, Price: 202.02435144941745, Shares: 0.1586897091865203, Symbol: AAPL, Reward: -0.7207510937137014, Transaction Cost: 0.5447310937137014, Slippage: 0.0, Time Penalty: 0.17602\n", "Step: 56658, Timestamp: 2023-07-03 16:58:24.787420369, Action: SELL, Price: 197.21518138663126, Shares: 0.12666656804366733, Symbol: AAPL, Reward: -0.22681643640860316, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.17602\n", "Step: 56659, Timestamp: 2023-07-03 16:58:24.787420369, Action: SELL, Price: 183.14157824855255, Shares: 0.1926590337827974, Symbol: AAPL, Reward: -0.5352050464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.17602\n", "Step: 56660, Timestamp: 2023-07-03 16:58:24.787420369, Action: SELL, Price: 195.45807697321302, Shares: 0.21089619071909332, Symbol: AAPL, Reward: -0.4031885696487639, Transaction Cost: 0.22716856964876386, Slippage: 0.0, Time Penalty: 0.17602\n", "Step: 56661, Timestamp: 2023-07-03 16:58:24.787420369, Action: SELL, Price: 183.73443261078216, Shares: 0.4278185205197763, Symbol: AAPL, Reward: -0.28960428482438194, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.17602\n", "Step: 56662, Timestamp: 2023-07-03 16:58:24.787420369, Action: SELL, Price: 193.33929381279088, Shares: 0.3907853945045417, Symbol: AAPL, Reward: -0.23281214241219098, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.17602\n", "Step: 56663, Timestamp: 2023-07-03 16:58:24.979921143, Action: SELL, Price: 197.33418512780167, Shares: 0.2701318900467003, Symbol: AAPL, Reward: -0.3851347341967255, Transaction Cost: 0.21848373419672548, Slippage: 0.0, Time Penalty: 0.166651\n", "Step: 56669, Timestamp: 2023-07-03 16:58:25.489382156, Action: BUY, Price: 197.5888200987908, Shares: 0.33131061424016006, Symbol: AAPL, Reward: -0.7115883640860224, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.193624\n", "Step: 56670, Timestamp: 2023-07-03 16:58:25.489466608, Action: BUY, Price: 196.06181529104646, Shares: 0.3205593149604961, Symbol: AAPL, Reward: -0.7612000565704153, Transaction Cost: 0.5718830565704244, Slippage: 0.009999999999990905, Time Penalty: 0.179317\n", "Step: 56671, Timestamp: 2023-07-03 16:58:25.489484627, Action: BUY, Price: 201.64594387503087, Shares: 0.4175437674105654, Symbol: AAPL, Reward: -0.5836715510909707, Transaction Cost: 0.3951035510909798, Slippage: 0.009999999999990905, Time Penalty: 0.178568\n", "Step: 56672, Timestamp: 2023-07-03 16:58:25.489484627, Action: BUY, Price: 184.53278133764636, Shares: 0.45261905205370667, Symbol: AAPL, Reward: -0.32296273822546184, Transaction Cost: 0.1343947382254709, Slippage: 0.009999999999990905, Time Penalty: 0.178568\n", "Step: 56673, Timestamp: 2023-07-03 16:58:25.489484627, Action: BUY, Price: 200.65651263859766, Shares: 0.14100186228137232, Symbol: AAPL, Reward: -0.47479138298969553, Transaction Cost: 0.2862233829897046, Slippage: 0.009999999999990905, Time Penalty: 0.178568\n", "Step: 56674, Timestamp: 2023-07-03 16:58:25.489484627, Action: BUY, Price: 184.74692589441625, Shares: 0.36945979275297774, Symbol: AAPL, Reward: -0.22448650464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.178568\n", "Step: 56675, Timestamp: 2023-07-03 16:58:25.489484627, Action: BUY, Price: 193.39065490468442, Shares: 0.19652701753956403, Symbol: AAPL, Reward: -0.44255018204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.178568\n", "Step: 56676, Timestamp: 2023-07-03 16:58:25.489484627, Action: BUY, Price: 185.7914343295858, Shares: 0.402799474306161, Symbol: AAPL, Reward: -0.3917537456344035, Transaction Cost: 0.2031857456344126, Slippage: 0.009999999999990905, Time Penalty: 0.178568\n", "Step: 56677, Timestamp: 2023-07-03 16:58:25.489484627, Action: BUY, Price: 196.93983601729605, Shares: 0.2608313512668056, Symbol: AAPL, Reward: -0.26888421803553564, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.178568\n", "Step: 56680, Timestamp: 2023-07-03 16:58:26.107299281, Action: SELL, Price: 146.609653708319, Shares: 0.3133373480983884, Symbol: AAPL, Reward: -0.3308424360710849, Transaction Cost: 0.16063243607108943, Slippage: 0.0049999999999954525, Time Penalty: 0.16521\n", "Step: 56682, Timestamp: 2023-07-03 16:58:26.819409196, Action: SELL, Price: 198.09332902205284, Shares: 0.4371786541372401, Symbol: AAPL, Reward: -0.19042721820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.165029\n", "Step: 56683, Timestamp: 2023-07-03 16:58:26.819409196, Action: SELL, Price: 199.47062024640854, Shares: 0.32754750121130066, Symbol: AAPL, Reward: -0.2272416749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.165029\n", "Step: 56684, Timestamp: 2023-07-03 16:58:28.041045885, Action: SELL, Price: 195.89498798024087, Shares: 0.1475909479850636, Symbol: AAPL, Reward: -0.48742287214217883, Transaction Cost: 0.32126487214217886, Slippage: 0.0, Time Penalty: 0.166158\n", "Step: 56685, Timestamp: 2023-07-03 16:58:28.041490822, Action: SELL, Price: 186.3924709762199, Shares: 0.12628636235200486, Symbol: AAPL, Reward: -0.5263009585620261, Transaction Cost: 0.3582859585620261, Slippage: 0.0, Time Penalty: 0.168015\n", "Step: 56686, Timestamp: 2023-07-03 16:58:28.041490822, Action: SELL, Price: 192.83672631952956, Shares: 0.18468552343422195, Symbol: AAPL, Reward: -0.5272000464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.168015\n", "Step: 56687, Timestamp: 2023-07-03 16:58:28.041490822, Action: SELL, Price: 195.4443306898384, Shares: 0.14014625344790027, Symbol: AAPL, Reward: -0.5272000464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.168015\n", "Step: 56688, Timestamp: 2023-07-03 16:58:28.041838476, Action: SELL, Price: 188.24648340332746, Shares: 0.13279477084525773, Symbol: AAPL, Reward: -0.4289261820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.164944\n", "Step: 56689, Timestamp: 2023-07-03 16:58:28.041879488, Action: SELL, Price: 196.33010996899296, Shares: 0.36294904204688566, Symbol: AAPL, Reward: -0.4284931820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.164511\n", "Step: 56690, Timestamp: 2023-07-03 16:58:28.041980199, Action: SELL, Price: 194.0988225175803, Shares: 0.4219543889701913, Symbol: AAPL, Reward: -0.4304511820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166469\n", "Step: 56691, Timestamp: 2023-07-03 16:58:28.041980199, Action: SELL, Price: 199.29037154374535, Shares: 0.4133667333826645, Symbol: AAPL, Reward: -0.4214005463137974, Transaction Cost: 0.24493154631377806, Slippage: 0.010000000000019327, Time Penalty: 0.166469\n", "Step: 56692, Timestamp: 2023-07-03 16:58:28.041980199, Action: SELL, Price: 199.26146510149465, Shares: 0.2613493274143623, Symbol: AAPL, Reward: -0.31086373822549024, Transaction Cost: 0.1343947382254709, Slippage: 0.010000000000019327, Time Penalty: 0.166469\n", "Step: 56693, Timestamp: 2023-07-03 16:58:28.091002093, Action: SELL, Price: 188.11510261419355, Shares: 0.35841441861801654, Symbol: AAPL, Reward: -0.5294280464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.165243\n", "Step: 56695, Timestamp: 2023-07-03 16:58:28.138576705, Action: SELL, Price: 190.64394127050525, Shares: 0.3142535285120819, Symbol: AAPL, Reward: -0.37472875225722346, Transaction Cost: 0.1967337522572041, Slippage: 0.010000000000019327, Time Penalty: 0.167995\n", "Step: 56701, Timestamp: 2023-07-03 16:58:28.558697586, Action: SELL, Price: 200.37421287015167, Shares: 0.21637237497465905, Symbol: AAPL, Reward: -0.24589221803554473, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.165576\n", "Step: 56702, Timestamp: 2023-07-03 16:58:28.558720433, Action: SELL, Price: 201.9605123353402, Shares: 0.2724272734983872, Symbol: AAPL, Reward: -0.40764765410663417, Transaction Cost: 0.24094865410663419, Slippage: 0.0, Time Penalty: 0.166699\n", "Step: 56703, Timestamp: 2023-07-03 16:58:28.558720433, Action: SELL, Price: 195.47616716374242, Shares: 0.4612773368842283, Symbol: AAPL, Reward: -0.4402461816754555, Transaction Cost: 0.2735471816754555, Slippage: 0.0, Time Penalty: 0.166699\n", "Step: 56720, Timestamp: 2023-07-03 16:58:35.916633240, Action: SELL, Price: 194.52191947482018, Shares: 0.1835323253732957, Symbol: AAPL, Reward: -0.4523567120609548, Transaction Cost: 0.2839607120609548, Slippage: 0.0, Time Penalty: 0.168396\n", "Step: 56721, Timestamp: 2023-07-03 16:58:35.916633991, Action: SELL, Price: 198.08200140966488, Shares: 0.16186120206196775, Symbol: AAPL, Reward: -0.5486182730645237, Transaction Cost: 0.38097327306452367, Slippage: 0.0, Time Penalty: 0.167645\n", "Step: 56722, Timestamp: 2023-07-03 16:58:35.916634518, Action: SELL, Price: 187.23227264666028, Shares: 0.4633611953229926, Symbol: AAPL, Reward: -0.5480912730645237, Transaction Cost: 0.38097327306452367, Slippage: 0.0, Time Penalty: 0.167118\n", "Step: 56723, Timestamp: 2023-07-03 16:58:35.916660086, Action: SELL, Price: 188.36137858682517, Shares: 0.2638734579355969, Symbol: AAPL, Reward: -0.7570014339992213, Transaction Cost: 0.5918384339992213, Slippage: 0.0, Time Penalty: 0.165163\n", "Step: 56724, Timestamp: 2023-07-03 16:58:35.916841613, Action: SELL, Price: 201.53642444794033, Shares: 0.09902403371184763, Symbol: AAPL, Reward: -0.5466222730645236, Transaction Cost: 0.38097327306452367, Slippage: 0.0, Time Penalty: 0.165649\n", "Step: 56725, Timestamp: 2023-07-03 16:58:35.917033432, Action: SELL, Price: 198.0013142999712, Shares: 0.32590794377527876, Symbol: AAPL, Reward: -0.5453302730645236, Transaction Cost: 0.38097327306452367, Slippage: 0.0, Time Penalty: 0.164357\n", "Step: 56726, Timestamp: 2023-07-03 16:58:35.927907690, Action: SELL, Price: 185.46131745678744, Shares: 0.47728523114089016, Symbol: AAPL, Reward: -0.41895418204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164972\n", "Step: 56727, Timestamp: 2023-07-03 16:58:35.961887785, Action: SELL, Price: 194.26989119673183, Shares: 0.1432577949430143, Symbol: AAPL, Reward: -0.39341056964876386, Transaction Cost: 0.22716856964876386, Slippage: 0.0, Time Penalty: 0.166242\n", "Step: 56728, Timestamp: 2023-07-03 16:58:35.961887785, Action: SELL, Price: 189.30060500299547, Shares: 0.37272176266645646, Symbol: AAPL, Reward: -0.3493911560820645, Transaction Cost: 0.18314915608206453, Slippage: 0.0, Time Penalty: 0.166242\n", "Step: 56754, Timestamp: 2023-07-03 16:58:37.912351095, Action: SELL, Price: 189.04068172046874, Shares: 0.296611122017884, Symbol: AAPL, Reward: -0.2856612574382128, Transaction Cost: 0.11638925743821735, Slippage: 0.0049999999999954525, Time Penalty: 0.164272\n", "Step: 56755, Timestamp: 2023-07-03 16:58:37.919524529, Action: SELL, Price: 185.71784889077915, Shares: 0.34215118766661506, Symbol: AAPL, Reward: -0.24746765461290018, Transaction Cost: 0.07619465461290473, Slippage: 0.0049999999999954525, Time Penalty: 0.166273\n", "Step: 56768, Timestamp: 2023-07-03 16:58:38.266226439, Action: BUY, Price: 195.72088654658657, Shares: 0.10155176278275618, Symbol: AAPL, Reward: -0.42050618204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166524\n", "Step: 56769, Timestamp: 2023-07-03 16:58:38.266254337, Action: BUY, Price: 193.50452049874238, Shares: 0.18266540019004854, Symbol: AAPL, Reward: -0.41823818204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164256\n", "Step: 56770, Timestamp: 2023-07-03 16:58:38.266670673, Action: SELL, Price: 200.79029717806054, Shares: 0.10373218021502248, Symbol: AAPL, Reward: -0.3111617703093387, Transaction Cost: 0.13911177030934327, Slippage: 0.0049999999999954525, Time Penalty: 0.16705\n", "Step: 56771, Timestamp: 2023-07-03 16:58:38.266670673, Action: SELL, Price: 201.52096320937773, Shares: 0.20230014468542706, Symbol: AAPL, Reward: -0.25236621803554016, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.16705\n", "Step: 56801, Timestamp: 2023-07-03 16:58:41.995788627, Action: SELL, Price: 198.44406630649908, Shares: 0.4187461998108226, Symbol: AAPL, Reward: -0.28995226649854566, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.179244\n", "Step: 56802, Timestamp: 2023-07-03 16:58:41.995788627, Action: SELL, Price: 185.27886682634397, Shares: 0.4173629291221518, Symbol: AAPL, Reward: -0.2232350043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.179244\n", "Step: 56803, Timestamp: 2023-07-03 16:58:41.995788627, Action: SELL, Price: 198.9161723462401, Shares: 0.4101325380227453, Symbol: AAPL, Reward: -0.4332261820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.179244\n", "Step: 56809, Timestamp: 2023-07-03 16:58:41.995788627, Action: SELL, Price: 200.72961888985012, Shares: 0.18118621872780685, Symbol: AAPL, Reward: -0.3229180185785381, Transaction Cost: 0.14367401857853812, Slippage: 0.0, Time Penalty: 0.179244\n", "Step: 56875, Timestamp: 2023-07-03 16:58:42.210004169, Action: SELL, Price: 162.58696060909216, Shares: 0.2033630321681777, Symbol: AAPL, Reward: -0.4236581820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164676\n", "Step: 56876, Timestamp: 2023-07-03 16:58:42.221001926, Action: SELL, Price: 201.8487242582283, Shares: 0.1504196407693563, Symbol: AAPL, Reward: -0.4232021820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.16422\n", "Step: 56877, Timestamp: 2023-07-03 16:58:43.687113697, Action: SELL, Price: 150.55889551789144, Shares: 0.49151415721562053, Symbol: AAPL, Reward: -0.34909052322317263, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.169498\n", "Step: 56878, Timestamp: 2023-07-03 16:58:43.687113697, Action: SELL, Price: 201.47340701284202, Shares: 0.3725430349766884, Symbol: AAPL, Reward: -0.19489621820430159, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169498\n", "Step: 56879, Timestamp: 2023-07-03 16:58:43.687113697, Action: SELL, Price: 199.0737758772547, Shares: 0.25247823747007736, Symbol: AAPL, Reward: -0.19489621820430159, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.169498\n", "Step: 56880, Timestamp: 2023-07-03 16:58:43.687113697, Action: SELL, Price: 198.30658218255485, Shares: 0.17493629863614737, Symbol: AAPL, Reward: -0.7070769529018837, Transaction Cost: 0.5375789529018836, Slippage: 0.0, Time Penalty: 0.169498\n", "Step: 56881, Timestamp: 2023-07-03 16:58:43.687151518, Action: SELL, Price: 188.41868783137758, Shares: 0.13576353907755342, Symbol: AAPL, Reward: -0.2913160910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.164325\n", "Step: 56882, Timestamp: 2023-07-03 16:58:43.687168603, Action: SELL, Price: 187.28567645455698, Shares: 0.32329315490230154, Symbol: AAPL, Reward: -0.30128101305471333, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.169308\n", "Step: 56883, Timestamp: 2023-07-03 16:58:43.687168603, Action: SELL, Price: 199.1719756700911, Shares: 0.12121909123315841, Symbol: AAPL, Reward: -0.20522650464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.169308\n", "Step: 56884, Timestamp: 2023-07-03 16:58:43.687168603, Action: SELL, Price: 194.9454477441664, Shares: 0.30094254139240084, Symbol: AAPL, Reward: -0.20522650464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.169308\n", "Step: 56885, Timestamp: 2023-07-03 16:58:43.687168603, Action: SELL, Price: 198.44349784054043, Shares: 0.5013315597420351, Symbol: AAPL, Reward: -0.5284930464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.169308\n", "Step: 56886, Timestamp: 2023-07-03 16:58:43.687168603, Action: SELL, Price: 202.01161453700266, Shares: 0.12179985764037776, Symbol: AAPL, Reward: -0.4344731828331002, Transaction Cost: 0.2651651828331002, Slippage: 0.0, Time Penalty: 0.169308\n", "Step: 56887, Timestamp: 2023-07-03 16:58:43.687194791, Action: SELL, Price: 199.47970555918212, Shares: 0.5079588614092542, Symbol: AAPL, Reward: -0.24021865461290473, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.164024\n", "Step: 56888, Timestamp: 2023-07-03 16:58:43.753002648, Action: SELL, Price: 199.59827798879667, Shares: 0.4604987675484197, Symbol: AAPL, Reward: -0.5285040464463691, Transaction Cost: 0.35918504644634525, Slippage: 0.005000000000023874, Time Penalty: 0.164319\n", "Step: 56890, Timestamp: 2023-07-03 16:58:43.966523967, Action: SELL, Price: 186.30208286204848, Shares: 0.35682137704105316, Symbol: AAPL, Reward: -0.42343318204303965, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164451\n", "Step: 56891, Timestamp: 2023-07-03 16:58:43.987583430, Action: SELL, Price: 198.0143908262327, Shares: 0.33229354428050567, Symbol: AAPL, Reward: -0.2556192180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.175303\n", "Step: 56892, Timestamp: 2023-07-03 16:58:43.987583430, Action: SELL, Price: 197.6968604400366, Shares: 0.5179659319584456, Symbol: AAPL, Reward: -0.30229409102150784, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.175303\n", "Step: 56893, Timestamp: 2023-07-03 16:58:43.987583430, Action: SELL, Price: 193.8826201121975, Shares: 0.4566543399747329, Symbol: AAPL, Reward: -0.42928518204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.175303\n", "Step: 56894, Timestamp: 2023-07-03 16:58:43.987583430, Action: SELL, Price: 201.38719310646505, Shares: 0.11421717758128158, Symbol: AAPL, Reward: -0.42928518204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.175303\n", "Step: 56895, Timestamp: 2023-07-03 16:58:43.987583430, Action: SELL, Price: 188.75132884853062, Shares: 0.4262936041593247, Symbol: AAPL, Reward: -0.5344880464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.175303\n", "Step: 56896, Timestamp: 2023-07-03 16:58:43.987583430, Action: SELL, Price: 183.93299009143075, Shares: 0.17163610381278763, Symbol: AAPL, Reward: -0.20070121820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.175303\n", "Step: 56897, Timestamp: 2023-07-03 16:58:43.987583430, Action: SELL, Price: 190.62413862582162, Shares: 0.1423323561020419, Symbol: AAPL, Reward: -0.5344880464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.175303\n", "Step: 56898, Timestamp: 2023-07-03 16:58:43.987583430, Action: SELL, Price: 194.6426200300718, Shares: 0.13251230149731819, Symbol: AAPL, Reward: -0.35489552322317264, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.175303\n", "Step: 56899, Timestamp: 2023-07-03 16:58:43.987583430, Action: SELL, Price: 189.70016255649935, Shares: 0.49147829227054257, Symbol: AAPL, Reward: -0.5468469010695904, Transaction Cost: 0.37154390106959045, Slippage: 0.0, Time Penalty: 0.175303\n", "Step: 56900, Timestamp: 2023-07-03 16:58:43.987979552, Action: SELL, Price: 188.63600297128292, Shares: 0.17718260497865226, Symbol: AAPL, Reward: -0.4009503860920468, Transaction Cost: 0.23553338609204677, Slippage: 0.0, Time Penalty: 0.165417\n", "Step: 56901, Timestamp: 2023-07-03 16:58:43.987979552, Action: SELL, Price: 183.99775217254785, Shares: 0.40038483305436473, Symbol: AAPL, Reward: -0.39116130125323645, Transaction Cost: 0.2257443012532364, Slippage: 0.0, Time Penalty: 0.165417\n", "Step: 56915, Timestamp: 2023-07-03 16:58:45.904601322, Action: SELL, Price: 183.0639954887467, Shares: 0.14027233085755272, Symbol: AAPL, Reward: -0.31247229419729106, Transaction Cost: 0.14141129419729104, Slippage: 0.0, Time Penalty: 0.171061\n", "Step: 56916, Timestamp: 2023-07-03 16:58:45.904601322, Action: SELL, Price: 184.3526286789942, Shares: 0.2337978709290007, Symbol: AAPL, Reward: -0.2513772180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.171061\n", "Step: 56917, Timestamp: 2023-07-03 16:58:45.904601322, Action: SELL, Price: 196.63960855507787, Shares: 0.38009703215671975, Symbol: AAPL, Reward: -0.2150520043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.171061\n", "Step: 56918, Timestamp: 2023-07-03 16:58:45.904601322, Action: SELL, Price: 185.24621790077592, Shares: 0.39604370793337534, Symbol: AAPL, Reward: -0.3611238615100427, Transaction Cost: 0.19006286151004276, Slippage: 0.0, Time Penalty: 0.171061\n", "Step: 56919, Timestamp: 2023-07-03 16:58:45.928258450, Action: SELL, Price: 197.59096230079632, Shares: 0.2901705419522384, Symbol: AAPL, Reward: -0.34084372025448484, Transaction Cost: 0.16847272025448481, Slippage: 0.0, Time Penalty: 0.172371\n", "Step: 56920, Timestamp: 2023-07-03 16:58:45.928258450, Action: SELL, Price: 188.1048428049266, Shares: 0.2277571599833005, Symbol: AAPL, Reward: -0.2163620043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.172371\n", "Step: 56921, Timestamp: 2023-07-03 16:58:45.928258450, Action: SELL, Price: 183.87484053087968, Shares: 0.19917140648006396, Symbol: AAPL, Reward: -0.42635318204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172371\n", "Step: 56922, Timestamp: 2023-07-03 16:58:45.928258450, Action: SELL, Price: 199.63372165244115, Shares: 0.49390964450573493, Symbol: AAPL, Reward: -0.19776921820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.172371\n", "Step: 56923, Timestamp: 2023-07-03 16:58:45.928258450, Action: SELL, Price: 201.4651176680583, Shares: 0.5231087114814553, Symbol: AAPL, Reward: -0.35552015608206455, Transaction Cost: 0.18314915608206453, Slippage: 0.0, Time Penalty: 0.172371\n", "Step: 56924, Timestamp: 2023-07-03 16:58:45.928294296, Action: SELL, Price: 199.80047817491342, Shares: 0.12286155034177078, Symbol: AAPL, Reward: -0.5298260464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.170641\n", "Step: 56925, Timestamp: 2023-07-03 16:58:45.928337279, Action: SELL, Price: 197.01284017297078, Shares: 0.1180407392331693, Symbol: AAPL, Reward: -0.5399150464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.18073\n", "Step: 56926, Timestamp: 2023-07-03 16:58:45.928395632, Action: SELL, Price: 186.24782845224547, Shares: 0.3703221168930325, Symbol: AAPL, Reward: -1.0683054883997884, Transaction Cost: 0.8849374883997885, Slippage: 0.0, Time Penalty: 0.183368\n", "Step: 56927, Timestamp: 2023-07-03 16:58:45.928452891, Action: SELL, Price: 197.21750868035136, Shares: 0.1163652887411801, Symbol: AAPL, Reward: -0.6197200435157111, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.17981\n", "Step: 56928, Timestamp: 2023-07-03 16:58:45.928464589, Action: SELL, Price: 185.6205642941814, Shares: 0.42727006155071084, Symbol: AAPL, Reward: -0.3297177885640667, Transaction Cost: 0.1480957885640667, Slippage: 0.0, Time Penalty: 0.181622\n", "Step: 56941, Timestamp: 2023-07-03 16:58:47.693527624, Action: SELL, Price: 208.97531909816183, Shares: 0.4203402893532633, Symbol: AAPL, Reward: -0.22289614241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.166104\n", "Step: 56942, Timestamp: 2023-07-03 16:58:47.693527624, Action: SELL, Price: 197.1562000732956, Shares: 0.2924942008083824, Symbol: AAPL, Reward: -0.3770774454114517, Transaction Cost: 0.21097344541145174, Slippage: 0.0, Time Penalty: 0.166104\n", "Step: 56943, Timestamp: 2023-07-03 16:58:48.024218092, Action: SELL, Price: 186.00630262542342, Shares: 0.38964116849609215, Symbol: AAPL, Reward: -0.31040229419729104, Transaction Cost: 0.14141129419729104, Slippage: 0.0, Time Penalty: 0.168991\n", "Step: 56944, Timestamp: 2023-07-03 16:58:48.024218092, Action: SELL, Price: 191.57902896253236, Shares: 0.330199999651484, Symbol: AAPL, Reward: -0.42297318204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168991\n", "Step: 56945, Timestamp: 2023-07-03 16:58:48.024218092, Action: SELL, Price: 199.01421220417075, Shares: 0.1391926854981713, Symbol: AAPL, Reward: -0.29849701023422126, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.168991\n", "Step: 56946, Timestamp: 2023-07-03 16:58:48.024218092, Action: SELL, Price: 191.61119848975054, Shares: 0.26829739233010236, Symbol: AAPL, Reward: -0.31040229419729104, Transaction Cost: 0.14141129419729104, Slippage: 0.0, Time Penalty: 0.168991\n", "Step: 56955, Timestamp: 2023-07-03 16:58:48.299428629, Action: BUY, Price: 194.04087230150648, Shares: 0.1865546483131412, Symbol: AAPL, Reward: -0.37734275225719505, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.170609\n", "Step: 56956, Timestamp: 2023-07-03 16:58:48.299428629, Action: BUY, Price: 187.36240363192374, Shares: 0.3949376160976552, Symbol: AAPL, Reward: -0.23740114241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.170609\n", "Step: 56957, Timestamp: 2023-07-03 16:58:48.299428629, Action: BUY, Price: 195.521197589641, Shares: 0.1260215895382285, Symbol: AAPL, Reward: -0.26092521803553564, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.170609\n", "Step: 56958, Timestamp: 2023-07-03 16:58:48.299428629, Action: BUY, Price: 201.72717125652062, Shares: 0.21214067742111034, Symbol: AAPL, Reward: -1.196537728172054, Transaction Cost: 1.015928728172063, Slippage: 0.009999999999990905, Time Penalty: 0.170609\n", "Step: 56959, Timestamp: 2023-07-03 16:58:48.299428629, Action: BUY, Price: 199.07685866023382, Shares: 0.40720860096023664, Symbol: AAPL, Reward: -0.4049825329970822, Transaction Cost: 0.2214165329970913, Slippage: 0.009999999999990905, Time Penalty: 0.173566\n", "Step: 56960, Timestamp: 2023-07-03 16:58:48.299428629, Action: BUY, Price: 193.50090646565494, Shares: 0.26673407824157885, Symbol: AAPL, Reward: -0.6915303640860224, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.173566\n", "Step: 56961, Timestamp: 2023-07-03 16:58:48.299428629, Action: BUY, Price: 197.661387174666, Shares: 0.4855158038724713, Symbol: AAPL, Reward: -0.8056927497640478, Transaction Cost: 0.6221267497640569, Slippage: 0.009999999999990905, Time Penalty: 0.173566\n", "Step: 56973, Timestamp: 2023-07-03 16:58:49.072556981, Action: SELL, Price: 193.14239695185427, Shares: 0.17434637533123418, Symbol: AAPL, Reward: -0.3101547703093387, Transaction Cost: 0.13911177030934327, Slippage: 0.0049999999999954525, Time Penalty: 0.166043\n", "Step: 56974, Timestamp: 2023-07-03 16:58:49.198707703, Action: SELL, Price: 192.41414869747086, Shares: 0.3960343455670347, Symbol: AAPL, Reward: -0.24912921803554017, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.163813\n", "Step: 56975, Timestamp: 2023-07-03 16:58:49.789819020, Action: SELL, Price: 199.15610367547754, Shares: 0.5288849639790665, Symbol: AAPL, Reward: -0.42365218204301125, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.16467\n", "Step: 56987, Timestamp: 2023-07-03 16:58:50.033689359, Action: BUY, Price: 187.71234663330895, Shares: 0.4122241078709753, Symbol: AAPL, Reward: -0.43484918204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170867\n", "Step: 56988, Timestamp: 2023-07-03 16:58:50.033689359, Action: BUY, Price: 198.50996067075295, Shares: 0.4000064505604484, Symbol: AAPL, Reward: -0.7487884241219005, Transaction Cost: 0.5679214241219096, Slippage: 0.009999999999990905, Time Penalty: 0.170867\n", "Step: 56989, Timestamp: 2023-07-03 16:58:50.033689359, Action: BUY, Price: 191.23629140356533, Shares: 0.5273418014683646, Symbol: AAPL, Reward: -0.4022835329970822, Transaction Cost: 0.2214165329970913, Slippage: 0.009999999999990905, Time Penalty: 0.170867\n", "Step: 56990, Timestamp: 2023-07-03 16:58:50.200813566, Action: BUY, Price: 208.55622734936534, Shares: 0.20568353612440454, Symbol: AAPL, Reward: -0.42349969990561365, Transaction Cost: 0.24885069990562278, Slippage: 0.009999999999990905, Time Penalty: 0.164649\n", "Step: 57023, Timestamp: 2023-07-03 16:58:54.093196019, Action: BUY, Price: 185.34723800591357, Shares: 0.2727274985794059, Symbol: AAPL, Reward: -0.6359100435157019, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.186\n", "Step: 57024, Timestamp: 2023-07-03 16:58:54.093196019, Action: BUY, Price: 187.64646111922139, Shares: 0.29439480319147243, Symbol: AAPL, Reward: -0.44998218204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.186\n", "Step: 57025, Timestamp: 2023-07-03 16:58:54.093196019, Action: BUY, Price: 196.40852183220483, Shares: 0.30371331322539674, Symbol: AAPL, Reward: -0.25279214241218184, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.186\n", "Step: 57026, Timestamp: 2023-07-03 16:58:54.093196019, Action: BUY, Price: 190.62913435231764, Shares: 0.14299805623382805, Symbol: AAPL, Reward: -0.44998218204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.186\n", "Step: 57041, Timestamp: 2023-07-03 16:58:54.118007292, Action: SELL, Price: 190.5553684766466, Shares: 0.26650698250944793, Symbol: AAPL, Reward: -0.24959165461290017, Transaction Cost: 0.07619465461290473, Slippage: 0.0049999999999954525, Time Penalty: 0.168397\n", "Step: 57042, Timestamp: 2023-07-03 16:58:54.118007777, Action: SELL, Price: 200.63391496872646, Shares: 0.3737614411856453, Symbol: AAPL, Reward: -0.5239223591050842, Transaction Cost: 0.35101035910508877, Slippage: 0.0049999999999954525, Time Penalty: 0.167912\n", "Step: 57060, Timestamp: 2023-07-03 16:58:57.124979160, Action: SELL, Price: 195.1141213296521, Shares: 0.4847088810405185, Symbol: AAPL, Reward: -0.4113466541066342, Transaction Cost: 0.24094865410663419, Slippage: 0.0, Time Penalty: 0.170398\n", "Step: 57076, Timestamp: 2023-07-03 16:58:59.594443720, Action: SELL, Price: 184.51298639171773, Shares: 0.3208616096287021, Symbol: AAPL, Reward: -0.20446250464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.168544\n", "Step: 57077, Timestamp: 2023-07-03 16:58:59.594443720, Action: SELL, Price: 187.94081656112965, Shares: 0.35936434892849994, Symbol: AAPL, Reward: -0.41215515100032896, Transaction Cost: 0.24361115100032896, Slippage: 0.0, Time Penalty: 0.168544\n", "Step: 57078, Timestamp: 2023-07-03 16:58:59.594473537, Action: SELL, Price: 197.428741680791, Shares: 0.29757660918842754, Symbol: AAPL, Reward: -0.24354800928926906, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.171711\n", "Step: 57082, Timestamp: 2023-07-03 16:58:59.594497515, Action: SELL, Price: 200.63629513603746, Shares: 0.1271807385171377, Symbol: AAPL, Reward: -0.4254371820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171455\n", "Step: 57083, Timestamp: 2023-07-03 16:58:59.594497515, Action: SELL, Price: 188.54911213011488, Shares: 0.4683305406538286, Symbol: AAPL, Reward: -0.4254371820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171455\n", "Step: 57127, Timestamp: 2023-07-03 16:59:00.118296821, Action: BUY, Price: 191.6680235639425, Shares: 0.15566476816002026, Symbol: AAPL, Reward: -0.5341260464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.164941\n", "Step: 57128, Timestamp: 2023-07-03 16:59:00.118336730, Action: BUY, Price: 200.58562333371904, Shares: 0.12338506371001834, Symbol: AAPL, Reward: -0.42906018204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165078\n", "Step: 57129, Timestamp: 2023-07-03 16:59:00.174560840, Action: BUY, Price: 184.8051047509188, Shares: 0.14517853574571815, Symbol: AAPL, Reward: -0.363901024929208, Transaction Cost: 0.1866380249292171, Slippage: 0.009999999999990905, Time Penalty: 0.167263\n", "Step: 57130, Timestamp: 2023-07-03 16:59:00.174560840, Action: BUY, Price: 192.87957499207184, Shares: 0.122016886946198, Symbol: AAPL, Reward: -0.43124518204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167263\n", "Step: 57131, Timestamp: 2023-07-03 16:59:00.174560840, Action: BUY, Price: 194.82404924602025, Shares: 0.2955595796342551, Symbol: AAPL, Reward: -0.2614993601272333, Transaction Cost: 0.08423636012724241, Slippage: 0.009999999999990905, Time Penalty: 0.167263\n", "Step: 57132, Timestamp: 2023-07-03 16:59:00.174593282, Action: BUY, Price: 197.88339211443105, Shares: 0.3371804345960133, Symbol: AAPL, Reward: -0.2841145139338945, Transaction Cost: 0.10775551393390358, Slippage: 0.009999999999990905, Time Penalty: 0.166359\n", "Step: 57133, Timestamp: 2023-07-03 16:59:00.175004664, Action: BUY, Price: 185.20955544369494, Shares: 0.4334328243967686, Symbol: AAPL, Reward: -0.26816357804102314, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.166589\n", "Step: 57134, Timestamp: 2023-07-03 16:59:00.175020855, Action: BUY, Price: 192.20442212788976, Shares: 0.242087877578321, Symbol: AAPL, Reward: -0.25257565461289566, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.166381\n", "Step: 57135, Timestamp: 2023-07-03 16:59:00.175028809, Action: BUY, Price: 197.75715083970977, Shares: 0.49506454697947505, Symbol: AAPL, Reward: -0.24182436911272637, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.164627\n", "Step: 57136, Timestamp: 2023-07-03 16:59:00.175038746, Action: BUY, Price: 195.26252997938454, Shares: 0.4864612613648512, Symbol: AAPL, Reward: -0.34767026638365156, Transaction Cost: 0.16459926638366065, Slippage: 0.009999999999990905, Time Penalty: 0.173071\n", "Step: 57137, Timestamp: 2023-07-03 16:59:00.175038746, Action: BUY, Price: 195.69731498937662, Shares: 0.24580285394779086, Symbol: AAPL, Reward: -0.25490800928925994, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.173071\n", "Step: 57138, Timestamp: 2023-07-03 16:59:00.175038746, Action: BUY, Price: 184.7424720629562, Shares: 0.4340793380620923, Symbol: AAPL, Reward: -0.41584951487642563, Transaction Cost: 0.2327785148764347, Slippage: 0.009999999999990905, Time Penalty: 0.173071\n", "Step: 57139, Timestamp: 2023-07-03 16:59:00.175039826, Action: BUY, Price: 193.89192537886015, Shares: 0.4085040410128275, Symbol: AAPL, Reward: -0.23878314241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.171991\n", "Step: 57140, Timestamp: 2023-07-03 16:59:00.175042228, Action: BUY, Price: 200.3857477085532, Shares: 0.17611741928148217, Symbol: AAPL, Reward: -0.2638253601272333, Transaction Cost: 0.08423636012724241, Slippage: 0.009999999999990905, Time Penalty: 0.169589\n", "Step: 57157, Timestamp: 2023-07-03 16:59:00.473128368, Action: BUY, Price: 187.6847786916621, Shares: 0.48729561810839117, Symbol: AAPL, Reward: -0.3790541073381972, Transaction Cost: 0.20159210733820634, Slippage: 0.009999999999990905, Time Penalty: 0.167462\n", "Step: 57158, Timestamp: 2023-07-03 16:59:00.473128368, Action: BUY, Price: 199.47289784759454, Shares: 0.3108069088392937, Symbol: AAPL, Reward: -0.43144418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167462\n", "Step: 57159, Timestamp: 2023-07-03 16:59:00.473128368, Action: BUY, Price: 191.51356764158268, Shares: 0.1368137443892679, Symbol: AAPL, Reward: -0.408850779978894, Transaction Cost: 0.23138877997890311, Slippage: 0.009999999999990905, Time Penalty: 0.167462\n", "Step: 57160, Timestamp: 2023-07-03 16:59:00.473272073, Action: BUY, Price: 196.93132722019882, Shares: 0.292444452520109, Symbol: AAPL, Reward: -0.2790715363588116, Transaction Cost: 0.10471953635882071, Slippage: 0.009999999999990905, Time Penalty: 0.164352\n", "Step: 57161, Timestamp: 2023-07-03 16:59:00.764124478, Action: BUY, Price: 184.39131893097968, Shares: 0.38051794716753934, Symbol: AAPL, Reward: -0.2044492182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169051\n", "Step: 57162, Timestamp: 2023-07-03 16:59:00.764124478, Action: BUY, Price: 197.95625364026492, Shares: 0.38500118203378314, Symbol: AAPL, Reward: -0.43303318204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169051\n", "Step: 57163, Timestamp: 2023-07-03 16:59:00.764124478, Action: BUY, Price: 194.84648863403982, Shares: 0.3712712980478439, Symbol: AAPL, Reward: -0.23584314241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.169051\n", "Step: 57164, Timestamp: 2023-07-03 16:59:00.764124478, Action: BUY, Price: 201.9411244493937, Shares: 0.27294517479673397, Symbol: AAPL, Reward: -0.43303318204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169051\n", "Step: 57165, Timestamp: 2023-07-03 16:59:00.764124478, Action: BUY, Price: 188.5285404037372, Shares: 0.4380632263161604, Symbol: AAPL, Reward: -0.23267600435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.178685\n", "Step: 57166, Timestamp: 2023-07-03 16:59:00.764124478, Action: BUY, Price: 183.94781156014068, Shares: 0.31588269130972907, Symbol: AAPL, Reward: -0.23267600435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.178685\n", "Step: 57167, Timestamp: 2023-07-03 16:59:00.764124478, Action: BUY, Price: 184.29550687716434, Shares: 0.4615604208854824, Symbol: AAPL, Reward: -0.2140832182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.178685\n", "Step: 57168, Timestamp: 2023-07-03 16:59:00.764124478, Action: BUY, Price: 193.27161851184275, Shares: 0.372575421751072, Symbol: AAPL, Reward: -0.23948143640859407, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.178685\n", "Step: 57169, Timestamp: 2023-07-03 16:59:00.764124478, Action: BUY, Price: 184.35648533783365, Shares: 0.26181912488137604, Symbol: AAPL, Reward: -0.4426671820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.178685\n", "Step: 57170, Timestamp: 2023-07-03 16:59:00.764124478, Action: BUY, Price: 184.1905528938735, Shares: 0.43632831984465503, Symbol: AAPL, Reward: -0.42007377997889406, Transaction Cost: 0.23138877997890311, Slippage: 0.009999999999990905, Time Penalty: 0.178685\n", "Step: 57186, Timestamp: 2023-07-03 16:59:01.062095636, Action: SELL, Price: 198.5991424748926, Shares: 0.15088602092237863, Symbol: AAPL, Reward: -0.4339151820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.174933\n", "Step: 57187, Timestamp: 2023-07-03 16:59:01.062095636, Action: SELL, Price: 183.66013492989975, Shares: 0.22614596272625137, Symbol: AAPL, Reward: -0.5341180464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.174933\n", "Step: 57188, Timestamp: 2023-07-03 16:59:01.062095636, Action: SELL, Price: 201.20227880529012, Shares: 0.314122195523174, Symbol: AAPL, Reward: -0.42891518204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174933\n", "Step: 57189, Timestamp: 2023-07-03 16:59:01.062095636, Action: SELL, Price: 194.0366350500566, Shares: 0.4496108405966789, Symbol: AAPL, Reward: -0.3294243300294638, Transaction Cost: 0.15449133002946377, Slippage: 0.0, Time Penalty: 0.174933\n", "Step: 57190, Timestamp: 2023-07-03 16:59:01.062095636, Action: SELL, Price: 189.0402616199163, Shares: 0.4947605453841066, Symbol: AAPL, Reward: -0.42891518204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174933\n", "Step: 57191, Timestamp: 2023-07-03 16:59:01.062095636, Action: SELL, Price: 199.0193454212259, Shares: 0.3064200378027106, Symbol: AAPL, Reward: -0.42891518204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174933\n", "Step: 57192, Timestamp: 2023-07-03 16:59:01.062095636, Action: SELL, Price: 188.44909183890516, Shares: 0.16025073909096005, Symbol: AAPL, Reward: -1.1513615448485215, Transaction Cost: 0.9764285448485215, Slippage: 0.0, Time Penalty: 0.174933\n", "Step: 57193, Timestamp: 2023-07-03 16:59:01.062131274, Action: SELL, Price: 192.22341078745245, Shares: 0.36414068867885496, Symbol: AAPL, Reward: -0.28369620293689046, Transaction Cost: 0.11912820293689044, Slippage: 0.0, Time Penalty: 0.164568\n", "Step: 57194, Timestamp: 2023-07-03 16:59:01.062845551, Action: SELL, Price: 193.5120494024956, Shares: 0.33219201294875833, Symbol: AAPL, Reward: -0.4615910371570672, Transaction Cost: 0.28734803715707624, Slippage: 0.009999999999990905, Time Penalty: 0.164243\n", "Step: 57195, Timestamp: 2023-07-03 16:59:01.077213100, Action: SELL, Price: 197.32919454586897, Shares: 0.2094735540157167, Symbol: AAPL, Reward: -0.42996118204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165979\n", "Step: 57196, Timestamp: 2023-07-03 16:59:01.077995497, Action: SELL, Price: 194.75622939336117, Shares: 0.5027995315423406, Symbol: AAPL, Reward: -0.4333137625019988, Transaction Cost: 0.25776376250200794, Slippage: 0.009999999999990905, Time Penalty: 0.16555\n", "Step: 57197, Timestamp: 2023-07-03 16:59:01.077995497, Action: SELL, Price: 200.12770029089896, Shares: 0.2466355335358318, Symbol: AAPL, Reward: -0.3440227202544757, Transaction Cost: 0.16847272025448481, Slippage: 0.009999999999990905, Time Penalty: 0.16555\n", "Step: 57201, Timestamp: 2023-07-03 16:59:02.192096121, Action: BUY, Price: 187.82431702993028, Shares: 0.2941011098594209, Symbol: AAPL, Reward: -0.35494072025447576, Transaction Cost: 0.16847272025448481, Slippage: 0.009999999999990905, Time Penalty: 0.176468\n", "Step: 57202, Timestamp: 2023-07-03 16:59:02.192096121, Action: BUY, Price: 198.01542070739376, Shares: 0.48034727154626206, Symbol: AAPL, Reward: -0.29717626649853657, Transaction Cost: 0.11070826649854565, Slippage: 0.009999999999990905, Time Penalty: 0.176468\n", "Step: 57203, Timestamp: 2023-07-03 16:59:02.192121507, Action: BUY, Price: 183.72902593764576, Shares: 0.2733727429258771, Symbol: AAPL, Reward: -0.4807552423784931, Transaction Cost: 0.28958424237850217, Slippage: 0.009999999999990905, Time Penalty: 0.181171\n", "Step: 57204, Timestamp: 2023-07-03 16:59:02.192121507, Action: BUY, Price: 189.06140309680575, Shares: 0.3415417307478631, Symbol: AAPL, Reward: -0.26736565461289563, Transaction Cost: 0.07619465461290473, Slippage: 0.009999999999990905, Time Penalty: 0.181171\n", "Step: 57205, Timestamp: 2023-07-03 16:59:02.192121507, Action: BUY, Price: 186.79236186983263, Shares: 0.5309329534340314, Symbol: AAPL, Reward: -0.38953742549874376, Transaction Cost: 0.19836642549875286, Slippage: 0.009999999999990905, Time Penalty: 0.181171\n", "Step: 57206, Timestamp: 2023-07-03 16:59:02.192133120, Action: BUY, Price: 199.22692055958785, Shares: 0.2497883454641165, Symbol: AAPL, Reward: -0.4963715764513311, Transaction Cost: 0.2994405764513402, Slippage: 0.009999999999990905, Time Penalty: 0.186931\n", "Step: 57207, Timestamp: 2023-07-03 16:59:02.192133120, Action: BUY, Price: 186.55158399805006, Shares: 0.31445172846443276, Symbol: AAPL, Reward: -0.3493203092258004, Transaction Cost: 0.15238930922580946, Slippage: 0.009999999999990905, Time Penalty: 0.186931\n", "Step: 57208, Timestamp: 2023-07-03 16:59:02.192133120, Action: BUY, Price: 195.18785791566296, Shares: 0.1437236590882087, Symbol: AAPL, Reward: -0.45344043017993235, Transaction Cost: 0.25650943017994143, Slippage: 0.009999999999990905, Time Penalty: 0.186931\n", "Step: 57209, Timestamp: 2023-07-03 16:59:02.192133120, Action: BUY, Price: 190.0962475957816, Shares: 0.3896255961302927, Symbol: AAPL, Reward: -0.24092200435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.186931\n", "Step: 57210, Timestamp: 2023-07-03 16:59:02.192133120, Action: BUY, Price: 194.9176587321491, Shares: 0.11906638375020034, Symbol: AAPL, Reward: -0.2591436749763966, Transaction Cost: 0.062212674976405695, Slippage: 0.009999999999990905, Time Penalty: 0.186931\n", "Step: 57211, Timestamp: 2023-07-03 16:59:02.192133120, Action: BUY, Price: 201.33892752114247, Shares: 0.15281008265146837, Symbol: AAPL, Reward: -0.4509131820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.186931\n", "Step: 57227, Timestamp: 2023-07-03 16:59:03.422701994, Action: BUY, Price: 195.92247790238235, Shares: 0.15272746383559696, Symbol: AAPL, Reward: -0.4395121820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.17553\n", "Step: 57228, Timestamp: 2023-07-03 16:59:03.422701994, Action: BUY, Price: 194.8091961084342, Shares: 0.40116510367659675, Symbol: AAPL, Reward: -0.22144850464465385, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.17553\n", "Step: 57229, Timestamp: 2023-07-03 16:59:03.422701994, Action: BUY, Price: 195.86361973481308, Shares: 0.17175429058533345, Symbol: AAPL, Reward: -0.2109282182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.17553\n", "Step: 57230, Timestamp: 2023-07-03 16:59:03.422701994, Action: BUY, Price: 191.01123127588602, Shares: 0.3475865204073862, Symbol: AAPL, Reward: -0.22952100435159042, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.17553\n", "Step: 57231, Timestamp: 2023-07-03 16:59:03.422701994, Action: BUY, Price: 184.8897554744025, Shares: 0.36213342266845233, Symbol: AAPL, Reward: -0.2109282182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.17553\n", "Step: 57232, Timestamp: 2023-07-03 16:59:03.422701994, Action: BUY, Price: 187.67569070071917, Shares: 0.18273268590169214, Symbol: AAPL, Reward: -0.4304615463137974, Transaction Cost: 0.24493154631377806, Slippage: 0.010000000000019327, Time Penalty: 0.17553\n", "Step: 57233, Timestamp: 2023-07-03 16:59:03.422824110, Action: BUY, Price: 189.5532222890522, Shares: 0.30483662159545644, Symbol: AAPL, Reward: -0.25325336911275476, Transaction Cost: 0.06719736911273545, Slippage: 0.010000000000019327, Time Penalty: 0.176056\n", "Step: 57234, Timestamp: 2023-07-03 16:59:03.422824110, Action: BUY, Price: 187.33781096615522, Shares: 0.32630389481284783, Symbol: AAPL, Reward: -0.26637221803556405, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.176056\n", "Step: 57235, Timestamp: 2023-07-03 16:59:03.422824110, Action: BUY, Price: 190.2452888628974, Shares: 0.19652202800259871, Symbol: AAPL, Reward: -0.4413049339513385, Transaction Cost: 0.2552489339513192, Slippage: 0.010000000000019327, Time Penalty: 0.176056\n", "Step: 57236, Timestamp: 2023-07-03 16:59:03.422824110, Action: BUY, Price: 198.87739385611178, Shares: 0.47371434294935394, Symbol: AAPL, Reward: -0.4400381820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.176056\n", "Step: 57237, Timestamp: 2023-07-03 16:59:03.422824110, Action: BUY, Price: 187.85768932258048, Shares: 0.45019562308794586, Symbol: AAPL, Reward: -0.4074725329971106, Transaction Cost: 0.2214165329970913, Slippage: 0.010000000000019327, Time Penalty: 0.176056\n", "Step: 57238, Timestamp: 2023-07-03 16:59:03.422824110, Action: BUY, Price: 189.99598180790386, Shares: 0.12151301940080525, Symbol: AAPL, Reward: -0.4400381820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.176056\n", "Step: 57239, Timestamp: 2023-07-03 16:59:03.422832189, Action: BUY, Price: 193.2892483760282, Shares: 0.48429012140256816, Symbol: AAPL, Reward: -0.3702295232231919, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.180637\n", "Step: 57240, Timestamp: 2023-07-03 16:59:03.426609605, Action: BUY, Price: 191.83202490852617, Shares: 0.10307923724073619, Symbol: AAPL, Reward: -0.26443421803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.174118\n", "Step: 57241, Timestamp: 2023-07-03 16:59:03.426609605, Action: BUY, Price: 199.85077203801507, Shares: 0.4595497715440583, Symbol: AAPL, Reward: -0.38085175225719503, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.174118\n", "Step: 57242, Timestamp: 2023-07-03 16:59:03.426609605, Action: BUY, Price: 184.1408336010339, Shares: 0.2722805954092892, Symbol: AAPL, Reward: -0.3857101073381972, Transaction Cost: 0.20159210733820634, Slippage: 0.009999999999990905, Time Penalty: 0.174118\n", "Step: 57243, Timestamp: 2023-07-03 16:59:03.426609605, Action: BUY, Price: 198.8016853423026, Shares: 0.27629567923012166, Symbol: AAPL, Reward: -0.22003650464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.174118\n", "Step: 57244, Timestamp: 2023-07-03 16:59:03.426609605, Action: BUY, Price: 184.94248331009925, Shares: 0.4926813852252092, Symbol: AAPL, Reward: -0.20951621820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174118\n", "Step: 57245, Timestamp: 2023-07-03 16:59:03.426609605, Action: BUY, Price: 191.84478719333265, Shares: 0.18855690658508928, Symbol: AAPL, Reward: -0.30592357550015536, Transaction Cost: 0.12180557550016448, Slippage: 0.009999999999990905, Time Penalty: 0.174118\n", "Step: 57261, Timestamp: 2023-07-03 16:59:05.017082536, Action: SELL, Price: 184.57386905620245, Shares: 0.40899693387998176, Symbol: AAPL, Reward: -0.42562018204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171638\n", "Step: 57277, Timestamp: 2023-07-03 16:59:06.466901482, Action: BUY, Price: 183.54848864454223, Shares: 0.44416914145919584, Symbol: AAPL, Reward: -0.42422718204301124, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165245\n", "Step: 57278, Timestamp: 2023-07-03 16:59:06.749725014, Action: BUY, Price: 201.84758265692696, Shares: 0.18700754671461378, Symbol: AAPL, Reward: -0.37633277012653166, Transaction Cost: 0.19998577012654073, Slippage: 0.009999999999990905, Time Penalty: 0.166347\n", "Step: 57279, Timestamp: 2023-07-03 16:59:06.749725014, Action: BUY, Price: 199.3301791458697, Shares: 0.2649690181930156, Symbol: AAPL, Reward: -0.37471342549874376, Transaction Cost: 0.19836642549875286, Slippage: 0.009999999999990905, Time Penalty: 0.166347\n", "Step: 57280, Timestamp: 2023-07-03 16:59:07.296778527, Action: BUY, Price: 193.27820656538378, Shares: 0.3920098960290069, Symbol: AAPL, Reward: -0.2804404307550123, Transaction Cost: 0.09503143075502138, Slippage: 0.009999999999990905, Time Penalty: 0.175409\n", "Step: 57281, Timestamp: 2023-07-03 16:59:07.296778527, Action: BUY, Price: 195.68396783207018, Shares: 0.2479544380367544, Symbol: AAPL, Reward: -0.2657252180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.175409\n", "Step: 57282, Timestamp: 2023-07-03 16:59:07.296778527, Action: BUY, Price: 198.44057021550742, Shares: 0.1643579270812196, Symbol: AAPL, Reward: -0.24220114241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.175409\n", "Step: 57283, Timestamp: 2023-07-03 16:59:07.296778527, Action: BUY, Price: 187.81845561793463, Shares: 0.3007269334414121, Symbol: AAPL, Reward: -0.2108072182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.175409\n", "Step: 57284, Timestamp: 2023-07-03 16:59:07.296778527, Action: BUY, Price: 191.49422865487887, Shares: 0.1335281087890914, Symbol: AAPL, Reward: -0.35312726638365155, Transaction Cost: 0.16459926638366065, Slippage: 0.009999999999990905, Time Penalty: 0.178528\n", "Step: 57285, Timestamp: 2023-07-03 16:59:07.296778527, Action: BUY, Price: 186.5957846627066, Shares: 0.27345254697788685, Symbol: AAPL, Reward: -0.47587603715706717, Transaction Cost: 0.28734803715707624, Slippage: 0.009999999999990905, Time Penalty: 0.178528\n", "Step: 57286, Timestamp: 2023-07-03 16:59:07.296831593, Action: BUY, Price: 186.00483727075724, Shares: 0.322863552892187, Symbol: AAPL, Reward: -0.515105509003022, Transaction Cost: 0.3330945090030311, Slippage: 0.009999999999990905, Time Penalty: 0.172011\n", "Step: 57287, Timestamp: 2023-07-03 16:59:07.296831593, Action: BUY, Price: 189.7992937450053, Shares: 0.26168992419801945, Symbol: AAPL, Reward: -0.32342229419728197, Transaction Cost: 0.14141129419729104, Slippage: 0.009999999999990905, Time Penalty: 0.172011\n", "Step: 57288, Timestamp: 2023-07-03 16:59:07.296874198, Action: BUY, Price: 188.8550047803929, Shares: 0.2643389264519243, Symbol: AAPL, Reward: -0.3861564454114427, Transaction Cost: 0.21097344541145174, Slippage: 0.009999999999990905, Time Penalty: 0.165183\n", "Step: 57289, Timestamp: 2023-07-03 16:59:07.296874198, Action: BUY, Price: 192.1047825336735, Shares: 0.26358524726040794, Symbol: AAPL, Reward: -0.22597943640859405, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.165183\n", "Step: 57290, Timestamp: 2023-07-03 16:59:07.296879098, Action: BUY, Price: 189.63899830022052, Shares: 0.4057894315135005, Symbol: AAPL, Reward: -0.5573592730645146, Transaction Cost: 0.38097327306452367, Slippage: 0.009999999999990905, Time Penalty: 0.166386\n", "Step: 57291, Timestamp: 2023-07-03 16:59:07.296909971, Action: BUY, Price: 184.36393727940666, Shares: 0.40504207148179666, Symbol: AAPL, Reward: -0.39275719056125036, Transaction Cost: 0.21400919056125942, Slippage: 0.009999999999990905, Time Penalty: 0.168748\n", "Step: 57300, Timestamp: 2023-07-03 16:59:07.449818675, Action: BUY, Price: 184.29587685766225, Shares: 0.42418982035969116, Symbol: AAPL, Reward: -0.42351318204301125, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164531\n", "Step: 57301, Timestamp: 2023-07-03 16:59:07.450236764, Action: BUY, Price: 197.23048693349477, Shares: 0.32006002202348544, Symbol: AAPL, Reward: -0.4234961820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164514\n", "Step: 57302, Timestamp: 2023-07-03 16:59:07.456220592, Action: BUY, Price: 198.08143305542876, Shares: 0.33064910068181114, Symbol: AAPL, Reward: -0.4307251820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166743\n", "Step: 57303, Timestamp: 2023-07-03 16:59:07.456220592, Action: BUY, Price: 188.46757073093795, Shares: 0.1305617501498173, Symbol: AAPL, Reward: -0.6552820979046733, Transaction Cost: 0.4785390979046824, Slippage: 0.009999999999990905, Time Penalty: 0.166743\n", "Step: 57304, Timestamp: 2023-07-03 16:59:07.456329397, Action: BUY, Price: 184.41719689176236, Shares: 0.376081041812573, Symbol: AAPL, Reward: -0.6432460037411587, Transaction Cost: 0.4683200037411678, Slippage: 0.009999999999990905, Time Penalty: 0.164926\n", "Step: 57305, Timestamp: 2023-07-03 16:59:07.492780570, Action: BUY, Price: 183.64524596544788, Shares: 0.3604931788034348, Symbol: AAPL, Reward: -0.33099401857852906, Transaction Cost: 0.14367401857853812, Slippage: 0.009999999999990905, Time Penalty: 0.17732\n", "Step: 57306, Timestamp: 2023-07-03 16:59:07.492834092, Action: BUY, Price: 186.49252777311315, Shares: 0.40576157176797156, Symbol: AAPL, Reward: -0.6952003640860225, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.177236\n", "Step: 57307, Timestamp: 2023-07-03 16:59:07.493152622, Action: BUY, Price: 201.26234319121752, Shares: 0.19132918902581314, Symbol: AAPL, Reward: -0.6928553640860224, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.174891\n", "Step: 57308, Timestamp: 2023-07-03 16:59:07.493240637, Action: BUY, Price: 190.39770482555753, Shares: 0.14907282552389717, Symbol: AAPL, Reward: -0.5889061232248273, Transaction Cost: 0.4007771232248364, Slippage: 0.009999999999990905, Time Penalty: 0.178129\n", "Step: 57309, Timestamp: 2023-07-03 16:59:07.493246043, Action: BUY, Price: 191.81960147787632, Shares: 0.334146826651635, Symbol: AAPL, Reward: -0.5705097230200764, Transaction Cost: 0.3801257230200855, Slippage: 0.009999999999990905, Time Penalty: 0.180384\n", "Step: 57310, Timestamp: 2023-07-03 16:59:07.493246043, Action: BUY, Price: 195.41255825049083, Shares: 0.2712915188532048, Symbol: AAPL, Reward: -0.234375004351562, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.180384\n", "Step: 57311, Timestamp: 2023-07-03 16:59:07.493246043, Action: BUY, Price: 185.9763729824004, Shares: 0.20019488805916574, Symbol: AAPL, Reward: -0.21578221820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180384\n", "Step: 57312, Timestamp: 2023-07-03 16:59:07.493246043, Action: BUY, Price: 183.8702082482376, Shares: 0.33419649540841484, Symbol: AAPL, Reward: -0.5234785090030221, Transaction Cost: 0.3330945090030311, Slippage: 0.009999999999990905, Time Penalty: 0.180384\n", "Step: 57313, Timestamp: 2023-07-03 16:59:07.748949852, Action: BUY, Price: 203.37681200281628, Shares: 0.11584174367560848, Symbol: AAPL, Reward: -0.25907121803556404, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.168755\n", "Step: 57314, Timestamp: 2023-07-03 16:59:07.748949852, Action: BUY, Price: 199.35697256589174, Shares: 0.4100704793787107, Symbol: AAPL, Reward: -0.22274600435159042, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.168755\n", "Step: 57315, Timestamp: 2023-07-03 16:59:07.748949852, Action: BUY, Price: 201.41389099441665, Shares: 0.32755910438808605, Symbol: AAPL, Reward: -0.2041532182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168755\n", "Step: 57316, Timestamp: 2023-07-03 16:59:07.748949852, Action: BUY, Price: 187.15012282387488, Shares: 0.41237224906900855, Symbol: AAPL, Reward: -0.3705073423933758, Transaction Cost: 0.19175234239335648, Slippage: 0.010000000000019327, Time Penalty: 0.168755\n", "Step: 57317, Timestamp: 2023-07-03 16:59:07.754072174, Action: BUY, Price: 184.19144494912845, Shares: 0.22791699380741348, Symbol: AAPL, Reward: -0.3331188218487684, Transaction Cost: 0.1586118218487491, Slippage: 0.010000000000019327, Time Penalty: 0.164507\n", "Step: 57318, Timestamp: 2023-07-03 16:59:08.385923174, Action: BUY, Price: 196.24656641576772, Shares: 0.2004785332047398, Symbol: AAPL, Reward: -0.41849769990561825, Transaction Cost: 0.24885069990562278, Slippage: 0.0049999999999954525, Time Penalty: 0.164647\n", "Step: 57319, Timestamp: 2023-07-03 16:59:08.817925413, Action: BUY, Price: 201.47642074974155, Shares: 0.1284693422512929, Symbol: AAPL, Reward: -0.2681548761285975, Transaction Cost: 0.09836687612860205, Slippage: 0.0049999999999954525, Time Penalty: 0.164788\n", "Step: 57320, Timestamp: 2023-07-03 16:59:08.849460361, Action: BUY, Price: 186.37443324485255, Shares: 0.25742775319835176, Symbol: AAPL, Reward: -0.2497632180355402, Transaction Cost: 0.08031621803554471, Slippage: 0.0049999999999954525, Time Penalty: 0.164447\n", "Step: 57321, Timestamp: 2023-07-03 16:59:09.011419937, Action: BUY, Price: 200.82295457948123, Shares: 0.2549784274432667, Symbol: AAPL, Reward: -0.42484218204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.17086\n", "Step: 57322, Timestamp: 2023-07-03 16:59:09.011419937, Action: BUY, Price: 196.50819127393706, Shares: 0.2560482359668575, Symbol: AAPL, Reward: -0.45932830665772933, Transaction Cost: 0.2884683066577293, Slippage: 0.0, Time Penalty: 0.17086\n", "Step: 57323, Timestamp: 2023-07-03 16:59:09.011419937, Action: BUY, Price: 183.62694835633465, Shares: 0.3730923901507985, Symbol: AAPL, Reward: -0.45932830665772933, Transaction Cost: 0.2884683066577293, Slippage: 0.0, Time Penalty: 0.17086\n", "Step: 57332, Timestamp: 2023-07-03 16:59:11.171112151, Action: SELL, Price: 200.11942641503953, Shares: 0.4338956953358236, Symbol: AAPL, Reward: -0.30816459083772774, Transaction Cost: 0.13677359083772775, Slippage: 0.0, Time Penalty: 0.171391\n", "Step: 57333, Timestamp: 2023-07-03 16:59:11.171112151, Action: SELL, Price: 190.28796777109557, Shares: 0.11958867539246382, Symbol: AAPL, Reward: -0.19678921820430156, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.171391\n", "Step: 57334, Timestamp: 2023-07-03 16:59:11.171112151, Action: SELL, Price: 191.20807257616272, Shares: 0.24586677523357572, Symbol: AAPL, Reward: -0.24322800928926905, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.171391\n", "Step: 57335, Timestamp: 2023-07-03 16:59:11.171112151, Action: SELL, Price: 198.71776507026684, Shares: 0.1387774585685141, Symbol: AAPL, Reward: -0.8109017937809981, Transaction Cost: 0.6395107937809982, Slippage: 0.0, Time Penalty: 0.171391\n", "Step: 57336, Timestamp: 2023-07-03 16:59:11.336261514, Action: SELL, Price: 195.12342835372522, Shares: 0.28055671604670246, Symbol: AAPL, Reward: -0.4137656999056228, Transaction Cost: 0.24885069990562278, Slippage: 0.0, Time Penalty: 0.164915\n", "Step: 57337, Timestamp: 2023-07-03 16:59:11.341855387, Action: SELL, Price: 196.53238980086996, Shares: 0.43943692337471035, Symbol: AAPL, Reward: -0.20075150464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.164833\n", "Step: 57339, Timestamp: 2023-07-03 16:59:11.526124736, Action: SELL, Price: 201.08269748998742, Shares: 0.15379869993638065, Symbol: AAPL, Reward: -0.518156323835084, Transaction Cost: 0.35284332383508404, Slippage: 0.0, Time Penalty: 0.165313\n", "Step: 57350, Timestamp: 2023-07-03 16:59:12.285130305, Action: SELL, Price: 191.22942741511932, Shares: 0.14726086055168278, Symbol: AAPL, Reward: -0.24875936012724242, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.164523\n", "Step: 57353, Timestamp: 2023-07-03 16:59:15.012421920, Action: SELL, Price: 196.2835340862908, Shares: 0.34167778755508665, Symbol: AAPL, Reward: -0.4301863113272376, Transaction Cost: 0.23960631132723764, Slippage: 0.0, Time Penalty: 0.19058\n", "Step: 57354, Timestamp: 2023-07-03 16:59:15.012421920, Action: SELL, Price: 193.35095741038182, Shares: 0.10535465795207916, Symbol: AAPL, Reward: -0.4445621820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.19058\n", "Step: 57355, Timestamp: 2023-07-03 16:59:15.012421920, Action: SELL, Price: 192.46289372966947, Shares: 0.11445952514904673, Symbol: AAPL, Reward: -0.32008601023422123, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.19058\n", "Step: 57356, Timestamp: 2023-07-03 16:59:15.012421920, Action: SELL, Price: 200.48312374739837, Shares: 0.2022386238640045, Symbol: AAPL, Reward: -0.2527926749764057, Transaction Cost: 0.062212674976405695, Slippage: 0.0, Time Penalty: 0.19058\n", "Step: 57357, Timestamp: 2023-07-03 16:59:15.012421920, Action: SELL, Price: 197.55048448348487, Shares: 0.24135435611733452, Symbol: AAPL, Reward: -0.2345710043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.19058\n", "Step: 57358, Timestamp: 2023-07-03 16:59:15.012421920, Action: SELL, Price: 190.35330110260242, Shares: 0.20033664992406416, Symbol: AAPL, Reward: -0.4445621820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.19058\n", "Step: 57359, Timestamp: 2023-07-03 16:59:15.012421920, Action: SELL, Price: 194.1586382020397, Shares: 0.25961759636006543, Symbol: AAPL, Reward: -0.4445621820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.19058\n", "Step: 57360, Timestamp: 2023-07-03 16:59:15.012421920, Action: SELL, Price: 192.00286172337232, Shares: 0.16573182403992473, Symbol: AAPL, Reward: -0.32008601023422123, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.19058\n", "Step: 57361, Timestamp: 2023-07-03 16:59:15.012421920, Action: SELL, Price: 191.40845649434533, Shares: 0.2034385600904513, Symbol: AAPL, Reward: -0.331991294197291, Transaction Cost: 0.14141129419729104, Slippage: 0.0, Time Penalty: 0.19058\n", "Step: 57362, Timestamp: 2023-07-03 16:59:15.012421920, Action: SELL, Price: 191.09600507445882, Shares: 0.30908678655144173, Symbol: AAPL, Reward: -0.2748163601272424, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.19058\n", "Step: 57363, Timestamp: 2023-07-03 16:59:15.012421920, Action: SELL, Price: 190.19531763349974, Shares: 0.11749670319843641, Symbol: AAPL, Reward: -0.4445621820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.19058\n", "Step: 57365, Timestamp: 2023-07-03 16:59:15.012421920, Action: SELL, Price: 199.69894726318032, Shares: 0.13319072187731135, Symbol: AAPL, Reward: -0.26241700928926903, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.19058\n", "Step: 57366, Timestamp: 2023-07-03 16:59:15.012421920, Action: SELL, Price: 195.82262387542633, Shares: 0.20239338663361997, Symbol: AAPL, Reward: -0.5118448721421789, Transaction Cost: 0.32126487214217886, Slippage: 0.0, Time Penalty: 0.19058\n", "Step: 57388, Timestamp: 2023-07-03 16:59:15.845008595, Action: SELL, Price: 189.46242327319686, Shares: 0.45318696250490187, Symbol: AAPL, Reward: -0.2416860092892645, Transaction Cost: 0.07183700928926906, Slippage: 0.0049999999999954525, Time Penalty: 0.164849\n", "Step: 57389, Timestamp: 2023-07-03 16:59:17.433312093, Action: SELL, Price: 184.22929254008196, Shares: 0.13299113561289058, Symbol: AAPL, Reward: -0.43631418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.182332\n", "Step: 57390, Timestamp: 2023-07-03 16:59:17.433312093, Action: SELL, Price: 198.07330133690894, Shares: 0.33827282280653204, Symbol: AAPL, Reward: -0.43631418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.182332\n", "Step: 57391, Timestamp: 2023-07-03 16:59:17.433312093, Action: SELL, Price: 199.97142063733844, Shares: 0.29932031450517066, Symbol: AAPL, Reward: -0.31183801023422125, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.182332\n", "Step: 57392, Timestamp: 2023-07-03 16:59:17.433312093, Action: SELL, Price: 188.0466464303608, Shares: 0.24405500828965246, Symbol: AAPL, Reward: -0.43631418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.182332\n", "Step: 57393, Timestamp: 2023-07-03 16:59:17.433312093, Action: SELL, Price: 197.70661800902278, Shares: 0.09486658497733041, Symbol: AAPL, Reward: -0.2839248728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.182332\n", "Step: 57394, Timestamp: 2023-07-03 16:59:17.433312093, Action: SELL, Price: 188.92439001489123, Shares: 0.39634239357145656, Symbol: AAPL, Reward: -0.20773021820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.182332\n", "Step: 57395, Timestamp: 2023-07-03 16:59:17.433312093, Action: SELL, Price: 186.4736964310116, Shares: 0.4224888807427878, Symbol: AAPL, Reward: -0.43631418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.182332\n", "Step: 57396, Timestamp: 2023-07-03 16:59:17.433312093, Action: SELL, Price: 193.52828583276317, Shares: 0.4548311119133081, Symbol: AAPL, Reward: -0.6642293082132684, Transaction Cost: 0.48189730821326837, Slippage: 0.0, Time Penalty: 0.182332\n", "Step: 57397, Timestamp: 2023-07-03 16:59:17.433312093, Action: SELL, Price: 190.45121115709017, Shares: 0.0960695515802837, Symbol: AAPL, Reward: -0.9442785461290473, Transaction Cost: 0.7619465461290473, Slippage: 0.0, Time Penalty: 0.182332\n", "Step: 57398, Timestamp: 2023-07-03 16:59:17.433312093, Action: SELL, Price: 183.15691632466692, Shares: 0.1153252098096824, Symbol: AAPL, Reward: -0.43631418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.182332\n", "Step: 57399, Timestamp: 2023-07-03 16:59:17.433312093, Action: SELL, Price: 187.3144470111713, Shares: 0.18209105252328647, Symbol: AAPL, Reward: -0.6902963640860316, Transaction Cost: 0.5079643640860315, Slippage: 0.0, Time Penalty: 0.182332\n", "Step: 57400, Timestamp: 2023-07-03 16:59:17.433312093, Action: SELL, Price: 200.8740199054983, Shares: 0.12725217095024347, Symbol: AAPL, Reward: -0.3143050130547133, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.182332\n", "Step: 57401, Timestamp: 2023-07-03 16:59:17.433312093, Action: SELL, Price: 190.9689070391043, Shares: 0.24257565387166716, Symbol: AAPL, Reward: -0.43631418204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.182332\n", "Step: 57402, Timestamp: 2023-07-03 16:59:17.433312093, Action: SELL, Price: 192.4231716533767, Shares: 0.14177048918694693, Symbol: AAPL, Reward: -0.23912414241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.182332\n", "Step: 57413, Timestamp: 2023-07-03 16:59:18.011360343, Action: SELL, Price: 159.21137106641248, Shares: 0.22051383147292689, Symbol: AAPL, Reward: -0.4338691820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.179887\n", "Step: 57414, Timestamp: 2023-07-03 16:59:18.011360343, Action: SELL, Price: 193.02749227190998, Shares: 0.45613478393313717, Symbol: AAPL, Reward: -0.4338691820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.179887\n", "Step: 57415, Timestamp: 2023-07-03 16:59:18.011360343, Action: SELL, Price: 195.40163149469763, Shares: 0.3512137563412179, Symbol: AAPL, Reward: -0.2814798728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.179887\n", "Step: 57416, Timestamp: 2023-07-03 16:59:18.011360343, Action: SELL, Price: 196.41205507303894, Shares: 0.32203141276816727, Symbol: AAPL, Reward: -0.31186001305471334, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.179887\n", "Step: 57417, Timestamp: 2023-07-03 16:59:18.011360343, Action: SELL, Price: 199.86444025503934, Shares: 0.37006635640903857, Symbol: AAPL, Reward: -0.23068343640860314, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.179887\n", "Step: 57418, Timestamp: 2023-07-03 16:59:18.011360343, Action: SELL, Price: 192.68572475981478, Shares: 0.37922869222001215, Symbol: AAPL, Reward: -0.20528521820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.179887\n", "Step: 57419, Timestamp: 2023-07-03 16:59:18.011683395, Action: SELL, Price: 201.99959660890124, Shares: 0.4727848874326538, Symbol: AAPL, Reward: -0.4344989339513101, Transaction Cost: 0.2552489339513192, Slippage: 0.009999999999990905, Time Penalty: 0.16925\n", "Step: 57420, Timestamp: 2023-07-03 16:59:18.012502442, Action: SELL, Price: 192.88026387090687, Shares: 0.21904090334622295, Symbol: AAPL, Reward: -0.30594501023421217, Transaction Cost: 0.12950601023422126, Slippage: 0.009999999999990905, Time Penalty: 0.166439\n", "Step: 57421, Timestamp: 2023-07-03 16:59:18.045001927, Action: SELL, Price: 161.8846077649976, Shares: 0.4016019542134514, Symbol: AAPL, Reward: -0.38862446024596065, Transaction Cost: 0.22286846024596063, Slippage: 0.0, Time Penalty: 0.165756\n", "Step: 57422, Timestamp: 2023-07-03 16:59:19.005222093, Action: SELL, Price: 200.50991829469783, Shares: 0.38542360755690963, Symbol: AAPL, Reward: -0.4241401820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165158\n", "Step: 57437, Timestamp: 2023-07-03 16:59:20.293306273, Action: SELL, Price: 185.49103785518201, Shares: 0.1340807358190694, Symbol: AAPL, Reward: -0.3240258218487491, Transaction Cost: 0.1586118218487491, Slippage: 0.0, Time Penalty: 0.165414\n", "Step: 57438, Timestamp: 2023-07-03 16:59:20.293306273, Action: SELL, Price: 197.36070025791625, Shares: 0.34521544457748243, Symbol: AAPL, Reward: -0.2094050043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.165414\n", "Step: 57439, Timestamp: 2023-07-03 16:59:20.488823070, Action: SELL, Price: 190.30400596935434, Shares: 0.4631089809498144, Symbol: AAPL, Reward: -0.4177034395131554, Transaction Cost: 0.25014343951315543, Slippage: 0.0, Time Penalty: 0.16756\n", "Step: 57440, Timestamp: 2023-07-03 16:59:20.488823070, Action: SELL, Price: 188.4165942528054, Shares: 0.21484987988629786, Symbol: AAPL, Reward: -0.42154218204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16756\n", "Step: 57441, Timestamp: 2023-07-03 16:59:20.488823070, Action: SELL, Price: 198.1428677371222, Shares: 0.2690753504520415, Symbol: AAPL, Reward: -0.42154218204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16756\n", "Step: 57442, Timestamp: 2023-07-03 16:59:20.488823070, Action: SELL, Price: 186.37157710594096, Shares: 0.24442365814638337, Symbol: AAPL, Reward: -0.607470043515711, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.16756\n", "Step: 57443, Timestamp: 2023-07-03 16:59:20.488823070, Action: SELL, Price: 193.73592981258912, Shares: 0.3476302619621761, Symbol: AAPL, Reward: -0.4252711820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171289\n", "Step: 57445, Timestamp: 2023-07-03 16:59:20.488823070, Action: SELL, Price: 188.76358152986518, Shares: 0.48040247149414733, Symbol: AAPL, Reward: -0.22208543640860315, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.171289\n", "Step: 57449, Timestamp: 2023-07-03 16:59:20.595162712, Action: BUY, Price: 184.72447952031527, Shares: 0.16063711268630876, Symbol: AAPL, Reward: -0.2296921424121864, Transaction Cost: 0.056792142412190966, Slippage: 0.0049999999999954525, Time Penalty: 0.1679\n", "Step: 57450, Timestamp: 2023-07-03 16:59:20.595162712, Action: BUY, Price: 191.0353077465478, Shares: 0.19683141179934915, Symbol: AAPL, Reward: -0.3024060102342167, Transaction Cost: 0.12950601023422126, Slippage: 0.0049999999999954525, Time Penalty: 0.1679\n", "Step: 57456, Timestamp: 2023-07-03 16:59:20.971811092, Action: BUY, Price: 186.314618652193, Shares: 0.32917691903307117, Symbol: AAPL, Reward: -0.238325004351562, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.184334\n", "Step: 57457, Timestamp: 2023-07-03 16:59:20.971811092, Action: BUY, Price: 201.21514790782064, Shares: 0.36366963495520643, Symbol: AAPL, Reward: -0.39106775225719503, Transaction Cost: 0.1967337522572041, Slippage: 0.009999999999990905, Time Penalty: 0.184334\n", "Step: 57458, Timestamp: 2023-07-03 16:59:20.971811092, Action: BUY, Price: 187.09512049363906, Shares: 0.18924951710312904, Symbol: AAPL, Reward: -0.26617100928925996, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.184334\n", "Step: 57459, Timestamp: 2023-07-03 16:59:20.971811092, Action: BUY, Price: 185.0143939879919, Shares: 0.48814515683064524, Symbol: AAPL, Reward: -0.39866042549874375, Transaction Cost: 0.19836642549875286, Slippage: 0.009999999999990905, Time Penalty: 0.190294\n", "Step: 57460, Timestamp: 2023-07-03 16:59:20.971811092, Action: BUY, Price: 193.39530786934768, Shares: 0.350755789984727, Symbol: AAPL, Reward: -0.4097330727176323, Transaction Cost: 0.20943907271764142, Slippage: 0.009999999999990905, Time Penalty: 0.190294\n", "Step: 57461, Timestamp: 2023-07-03 16:59:20.971938917, Action: BUY, Price: 201.89155748557422, Shares: 0.44426256197773717, Symbol: AAPL, Reward: -0.33588101857852903, Transaction Cost: 0.14367401857853812, Slippage: 0.009999999999990905, Time Penalty: 0.182207\n", "Step: 57462, Timestamp: 2023-07-03 16:59:20.971938917, Action: BUY, Price: 195.33729014428633, Shares: 0.48014898578912935, Symbol: AAPL, Reward: -0.39219277012653164, Transaction Cost: 0.19998577012654073, Slippage: 0.009999999999990905, Time Penalty: 0.182207\n", "Step: 57465, Timestamp: 2023-07-03 16:59:20.971946199, Action: BUY, Price: 195.48867421597663, Shares: 0.2793259937740459, Symbol: AAPL, Reward: -0.47779229226505504, Transaction Cost: 0.28509429226506416, Slippage: 0.009999999999990905, Time Penalty: 0.182698\n", "Step: 57466, Timestamp: 2023-07-03 16:59:20.971978027, Action: BUY, Price: 183.71404799445355, Shares: 0.380226673286104, Symbol: AAPL, Reward: -0.4031307341967164, Transaction Cost: 0.21848373419672548, Slippage: 0.009999999999990905, Time Penalty: 0.174647\n", "Step: 57467, Timestamp: 2023-07-03 16:59:20.971978027, Action: BUY, Price: 191.5491462512663, Shares: 0.35630823125573485, Symbol: AAPL, Reward: -0.5215924405089605, Transaction Cost: 0.33694544050896963, Slippage: 0.009999999999990905, Time Penalty: 0.174647\n", "Step: 57468, Timestamp: 2023-07-03 16:59:20.971978027, Action: BUY, Price: 189.33462955494852, Shares: 0.278772878031982, Symbol: AAPL, Reward: -0.5438320464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.174647\n", "Step: 57469, Timestamp: 2023-07-03 16:59:20.971978027, Action: BUY, Price: 199.3656778909177, Shares: 0.4270303390421014, Symbol: AAPL, Reward: -0.43862918204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174647\n", "Step: 57488, Timestamp: 2023-07-03 16:59:21.224561232, Action: BUY, Price: 203.77305151993482, Shares: 0.15959876787202976, Symbol: AAPL, Reward: -0.21992600435159043, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.165935\n", "Step: 57489, Timestamp: 2023-07-03 16:59:21.329541835, Action: BUY, Price: 192.0844861471006, Shares: 0.22127116683522222, Symbol: AAPL, Reward: -0.43004543951317475, Transaction Cost: 0.25014343951315543, Slippage: 0.010000000000019327, Time Penalty: 0.169902\n", "Step: 57490, Timestamp: 2023-07-03 16:59:21.329541835, Action: BUY, Price: 199.78886391673737, Shares: 0.31666330650321006, Symbol: AAPL, Reward: -0.21582050464465385, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.169902\n", "Step: 57491, Timestamp: 2023-07-03 16:59:21.329541835, Action: BUY, Price: 190.52374991545955, Shares: 0.20576260549064604, Symbol: AAPL, Reward: -0.34450126638367995, Transaction Cost: 0.16459926638366065, Slippage: 0.010000000000019327, Time Penalty: 0.169902\n", "Step: 57492, Timestamp: 2023-07-03 16:59:21.329541835, Action: BUY, Price: 194.82751389333657, Shares: 0.3170790935351781, Symbol: AAPL, Reward: -0.384668981510627, Transaction Cost: 0.20476698151060765, Slippage: 0.010000000000019327, Time Penalty: 0.169902\n", "Step: 57493, Timestamp: 2023-07-03 16:59:21.329541835, Action: BUY, Price: 193.92135083723952, Shares: 0.2605812902844097, Symbol: AAPL, Reward: -0.4351509339513385, Transaction Cost: 0.2552489339513192, Slippage: 0.010000000000019327, Time Penalty: 0.169902\n", "Step: 57494, Timestamp: 2023-07-03 16:59:21.329541835, Action: BUY, Price: 198.59051288015033, Shares: 0.32052316622183497, Symbol: AAPL, Reward: -0.4338841820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169902\n", "Step: 57495, Timestamp: 2023-07-03 16:59:21.329541835, Action: BUY, Price: 183.8437907940099, Shares: 0.28584133497658404, Symbol: AAPL, Reward: -0.33851382184876844, Transaction Cost: 0.1586118218487491, Slippage: 0.010000000000019327, Time Penalty: 0.169902\n", "Step: 57496, Timestamp: 2023-07-03 16:59:21.329541835, Action: BUY, Price: 195.98300710662647, Shares: 0.12294191393358071, Symbol: AAPL, Reward: -0.8982720928927098, Transaction Cost: 0.7183700928926905, Slippage: 0.010000000000019327, Time Penalty: 0.169902\n", "Step: 57497, Timestamp: 2023-07-03 16:59:21.349750681, Action: BUY, Price: 183.66445184767687, Shares: 0.33082045883464545, Symbol: AAPL, Reward: -0.5265050464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.16732\n", "Step: 57498, Timestamp: 2023-07-03 16:59:21.349750681, Action: BUY, Price: 201.12021269868052, Shares: 0.28828386551196455, Symbol: AAPL, Reward: -0.3469125232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.16732\n", "Step: 57499, Timestamp: 2023-07-03 16:59:21.349750681, Action: BUY, Price: 184.4247289750862, Shares: 0.09876357316455389, Symbol: AAPL, Reward: -0.4213021820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16732\n", "Step: 57500, Timestamp: 2023-07-03 16:59:21.349750681, Action: BUY, Price: 201.86765463731456, Shares: 0.34539187192196225, Symbol: AAPL, Reward: -0.6328770297528694, Transaction Cost: 0.4655570297528694, Slippage: 0.0, Time Penalty: 0.16732\n", "Step: 57501, Timestamp: 2023-07-03 16:59:21.409887852, Action: BUY, Price: 186.95926049165996, Shares: 0.4235187717960857, Symbol: AAPL, Reward: -0.41879318204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164811\n", "Step: 57509, Timestamp: 2023-07-03 16:59:22.007519880, Action: BUY, Price: 191.2636476091486, Shares: 0.3621040717634457, Symbol: AAPL, Reward: -0.5158734405089606, Transaction Cost: 0.33694544050896963, Slippage: 0.009999999999990905, Time Penalty: 0.168928\n", "Step: 57510, Timestamp: 2023-07-03 16:59:22.007519880, Action: BUY, Price: 202.03525156466267, Shares: 0.1471989012391631, Symbol: AAPL, Reward: -0.3033533499528023, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.168928\n", "Step: 57511, Timestamp: 2023-07-03 16:59:22.008241692, Action: BUY, Price: 183.25490678356465, Shares: 0.1669231280370524, Symbol: AAPL, Reward: -0.34040530922580037, Transaction Cost: 0.15238930922580946, Slippage: 0.009999999999990905, Time Penalty: 0.178016\n", "Step: 57512, Timestamp: 2023-07-03 16:59:22.008241692, Action: BUY, Price: 186.967243182106, Shares: 0.4628242831787974, Symbol: AAPL, Reward: -0.6279260435157019, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.178016\n", "Step: 57513, Timestamp: 2023-07-03 16:59:22.008241692, Action: BUY, Price: 202.01813218813223, Shares: 0.2958711740155307, Symbol: AAPL, Reward: -0.44199818204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.178016\n", "Step: 57514, Timestamp: 2023-07-03 16:59:22.008241692, Action: BUY, Price: 199.17631056179414, Shares: 0.43695650186645124, Symbol: AAPL, Reward: -0.22393450464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.178016\n", "Step: 57515, Timestamp: 2023-07-03 16:59:22.008241692, Action: BUY, Price: 196.20076410363944, Shares: 0.19614684160772636, Symbol: AAPL, Reward: -0.5112825418017017, Transaction Cost: 0.32326654180171077, Slippage: 0.009999999999990905, Time Penalty: 0.178016\n", "Step: 57516, Timestamp: 2023-07-03 16:59:22.008260415, Action: BUY, Price: 194.72944074238157, Shares: 0.2593509736792927, Symbol: AAPL, Reward: -0.617991043515702, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.168081\n", "Step: 57517, Timestamp: 2023-07-03 16:59:22.008523451, Action: BUY, Price: 200.17731595487567, Shares: 0.36864075811078, Symbol: AAPL, Reward: -0.3354621319490491, Transaction Cost: 0.15656513194905822, Slippage: 0.009999999999990905, Time Penalty: 0.168897\n", "Step: 57518, Timestamp: 2023-07-03 16:59:22.008523451, Action: BUY, Price: 192.2222096272269, Shares: 0.1837407082455803, Symbol: AAPL, Reward: -0.4328791820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168897\n", "Step: 57519, Timestamp: 2023-07-03 16:59:22.008523451, Action: BUY, Price: 190.1985764606663, Shares: 0.24840262677829186, Symbol: AAPL, Reward: -0.4328791820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168897\n", "Step: 57520, Timestamp: 2023-07-03 16:59:22.008523451, Action: BUY, Price: 187.07863696570354, Shares: 0.2773793342448023, Symbol: AAPL, Reward: -0.4328791820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168897\n", "Step: 57521, Timestamp: 2023-07-03 16:59:22.008523451, Action: BUY, Price: 194.23383441813044, Shares: 0.19081526499650275, Symbol: AAPL, Reward: -0.21953750464462543, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.173619\n", "Step: 57522, Timestamp: 2023-07-03 16:59:22.008523451, Action: BUY, Price: 184.7513814226246, Shares: 0.3420382454117783, Symbol: AAPL, Reward: -0.3180137382254618, Transaction Cost: 0.1343947382254709, Slippage: 0.009999999999990905, Time Penalty: 0.173619\n", "Step: 57527, Timestamp: 2023-07-03 16:59:22.222479180, Action: BUY, Price: 210.42798408631586, Shares: 0.15855830534481652, Symbol: AAPL, Reward: -0.26948821803553563, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.179172\n", "Step: 57528, Timestamp: 2023-07-03 16:59:22.222479180, Action: BUY, Price: 197.60122960751798, Shares: 0.24063068109433955, Symbol: AAPL, Reward: -0.5483570464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.179172\n", "Step: 57529, Timestamp: 2023-07-03 16:59:22.222479180, Action: BUY, Price: 202.08038782642842, Shares: 0.35240079166619087, Symbol: AAPL, Reward: -0.44315418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.179172\n", "Step: 57530, Timestamp: 2023-07-03 16:59:22.222479180, Action: BUY, Price: 198.72137457898214, Shares: 0.20101596948773218, Symbol: AAPL, Reward: -0.44315418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.179172\n", "Step: 57531, Timestamp: 2023-07-03 16:59:22.222479180, Action: BUY, Price: 197.48136475513, Shares: 0.20771352245112307, Symbol: AAPL, Reward: -0.24596414241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.179172\n", "Step: 57532, Timestamp: 2023-07-03 16:59:22.222479180, Action: BUY, Price: 192.53104340860926, Shares: 0.20572294330345603, Symbol: AAPL, Reward: -0.629082043515702, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.179172\n", "Step: 57533, Timestamp: 2023-07-03 16:59:22.222479180, Action: BUY, Price: 196.11044881301353, Shares: 0.31240017927701924, Symbol: AAPL, Reward: -0.28074657804102315, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.179172\n", "Step: 57534, Timestamp: 2023-07-03 16:59:22.408486359, Action: BUY, Price: 195.58590654719484, Shares: 0.1822650799059906, Symbol: AAPL, Reward: -0.42000418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166022\n", "Step: 57535, Timestamp: 2023-07-03 16:59:22.408486359, Action: BUY, Price: 183.56733353230672, Shares: 0.26935531779716754, Symbol: AAPL, Reward: -0.42000418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166022\n", "Step: 57536, Timestamp: 2023-07-03 16:59:22.763657494, Action: BUY, Price: 197.99929669912032, Shares: 0.10186335838027778, Symbol: AAPL, Reward: -0.43562918204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171647\n", "Step: 57537, Timestamp: 2023-07-03 16:59:22.763657494, Action: BUY, Price: 197.10320673184162, Shares: 0.22263761692906844, Symbol: AAPL, Reward: -0.6381088764025237, Transaction Cost: 0.4564618764025328, Slippage: 0.009999999999990905, Time Penalty: 0.171647\n", "Step: 57538, Timestamp: 2023-07-03 16:59:22.763678575, Action: BUY, Price: 196.86933707058873, Shares: 0.3781218955120139, Symbol: AAPL, Reward: -0.25413900928926, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.172302\n", "Step: 57539, Timestamp: 2023-07-03 16:59:22.763678575, Action: BUY, Price: 187.20704188972445, Shares: 0.36605495207725497, Symbol: AAPL, Reward: -0.2077002182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172302\n", "Step: 57540, Timestamp: 2023-07-03 16:59:22.763678575, Action: BUY, Price: 197.21327016796982, Shares: 0.12066797892949042, Symbol: AAPL, Reward: -0.3618945232231635, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.172302\n", "Step: 57542, Timestamp: 2023-07-03 16:59:22.871004422, Action: SELL, Price: 187.546134424058, Shares: 0.1800679618009039, Symbol: AAPL, Reward: -0.4232321820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.16425\n", "Step: 57556, Timestamp: 2023-07-03 16:59:23.928290707, Action: BUY, Price: 183.7981533288837, Shares: 0.31411676080641837, Symbol: AAPL, Reward: -0.5956032724363598, Transaction Cost: 0.4287712724363598, Slippage: 0.0, Time Penalty: 0.166832\n", "Step: 57562, Timestamp: 2023-07-03 16:59:25.051040062, Action: BUY, Price: 193.52507590920553, Shares: 0.38375991609621685, Symbol: AAPL, Reward: -0.35219709684501194, Transaction Cost: 0.1722590968449926, Slippage: 0.010000000000019327, Time Penalty: 0.169938\n", "Step: 57563, Timestamp: 2023-07-03 16:59:25.051040062, Action: BUY, Price: 183.48667913206816, Shares: 0.1569741824306415, Symbol: AAPL, Reward: -0.43392018204303506, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169938\n", "Step: 57564, Timestamp: 2023-07-03 16:59:25.051040062, Action: BUY, Price: 183.71448725592023, Shares: 0.17542741648505009, Symbol: AAPL, Reward: -0.36657602492923647, Transaction Cost: 0.1866380249292171, Slippage: 0.010000000000019327, Time Penalty: 0.169938\n", "Step: 57565, Timestamp: 2023-07-03 16:59:25.052573840, Action: BUY, Price: 192.6691061253693, Shares: 0.4174192621574892, Symbol: AAPL, Reward: -0.3481540968450119, Transaction Cost: 0.1722590968449926, Slippage: 0.010000000000019327, Time Penalty: 0.165895\n", "Step: 57566, Timestamp: 2023-07-03 16:59:25.052573840, Action: BUY, Price: 187.3910999258522, Shares: 0.24950060769968202, Symbol: AAPL, Reward: -0.6537596238585698, Transaction Cost: 0.47786462385855044, Slippage: 0.010000000000019327, Time Penalty: 0.165895\n", "Step: 57567, Timestamp: 2023-07-03 16:59:25.052618558, Action: BUY, Price: 200.57981011701054, Shares: 0.14731753717639465, Symbol: AAPL, Reward: -0.4851728382099818, Transaction Cost: 0.3068878382099625, Slippage: 0.010000000000019327, Time Penalty: 0.168285\n", "Step: 57568, Timestamp: 2023-07-03 16:59:25.052618558, Action: BUY, Price: 185.837038650607, Shares: 0.16109134592799954, Symbol: AAPL, Reward: -0.43226718204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168285\n", "Step: 57569, Timestamp: 2023-07-03 16:59:25.052618558, Action: BUY, Price: 183.72655607892335, Shares: 0.14744813427659118, Symbol: AAPL, Reward: -0.43226718204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168285\n", "Step: 57570, Timestamp: 2023-07-03 16:59:25.052618558, Action: BUY, Price: 195.60264483373922, Shares: 0.2792550925972935, Symbol: AAPL, Reward: -0.43226718204303505, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168285\n", "Step: 57571, Timestamp: 2023-07-03 16:59:25.052618558, Action: BUY, Price: 193.2078350220578, Shares: 0.3204586188575268, Symbol: AAPL, Reward: -0.4352651820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171283\n", "Step: 57572, Timestamp: 2023-07-03 16:59:25.052618558, Action: BUY, Price: 192.33766803636973, Shares: 0.22666000523920316, Symbol: AAPL, Reward: -0.46066340024733665, Transaction Cost: 0.27938040024731736, Slippage: 0.010000000000019327, Time Penalty: 0.171283\n", "Step: 57573, Timestamp: 2023-07-03 16:59:25.052618558, Action: BUY, Price: 185.69338168992792, Shares: 0.35913778327229884, Symbol: AAPL, Reward: -0.26551936012726174, Transaction Cost: 0.08423636012724241, Slippage: 0.010000000000019327, Time Penalty: 0.171283\n", "Step: 57574, Timestamp: 2023-07-03 16:59:25.052637924, Action: BUY, Price: 189.7628381598748, Shares: 0.20972577072519127, Symbol: AAPL, Reward: -0.6032219243423222, Transaction Cost: 0.42347292434230294, Slippage: 0.010000000000019327, Time Penalty: 0.169749\n", "Step: 57575, Timestamp: 2023-07-03 16:59:25.052714052, Action: BUY, Price: 183.606161564458, Shares: 0.12870081963739036, Symbol: AAPL, Reward: -0.2975612029368905, Transaction Cost: 0.11912820293689044, Slippage: 0.0, Time Penalty: 0.178433\n", "Step: 57587, Timestamp: 2023-07-03 16:59:25.310669791, Action: SELL, Price: 197.01037887271525, Shares: 0.21050093609039525, Symbol: AAPL, Reward: -0.4275781820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173596\n", "Step: 57588, Timestamp: 2023-07-03 16:59:25.310669791, Action: SELL, Price: 183.01079793441477, Shares: 0.19919513708816922, Symbol: AAPL, Reward: -0.4665025412342153, Transaction Cost: 0.2929065412342153, Slippage: 0.0, Time Penalty: 0.173596\n", "Step: 57589, Timestamp: 2023-07-03 16:59:25.310669791, Action: SELL, Price: 185.27435317127774, Shares: 0.08516552079549543, Symbol: AAPL, Reward: -0.319497655585053, Transaction Cost: 0.145901655585053, Slippage: 0.0, Time Penalty: 0.173596\n", "Step: 57590, Timestamp: 2023-07-03 16:59:25.310669791, Action: SELL, Price: 192.7447186260774, Shares: 0.1192314036900884, Symbol: AAPL, Reward: -0.4275781820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173596\n", "Step: 57591, Timestamp: 2023-07-03 16:59:25.310669791, Action: SELL, Price: 197.26583763612493, Shares: 0.2986861953922059, Symbol: AAPL, Reward: -0.3322078218487491, Transaction Cost: 0.1586118218487491, Slippage: 0.0, Time Penalty: 0.173596\n", "Step: 57592, Timestamp: 2023-07-03 16:59:25.310669791, Action: SELL, Price: 188.82469014191528, Shares: 0.37288490948915315, Symbol: AAPL, Reward: -0.31270777030934327, Transaction Cost: 0.13911177030934327, Slippage: 0.0, Time Penalty: 0.173596\n", "Step: 57593, Timestamp: 2023-07-03 16:59:25.310669791, Action: SELL, Price: 189.31748012477343, Shares: 0.30765391415740845, Symbol: AAPL, Reward: -0.4275781820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.173596\n", "Step: 57594, Timestamp: 2023-07-03 16:59:25.310669791, Action: SELL, Price: 191.02129230024562, Shares: 0.11478044051588336, Symbol: AAPL, Reward: -0.6235060435157019, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.173596\n", "Step: 57595, Timestamp: 2023-07-03 16:59:25.311405202, Action: SELL, Price: 185.62635171228348, Shares: 0.18439298133496226, Symbol: AAPL, Reward: -0.4679235412342062, Transaction Cost: 0.2929065412342153, Slippage: 0.009999999999990905, Time Penalty: 0.165017\n", "Step: 57596, Timestamp: 2023-07-03 16:59:25.430895451, Action: SELL, Price: 199.70655309841453, Shares: 0.31837051465297167, Symbol: AAPL, Reward: -0.31390677030933417, Transaction Cost: 0.13911177030934327, Slippage: 0.009999999999990905, Time Penalty: 0.164795\n", "Step: 57597, Timestamp: 2023-07-03 16:59:25.645173969, Action: SELL, Price: 186.58144367390994, Shares: 0.1730669821665467, Symbol: AAPL, Reward: -0.4885847430593754, Transaction Cost: 0.3242627430593754, Slippage: 0.0, Time Penalty: 0.164322\n", "Step: 57611, Timestamp: 2023-07-03 16:59:25.757598803, Action: BUY, Price: 193.61228716154648, Shares: 0.2808588075027402, Symbol: AAPL, Reward: -0.3643145232231919, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.174722\n", "Step: 57612, Timestamp: 2023-07-03 16:59:25.757598803, Action: BUY, Price: 193.923924403301, Shares: 0.32980157947788663, Symbol: AAPL, Reward: -0.2924775139339229, Transaction Cost: 0.10775551393390358, Slippage: 0.010000000000019327, Time Penalty: 0.174722\n", "Step: 57613, Timestamp: 2023-07-03 16:59:25.758776306, Action: BUY, Price: 194.34475233915046, Shares: 0.3331807456062747, Symbol: AAPL, Reward: -0.419351647662423, Transaction Cost: 0.22999064766240368, Slippage: 0.010000000000019327, Time Penalty: 0.179361\n", "Step: 57614, Timestamp: 2023-07-03 16:59:25.758776306, Action: BUY, Price: 186.87659789880905, Shares: 0.14732498011495335, Symbol: AAPL, Reward: -0.4433431820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.179361\n", "Step: 57615, Timestamp: 2023-07-03 16:59:25.758776306, Action: BUY, Price: 183.3198569266661, Shares: 0.25309984525866436, Symbol: AAPL, Reward: -0.2971165139339229, Transaction Cost: 0.10775551393390358, Slippage: 0.010000000000019327, Time Penalty: 0.179361\n", "Step: 57616, Timestamp: 2023-07-03 16:59:25.759007580, Action: BUY, Price: 195.1794774568083, Shares: 0.36026026353418933, Symbol: AAPL, Reward: -0.6154940435157303, Transaction Cost: 0.43991004351571106, Slippage: 0.010000000000019327, Time Penalty: 0.165584\n", "Step: 57617, Timestamp: 2023-07-03 16:59:25.762313264, Action: BUY, Price: 184.90640202404842, Shares: 0.16237477700312763, Symbol: AAPL, Reward: -0.4321871820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168205\n", "Step: 57618, Timestamp: 2023-07-03 16:59:25.762313264, Action: BUY, Price: 185.97223914723773, Shares: 0.113185605749203, Symbol: AAPL, Reward: -0.3577975232231919, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.168205\n", "Step: 57619, Timestamp: 2023-07-03 16:59:25.762313264, Action: BUY, Price: 187.55984754192727, Shares: 0.18960455986951222, Symbol: AAPL, Reward: -0.22219600435159043, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.168205\n", "Step: 57620, Timestamp: 2023-07-03 16:59:25.763279818, Action: BUY, Price: 196.89858792761646, Shares: 0.37514955492762686, Symbol: AAPL, Reward: -0.42896443951317476, Transaction Cost: 0.25014343951315543, Slippage: 0.010000000000019327, Time Penalty: 0.168821\n", "Step: 57621, Timestamp: 2023-07-03 16:59:25.763279818, Action: BUY, Price: 198.68441941967637, Shares: 0.12756706398652246, Symbol: AAPL, Reward: -0.42896443951317476, Transaction Cost: 0.25014343951315543, Slippage: 0.010000000000019327, Time Penalty: 0.168821\n", "Step: 57627, Timestamp: 2023-07-03 16:59:25.772468125, Action: BUY, Price: 187.65568811281057, Shares: 0.408295863956114, Symbol: AAPL, Reward: -0.38208698151059856, Transaction Cost: 0.20476698151060765, Slippage: 0.009999999999990905, Time Penalty: 0.16732\n", "Step: 57628, Timestamp: 2023-07-03 16:59:25.772468125, Action: BUY, Price: 195.3367727946688, Shares: 0.30167216422880283, Symbol: AAPL, Reward: -0.5915524031212123, Transaction Cost: 0.4142324031212214, Slippage: 0.009999999999990905, Time Penalty: 0.16732\n", "Step: 57629, Timestamp: 2023-07-03 16:59:26.101573126, Action: BUY, Price: 184.57307086868127, Shares: 0.4189564768335108, Symbol: AAPL, Reward: -0.4783422423784931, Transaction Cost: 0.28958424237850217, Slippage: 0.009999999999990905, Time Penalty: 0.178758\n", "Step: 57630, Timestamp: 2023-07-03 16:59:26.101573126, Action: BUY, Price: 195.38560038319068, Shares: 0.09768697817192432, Symbol: AAPL, Reward: -0.6060933109280208, Transaction Cost: 0.41733531092802983, Slippage: 0.009999999999990905, Time Penalty: 0.178758\n", "Step: 57631, Timestamp: 2023-07-03 16:59:26.102519584, Action: BUY, Price: 201.78531242520134, Shares: 0.15969224630242626, Symbol: AAPL, Reward: -0.6509305460381851, Transaction Cost: 0.4613815460381942, Slippage: 0.009999999999990905, Time Penalty: 0.179549\n", "Step: 57632, Timestamp: 2023-07-03 16:59:26.102519584, Action: BUY, Price: 189.1733507295068, Shares: 0.2770128780062121, Symbol: AAPL, Reward: -0.31397434995280227, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.179549\n", "Step: 57633, Timestamp: 2023-07-03 16:59:26.102519584, Action: BUY, Price: 190.19008592905178, Shares: 0.27147301626958964, Symbol: AAPL, Reward: -0.4435311820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.179549\n", "Step: 57634, Timestamp: 2023-07-03 16:59:26.102519584, Action: BUY, Price: 201.17137412953227, Shares: 0.10406053137747366, Symbol: AAPL, Reward: -0.30025726649853657, Transaction Cost: 0.11070826649854565, Slippage: 0.009999999999990905, Time Penalty: 0.179549\n", "Step: 57635, Timestamp: 2023-07-03 16:59:26.102519584, Action: BUY, Price: 192.65462353566699, Shares: 0.2238350746928942, Symbol: AAPL, Reward: -0.4435311820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.179549\n", "Step: 57636, Timestamp: 2023-07-03 16:59:26.102519584, Action: BUY, Price: 201.3051348758472, Shares: 0.29799689695893145, Symbol: AAPL, Reward: -0.4435311820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.179549\n", "Step: 57641, Timestamp: 2023-07-03 16:59:27.012784906, Action: SELL, Price: 199.5311323779549, Shares: 0.09642950680406628, Symbol: AAPL, Reward: -0.34802125450151555, Transaction Cost: 0.16654725450151556, Slippage: 0.0, Time Penalty: 0.181474\n", "Step: 57642, Timestamp: 2023-07-03 16:59:27.012784906, Action: SELL, Price: 196.15643157721146, Shares: 0.10998766664473521, Symbol: AAPL, Reward: -0.46769738298970465, Transaction Cost: 0.2862233829897046, Slippage: 0.0, Time Penalty: 0.181474\n", "Step: 57643, Timestamp: 2023-07-03 16:59:27.012784906, Action: SELL, Price: 187.64427302302497, Shares: 0.10938219819046263, Symbol: AAPL, Reward: -0.46769738298970465, Transaction Cost: 0.2862233829897046, Slippage: 0.0, Time Penalty: 0.181474\n", "Step: 57644, Timestamp: 2023-07-03 16:59:27.012784906, Action: SELL, Price: 195.93379158932004, Shares: 0.37644208638945215, Symbol: AAPL, Reward: -0.36811202492921713, Transaction Cost: 0.1866380249292171, Slippage: 0.0, Time Penalty: 0.181474\n", "Step: 57645, Timestamp: 2023-07-03 16:59:27.012784906, Action: SELL, Price: 187.88360032893874, Shares: 0.21482750597385644, Symbol: AAPL, Reward: -0.4354561820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.181474\n", "Step: 57646, Timestamp: 2023-07-03 16:59:27.012784906, Action: SELL, Price: 184.88985123623365, Shares: 0.30919543695480894, Symbol: AAPL, Reward: -0.4354561820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.181474\n", "Step: 57647, Timestamp: 2023-07-03 16:59:27.019335358, Action: SELL, Price: 196.6327719428742, Shares: 0.1274054552618173, Symbol: AAPL, Reward: -0.2712044307550407, Transaction Cost: 0.09503143075502138, Slippage: 0.010000000000019327, Time Penalty: 0.166173\n", "Step: 57648, Timestamp: 2023-07-03 16:59:27.029760982, Action: SELL, Price: 189.0925279706944, Shares: 0.11238133548534605, Symbol: AAPL, Reward: -0.6089283656922001, Transaction Cost: 0.44428736569220006, Slippage: 0.0, Time Penalty: 0.164641\n", "Step: 57649, Timestamp: 2023-07-03 16:59:27.029760982, Action: SELL, Price: 201.6415802382467, Shares: 0.08131239314659237, Symbol: AAPL, Reward: -0.41088586160651497, Transaction Cost: 0.24624486160651493, Slippage: 0.0, Time Penalty: 0.164641\n", "Step: 57650, Timestamp: 2023-07-03 16:59:27.332572540, Action: SELL, Price: 194.61582023322373, Shares: 0.13292846517111018, Symbol: AAPL, Reward: -0.4529883829897046, Transaction Cost: 0.2862233829897046, Slippage: 0.0, Time Penalty: 0.166765\n", "Step: 57652, Timestamp: 2023-07-03 16:59:27.332572540, Action: SELL, Price: 196.13181616159716, Shares: 0.29925240921615304, Symbol: AAPL, Reward: -0.24708121803554473, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.166765\n", "Step: 57653, Timestamp: 2023-07-03 16:59:27.333156647, Action: SELL, Price: 188.43048669676168, Shares: 0.16630005009572496, Symbol: AAPL, Reward: -0.3495018195192404, Transaction Cost: 0.1849018195192404, Slippage: 0.0, Time Penalty: 0.1646\n", "Step: 57654, Timestamp: 2023-07-03 16:59:27.400186251, Action: SELL, Price: 196.31413886788616, Shares: 0.10309294026844752, Symbol: AAPL, Reward: -0.20502450464462998, Transaction Cost: 0.03591850464463453, Slippage: 0.0049999999999954525, Time Penalty: 0.164106\n", "Step: 57678, Timestamp: 2023-07-03 16:59:30.110235480, Action: SELL, Price: 187.08987131245573, Shares: 0.16715356578698753, Symbol: AAPL, Reward: -0.19885721820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.173459\n", "Step: 57679, Timestamp: 2023-07-03 16:59:30.137910198, Action: SELL, Price: 187.39050031556343, Shares: 0.1898854905517518, Symbol: AAPL, Reward: -0.2537550087031422, Transaction Cost: 0.08798200870314223, Slippage: 0.0, Time Penalty: 0.165773\n", "Step: 57708, Timestamp: 2023-07-03 16:59:31.826867736, Action: SELL, Price: 187.83647738983925, Shares: 0.20413245449107362, Symbol: AAPL, Reward: -0.1905122182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.165114\n", "Step: 57722, Timestamp: 2023-07-03 16:59:32.718975405, Action: BUY, Price: 191.69518043560853, Shares: 0.18605638538455982, Symbol: AAPL, Reward: -0.3646508195192597, Transaction Cost: 0.1849018195192404, Slippage: 0.010000000000019327, Time Penalty: 0.169749\n", "Step: 57723, Timestamp: 2023-07-03 16:59:33.177544551, Action: SELL, Price: 205.5871366163212, Shares: 0.18695724455404494, Symbol: AAPL, Reward: -0.41997718204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165995\n", "Step: 57724, Timestamp: 2023-07-03 16:59:33.227748443, Action: SELL, Price: 190.91479998197025, Shares: 0.3056664097241986, Symbol: AAPL, Reward: -0.41902818204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165046\n", "Step: 57725, Timestamp: 2023-07-03 16:59:33.418684508, Action: SELL, Price: 196.65320818280557, Shares: 0.22545164866334416, Symbol: AAPL, Reward: -0.41896918204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164987\n", "Step: 57730, Timestamp: 2023-07-03 16:59:33.512498213, Action: SELL, Price: 198.64592572125656, Shares: 0.24292365070915903, Symbol: AAPL, Reward: -0.21443050464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.178512\n", "Step: 57731, Timestamp: 2023-07-03 16:59:33.512498213, Action: SELL, Price: 201.17355631048278, Shares: 0.2259103872978033, Symbol: AAPL, Reward: -0.25470665461290476, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.178512\n", "Step: 57732, Timestamp: 2023-07-03 16:59:33.512498213, Action: SELL, Price: 191.54336032467077, Shares: 0.25728438343884674, Symbol: AAPL, Reward: -0.30550309102150786, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.178512\n", "Step: 57733, Timestamp: 2023-07-03 16:59:33.512498213, Action: SELL, Price: 199.86104698451655, Shares: 0.314235289742767, Symbol: AAPL, Reward: -0.23530414241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.178512\n", "Step: 57734, Timestamp: 2023-07-03 16:59:33.512498213, Action: SELL, Price: 186.5661436116966, Shares: 0.11147854630910901, Symbol: AAPL, Reward: -0.39846702175785553, Transaction Cost: 0.21995502175785553, Slippage: 0.0, Time Penalty: 0.178512\n", "Step: 57735, Timestamp: 2023-07-03 16:59:33.512498213, Action: SELL, Price: 188.02385946954146, Shares: 0.24437039458316007, Symbol: AAPL, Reward: -0.43249418204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.178512\n", "Step: 57736, Timestamp: 2023-07-03 16:59:33.512498213, Action: SELL, Price: 201.50558364191198, Shares: 0.29010401695005117, Symbol: AAPL, Reward: -0.35810452322317265, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.178512\n", "Step: 57739, Timestamp: 2023-07-03 16:59:33.728760156, Action: SELL, Price: 195.69184964510177, Shares: 0.1404585672318004, Symbol: AAPL, Reward: -0.4243771820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170395\n", "Step: 57740, Timestamp: 2023-07-03 16:59:33.728760156, Action: SELL, Price: 198.3869222216495, Shares: 0.38002847636352105, Symbol: AAPL, Reward: -0.4243771820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170395\n", "Step: 57741, Timestamp: 2023-07-03 16:59:33.728760156, Action: SELL, Price: 192.41065689251198, Shares: 0.15228063935826883, Symbol: AAPL, Reward: -0.23759236911273546, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.170395\n", "Step: 57742, Timestamp: 2023-07-03 16:59:33.728760156, Action: SELL, Price: 191.86686295053076, Shares: 0.33728181783502365, Symbol: AAPL, Reward: -0.610305043515711, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.170395\n", "Step: 57743, Timestamp: 2023-07-03 16:59:33.728760156, Action: SELL, Price: 196.02657927641556, Shares: 0.22769274188518734, Symbol: AAPL, Reward: -0.4153265463137781, Transaction Cost: 0.24493154631377806, Slippage: 0.0, Time Penalty: 0.170395\n", "Step: 57764, Timestamp: 2023-07-03 16:59:35.135062527, Action: BUY, Price: 201.26217891585367, Shares: 0.11796454306062124, Symbol: AAPL, Reward: -0.4517305883945821, Transaction Cost: 0.2828225883945821, Slippage: 0.0, Time Penalty: 0.168908\n", "Step: 57765, Timestamp: 2023-07-03 16:59:35.135062527, Action: BUY, Price: 185.34860638080508, Shares: 0.2572102883210392, Symbol: AAPL, Reward: -0.461730588394573, Transaction Cost: 0.2828225883945821, Slippage: 0.009999999999990905, Time Penalty: 0.168908\n", "Step: 57766, Timestamp: 2023-07-03 16:59:35.135137611, Action: BUY, Price: 199.6472102913394, Shares: 0.34773090573316573, Symbol: AAPL, Reward: -0.42924418204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165262\n", "Step: 57767, Timestamp: 2023-07-03 16:59:35.135137611, Action: BUY, Price: 199.08800383114635, Shares: 0.3413450631599171, Symbol: AAPL, Reward: -0.615172043515702, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.165262\n", "Step: 57769, Timestamp: 2023-07-03 16:59:35.137249298, Action: SELL, Price: 191.4496508991402, Shares: 0.33804833793512007, Symbol: AAPL, Reward: -0.4219531820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167971\n", "Step: 57770, Timestamp: 2023-07-03 16:59:35.137249298, Action: SELL, Price: 191.59409934565969, Shares: 0.35573049526012107, Symbol: AAPL, Reward: -0.4219531820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167971\n", "Step: 57771, Timestamp: 2023-07-03 16:59:35.137249298, Action: SELL, Price: 198.45893366230248, Shares: 0.3129307872368545, Symbol: AAPL, Reward: -0.4219531820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167971\n", "Step: 57772, Timestamp: 2023-07-03 16:59:35.137249298, Action: SELL, Price: 189.28776180888747, Shares: 0.24778266911168234, Symbol: AAPL, Reward: -0.3633843423933565, Transaction Cost: 0.19175234239335648, Slippage: 0.0, Time Penalty: 0.171632\n", "Step: 57773, Timestamp: 2023-07-03 16:59:35.137249298, Action: SELL, Price: 189.92706139016823, Shares: 0.3787094852708975, Symbol: AAPL, Reward: -0.5912794356066713, Transaction Cost: 0.4196474356066712, Slippage: 0.0, Time Penalty: 0.171632\n", "Step: 57774, Timestamp: 2023-07-03 16:59:35.137249298, Action: SELL, Price: 199.68920340501336, Shares: 0.10911362673816731, Symbol: AAPL, Reward: -0.4544545883945821, Transaction Cost: 0.2828225883945821, Slippage: 0.0, Time Penalty: 0.171632\n", "Step: 57775, Timestamp: 2023-07-03 16:59:35.137249298, Action: SELL, Price: 201.79106559372673, Shares: 0.14036321264596735, Symbol: AAPL, Reward: -0.5308170464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.171632\n", "Step: 57776, Timestamp: 2023-07-03 16:59:35.137249298, Action: SELL, Price: 197.28721951778454, Shares: 0.12137996773479257, Symbol: AAPL, Reward: -0.42561418204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171632\n", "Step: 57777, Timestamp: 2023-07-03 16:59:35.137249298, Action: SELL, Price: 196.16565308871844, Shares: 0.1689891846416083, Symbol: AAPL, Reward: -0.43525818204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.181276\n", "Step: 57778, Timestamp: 2023-07-03 16:59:35.137249298, Action: SELL, Price: 190.3764713067162, Shares: 0.24916089942214611, Symbol: AAPL, Reward: -0.37086852322316355, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.181276\n", "Step: 57779, Timestamp: 2023-07-03 16:59:35.137249298, Action: SELL, Price: 192.28163145872176, Shares: 0.3201058257931397, Symbol: AAPL, Reward: -0.37086852322316355, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.181276\n", "Step: 57780, Timestamp: 2023-07-03 16:59:35.137249298, Action: SELL, Price: 187.4277648098138, Shares: 0.3715836748937022, Symbol: AAPL, Reward: -0.8632496911273454, Transaction Cost: 0.6719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.181276\n", "Step: 57781, Timestamp: 2023-07-03 16:59:35.138772797, Action: SELL, Price: 189.75542106409395, Shares: 0.15382090701179965, Symbol: AAPL, Reward: -0.42154818204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167566\n", "Step: 57785, Timestamp: 2023-07-03 16:59:35.140723856, Action: SELL, Price: 198.9470487961825, Shares: 0.21505898868723042, Symbol: AAPL, Reward: -0.3993737341967255, Transaction Cost: 0.21848373419672548, Slippage: 0.0, Time Penalty: 0.18089\n", "Step: 57786, Timestamp: 2023-07-03 16:59:35.140723856, Action: SELL, Price: 195.89165871202087, Shares: 0.4194438699740248, Symbol: AAPL, Reward: -0.31039601023422125, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.18089\n", "Step: 57787, Timestamp: 2023-07-03 16:59:35.140723856, Action: SELL, Price: 193.86681631830103, Shares: 0.26859203743562, Symbol: AAPL, Reward: -0.43487218204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.18089\n", "Step: 57788, Timestamp: 2023-07-03 16:59:35.140723856, Action: SELL, Price: 197.38695498739196, Shares: 0.2044244711066192, Symbol: AAPL, Reward: -0.43487218204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.18089\n", "Step: 57789, Timestamp: 2023-07-03 16:59:35.140723856, Action: SELL, Price: 185.29942952481224, Shares: 0.3738769056255393, Symbol: AAPL, Reward: -0.43487218204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.18089\n", "Step: 57790, Timestamp: 2023-07-03 16:59:35.140723856, Action: SELL, Price: 188.41712240313376, Shares: 0.21250663528849356, Symbol: AAPL, Reward: -0.20628821820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.18089\n", "Step: 57791, Timestamp: 2023-07-03 16:59:35.140723856, Action: SELL, Price: 199.59042988835807, Shares: 0.3960625157704546, Symbol: AAPL, Reward: -0.2612062180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.18089\n", "Step: 57792, Timestamp: 2023-07-03 16:59:35.140723856, Action: SELL, Price: 199.39728437702533, Shares: 0.39304260295507165, Symbol: AAPL, Reward: -0.5400750464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.18089\n", "Step: 57793, Timestamp: 2023-07-03 16:59:35.140723856, Action: SELL, Price: 191.4335898345255, Shares: 0.3924452202490918, Symbol: AAPL, Reward: -0.5982253109280298, Transaction Cost: 0.41733531092802983, Slippage: 0.0, Time Penalty: 0.18089\n", "Step: 57794, Timestamp: 2023-07-03 16:59:35.140723856, Action: SELL, Price: 184.69558404612928, Shares: 0.3309149291250203, Symbol: AAPL, Reward: -0.43487218204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.18089\n", "Step: 57795, Timestamp: 2023-07-03 16:59:35.140723856, Action: SELL, Price: 197.23464146160615, Shares: 0.27863831450335025, Symbol: AAPL, Reward: -0.8030167497640569, Transaction Cost: 0.6221267497640569, Slippage: 0.0, Time Penalty: 0.18089\n", "Step: 57796, Timestamp: 2023-07-03 16:59:35.140723856, Action: SELL, Price: 189.4695910530727, Shares: 0.19017512658336178, Symbol: AAPL, Reward: -0.370482523223192, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.18089\n", "Step: 57797, Timestamp: 2023-07-03 16:59:35.141514422, Action: SELL, Price: 186.75318017591658, Shares: 0.36204978919248765, Symbol: AAPL, Reward: -0.5334840464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.164299\n", "Step: 57798, Timestamp: 2023-07-03 16:59:35.141769987, Action: SELL, Price: 189.94593289117827, Shares: 0.1577590178064578, Symbol: AAPL, Reward: -0.612583043515711, Transaction Cost: 0.43991004351571106, Slippage: 0.0, Time Penalty: 0.172673\n", "Step: 57799, Timestamp: 2023-07-03 16:59:35.141769987, Action: SELL, Price: 200.24572890849626, Shares: 0.22776958775725575, Symbol: AAPL, Reward: -0.6409930037411677, Transaction Cost: 0.4683200037411678, Slippage: 0.0, Time Penalty: 0.172673\n", "Step: 57800, Timestamp: 2023-07-03 16:59:35.141769987, Action: SELL, Price: 198.5943702469987, Shares: 0.35337891620375306, Symbol: AAPL, Reward: -0.4266551820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172673\n", "Step: 57801, Timestamp: 2023-07-03 16:59:35.141769987, Action: SELL, Price: 190.31349291203693, Shares: 0.4188032133272391, Symbol: AAPL, Reward: -0.4266551820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172673\n", "Step: 57802, Timestamp: 2023-07-03 16:59:35.141769987, Action: SELL, Price: 188.4391761014253, Shares: 0.39625661102373205, Symbol: AAPL, Reward: -0.4266551820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172673\n", "Step: 57803, Timestamp: 2023-07-03 16:59:35.141769987, Action: SELL, Price: 193.27058030293264, Shares: 0.45525742984417955, Symbol: AAPL, Reward: -1.5931579025308127, Transaction Cost: 1.4204849025308126, Slippage: 0.0, Time Penalty: 0.172673\n", "Step: 57804, Timestamp: 2023-07-03 16:59:35.141769987, Action: SELL, Price: 198.67979658393233, Shares: 0.4102091034533935, Symbol: AAPL, Reward: -0.41628415100032895, Transaction Cost: 0.24361115100032896, Slippage: 0.0, Time Penalty: 0.172673\n", "Step: 57812, Timestamp: 2023-07-03 16:59:35.591108469, Action: BUY, Price: 184.11561395296224, Shares: 0.33026017636382593, Symbol: AAPL, Reward: -0.20231821820432092, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.16692\n", "Step: 57813, Timestamp: 2023-07-03 16:59:35.591475606, Action: BUY, Price: 185.8004977260567, Shares: 0.4712818985190824, Symbol: AAPL, Reward: -0.4281541820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.164172\n", "Step: 57814, Timestamp: 2023-07-03 16:59:35.591561221, Action: BUY, Price: 196.2009495508507, Shares: 0.120643407679866, Symbol: AAPL, Reward: -0.2474332180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.167117\n", "Step: 57821, Timestamp: 2023-07-03 16:59:35.769261402, Action: SELL, Price: 189.60153300546614, Shares: 0.15615557254246865, Symbol: AAPL, Reward: -0.5285140464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.169329\n", "Step: 57822, Timestamp: 2023-07-03 16:59:35.771115816, Action: SELL, Price: 184.78091619378688, Shares: 0.21586918506951935, Symbol: AAPL, Reward: -0.2666955780410232, Transaction Cost: 0.09157457804103226, Slippage: 0.009999999999990905, Time Penalty: 0.165121\n", "Step: 57824, Timestamp: 2023-07-03 16:59:35.773747198, Action: SELL, Price: 194.48139700775405, Shares: 0.42830116801133805, Symbol: AAPL, Reward: -0.18994821820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.16455\n", "Step: 57825, Timestamp: 2023-07-03 16:59:35.774260621, Action: SELL, Price: 183.5312950539411, Shares: 0.41534846287854443, Symbol: AAPL, Reward: -0.20065650464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.164738\n", "Step: 57826, Timestamp: 2023-07-03 16:59:35.870281856, Action: SELL, Price: 190.6657176160152, Shares: 0.2337552606988279, Symbol: AAPL, Reward: -0.25347736012723787, Transaction Cost: 0.08423636012724241, Slippage: 0.0049999999999954525, Time Penalty: 0.164241\n", "Step: 57845, Timestamp: 2023-07-03 16:59:37.059148678, Action: BUY, Price: 195.32414648214495, Shares: 0.4234919175049607, Symbol: AAPL, Reward: -0.31261201305473263, Transaction Cost: 0.13197301305471332, Slippage: 0.010000000000019327, Time Penalty: 0.170639\n", "Step: 57846, Timestamp: 2023-07-03 16:59:37.059543371, Action: BUY, Price: 192.8559034729217, Shares: 0.2657342135687232, Symbol: AAPL, Reward: -0.4022144714619639, Transaction Cost: 0.21700247146194457, Slippage: 0.010000000000019327, Time Penalty: 0.175212\n", "Step: 57847, Timestamp: 2023-07-03 16:59:37.059543371, Action: BUY, Price: 183.0893512254821, Shares: 0.21901188730010812, Symbol: AAPL, Reward: -0.6444915690652395, Transaction Cost: 0.45927956906522016, Slippage: 0.010000000000019327, Time Penalty: 0.175212\n", "Step: 57848, Timestamp: 2023-07-03 16:59:37.060353058, Action: BUY, Price: 196.91947760137674, Shares: 0.1916768681589251, Symbol: AAPL, Reward: -0.6056924356066906, Transaction Cost: 0.4196474356066712, Slippage: 0.010000000000019327, Time Penalty: 0.176045\n", "Step: 57849, Timestamp: 2023-07-03 16:59:37.060353058, Action: BUY, Price: 201.30422775848726, Shares: 0.3764239938251908, Symbol: AAPL, Reward: -0.4400271820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.176045\n", "Step: 57850, Timestamp: 2023-07-03 16:59:37.060353058, Action: BUY, Price: 195.9944648559329, Shares: 0.45812668774074566, Symbol: AAPL, Reward: -0.2114432182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.176045\n", "Step: 57851, Timestamp: 2023-07-03 16:59:37.060395156, Action: BUY, Price: 200.82318944942375, Shares: 0.2894742793390707, Symbol: AAPL, Reward: -0.6673531636988153, Transaction Cost: 0.4911781636988153, Slippage: 0.0, Time Penalty: 0.176175\n", "Step: 57852, Timestamp: 2023-07-03 16:59:37.060466187, Action: BUY, Price: 189.51504443901425, Shares: 0.33783103513254287, Symbol: AAPL, Reward: -0.42589718204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171915\n", "Step: 57853, Timestamp: 2023-07-03 16:59:37.060466187, Action: BUY, Price: 196.65456790168543, Shares: 0.28985219233267157, Symbol: AAPL, Reward: -0.5311000464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.171915\n", "Step: 57854, Timestamp: 2023-07-03 16:59:37.060466187, Action: BUY, Price: 185.392310462433, Shares: 0.11951163973650274, Symbol: AAPL, Reward: -0.42589718204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171915\n", "Step: 57855, Timestamp: 2023-07-03 16:59:37.060466187, Action: BUY, Price: 195.25391048955018, Shares: 0.28206616867502915, Symbol: AAPL, Reward: -0.30388801305471336, Transaction Cost: 0.13197301305471332, Slippage: 0.0, Time Penalty: 0.171915\n", "Step: 57856, Timestamp: 2023-07-03 16:59:37.447203771, Action: BUY, Price: 188.23243170798625, Shares: 0.1874019782038587, Symbol: AAPL, Reward: -0.41933718204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165355\n", "Step: 57857, Timestamp: 2023-07-03 16:59:37.447777443, Action: SELL, Price: 195.3106141368603, Shares: 0.38856074594502826, Symbol: AAPL, Reward: -0.42092418204301574, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.166942\n", "Step: 57858, Timestamp: 2023-07-03 16:59:37.447777443, Action: SELL, Price: 195.56213461556186, Shares: 0.12690819813080143, Symbol: AAPL, Reward: -0.3636757522572041, Transaction Cost: 0.1967337522572041, Slippage: 0.0, Time Penalty: 0.166942\n", "Step: 57859, Timestamp: 2023-07-03 16:59:37.447777443, Action: SELL, Price: 196.06790513596326, Shares: 0.34560509985145726, Symbol: AAPL, Reward: -0.6849063640860225, Transaction Cost: 0.5079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.166942\n", "Step: 57860, Timestamp: 2023-07-03 16:59:37.447777443, Action: SELL, Price: 197.5042539478951, Shares: 0.317812230010119, Symbol: AAPL, Reward: -0.43092418204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166942\n", "Step: 57861, Timestamp: 2023-07-03 16:59:37.448026776, Action: SELL, Price: 187.00189720970198, Shares: 0.24131762968408274, Symbol: AAPL, Reward: -0.5379170464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.168732\n", "Step: 57862, Timestamp: 2023-07-03 16:59:37.448026776, Action: SELL, Price: 193.31971679302632, Shares: 0.4234959658430208, Symbol: AAPL, Reward: -0.43271418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168732\n", "Step: 57863, Timestamp: 2023-07-03 16:59:37.448026776, Action: SELL, Price: 191.6673627822656, Shares: 0.17794153004115096, Symbol: AAPL, Reward: -0.43271418204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168732\n", "Step: 57864, Timestamp: 2023-07-03 16:59:37.469009304, Action: SELL, Price: 186.14029906397948, Shares: 0.41347823386530297, Symbol: AAPL, Reward: -0.5288190464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.164634\n", "Step: 57865, Timestamp: 2023-07-03 16:59:37.641047232, Action: SELL, Price: 185.42390893727998, Shares: 0.4017459619302243, Symbol: AAPL, Reward: -0.4280161820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164034\n", "Step: 57866, Timestamp: 2023-07-03 16:59:37.702728775, Action: SELL, Price: 200.196894956646, Shares: 0.37465030819908124, Symbol: AAPL, Reward: -0.27425753635881617, Transaction Cost: 0.10471953635882071, Slippage: 0.0049999999999954525, Time Penalty: 0.164538\n", "Step: 57883, Timestamp: 2023-07-03 16:59:38.085005210, Action: SELL, Price: 183.49023958794663, Shares: 0.30402850973276174, Symbol: AAPL, Reward: -0.5303540464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.171169\n", "Step: 57884, Timestamp: 2023-07-03 16:59:38.085005210, Action: SELL, Price: 185.178355256141, Shares: 0.20937142773394707, Symbol: AAPL, Reward: -0.4251511820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171169\n", "Step: 57885, Timestamp: 2023-07-03 16:59:38.085005210, Action: SELL, Price: 197.33485399655774, Shares: 0.3952005705702726, Symbol: AAPL, Reward: -0.4282381820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174256\n", "Step: 57886, Timestamp: 2023-07-03 16:59:38.085005210, Action: SELL, Price: 185.3325839614689, Shares: 0.13543304076845106, Symbol: AAPL, Reward: -0.5334410464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.174256\n", "Step: 57887, Timestamp: 2023-07-03 16:59:38.085005210, Action: SELL, Price: 189.6203976270894, Shares: 0.14554188755885644, Symbol: AAPL, Reward: -0.4282381820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174256\n", "Step: 57888, Timestamp: 2023-07-03 16:59:38.085005210, Action: SELL, Price: 191.96905386949993, Shares: 0.1572678169925109, Symbol: AAPL, Reward: -0.4282381820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.174256\n", "Step: 57889, Timestamp: 2023-07-03 16:59:38.223231898, Action: SELL, Price: 197.34046852297837, Shares: 0.1074825612736296, Symbol: AAPL, Reward: -0.42262718204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168645\n", "Step: 57890, Timestamp: 2023-07-03 16:59:38.272845382, Action: BUY, Price: 206.83067659036314, Shares: 0.35888759810282805, Symbol: AAPL, Reward: -0.3477887202544757, Transaction Cost: 0.16847272025448481, Slippage: 0.009999999999990905, Time Penalty: 0.169316\n", "Step: 57891, Timestamp: 2023-07-03 16:59:38.272845382, Action: BUY, Price: 192.95821545054227, Shares: 0.12045716236836562, Symbol: AAPL, Reward: -0.26729800870313314, Transaction Cost: 0.08798200870314223, Slippage: 0.009999999999990905, Time Penalty: 0.169316\n", "Step: 57892, Timestamp: 2023-07-03 16:59:38.272882511, Action: BUY, Price: 197.69315486567527, Shares: 0.11952344230636489, Symbol: AAPL, Reward: -0.4158754058737718, Transaction Cost: 0.23825640587378089, Slippage: 0.009999999999990905, Time Penalty: 0.167619\n", "Step: 57893, Timestamp: 2023-07-03 16:59:38.272882511, Action: BUY, Price: 199.2868316197026, Shares: 0.3250427946624564, Symbol: AAPL, Reward: -0.4316011820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167619\n", "Step: 57894, Timestamp: 2023-07-03 16:59:38.272965504, Action: BUY, Price: 187.80385881859533, Shares: 0.1322026001908493, Symbol: AAPL, Reward: -0.43183118204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167849\n", "Step: 57895, Timestamp: 2023-07-03 16:59:38.273023278, Action: BUY, Price: 201.65376320857004, Shares: 0.35420299542086897, Symbol: AAPL, Reward: -0.4326051820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168623\n", "Step: 57896, Timestamp: 2023-07-03 16:59:38.273186918, Action: BUY, Price: 197.51281235614385, Shares: 0.42623130621458116, Symbol: AAPL, Reward: -0.42921718204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165235\n", "Step: 57897, Timestamp: 2023-07-03 16:59:38.273827892, Action: BUY, Price: 195.99538990102488, Shares: 0.2166787315308987, Symbol: AAPL, Reward: -0.42802718204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164045\n", "Step: 57898, Timestamp: 2023-07-03 16:59:38.274351337, Action: BUY, Price: 200.49325344813266, Shares: 0.3978537125583942, Symbol: AAPL, Reward: -0.5245660464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.165381\n", "Step: 57899, Timestamp: 2023-07-03 16:59:38.475497159, Action: BUY, Price: 189.0516317591329, Shares: 0.2282094878064602, Symbol: AAPL, Reward: -0.33659743607108034, Transaction Cost: 0.16063243607108943, Slippage: 0.009999999999990905, Time Penalty: 0.165965\n", "Step: 57900, Timestamp: 2023-07-03 16:59:38.475497159, Action: BUY, Price: 186.20531155344275, Shares: 0.42924201024626524, Symbol: AAPL, Reward: -0.7769965409808757, Transaction Cost: 0.6010315409808847, Slippage: 0.009999999999990905, Time Penalty: 0.165965\n", "Step: 57901, Timestamp: 2023-07-03 16:59:38.694703493, Action: BUY, Price: 191.20361295818984, Shares: 0.11833931891840382, Symbol: AAPL, Reward: -0.23100614241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.164214\n", "Step: 57904, Timestamp: 2023-07-03 16:59:38.734413127, Action: SELL, Price: 198.5200222399496, Shares: 0.3222550684908898, Symbol: AAPL, Reward: -0.4239351820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169953\n", "Step: 57905, Timestamp: 2023-07-03 16:59:38.734413127, Action: SELL, Price: 196.89649177765233, Shares: 0.38181089384831607, Symbol: AAPL, Reward: -0.4239351820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169953\n", "Step: 57906, Timestamp: 2023-07-03 16:59:38.734413127, Action: SELL, Price: 187.4603607015242, Shares: 0.24889988422028045, Symbol: AAPL, Reward: -0.5715340901777236, Transaction Cost: 0.40158109017772364, Slippage: 0.0, Time Penalty: 0.169953\n", "Step: 57907, Timestamp: 2023-07-03 16:59:38.734413127, Action: SELL, Price: 199.555652439075, Shares: 0.22836924043434717, Symbol: AAPL, Reward: -0.4239351820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.169953\n", "Step: 57908, Timestamp: 2023-07-03 16:59:38.734413127, Action: SELL, Price: 192.5708796900133, Shares: 0.19172574424948208, Symbol: AAPL, Reward: -0.6779173640860315, Transaction Cost: 0.5079643640860315, Slippage: 0.0, Time Penalty: 0.169953\n", "Step: 57909, Timestamp: 2023-07-03 16:59:38.734413127, Action: SELL, Price: 184.78102450529448, Shares: 0.2870155719158103, Symbol: AAPL, Reward: -0.43393518204300663, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169953\n", "Step: 57910, Timestamp: 2023-07-03 16:59:38.734720547, Action: SELL, Price: 196.28697379427027, Shares: 0.2754267362055338, Symbol: AAPL, Reward: -0.42501529148257705, Transaction Cost: 0.26025429148257706, Slippage: 0.0, Time Penalty: 0.164761\n", "Step: 57911, Timestamp: 2023-07-03 16:59:39.014172216, Action: SELL, Price: 184.88041433501158, Shares: 0.41736296504410325, Symbol: AAPL, Reward: -0.20253050464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.166612\n", "Step: 57917, Timestamp: 2023-07-03 16:59:39.064001999, Action: BUY, Price: 190.2627309600346, Shares: 0.47397502289060517, Symbol: AAPL, Reward: -0.396882027867798, Transaction Cost: 0.21551102786780715, Slippage: 0.009999999999990905, Time Penalty: 0.171371\n", "Step: 57918, Timestamp: 2023-07-03 16:59:39.064001999, Action: BUY, Price: 197.1813963583431, Shares: 0.3740064759242674, Symbol: AAPL, Reward: -0.4698393066577202, Transaction Cost: 0.2884683066577293, Slippage: 0.009999999999990905, Time Penalty: 0.171371\n", "Step: 57919, Timestamp: 2023-07-03 16:59:39.069003562, Action: BUY, Price: 200.6919455185108, Shares: 0.2608040462192456, Symbol: AAPL, Reward: -0.42895518204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164973\n", "Step: 57920, Timestamp: 2023-07-03 16:59:39.069021838, Action: BUY, Price: 183.0594688095295, Shares: 0.25854504141269685, Symbol: AAPL, Reward: -0.495232345819246, Transaction Cost: 0.32025934581925514, Slippage: 0.009999999999990905, Time Penalty: 0.164973\n", "Step: 57921, Timestamp: 2023-07-03 16:59:39.071793198, Action: BUY, Price: 188.36200349162598, Shares: 0.2482665919127312, Symbol: AAPL, Reward: -0.4287671820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164785\n", "Step: 57922, Timestamp: 2023-07-03 16:59:39.072396844, Action: BUY, Price: 189.46053686945007, Shares: 0.21061801845898023, Symbol: AAPL, Reward: -0.4290971820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165115\n", "Step: 57923, Timestamp: 2023-07-03 16:59:39.330606110, Action: BUY, Price: 194.56817014405175, Shares: 0.23713497415456805, Symbol: AAPL, Reward: -0.21876900435156202, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.164778\n", "Step: 57926, Timestamp: 2023-07-03 16:59:39.792019532, Action: SELL, Price: 192.07507724611094, Shares: 0.2595296125254061, Symbol: AAPL, Reward: -0.5270740464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.167889\n", "Step: 57927, Timestamp: 2023-07-03 16:59:39.792019532, Action: SELL, Price: 191.03025763827083, Shares: 0.37291583190376587, Symbol: AAPL, Reward: -0.42187118204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167889\n", "Step: 57928, Timestamp: 2023-07-03 16:59:39.792690632, Action: SELL, Price: 201.14354945438077, Shares: 0.12897544745801304, Symbol: AAPL, Reward: -0.8288290043833514, Transaction Cost: 0.6579070043833514, Slippage: 0.0, Time Penalty: 0.170922\n", "Step: 57929, Timestamp: 2023-07-03 16:59:39.792690632, Action: SELL, Price: 195.78449090290937, Shares: 0.46524723534301377, Symbol: AAPL, Reward: -0.4249041820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170922\n", "Step: 57930, Timestamp: 2023-07-03 16:59:39.792690632, Action: SELL, Price: 192.4384300363416, Shares: 0.19472602365218933, Symbol: AAPL, Reward: -0.4249041820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170922\n", "Step: 57931, Timestamp: 2023-07-03 16:59:39.792690632, Action: SELL, Price: 194.4742227757846, Shares: 0.11892247379207878, Symbol: AAPL, Reward: -1.2306700731413118, Transaction Cost: 1.0597480731413118, Slippage: 0.0, Time Penalty: 0.170922\n", "Step: 57932, Timestamp: 2023-07-03 16:59:39.805785932, Action: SELL, Price: 201.75039577133978, Shares: 0.43214143115876597, Symbol: AAPL, Reward: -0.712565363350911, Transaction Cost: 0.547094363350911, Slippage: 0.0, Time Penalty: 0.165471\n", "Step: 57942, Timestamp: 2023-07-03 16:59:39.873437140, Action: BUY, Price: 195.4342258499209, Shares: 0.15430788597755377, Symbol: AAPL, Reward: -0.21496450464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.169046\n", "Step: 57943, Timestamp: 2023-07-03 16:59:40.019850462, Action: BUY, Price: 192.1973572151961, Shares: 0.4437178527304264, Symbol: AAPL, Reward: -0.42113518204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167153\n", "Step: 57944, Timestamp: 2023-07-03 16:59:40.019850462, Action: BUY, Price: 186.2007136454834, Shares: 0.44752292025673507, Symbol: AAPL, Reward: -0.49041954180171077, Transaction Cost: 0.32326654180171077, Slippage: 0.0, Time Penalty: 0.167153\n", "Step: 57945, Timestamp: 2023-07-03 16:59:40.364593681, Action: BUY, Price: 195.05575027116348, Shares: 0.2769149852102447, Symbol: AAPL, Reward: -0.43427518204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170293\n", "Step: 57946, Timestamp: 2023-07-03 16:59:40.364593681, Action: BUY, Price: 185.212003071444, Shares: 0.3574873241395632, Symbol: AAPL, Reward: -0.4985317619518792, Transaction Cost: 0.31823876195188827, Slippage: 0.009999999999990905, Time Penalty: 0.170293\n", "Step: 57947, Timestamp: 2023-07-03 16:59:40.364593681, Action: BUY, Price: 183.71861210975106, Shares: 0.26712853576744555, Symbol: AAPL, Reward: -0.3525520968449835, Transaction Cost: 0.1722590968449926, Slippage: 0.009999999999990905, Time Penalty: 0.170293\n", "Step: 57948, Timestamp: 2023-07-03 16:59:40.364593681, Action: BUY, Price: 192.8253447008672, Shares: 0.41648850643460905, Symbol: AAPL, Reward: -0.373720067137174, Transaction Cost: 0.19342706713718308, Slippage: 0.009999999999990905, Time Penalty: 0.170293\n", "Step: 57949, Timestamp: 2023-07-03 16:59:40.365372184, Action: BUY, Price: 196.72138929049135, Shares: 0.4432817111210964, Symbol: AAPL, Reward: -0.33878826638365156, Transaction Cost: 0.16459926638366065, Slippage: 0.009999999999990905, Time Penalty: 0.164189\n", "Step: 57951, Timestamp: 2023-07-03 16:59:40.838477771, Action: SELL, Price: 188.77158803904376, Shares: 0.3679826649950648, Symbol: AAPL, Reward: -0.2885965755001645, Transaction Cost: 0.12180557550016448, Slippage: 0.0, Time Penalty: 0.166791\n", "Step: 57961, Timestamp: 2023-07-03 16:59:41.057006700, Action: SELL, Price: 196.07702595616186, Shares: 0.2515490077382494, Symbol: AAPL, Reward: -0.5292960464463408, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.165111\n", "Step: 57962, Timestamp: 2023-07-03 16:59:41.295014286, Action: SELL, Price: 200.6224899641136, Shares: 0.14817152870174063, Symbol: AAPL, Reward: -0.4247451820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.165763\n", "Step: 57966, Timestamp: 2023-07-03 16:59:41.334184144, Action: SELL, Price: 194.5133797597209, Shares: 0.14430857330460725, Symbol: AAPL, Reward: -0.35587309684498347, Transaction Cost: 0.1722590968449926, Slippage: 0.009999999999990905, Time Penalty: 0.173614\n", "Step: 57971, Timestamp: 2023-07-03 16:59:41.524827239, Action: BUY, Price: 198.14320485088243, Shares: 0.33469759436470614, Symbol: AAPL, Reward: -0.4365661820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172584\n", "Step: 57972, Timestamp: 2023-07-03 16:59:41.524827239, Action: BUY, Price: 194.81054344587898, Shares: 0.14002478310572866, Symbol: AAPL, Reward: -0.326258018578529, Transaction Cost: 0.14367401857853812, Slippage: 0.009999999999990905, Time Penalty: 0.172584\n", "Step: 57973, Timestamp: 2023-07-03 16:59:41.524827239, Action: BUY, Price: 201.5994928654292, Shares: 0.3369081976288452, Symbol: AAPL, Reward: -0.5078398931431342, Transaction Cost: 0.3252558931431433, Slippage: 0.009999999999990905, Time Penalty: 0.172584\n", "Step: 57974, Timestamp: 2023-07-03 16:59:41.524827239, Action: BUY, Price: 195.3831156291572, Shares: 0.20190027141878522, Symbol: AAPL, Reward: -0.3548430968449835, Transaction Cost: 0.1722590968449926, Slippage: 0.009999999999990905, Time Penalty: 0.172584\n", "Step: 57975, Timestamp: 2023-07-03 16:59:41.524827239, Action: BUY, Price: 194.47431931723074, Shares: 0.19744870414173407, Symbol: AAPL, Reward: -0.37601106713717397, Transaction Cost: 0.19342706713718308, Slippage: 0.009999999999990905, Time Penalty: 0.172584\n", "Step: 57976, Timestamp: 2023-07-03 16:59:41.524880844, Action: BUY, Price: 198.8236135444523, Shares: 0.40272521361584696, Symbol: AAPL, Reward: -0.35189426638365157, Transaction Cost: 0.16459926638366065, Slippage: 0.009999999999990905, Time Penalty: 0.177295\n", "Step: 57977, Timestamp: 2023-07-03 16:59:41.524880844, Action: BUY, Price: 186.14567686270766, Shares: 0.1829858410196968, Symbol: AAPL, Reward: -0.2676112180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.177295\n", "Step: 57978, Timestamp: 2023-07-03 16:59:41.524880844, Action: BUY, Price: 200.7365418567972, Shares: 0.3821512357321923, Symbol: AAPL, Reward: -0.5774698315268112, Transaction Cost: 0.39017483152682025, Slippage: 0.009999999999990905, Time Penalty: 0.177295\n", "Step: 57979, Timestamp: 2023-07-03 16:59:41.524880844, Action: BUY, Price: 190.06915464589042, Shares: 0.1938535074620564, Symbol: AAPL, Reward: -0.45608447645093275, Transaction Cost: 0.2687894764509418, Slippage: 0.009999999999990905, Time Penalty: 0.177295\n", "Step: 57980, Timestamp: 2023-07-03 16:59:41.528303074, Action: BUY, Price: 199.1993617766276, Shares: 0.16574649224782903, Symbol: AAPL, Reward: -0.43101318204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167031\n", "Step: 57981, Timestamp: 2023-07-03 16:59:41.528303074, Action: BUY, Price: 187.57092126078663, Shares: 0.16792534093404451, Symbol: AAPL, Reward: -0.24886800928925998, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.167031\n", "Step: 57982, Timestamp: 2023-07-03 16:59:41.528303074, Action: BUY, Price: 187.52367690054095, Shares: 0.19104116966440246, Symbol: AAPL, Reward: -0.43101318204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167031\n", "Step: 57983, Timestamp: 2023-07-03 16:59:41.626910023, Action: BUY, Price: 191.6165365859582, Shares: 0.1837553859413791, Symbol: AAPL, Reward: -0.22567643640862248, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.16488\n", "Step: 57984, Timestamp: 2023-07-03 16:59:41.697825253, Action: BUY, Price: 186.44281384272307, Shares: 0.46079343092115316, Symbol: AAPL, Reward: -0.3787290727176653, Transaction Cost: 0.20943907271764142, Slippage: 0.005000000000023874, Time Penalty: 0.16429\n", "Step: 57997, Timestamp: 2023-07-03 16:59:41.711747667, Action: SELL, Price: 200.1795263185557, Shares: 0.4117535932051683, Symbol: AAPL, Reward: -0.26814087281720633, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.166548\n", "Step: 57998, Timestamp: 2023-07-03 16:59:41.711747667, Action: SELL, Price: 197.0891522837945, Shares: 0.2503278658451146, Symbol: AAPL, Reward: -0.3775214454114517, Transaction Cost: 0.21097344541145174, Slippage: 0.0, Time Penalty: 0.166548\n", "Step: 58004, Timestamp: 2023-07-03 16:59:41.897806972, Action: BUY, Price: 194.77219955101165, Shares: 0.37614031050207924, Symbol: AAPL, Reward: -0.20976221820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174364\n", "Step: 58005, Timestamp: 2023-07-03 16:59:41.897806972, Action: BUY, Price: 201.99358882927544, Shares: 0.11698696860494646, Symbol: AAPL, Reward: -0.4383461820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.174364\n", "Step: 58006, Timestamp: 2023-07-03 16:59:41.897806972, Action: BUY, Price: 201.8771824019304, Shares: 0.35237379017703657, Symbol: AAPL, Reward: -0.23516043640859405, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.174364\n", "Step: 58007, Timestamp: 2023-07-03 16:59:42.025276732, Action: BUY, Price: 189.75775031648604, Shares: 0.2608207439757132, Symbol: AAPL, Reward: -0.6255354683934703, Transaction Cost: 0.43696746839345096, Slippage: 0.010000000000019327, Time Penalty: 0.178568\n", "Step: 58008, Timestamp: 2023-07-03 16:59:42.025276732, Action: BUY, Price: 184.68533255865233, Shares: 0.4283340271226604, Symbol: AAPL, Reward: -0.2139662182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.178568\n", "Step: 58009, Timestamp: 2023-07-03 16:59:42.025276732, Action: BUY, Price: 184.74276765446032, Shares: 0.19803796364328308, Symbol: AAPL, Reward: -0.2139662182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.178568\n", "Step: 58010, Timestamp: 2023-07-03 16:59:42.025276732, Action: BUY, Price: 187.65499829206658, Shares: 0.11333876646959866, Symbol: AAPL, Reward: -0.4425501820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.178568\n", "Step: 58011, Timestamp: 2023-07-03 16:59:42.025276732, Action: BUY, Price: 187.39093177431562, Shares: 0.3496378325684372, Symbol: AAPL, Reward: -0.22448650464465386, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.178568\n", "Step: 58012, Timestamp: 2023-07-03 16:59:42.027442710, Action: BUY, Price: 186.61545261065353, Shares: 0.14262785056974375, Symbol: AAPL, Reward: -0.26039000928928835, Transaction Cost: 0.07183700928926906, Slippage: 0.010000000000019327, Time Penalty: 0.178553\n", "Step: 58013, Timestamp: 2023-07-03 16:59:42.027442710, Action: BUY, Price: 196.25589380496584, Shares: 0.16530947813522648, Symbol: AAPL, Reward: -0.4425351820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.178553\n", "Step: 58014, Timestamp: 2023-07-03 16:59:42.027442710, Action: BUY, Price: 193.52891582856725, Shares: 0.1033249808930673, Symbol: AAPL, Reward: -0.6965173640860508, Transaction Cost: 0.5079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.178553\n", "Step: 58015, Timestamp: 2023-07-03 16:59:42.027442710, Action: BUY, Price: 200.66624089472236, Shares: 0.4027481628294514, Symbol: AAPL, Reward: -0.6225579429239084, Transaction Cost: 0.43400494292388914, Slippage: 0.010000000000019327, Time Penalty: 0.178553\n", "Step: 58016, Timestamp: 2023-07-03 16:59:42.030827376, Action: BUY, Price: 182.96046771003623, Shares: 0.14904791249069874, Symbol: AAPL, Reward: -0.5412833121641484, Transaction Cost: 0.36629831216412906, Slippage: 0.010000000000019327, Time Penalty: 0.164985\n", "Step: 58017, Timestamp: 2023-07-03 16:59:42.030827376, Action: BUY, Price: 184.2205583941342, Shares: 0.2948471503231268, Symbol: AAPL, Reward: -0.4289671820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.164985\n", "Step: 58018, Timestamp: 2023-07-03 16:59:42.049469357, Action: BUY, Price: 190.94341270209156, Shares: 0.37191952992299543, Symbol: AAPL, Reward: -0.39647402175787483, Transaction Cost: 0.21995502175785553, Slippage: 0.010000000000019327, Time Penalty: 0.166519\n", "Step: 58019, Timestamp: 2023-07-03 16:59:42.101750020, Action: BUY, Price: 192.4118884377999, Shares: 0.3050841873008455, Symbol: AAPL, Reward: -0.3022730910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.165282\n", "Step: 58020, Timestamp: 2023-07-03 16:59:42.101750020, Action: BUY, Price: 185.76415355838205, Shares: 0.2741649284964724, Symbol: AAPL, Reward: -0.30967673822549024, Transaction Cost: 0.1343947382254709, Slippage: 0.010000000000019327, Time Penalty: 0.165282\n", "Step: 58027, Timestamp: 2023-07-03 16:59:42.170005093, Action: SELL, Price: 182.8937629528252, Shares: 0.3655208956756543, Symbol: AAPL, Reward: -0.2052695046446584, Transaction Cost: 0.03591850464463453, Slippage: 0.005000000000023874, Time Penalty: 0.164351\n", "Step: 58028, Timestamp: 2023-07-03 16:59:42.374843041, Action: SELL, Price: 196.77923159485343, Shares: 0.4042256517870026, Symbol: AAPL, Reward: -0.22035243640862703, Transaction Cost: 0.05079643640860315, Slippage: 0.005000000000023874, Time Penalty: 0.164556\n", "Step: 58033, Timestamp: 2023-07-03 16:59:42.731960302, Action: SELL, Price: 199.72957067555046, Shares: 0.15595405850136534, Symbol: AAPL, Reward: -0.24591521803554472, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.165599\n", "Step: 58034, Timestamp: 2023-07-03 16:59:42.731960302, Action: SELL, Price: 188.43808649658038, Shares: 0.31782021539486294, Symbol: AAPL, Reward: -0.41958118204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165599\n", "Step: 58035, Timestamp: 2023-07-03 16:59:42.731960302, Action: SELL, Price: 201.98795814710257, Shares: 0.3063433942894089, Symbol: AAPL, Reward: -0.41958118204301575, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165599\n", "Step: 58036, Timestamp: 2023-07-03 16:59:42.735023521, Action: SELL, Price: 195.58638206157025, Shares: 0.32091810082262223, Symbol: AAPL, Reward: -0.5351810464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.165996\n", "Step: 58047, Timestamp: 2023-07-03 16:59:43.466006594, Action: BUY, Price: 201.89732848320133, Shares: 0.2870796102716797, Symbol: AAPL, Reward: -0.5285770464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.164392\n", "Step: 58048, Timestamp: 2023-07-03 16:59:43.585009685, Action: BUY, Price: 195.10932832447497, Shares: 0.2170982456994776, Symbol: AAPL, Reward: -0.4234421820430112, Transaction Cost: 0.25398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.16446\n", "Step: 58054, Timestamp: 2023-07-03 16:59:43.719102327, Action: SELL, Price: 200.5168421100537, Shares: 0.4323135062926138, Symbol: AAPL, Reward: -0.4250971820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171115\n", "Step: 58055, Timestamp: 2023-07-03 16:59:43.719102327, Action: SELL, Price: 191.78031994386475, Shares: 0.3650776303800492, Symbol: AAPL, Reward: -0.4250971820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171115\n", "Step: 58056, Timestamp: 2023-07-03 16:59:43.719102327, Action: SELL, Price: 188.92857748917453, Shares: 0.18900247178477642, Symbol: AAPL, Reward: -0.4250971820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171115\n", "Step: 58057, Timestamp: 2023-07-03 16:59:43.719102327, Action: SELL, Price: 184.34916256185141, Shares: 0.3841734795717934, Symbol: AAPL, Reward: -0.5503912790019823, Transaction Cost: 0.3792762790019823, Slippage: 0.0, Time Penalty: 0.171115\n", "Step: 58058, Timestamp: 2023-07-03 16:59:43.719102327, Action: SELL, Price: 190.12126998984476, Shares: 0.10192825329984895, Symbol: AAPL, Reward: -0.4250971820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171115\n", "Step: 58059, Timestamp: 2023-07-03 16:59:43.719102327, Action: SELL, Price: 192.56212876187692, Shares: 0.10205470486894104, Symbol: AAPL, Reward: -0.4250971820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171115\n", "Step: 58060, Timestamp: 2023-07-03 16:59:43.719102327, Action: SELL, Price: 196.65232203121295, Shares: 0.4362494636539172, Symbol: AAPL, Reward: -0.4250971820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171115\n", "Step: 58067, Timestamp: 2023-07-03 16:59:43.997570086, Action: BUY, Price: 197.36769815304405, Shares: 0.3544413214295377, Symbol: AAPL, Reward: -0.2009772182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165579\n", "Step: 58068, Timestamp: 2023-07-03 16:59:44.030328635, Action: BUY, Price: 196.52209699998156, Shares: 0.3364035130646715, Symbol: AAPL, Reward: -0.31064801305473266, Transaction Cost: 0.13197301305471332, Slippage: 0.010000000000019327, Time Penalty: 0.168675\n", "Step: 58069, Timestamp: 2023-07-03 16:59:44.030328635, Action: BUY, Price: 194.4224401591833, Shares: 0.10722136014081807, Symbol: AAPL, Reward: -0.5127364036609685, Transaction Cost: 0.3340614036609492, Slippage: 0.010000000000019327, Time Penalty: 0.168675\n", "Step: 58070, Timestamp: 2023-07-03 16:59:44.049662882, Action: BUY, Price: 195.08258868954536, Shares: 0.17480580434462994, Symbol: AAPL, Reward: -0.3061390102342406, Transaction Cost: 0.12950601023422126, Slippage: 0.010000000000019327, Time Penalty: 0.166633\n", "Step: 58071, Timestamp: 2023-07-03 16:59:44.049662882, Action: BUY, Price: 185.82778094494398, Shares: 0.1397922814835994, Symbol: AAPL, Reward: -0.5018888931431627, Transaction Cost: 0.3252558931431433, Slippage: 0.010000000000019327, Time Penalty: 0.166633\n", "Step: 58072, Timestamp: 2023-07-03 16:59:44.049662882, Action: BUY, Price: 183.07509748432742, Shares: 0.1365568718354757, Symbol: AAPL, Reward: -0.25694921803556403, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.166633\n", "Step: 58073, Timestamp: 2023-07-03 16:59:44.060746022, Action: BUY, Price: 194.5567643621244, Shares: 0.34700708872083774, Symbol: AAPL, Reward: -0.5296412779443376, Transaction Cost: 0.3500902779443183, Slippage: 0.010000000000019327, Time Penalty: 0.169551\n", "Step: 58074, Timestamp: 2023-07-03 16:59:44.060746022, Action: BUY, Price: 201.54500731271878, Shares: 0.10179565795028372, Symbol: AAPL, Reward: -0.3065420910215272, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.169551\n", "Step: 58077, Timestamp: 2023-07-03 16:59:44.097611272, Action: SELL, Price: 193.80509085325806, Shares: 0.08779919419149154, Symbol: AAPL, Reward: -0.32655213194908206, Transaction Cost: 0.15656513194905822, Slippage: 0.005000000000023874, Time Penalty: 0.164987\n", "Step: 58078, Timestamp: 2023-07-03 16:59:44.097882864, Action: SELL, Price: 189.1070779961858, Shares: 0.10883969863323419, Symbol: AAPL, Reward: -0.4231861820430396, Transaction Cost: 0.25398218204301576, Slippage: 0.005000000000023874, Time Penalty: 0.164204\n", "Step: 58079, Timestamp: 2023-07-03 16:59:44.237939448, Action: SELL, Price: 199.53469729701445, Shares: 0.2518353831142252, Symbol: AAPL, Reward: -0.2571530087031661, Transaction Cost: 0.08798200870314223, Slippage: 0.005000000000023874, Time Penalty: 0.164171\n", "Step: 58085, Timestamp: 2023-07-03 16:59:44.755796664, Action: SELL, Price: 194.69462279885744, Shares: 0.10976793460767093, Symbol: AAPL, Reward: -0.5266760464463452, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.167491\n", "Step: 58086, Timestamp: 2023-07-03 16:59:44.755796664, Action: SELL, Price: 198.06625934603912, Shares: 0.2961993228962993, Symbol: AAPL, Reward: -0.42147318204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.167491\n", "Step: 58087, Timestamp: 2023-07-03 16:59:44.755796664, Action: SELL, Price: 201.06847609186684, Shares: 0.2958308333974626, Symbol: AAPL, Reward: -0.3570835232231635, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.167491\n", "Step: 58088, Timestamp: 2023-07-03 16:59:44.756499372, Action: SELL, Price: 189.45376340049359, Shares: 0.15435026668361287, Symbol: AAPL, Reward: -0.42586918204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171887\n", "Step: 58089, Timestamp: 2023-07-03 16:59:44.756499372, Action: SELL, Price: 195.4649434765607, Shares: 0.3298239633923523, Symbol: AAPL, Reward: -0.5579064965506484, Transaction Cost: 0.3860194965506484, Slippage: 0.0, Time Penalty: 0.171887\n", "Step: 58090, Timestamp: 2023-07-03 16:59:44.756499372, Action: SELL, Price: 187.38906565703343, Shares: 0.4002115979205571, Symbol: AAPL, Reward: -0.42586918204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171887\n", "Step: 58091, Timestamp: 2023-07-03 16:59:44.756499372, Action: SELL, Price: 184.11987228093804, Shares: 0.2737775679420714, Symbol: AAPL, Reward: -0.42586918204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171887\n", "Step: 58092, Timestamp: 2023-07-03 16:59:44.756499372, Action: SELL, Price: 187.57408863011747, Shares: 0.233132219029968, Symbol: AAPL, Reward: -0.42586918204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171887\n", "Step: 58093, Timestamp: 2023-07-03 16:59:44.756499372, Action: SELL, Price: 190.23562498200934, Shares: 0.3975147452581314, Symbol: AAPL, Reward: -0.42586918204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171887\n", "Step: 58094, Timestamp: 2023-07-03 16:59:44.756499372, Action: SELL, Price: 183.53009621216012, Shares: 0.14834520008995994, Symbol: AAPL, Reward: -0.42586918204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171887\n", "Step: 58095, Timestamp: 2023-07-03 16:59:44.756499372, Action: SELL, Price: 196.41351094528173, Shares: 0.16261704680805744, Symbol: AAPL, Reward: -0.3422634272365729, Transaction Cost: 0.1703764272365729, Slippage: 0.0, Time Penalty: 0.171887\n", "Step: 58102, Timestamp: 2023-07-03 16:59:45.011425051, Action: BUY, Price: 200.89866208401745, Shares: 0.38382398965773107, Symbol: AAPL, Reward: -0.2141692182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.178771\n", "Step: 58103, Timestamp: 2023-07-03 16:59:45.011425051, Action: BUY, Price: 201.04415415394703, Shares: 0.32712083133144076, Symbol: AAPL, Reward: -0.3411603092258004, Transaction Cost: 0.15238930922580946, Slippage: 0.009999999999990905, Time Penalty: 0.178771\n", "Step: 58104, Timestamp: 2023-07-03 16:59:45.011425051, Action: BUY, Price: 195.62188107499574, Shares: 0.18929320648563533, Symbol: AAPL, Reward: -0.4427531820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.178771\n", "Step: 58105, Timestamp: 2023-07-03 16:59:45.011425051, Action: BUY, Price: 195.0880749514702, Shares: 0.161284895496881, Symbol: AAPL, Reward: -0.2965265139338945, Transaction Cost: 0.10775551393390358, Slippage: 0.009999999999990905, Time Penalty: 0.178771\n", "Step: 58106, Timestamp: 2023-07-03 16:59:45.011425051, Action: BUY, Price: 192.0380417410558, Shares: 0.4032116176926447, Symbol: AAPL, Reward: -0.41451530125322733, Transaction Cost: 0.2257443012532364, Slippage: 0.009999999999990905, Time Penalty: 0.178771\n", "Step: 58107, Timestamp: 2023-07-03 16:59:45.011502659, Action: BUY, Price: 183.8904686297877, Shares: 0.310307338648123, Symbol: AAPL, Reward: -0.5117198366559115, Transaction Cost: 0.3301768366559205, Slippage: 0.009999999999990905, Time Penalty: 0.171543\n", "Step: 58108, Timestamp: 2023-07-03 16:59:45.017448464, Action: BUY, Price: 201.60256722742832, Shares: 0.33240659439091674, Symbol: AAPL, Reward: -0.47893457712815724, Transaction Cost: 0.2961915771281334, Slippage: 0.005000000000023874, Time Penalty: 0.177743\n", "Step: 58109, Timestamp: 2023-07-03 16:59:45.017504752, Action: BUY, Price: 196.8971347001539, Shares: 0.2751597687660432, Symbol: AAPL, Reward: -0.3902807456344365, Transaction Cost: 0.2031857456344126, Slippage: 0.005000000000023874, Time Penalty: 0.182095\n", "Step: 58114, Timestamp: 2023-07-03 16:59:45.037997537, Action: BUY, Price: 202.06765173294008, Shares: 0.27009105021888374, Symbol: AAPL, Reward: -0.3896777391673113, Transaction Cost: 0.21249673916729198, Slippage: 0.010000000000019327, Time Penalty: 0.167181\n", "Step: 58115, Timestamp: 2023-07-03 16:59:45.037997537, Action: BUY, Price: 188.76000725407533, Shares: 0.115858167343157, Symbol: AAPL, Reward: -0.28190053635884005, Transaction Cost: 0.10471953635882071, Slippage: 0.010000000000019327, Time Penalty: 0.167181\n", "Step: 58116, Timestamp: 2023-07-03 16:59:45.038306620, Action: BUY, Price: 189.92794841783794, Shares: 0.18821580033263552, Symbol: AAPL, Reward: -0.4968430304610171, Transaction Cost: 0.30793703046099774, Slippage: 0.010000000000019327, Time Penalty: 0.178906\n", "Step: 58117, Timestamp: 2023-07-03 16:59:45.038306620, Action: BUY, Price: 196.87424379496596, Shares: 0.19414871454550892, Symbol: AAPL, Reward: -0.37380781951925973, Transaction Cost: 0.1849018195192404, Slippage: 0.010000000000019327, Time Penalty: 0.178906\n", "Step: 58118, Timestamp: 2023-07-03 16:59:45.038878037, Action: BUY, Price: 188.77263903926567, Shares: 0.12665407083958277, Symbol: AAPL, Reward: -0.355817411474329, Transaction Cost: 0.17412141147430968, Slippage: 0.010000000000019327, Time Penalty: 0.171696\n", "Step: 58119, Timestamp: 2023-07-03 16:59:45.038878037, Action: BUY, Price: 195.74401099137484, Shares: 0.2116625323550978, Symbol: AAPL, Reward: -0.47016430665774867, Transaction Cost: 0.2884683066577293, Slippage: 0.010000000000019327, Time Penalty: 0.171696\n", "Step: 58120, Timestamp: 2023-07-03 16:59:45.040282571, Action: BUY, Price: 197.45917242319996, Shares: 0.24376505525860018, Symbol: AAPL, Reward: -0.40165919056127874, Transaction Cost: 0.21400919056125942, Slippage: 0.010000000000019327, Time Penalty: 0.17765\n", "Step: 58121, Timestamp: 2023-07-03 16:59:45.040282571, Action: BUY, Price: 191.4747135927718, Shares: 0.40842811487641684, Symbol: AAPL, Reward: -0.4761183066577487, Transaction Cost: 0.2884683066577293, Slippage: 0.010000000000019327, Time Penalty: 0.17765\n", "Step: 58124, Timestamp: 2023-07-03 16:59:45.044729201, Action: BUY, Price: 196.58351664844685, Shares: 0.2804625351658297, Symbol: AAPL, Reward: -0.42569686160653425, Transaction Cost: 0.24624486160651493, Slippage: 0.010000000000019327, Time Penalty: 0.169452\n", "Step: 58125, Timestamp: 2023-07-03 16:59:45.044729201, Action: BUY, Price: 195.84670942944223, Shares: 0.2523050266679794, Symbol: AAPL, Reward: -0.2048502182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169452\n", "Step: 58126, Timestamp: 2023-07-03 16:59:45.044729201, Action: BUY, Price: 200.7401487566205, Shares: 0.25080183121390065, Symbol: AAPL, Reward: -0.2048502182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169452\n", "Step: 58127, Timestamp: 2023-07-03 16:59:45.044729201, Action: BUY, Price: 193.0034392192765, Shares: 0.2853381264349549, Symbol: AAPL, Reward: -0.25976821803556405, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.169452\n", "Step: 58146, Timestamp: 2023-07-03 16:59:45.713949853, Action: SELL, Price: 192.59242397690372, Shares: 0.18435742457629636, Symbol: AAPL, Reward: -0.5293580464463691, Transaction Cost: 0.35918504644634525, Slippage: 0.005000000000023874, Time Penalty: 0.165173\n", "Step: 58147, Timestamp: 2023-07-03 16:59:45.715345165, Action: SELL, Price: 185.6609022204137, Shares: 0.38314179304783846, Symbol: AAPL, Reward: -0.4262671820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172285\n", "Step: 58148, Timestamp: 2023-07-03 16:59:45.715345165, Action: SELL, Price: 187.4913318701935, Shares: 0.42786579115325746, Symbol: AAPL, Reward: -0.19768321820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.172285\n", "Step: 58149, Timestamp: 2023-07-03 16:59:45.715345165, Action: SELL, Price: 201.55146282856919, Shares: 0.17901493208806663, Symbol: AAPL, Reward: -0.4262671820430157, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172285\n", "Step: 58150, Timestamp: 2023-07-03 16:59:45.715345165, Action: SELL, Price: 190.5263384602946, Shares: 0.20383196666324968, Symbol: AAPL, Reward: -0.5455610498584342, Transaction Cost: 0.3732760498584342, Slippage: 0.0, Time Penalty: 0.172285\n", "Step: 58151, Timestamp: 2023-07-03 16:59:45.715345165, Action: SELL, Price: 192.26916492139054, Shares: 0.3159751531336306, Symbol: AAPL, Reward: -1.014648601272424, Transaction Cost: 0.8423636012724242, Slippage: 0.0, Time Penalty: 0.172285\n", "Step: 58152, Timestamp: 2023-07-03 16:59:46.002995622, Action: SELL, Price: 191.7260357587961, Shares: 0.23826605247795546, Symbol: AAPL, Reward: -0.3040555755001554, Transaction Cost: 0.12180557550016448, Slippage: 0.009999999999990905, Time Penalty: 0.17225\n", "Step: 58153, Timestamp: 2023-07-03 16:59:46.002995622, Action: SELL, Price: 197.9301351373585, Shares: 0.3298179327910058, Symbol: AAPL, Reward: -0.27728143075501227, Transaction Cost: 0.09503143075502138, Slippage: 0.009999999999990905, Time Penalty: 0.17225\n", "Step: 58154, Timestamp: 2023-07-03 16:59:46.003477623, Action: SELL, Price: 189.07710414419267, Shares: 0.12086153350246184, Symbol: AAPL, Reward: -0.46299429226505506, Transaction Cost: 0.28509429226506416, Slippage: 0.009999999999990905, Time Penalty: 0.1679\n", "Step: 58155, Timestamp: 2023-07-03 16:59:46.003477623, Action: SELL, Price: 201.98529976833478, Shares: 0.1180002545552167, Symbol: AAPL, Reward: -0.2401126749763966, Transaction Cost: 0.062212674976405695, Slippage: 0.009999999999990905, Time Penalty: 0.1679\n", "Step: 58156, Timestamp: 2023-07-03 16:59:46.003477623, Action: SELL, Price: 193.1530388302668, Shares: 0.3595055457611573, Symbol: AAPL, Reward: -0.20329821820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.1679\n", "Step: 58161, Timestamp: 2023-07-03 16:59:46.017987362, Action: BUY, Price: 189.05280669252522, Shares: 0.16050543912550647, Symbol: AAPL, Reward: -0.2028832182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.167485\n", "Step: 58162, Timestamp: 2023-07-03 16:59:46.017987362, Action: BUY, Price: 184.93527454992253, Shares: 0.12707362959197127, Symbol: AAPL, Reward: -0.3019103499528307, Transaction Cost: 0.12442534995281139, Slippage: 0.010000000000019327, Time Penalty: 0.167485\n", "Step: 58163, Timestamp: 2023-07-03 16:59:46.124373068, Action: BUY, Price: 184.48073981201617, Shares: 0.32576705577202403, Symbol: AAPL, Reward: -0.48627637488201936, Transaction Cost: 0.31106337488202845, Slippage: 0.009999999999990905, Time Penalty: 0.165213\n", "Step: 58164, Timestamp: 2023-07-03 16:59:46.258203755, Action: BUY, Price: 177.96830087253417, Shares: 0.186131195550019, Symbol: AAPL, Reward: -0.25419336012723787, Transaction Cost: 0.08423636012724241, Slippage: 0.0049999999999954525, Time Penalty: 0.164957\n", "Step: 58179, Timestamp: 2023-07-03 16:59:46.711961849, Action: BUY, Price: 189.57977742742395, Shares: 0.30607311241400703, Symbol: AAPL, Reward: -0.47051818204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.206536\n", "Step: 58180, Timestamp: 2023-07-03 16:59:46.711961849, Action: BUY, Price: 201.12439748347848, Shares: 0.08959271038509745, Symbol: AAPL, Reward: -0.24193421820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.206536\n", "Step: 58181, Timestamp: 2023-07-03 16:59:46.711961849, Action: BUY, Price: 185.3571658137647, Shares: 0.13656373851393558, Symbol: AAPL, Reward: -0.24193421820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.206536\n", "Step: 58182, Timestamp: 2023-07-03 16:59:46.711961849, Action: BUY, Price: 201.95201976754885, Shares: 0.28883443344602455, Symbol: AAPL, Reward: -0.47051818204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.206536\n", "Step: 58183, Timestamp: 2023-07-03 16:59:46.711961849, Action: BUY, Price: 189.30299107155057, Shares: 0.2474564270691884, Symbol: AAPL, Reward: -0.47051818204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.206536\n", "Step: 58184, Timestamp: 2023-07-03 16:59:46.711961849, Action: BUY, Price: 200.8112751145223, Shares: 0.38671707420704754, Symbol: AAPL, Reward: -0.47861618204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.214634\n", "Step: 58185, Timestamp: 2023-07-03 16:59:46.711961849, Action: BUY, Price: 188.54208669424835, Shares: 0.12344001554411586, Symbol: AAPL, Reward: -0.47606353251243255, Transaction Cost: 0.25142953251244166, Slippage: 0.009999999999990905, Time Penalty: 0.214634\n", "Step: 58186, Timestamp: 2023-07-03 16:59:46.712054653, Action: BUY, Price: 189.47527098238126, Shares: 0.3625271007123939, Symbol: AAPL, Reward: -0.4180219896111971, Transaction Cost: 0.22431098961120619, Slippage: 0.009999999999990905, Time Penalty: 0.183711\n", "Step: 58187, Timestamp: 2023-07-03 16:59:46.712054653, Action: BUY, Price: 196.82074639084203, Shares: 0.1925913352440262, Symbol: AAPL, Reward: -0.4208795696487548, Transaction Cost: 0.22716856964876386, Slippage: 0.009999999999990905, Time Penalty: 0.183711\n", "Step: 58188, Timestamp: 2023-07-03 16:59:46.712054653, Action: BUY, Price: 188.0812074142606, Shares: 0.09087386976656042, Symbol: AAPL, Reward: -0.2266562182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.191258\n", "Step: 58189, Timestamp: 2023-07-03 16:59:46.712054653, Action: BUY, Price: 186.8023796894999, Shares: 0.16416544426998042, Symbol: AAPL, Reward: -0.4748051816754464, Transaction Cost: 0.2735471816754555, Slippage: 0.009999999999990905, Time Penalty: 0.191258\n", "Step: 58200, Timestamp: 2023-07-03 16:59:46.894476090, Action: BUY, Price: 199.20200205590064, Shares: 0.14535440442078476, Symbol: AAPL, Reward: -0.19498421820429704, Transaction Cost: 0.025398218204301576, Slippage: 0.0049999999999954525, Time Penalty: 0.164586\n", "Step: 58203, Timestamp: 2023-07-03 16:59:47.014655363, Action: SELL, Price: 199.52000578196015, Shares: 0.16344972977945482, Symbol: AAPL, Reward: -0.4253311820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171349\n", "Step: 58204, Timestamp: 2023-07-03 16:59:47.014655363, Action: SELL, Price: 189.78431977392074, Shares: 0.34693982149565783, Symbol: AAPL, Reward: -0.5367657265004935, Transaction Cost: 0.36541672650049345, Slippage: 0.0, Time Penalty: 0.171349\n", "Step: 58205, Timestamp: 2023-07-03 16:59:47.014655363, Action: SELL, Price: 190.46252457163055, Shares: 0.15617021858652674, Symbol: AAPL, Reward: -0.2516652180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.171349\n", "Step: 58206, Timestamp: 2023-07-03 16:59:47.014655363, Action: SELL, Price: 201.73941929232507, Shares: 0.15569595106301273, Symbol: AAPL, Reward: -0.4253311820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171349\n", "Step: 58207, Timestamp: 2023-07-03 16:59:47.014655363, Action: SELL, Price: 194.0421290004577, Shares: 0.3900915204767693, Symbol: AAPL, Reward: -0.4253311820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171349\n", "Step: 58208, Timestamp: 2023-07-03 16:59:47.014655363, Action: SELL, Price: 199.26269700816871, Shares: 0.4195165242310973, Symbol: AAPL, Reward: -0.4253311820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.171349\n", "Step: 58209, Timestamp: 2023-07-03 16:59:47.014655363, Action: SELL, Price: 185.44273624688722, Shares: 0.2416828641571928, Symbol: AAPL, Reward: -0.5405340464463646, Transaction Cost: 0.35918504644634525, Slippage: 0.010000000000019327, Time Penalty: 0.171349\n", "Step: 58210, Timestamp: 2023-07-03 16:59:47.015600886, Action: SELL, Price: 187.23975519115112, Shares: 0.3730770229592188, Symbol: AAPL, Reward: -0.4240571820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170075\n", "Step: 58211, Timestamp: 2023-07-03 16:59:47.015600886, Action: SELL, Price: 185.08311555776456, Shares: 0.14566736840161948, Symbol: AAPL, Reward: -0.5372527811663487, Transaction Cost: 0.3671777811663487, Slippage: 0.0, Time Penalty: 0.170075\n", "Step: 58212, Timestamp: 2023-07-03 16:59:47.015600886, Action: SELL, Price: 191.33055095151875, Shares: 0.16823038063108225, Symbol: AAPL, Reward: -0.4240571820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170075\n", "Step: 58213, Timestamp: 2023-07-03 16:59:47.015600886, Action: SELL, Price: 188.4943053110337, Shares: 0.39421417187954133, Symbol: AAPL, Reward: -0.4240571820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170075\n", "Step: 58214, Timestamp: 2023-07-03 16:59:47.015600886, Action: SELL, Price: 192.15310049307956, Shares: 0.09757831137356358, Symbol: AAPL, Reward: -0.382571739167292, Transaction Cost: 0.21249673916729198, Slippage: 0.0, Time Penalty: 0.170075\n", "Step: 58224, Timestamp: 2023-07-03 16:59:47.236421676, Action: BUY, Price: 193.75312428856347, Shares: 0.1472261037931289, Symbol: AAPL, Reward: -0.3647518615100337, Transaction Cost: 0.19006286151004276, Slippage: 0.009999999999990905, Time Penalty: 0.164689\n", "Step: 58225, Timestamp: 2023-07-03 16:59:47.453035607, Action: BUY, Price: 200.2858315035073, Shares: 0.2136874949605249, Symbol: AAPL, Reward: -0.2869112574382128, Transaction Cost: 0.11638925743821735, Slippage: 0.0049999999999954525, Time Penalty: 0.165522\n", "Step: 58226, Timestamp: 2023-07-03 16:59:47.492305870, Action: BUY, Price: 191.65253929392216, Shares: 0.3905940126849371, Symbol: AAPL, Reward: -0.28816828482437284, Transaction Cost: 0.11358428482438193, Slippage: 0.009999999999990905, Time Penalty: 0.164584\n", "Step: 58227, Timestamp: 2023-07-03 16:59:47.543544285, Action: BUY, Price: 193.3865886060052, Shares: 0.24194154046853855, Symbol: AAPL, Reward: -0.46582658839457297, Transaction Cost: 0.2828225883945821, Slippage: 0.009999999999990905, Time Penalty: 0.173004\n", "Step: 58228, Timestamp: 2023-07-03 16:59:47.543544285, Action: BUY, Price: 192.85967600720912, Shares: 0.3483893490594382, Symbol: AAPL, Reward: -0.4505908329399136, Transaction Cost: 0.2675868329399227, Slippage: 0.009999999999990905, Time Penalty: 0.173004\n", "Step: 58229, Timestamp: 2023-07-03 16:59:47.543544285, Action: BUY, Price: 183.37115193341577, Shares: 0.4461722382475254, Symbol: AAPL, Reward: -0.43698618204300665, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.173004\n", "Step: 58230, Timestamp: 2023-07-03 16:59:47.543544285, Action: BUY, Price: 186.1007207860887, Shares: 0.25808583243307703, Symbol: AAPL, Reward: -0.25484100928925996, Transaction Cost: 0.07183700928926906, Slippage: 0.009999999999990905, Time Penalty: 0.173004\n", "Step: 58234, Timestamp: 2023-07-03 16:59:47.572556430, Action: BUY, Price: 196.61134103394264, Shares: 0.3650866594576067, Symbol: AAPL, Reward: -0.5478640464463361, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.178679\n", "Step: 58235, Timestamp: 2023-07-03 16:59:47.572556430, Action: BUY, Price: 188.6074973388548, Shares: 0.29231621162803895, Symbol: AAPL, Reward: -0.44266118204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.178679\n", "Step: 58236, Timestamp: 2023-07-03 16:59:47.572556430, Action: BUY, Price: 184.09505215118415, Shares: 0.09201523034604155, Symbol: AAPL, Reward: -0.5256244405089605, Transaction Cost: 0.33694544050896963, Slippage: 0.009999999999990905, Time Penalty: 0.178679\n", "Step: 58237, Timestamp: 2023-07-03 16:59:47.572556430, Action: BUY, Price: 192.8059480152709, Shares: 0.3985619571864484, Symbol: AAPL, Reward: -0.44266118204300664, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.178679\n", "Step: 58238, Timestamp: 2023-07-03 16:59:47.572556430, Action: BUY, Price: 199.59389726782337, Shares: 0.08626819831817535, Symbol: AAPL, Reward: -0.3131043499528023, Transaction Cost: 0.12442534995281139, Slippage: 0.009999999999990905, Time Penalty: 0.178679\n", "Step: 58239, Timestamp: 2023-07-03 16:59:47.572832178, Action: BUY, Price: 193.1859107958293, Shares: 0.09809765486239601, Symbol: AAPL, Reward: -0.41174953299708217, Transaction Cost: 0.2214165329970913, Slippage: 0.009999999999990905, Time Penalty: 0.180333\n", "Step: 58240, Timestamp: 2023-07-03 16:59:47.572832178, Action: BUY, Price: 199.90898060149775, Shares: 0.08785054120347886, Symbol: AAPL, Reward: -0.4443151820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180333\n", "Step: 58241, Timestamp: 2023-07-03 16:59:47.572832178, Action: BUY, Price: 191.32614952788734, Shares: 0.36704104837316176, Symbol: AAPL, Reward: -0.21573121820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180333\n", "Step: 58242, Timestamp: 2023-07-03 16:59:47.572832178, Action: BUY, Price: 195.8414301070503, Shares: 0.3248414675461441, Symbol: AAPL, Reward: -0.4443151820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180333\n", "Step: 58243, Timestamp: 2023-07-03 16:59:47.572832178, Action: BUY, Price: 183.8469157936262, Shares: 0.13298611724449083, Symbol: AAPL, Reward: -0.2525456749763966, Transaction Cost: 0.062212674976405695, Slippage: 0.009999999999990905, Time Penalty: 0.180333\n", "Step: 58244, Timestamp: 2023-07-03 16:59:47.572832178, Action: BUY, Price: 198.23316090629223, Shares: 0.20540882840921737, Symbol: AAPL, Reward: -0.4443151820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180333\n", "Step: 58245, Timestamp: 2023-07-03 16:59:47.572832178, Action: BUY, Price: 200.7389447971425, Shares: 0.12490452809806395, Symbol: AAPL, Reward: -0.4443151820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180333\n", "Step: 58246, Timestamp: 2023-07-03 16:59:47.572832178, Action: BUY, Price: 191.21378008516976, Shares: 0.2969128423492865, Symbol: AAPL, Reward: -0.21573121820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.180333\n", "Step: 58247, Timestamp: 2023-07-03 16:59:47.572832178, Action: BUY, Price: 198.87957836440177, Shares: 0.0866778571556915, Symbol: AAPL, Reward: -0.3010412664985366, Transaction Cost: 0.11070826649854565, Slippage: 0.009999999999990905, Time Penalty: 0.180333\n", "Step: 58257, Timestamp: 2023-07-03 16:59:48.000426696, Action: SELL, Price: 186.36057649362013, Shares: 0.22793644896225856, Symbol: AAPL, Reward: -0.2252634364085986, Transaction Cost: 0.05079643640860315, Slippage: 0.0049999999999954525, Time Penalty: 0.169467\n", "Step: 58265, Timestamp: 2023-07-03 16:59:48.005990144, Action: BUY, Price: 191.4307817817379, Shares: 0.10884393826497753, Symbol: AAPL, Reward: -0.4395751820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.175593\n", "Step: 58266, Timestamp: 2023-07-03 16:59:48.005990144, Action: BUY, Price: 187.5982629788124, Shares: 0.25884830234253947, Symbol: AAPL, Reward: -0.4395751820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.175593\n", "Step: 58283, Timestamp: 2023-07-03 16:59:48.033372230, Action: BUY, Price: 185.11916334660762, Shares: 0.42842672809581883, Symbol: AAPL, Reward: -0.3862453423933667, Transaction Cost: 0.19175234239335648, Slippage: 0.020000000000010232, Time Penalty: 0.174493\n", "Step: 58284, Timestamp: 2023-07-03 16:59:48.033372230, Action: BUY, Price: 187.21190275429774, Shares: 0.3774159669075269, Symbol: AAPL, Reward: -0.27480921803555497, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.174493\n", "Step: 58285, Timestamp: 2023-07-03 16:59:48.033372230, Action: BUY, Price: 197.23230253023948, Shares: 0.08739493693325548, Symbol: AAPL, Reward: -0.21989121820431182, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.174493\n", "Step: 58286, Timestamp: 2023-07-03 16:59:48.033372230, Action: BUY, Price: 189.73423269223403, Shares: 0.28815154136445814, Symbol: AAPL, Reward: -0.33816701857854836, Transaction Cost: 0.14367401857853812, Slippage: 0.020000000000010232, Time Penalty: 0.174493\n", "Step: 58297, Timestamp: 2023-07-03 16:59:48.402489382, Action: SELL, Price: 192.95839147702233, Shares: 0.17027136656001388, Symbol: AAPL, Reward: -0.41133700187057476, Transaction Cost: 0.2341600018705839, Slippage: 0.009999999999990905, Time Penalty: 0.167177\n", "Step: 58298, Timestamp: 2023-07-03 16:59:48.402489382, Action: SELL, Price: 193.71906909872894, Shares: 0.19512832515557502, Symbol: AAPL, Reward: -0.39417947146193544, Transaction Cost: 0.21700247146194457, Slippage: 0.009999999999990905, Time Penalty: 0.167177\n", "Step: 58299, Timestamp: 2023-07-03 16:59:48.409628653, Action: SELL, Price: 190.09717559497236, Shares: 0.3442030133215069, Symbol: AAPL, Reward: -0.2753372664985456, Transaction Cost: 0.11070826649854565, Slippage: 0.0, Time Penalty: 0.164629\n", "Step: 58316, Timestamp: 2023-07-03 16:59:48.724005735, Action: SELL, Price: 193.32786868585026, Shares: 0.1871037930948795, Symbol: AAPL, Reward: -0.5283110464463407, Transaction Cost: 0.35918504644634525, Slippage: 0.0049999999999954525, Time Penalty: 0.164126\n", "Step: 58323, Timestamp: 2023-07-03 16:59:49.001045560, Action: BUY, Price: 191.28734327760307, Shares: 0.39998808878756265, Symbol: AAPL, Reward: -0.4350841820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.171102\n", "Step: 58324, Timestamp: 2023-07-03 16:59:49.014133719, Action: BUY, Price: 200.91041474455503, Shares: 0.3498458667680966, Symbol: AAPL, Reward: -0.44473275980429644, Transaction Cost: 0.2663787598042771, Slippage: 0.010000000000019327, Time Penalty: 0.168354\n", "Step: 58325, Timestamp: 2023-07-03 16:59:49.014133719, Action: BUY, Price: 184.50989784888796, Shares: 0.2196384297890525, Symbol: AAPL, Reward: -0.4166104058738002, Transaction Cost: 0.23825640587378089, Slippage: 0.010000000000019327, Time Penalty: 0.168354\n", "Step: 58326, Timestamp: 2023-07-03 16:59:49.014133719, Action: BUY, Price: 197.25173872412856, Shares: 0.39426602951038964, Symbol: AAPL, Reward: -0.4323361820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.168354\n", "Step: 58327, Timestamp: 2023-07-03 16:59:49.014133719, Action: BUY, Price: 200.14681634199476, Shares: 0.22500453675279852, Symbol: AAPL, Reward: -0.37833977012656006, Transaction Cost: 0.19998577012654073, Slippage: 0.010000000000019327, Time Penalty: 0.168354\n", "Step: 58328, Timestamp: 2023-07-03 16:59:49.060116497, Action: BUY, Price: 198.7736791812645, Shares: 0.25198115536755766, Symbol: AAPL, Reward: -0.35985813194906846, Transaction Cost: 0.15656513194905822, Slippage: 0.020000000000010232, Time Penalty: 0.183293\n", "Step: 58329, Timestamp: 2023-07-03 16:59:49.060116497, Action: BUY, Price: 191.78665334641732, Shares: 0.15883440731335746, Symbol: AAPL, Reward: -0.457275182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.183293\n", "Step: 58330, Timestamp: 2023-07-03 16:59:49.060116497, Action: BUY, Price: 201.6615654567952, Shares: 0.36214718830268405, Symbol: AAPL, Reward: -0.457275182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.183293\n", "Step: 58331, Timestamp: 2023-07-03 16:59:49.060116497, Action: BUY, Price: 187.01301085029206, Shares: 0.2710756637255401, Symbol: AAPL, Reward: -0.457275182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.183293\n", "Step: 58332, Timestamp: 2023-07-03 16:59:49.060116497, Action: BUY, Price: 199.6043989150343, Shares: 0.1413458363398942, Symbol: AAPL, Reward: -0.28360921803555494, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.183293\n", "Step: 58333, Timestamp: 2023-07-03 16:59:49.060116497, Action: BUY, Price: 195.68260827283774, Shares: 0.19682140714712537, Symbol: AAPL, Reward: -0.3864421560820748, Transaction Cost: 0.18314915608206453, Slippage: 0.020000000000010232, Time Penalty: 0.183293\n", "Step: 58334, Timestamp: 2023-07-03 16:59:49.060842837, Action: BUY, Price: 191.91797441715596, Shares: 0.18929342059910012, Symbol: AAPL, Reward: -0.20599921820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.170601\n", "Step: 58335, Timestamp: 2023-07-03 16:59:49.060842837, Action: BUY, Price: 187.5359118435533, Shares: 0.32266675960155383, Symbol: AAPL, Reward: -0.5127257994956278, Transaction Cost: 0.33212479949563695, Slippage: 0.009999999999990905, Time Penalty: 0.170601\n", "Step: 58336, Timestamp: 2023-07-03 16:59:49.060842837, Action: BUY, Price: 199.91737737666648, Shares: 0.3103548680762341, Symbol: AAPL, Reward: -0.29130926649853656, Transaction Cost: 0.11070826649854565, Slippage: 0.009999999999990905, Time Penalty: 0.170601\n", "Step: 58337, Timestamp: 2023-07-03 16:59:49.060842837, Action: BUY, Price: 199.80120556032122, Shares: 0.17894904313494775, Symbol: AAPL, Reward: -0.2685830087031331, Transaction Cost: 0.08798200870314223, Slippage: 0.009999999999990905, Time Penalty: 0.170601\n", "Step: 58338, Timestamp: 2023-07-03 16:59:49.060842837, Action: BUY, Price: 195.32747905490692, Shares: 0.31704977737612305, Symbol: AAPL, Reward: -0.21651950464462544, Transaction Cost: 0.03591850464463453, Slippage: 0.009999999999990905, Time Penalty: 0.170601\n", "Step: 58339, Timestamp: 2023-07-03 16:59:49.061551674, Action: BUY, Price: 192.7653396798827, Shares: 0.20468576283220008, Symbol: AAPL, Reward: -0.23872314241218187, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.171931\n", "Step: 58342, Timestamp: 2023-07-03 16:59:49.066570729, Action: SELL, Price: 201.09805937075527, Shares: 0.2691638020043108, Symbol: AAPL, Reward: -0.2481592180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.167843\n", "Step: 58354, Timestamp: 2023-07-03 16:59:49.201572702, Action: BUY, Price: 184.10306058309328, Shares: 0.11198762062339383, Symbol: AAPL, Reward: -0.23072343640859405, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.169927\n", "Step: 58355, Timestamp: 2023-07-03 16:59:49.201572702, Action: BUY, Price: 196.26882710341042, Shares: 0.12360061197790283, Symbol: AAPL, Reward: -0.3419998852452121, Transaction Cost: 0.15025788524522118, Slippage: 0.009999999999990905, Time Penalty: 0.181742\n", "Step: 58356, Timestamp: 2023-07-03 16:59:49.201572702, Action: BUY, Price: 183.36702561515784, Shares: 0.17615877462557283, Symbol: AAPL, Reward: -0.21714021820429247, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.181742\n", "Step: 58357, Timestamp: 2023-07-03 16:59:49.201572702, Action: BUY, Price: 196.90699849286295, Shares: 0.08016769003199978, Symbol: AAPL, Reward: -0.4457241820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.181742\n", "Step: 58358, Timestamp: 2023-07-03 16:59:49.201572702, Action: BUY, Price: 190.51315507501872, Shares: 0.16358360889097714, Symbol: AAPL, Reward: -0.4457241820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.181742\n", "Step: 58359, Timestamp: 2023-07-03 16:59:49.201572702, Action: BUY, Price: 186.12827003723154, Shares: 0.10857277714492279, Symbol: AAPL, Reward: -0.235733004351562, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.181742\n", "Step: 58360, Timestamp: 2023-07-03 16:59:49.201572702, Action: BUY, Price: 191.55147347144614, Shares: 0.21932305515372957, Symbol: AAPL, Reward: -0.4457241820430067, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.181742\n", "Step: 58369, Timestamp: 2023-07-03 16:59:49.347967653, Action: BUY, Price: 198.83527048845997, Shares: 0.2180208324056551, Symbol: AAPL, Reward: -0.337425946571591, Transaction Cost: 0.16262794657157165, Slippage: 0.010000000000019327, Time Penalty: 0.164798\n", "Step: 58370, Timestamp: 2023-07-03 16:59:49.407930596, Action: BUY, Price: 193.16961218681553, Shares: 0.20784864539389447, Symbol: AAPL, Reward: -0.28765026649856495, Transaction Cost: 0.11070826649854565, Slippage: 0.010000000000019327, Time Penalty: 0.166942\n", "Step: 58371, Timestamp: 2023-07-03 16:59:49.427886222, Action: BUY, Price: 198.12771772527677, Shares: 0.16173832733736146, Symbol: AAPL, Reward: -0.3481924360711087, Transaction Cost: 0.16063243607108943, Slippage: 0.010000000000019327, Time Penalty: 0.17756\n", "Step: 58372, Timestamp: 2023-07-03 16:59:49.427886222, Action: BUY, Price: 190.57533904995657, Shares: 0.14534966930980228, Symbol: AAPL, Reward: -0.6155783811225382, Transaction Cost: 0.42801838112251883, Slippage: 0.010000000000019327, Time Penalty: 0.17756\n", "Step: 58373, Timestamp: 2023-07-03 16:59:49.427886222, Action: BUY, Price: 197.94422083758204, Shares: 0.17789168734041547, Symbol: AAPL, Reward: -0.4089765329971106, Transaction Cost: 0.2214165329970913, Slippage: 0.010000000000019327, Time Penalty: 0.17756\n", "Step: 58388, Timestamp: 2023-07-03 16:59:49.628918248, Action: BUY, Price: 192.6870046958544, Shares: 0.23920944933680308, Symbol: AAPL, Reward: -0.22232800435159042, Transaction Cost: 0.04399100435157111, Slippage: 0.010000000000019327, Time Penalty: 0.168337\n", "Step: 58395, Timestamp: 2023-07-03 16:59:49.657609502, Action: BUY, Price: 199.94735021949995, Shares: 0.1975877427294196, Symbol: AAPL, Reward: -0.23238914241218186, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.165597\n", "Step: 58396, Timestamp: 2023-07-03 16:59:49.657609502, Action: BUY, Price: 192.0789944576094, Shares: 0.24170672238553004, Symbol: AAPL, Reward: -0.35338452743010196, Transaction Cost: 0.17778752743011103, Slippage: 0.009999999999990905, Time Penalty: 0.165597\n", "Step: 58416, Timestamp: 2023-07-03 16:59:50.076719547, Action: SELL, Price: 196.52153905568304, Shares: 0.15157873573691977, Symbol: AAPL, Reward: -0.42609118204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172109\n", "Step: 58417, Timestamp: 2023-07-03 16:59:50.076719547, Action: SELL, Price: 192.8271438912901, Shares: 0.21710851909348014, Symbol: AAPL, Reward: -0.5212767723146521, Transaction Cost: 0.3491677723146521, Slippage: 0.0, Time Penalty: 0.172109\n", "Step: 58418, Timestamp: 2023-07-03 16:59:50.076719547, Action: SELL, Price: 194.95653010283232, Shares: 0.22020145274586114, Symbol: AAPL, Reward: -0.42609118204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.172109\n", "Step: 58419, Timestamp: 2023-07-03 16:59:50.076719547, Action: SELL, Price: 187.9909289521756, Shares: 0.10717431929510708, Symbol: AAPL, Reward: -0.24830365461290474, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.172109\n", "Step: 58420, Timestamp: 2023-07-03 16:59:50.076719547, Action: SELL, Price: 197.08301836180667, Shares: 0.15360947616937556, Symbol: AAPL, Reward: -0.3617015232231635, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.172109\n", "Step: 58421, Timestamp: 2023-07-03 16:59:50.092467595, Action: SELL, Price: 184.397328524585, Shares: 0.18932991321979942, Symbol: AAPL, Reward: -0.42255218204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16857\n", "Step: 58422, Timestamp: 2023-07-03 16:59:50.092467595, Action: SELL, Price: 193.62351741677648, Shares: 0.26417864333754, Symbol: AAPL, Reward: -0.510268079186217, Transaction Cost: 0.341698079186217, Slippage: 0.0, Time Penalty: 0.16857\n", "Step: 58423, Timestamp: 2023-07-03 16:59:50.092467595, Action: SELL, Price: 184.92562617750522, Shares: 0.32859953436563194, Symbol: AAPL, Reward: -0.42255218204301576, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.16857\n", "Step: 58424, Timestamp: 2023-07-03 16:59:50.106959664, Action: SELL, Price: 190.57593301906653, Shares: 0.11279241136571266, Symbol: AAPL, Reward: -0.4247601820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170778\n", "Step: 58425, Timestamp: 2023-07-03 16:59:50.106959664, Action: SELL, Price: 194.04979166825527, Shares: 0.2922998447474587, Symbol: AAPL, Reward: -0.512476079186217, Transaction Cost: 0.341698079186217, Slippage: 0.0, Time Penalty: 0.170778\n", "Step: 58426, Timestamp: 2023-07-03 16:59:50.113378806, Action: SELL, Price: 187.1430978436671, Shares: 0.26842452196094496, Symbol: AAPL, Reward: -0.4223041820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.168322\n", "Step: 58427, Timestamp: 2023-07-03 16:59:50.113378806, Action: SELL, Price: 195.50891148445726, Shares: 0.2351685340063702, Symbol: AAPL, Reward: -0.5184122779443183, Transaction Cost: 0.3500902779443183, Slippage: 0.0, Time Penalty: 0.168322\n", "Step: 58428, Timestamp: 2023-07-03 16:59:50.113378806, Action: SELL, Price: 199.8602561547365, Shares: 0.3120134712520897, Symbol: AAPL, Reward: -0.5275070464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.168322\n", "Step: 58429, Timestamp: 2023-07-03 16:59:50.116703809, Action: SELL, Price: 192.40609897649708, Shares: 0.25951138532761114, Symbol: AAPL, Reward: -0.5257150464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.16653\n", "Step: 58430, Timestamp: 2023-07-03 16:59:50.116703809, Action: SELL, Price: 196.6964253961929, Shares: 0.34339766611644873, Symbol: AAPL, Reward: -0.5184580348125689, Transaction Cost: 0.3519280348125689, Slippage: 0.0, Time Penalty: 0.16653\n", "Step: 58431, Timestamp: 2023-07-03 16:59:50.121079833, Action: SELL, Price: 187.90420493970666, Shares: 0.2294856069773329, Symbol: AAPL, Reward: -0.5337050464463453, Transaction Cost: 0.35918504644634525, Slippage: 0.0, Time Penalty: 0.17452\n", "Step: 58432, Timestamp: 2023-07-03 16:59:50.121079833, Action: SELL, Price: 183.74526983284608, Shares: 0.0972564983922424, Symbol: AAPL, Reward: -0.42850218204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.17452\n", "Step: 58433, Timestamp: 2023-07-03 16:59:50.121079833, Action: SELL, Price: 199.23667424459762, Shares: 0.17747330046452528, Symbol: AAPL, Reward: -0.42850218204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.17452\n", "Step: 58434, Timestamp: 2023-07-03 16:59:50.121079833, Action: SELL, Price: 185.91020359507718, Shares: 0.12135056837703498, Symbol: AAPL, Reward: -0.42850218204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.17452\n", "Step: 58435, Timestamp: 2023-07-03 16:59:50.121079833, Action: SELL, Price: 198.20527885580117, Shares: 0.19734382067263845, Symbol: AAPL, Reward: -0.5273633238350841, Transaction Cost: 0.35284332383508404, Slippage: 0.0, Time Penalty: 0.17452\n", "Step: 58436, Timestamp: 2023-07-03 16:59:50.121079833, Action: SELL, Price: 192.9916399857483, Shares: 0.32698686759212053, Symbol: AAPL, Reward: -0.43850218204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.17452\n", "Step: 58437, Timestamp: 2023-07-03 16:59:50.124290990, Action: SELL, Price: 192.22255038958218, Shares: 0.3579308736979775, Symbol: AAPL, Reward: -0.5063478544731458, Transaction Cost: 0.3407528544731458, Slippage: 0.0, Time Penalty: 0.165595\n", "Step: 58443, Timestamp: 2023-07-03 16:59:50.216862166, Action: BUY, Price: 202.02001122325336, Shares: 0.13145486508779736, Symbol: AAPL, Reward: -0.4264584395131463, Transaction Cost: 0.25014343951315543, Slippage: 0.009999999999990905, Time Penalty: 0.166315\n", "Step: 58444, Timestamp: 2023-07-03 16:59:50.216862166, Action: BUY, Price: 201.74552354267834, Shares: 0.1194734232688153, Symbol: AAPL, Reward: -0.35590752322316355, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.166315\n", "Step: 58445, Timestamp: 2023-07-03 16:59:50.216862166, Action: BUY, Price: 200.96209062022854, Shares: 0.10369004869544533, Symbol: AAPL, Reward: -0.3947987341967164, Transaction Cost: 0.21848373419672548, Slippage: 0.009999999999990905, Time Penalty: 0.166315\n", "Step: 58446, Timestamp: 2023-07-03 16:59:50.307049676, Action: BUY, Price: 197.98585528121504, Shares: 0.3134910940321788, Symbol: AAPL, Reward: -0.20152650464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.165608\n", "Step: 58447, Timestamp: 2023-07-03 16:59:50.410909142, Action: BUY, Price: 188.99792023374496, Shares: 0.2077677541422079, Symbol: AAPL, Reward: -0.24009967497639662, Transaction Cost: 0.062212674976405695, Slippage: 0.009999999999990905, Time Penalty: 0.167887\n", "Step: 58448, Timestamp: 2023-07-03 16:59:50.410909142, Action: BUY, Price: 197.52150247034953, Shares: 0.32432753288538896, Symbol: AAPL, Reward: -0.43186918204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.167887\n", "Step: 58449, Timestamp: 2023-07-03 16:59:50.410909142, Action: BUY, Price: 199.7000152805194, Shares: 0.19996915258292258, Symbol: AAPL, Reward: -0.422818546313769, Transaction Cost: 0.24493154631377806, Slippage: 0.009999999999990905, Time Penalty: 0.167887\n", "Step: 58450, Timestamp: 2023-07-03 16:59:50.429830733, Action: BUY, Price: 191.56241646924002, Shares: 0.17445453732096877, Symbol: AAPL, Reward: -0.20148550464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.165567\n", "Step: 58451, Timestamp: 2023-07-03 16:59:50.429830733, Action: BUY, Price: 200.1441149616062, Shares: 0.21180823363168494, Symbol: AAPL, Reward: -0.3451595232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.165567\n", "Step: 58471, Timestamp: 2023-07-03 16:59:51.461835113, Action: SELL, Price: 192.75842325794065, Shares: 0.24826191763836433, Symbol: AAPL, Reward: -0.39783156964876387, Transaction Cost: 0.22716856964876386, Slippage: 0.0, Time Penalty: 0.170663\n", "Step: 58472, Timestamp: 2023-07-03 16:59:51.461835113, Action: SELL, Price: 199.44557945726623, Shares: 0.20234298821301458, Symbol: AAPL, Reward: -0.28424728482438194, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.170663\n", "Step: 58473, Timestamp: 2023-07-03 16:59:51.461835113, Action: SELL, Price: 200.34035634025844, Shares: 0.28928223531784025, Symbol: AAPL, Reward: -0.5027877994956369, Transaction Cost: 0.33212479949563695, Slippage: 0.0, Time Penalty: 0.170663\n", "Step: 58474, Timestamp: 2023-07-03 16:59:51.461835113, Action: SELL, Price: 197.97732753132564, Shares: 0.36050781697636275, Symbol: AAPL, Reward: -0.42464518204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.170663\n", "Step: 58475, Timestamp: 2023-07-03 16:59:51.461835113, Action: SELL, Price: 185.35830417596645, Shares: 0.37522552245567803, Symbol: AAPL, Reward: -0.25097921803554474, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.170663\n", "Step: 58477, Timestamp: 2023-07-03 16:59:51.506584591, Action: SELL, Price: 183.5435379028815, Shares: 0.3232250467120049, Symbol: AAPL, Reward: -0.35427052322319197, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.164678\n", "Step: 58478, Timestamp: 2023-07-03 16:59:51.826919283, Action: SELL, Price: 199.35617542562844, Shares: 0.3366560958162705, Symbol: AAPL, Reward: -0.3606935232231919, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.171101\n", "Step: 58479, Timestamp: 2023-07-03 16:59:51.826919283, Action: SELL, Price: 199.9604897161802, Shares: 0.3276485913589892, Symbol: AAPL, Reward: -0.29468528482440126, Transaction Cost: 0.11358428482438193, Slippage: 0.010000000000019327, Time Penalty: 0.171101\n", "Step: 58480, Timestamp: 2023-07-03 16:59:51.826919283, Action: SELL, Price: 197.4291251369312, Shares: 0.21688343259566759, Symbol: AAPL, Reward: -0.43381008038174657, Transaction Cost: 0.25270908038172724, Slippage: 0.010000000000019327, Time Penalty: 0.171101\n", "Step: 58481, Timestamp: 2023-07-03 16:59:51.826919283, Action: SELL, Price: 185.84431337285255, Shares: 0.19766530302900928, Symbol: AAPL, Reward: -0.4350831820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.171101\n", "Step: 58482, Timestamp: 2023-07-03 16:59:51.826919283, Action: SELL, Price: 186.98147403962406, Shares: 0.1899787995639847, Symbol: AAPL, Reward: -0.4952596090764815, Transaction Cost: 0.31415860907646215, Slippage: 0.010000000000019327, Time Penalty: 0.171101\n", "Step: 58483, Timestamp: 2023-07-03 16:59:52.003218394, Action: SELL, Price: 186.91785917583974, Shares: 0.2582134519573367, Symbol: AAPL, Reward: -0.29450287281722565, Transaction Cost: 0.1015928728172063, Slippage: 0.010000000000019327, Time Penalty: 0.18291\n", "Step: 58484, Timestamp: 2023-07-03 16:59:52.003218394, Action: SELL, Price: 193.5783265978427, Shares: 0.3983814496621383, Symbol: AAPL, Reward: -0.22882850464465385, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.18291\n", "Step: 58506, Timestamp: 2023-07-03 16:59:53.141569393, Action: SELL, Price: 199.478623125523, Shares: 0.08639981526685483, Symbol: AAPL, Reward: -0.21319200435156657, Transaction Cost: 0.04399100435157111, Slippage: 0.0049999999999954525, Time Penalty: 0.164201\n", "Step: 58516, Timestamp: 2023-07-03 16:59:53.413463789, Action: SELL, Price: 190.94880055321744, Shares: 0.3130467788077213, Symbol: AAPL, Reward: -0.5030478366559206, Transaction Cost: 0.3301768366559205, Slippage: 0.0, Time Penalty: 0.172871\n", "Step: 58517, Timestamp: 2023-07-03 16:59:53.413463789, Action: SELL, Price: 195.23978347337945, Shares: 0.15833344676412545, Symbol: AAPL, Reward: -0.4204222095619107, Transaction Cost: 0.2475512095619107, Slippage: 0.0, Time Penalty: 0.172871\n", "Step: 58518, Timestamp: 2023-07-03 16:59:53.413534444, Action: SELL, Price: 187.03247427291376, Shares: 0.21375904092779205, Symbol: AAPL, Reward: -0.22443814241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.167646\n", "Step: 58519, Timestamp: 2023-07-03 16:59:53.413534444, Action: SELL, Price: 186.23892884131223, Shares: 0.2637491187762831, Symbol: AAPL, Reward: -0.2971520102342212, Transaction Cost: 0.12950601023422126, Slippage: 0.0, Time Penalty: 0.167646\n", "Step: 58521, Timestamp: 2023-07-03 16:59:53.605706059, Action: SELL, Price: 194.22251962642721, Shares: 0.11055879411456085, Symbol: AAPL, Reward: -0.5361280464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.166943\n", "Step: 58522, Timestamp: 2023-07-03 16:59:53.605706059, Action: SELL, Price: 186.9501241140974, Shares: 0.1543623352755493, Symbol: AAPL, Reward: -0.27197443075501226, Transaction Cost: 0.09503143075502138, Slippage: 0.009999999999990905, Time Penalty: 0.166943\n", "Step: 58523, Timestamp: 2023-07-03 16:59:53.605706059, Action: SELL, Price: 200.96531125739685, Shares: 0.32772896234300014, Symbol: AAPL, Reward: -0.3039340910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.166943\n", "Step: 58524, Timestamp: 2023-07-03 16:59:53.688816616, Action: SELL, Price: 184.9594178420981, Shares: 0.18844673678608412, Symbol: AAPL, Reward: -0.38194047146194454, Transaction Cost: 0.21700247146194457, Slippage: 0.0, Time Penalty: 0.164938\n", "Step: 58525, Timestamp: 2023-07-03 16:59:53.699006955, Action: SELL, Price: 188.31415928786294, Shares: 0.2215625033568089, Symbol: AAPL, Reward: -0.41883918204301573, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164857\n", "Step: 58527, Timestamp: 2023-07-03 16:59:53.908888349, Action: SELL, Price: 200.51871800041866, Shares: 0.19607629486194292, Symbol: AAPL, Reward: -0.3147558852452212, Transaction Cost: 0.15025788524522118, Slippage: 0.0, Time Penalty: 0.164498\n", "Step: 58528, Timestamp: 2023-07-03 16:59:53.909248965, Action: SELL, Price: 187.54558583955992, Shares: 0.2467692184317786, Symbol: AAPL, Reward: -0.3243818218487491, Transaction Cost: 0.1586118218487491, Slippage: 0.0, Time Penalty: 0.16577\n", "Step: 58529, Timestamp: 2023-07-03 16:59:54.014314394, Action: SELL, Price: 195.5498810197251, Shares: 0.3496132190445694, Symbol: AAPL, Reward: -0.2587332180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.178417\n", "Step: 58540, Timestamp: 2023-07-03 16:59:54.340584928, Action: SELL, Price: 187.77033546382665, Shares: 0.28095051720879655, Symbol: AAPL, Reward: -0.3854320217578555, Transaction Cost: 0.21995502175785553, Slippage: 0.0, Time Penalty: 0.165477\n", "Step: 58541, Timestamp: 2023-07-03 16:59:54.439559777, Action: BUY, Price: 192.64995190251184, Shares: 0.41270971704143805, Symbol: AAPL, Reward: -0.4252808084645634, Transaction Cost: 0.23689880846458156, Slippage: 0.01999999999998181, Time Penalty: 0.168382\n", "Step: 58542, Timestamp: 2023-07-03 16:59:54.439559777, Action: BUY, Price: 185.2888809873763, Shares: 0.112674663816776, Symbol: AAPL, Reward: -0.2686982180355265, Transaction Cost: 0.08031621803554471, Slippage: 0.01999999999998181, Time Penalty: 0.168382\n", "Step: 58543, Timestamp: 2023-07-03 16:59:54.439559777, Action: BUY, Price: 197.26509857730446, Shares: 0.27527311271788946, Symbol: AAPL, Reward: -0.23237300435155292, Transaction Cost: 0.04399100435157111, Slippage: 0.01999999999998181, Time Penalty: 0.168382\n", "Step: 58544, Timestamp: 2023-07-03 16:59:54.454270116, Action: BUY, Price: 200.60550687938536, Shares: 0.292506505446228, Symbol: AAPL, Reward: -0.39456902175784647, Transaction Cost: 0.21995502175785553, Slippage: 0.009999999999990905, Time Penalty: 0.164614\n", "Step: 58568, Timestamp: 2023-07-03 16:59:56.278787743, Action: BUY, Price: 189.12693924709154, Shares: 0.22049971636571675, Symbol: AAPL, Reward: -0.43668918204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172707\n", "Step: 58569, Timestamp: 2023-07-03 16:59:56.278787743, Action: BUY, Price: 199.59254544346618, Shares: 0.09514651992222921, Symbol: AAPL, Reward: -0.43668918204300666, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.172707\n", "Step: 58571, Timestamp: 2023-07-03 16:59:56.279506114, Action: BUY, Price: 195.94574430499628, Shares: 0.2817140705831656, Symbol: AAPL, Reward: -0.3189977703093626, Transaction Cost: 0.13911177030934327, Slippage: 0.010000000000019327, Time Penalty: 0.169886\n", "Step: 58572, Timestamp: 2023-07-03 16:59:56.279506114, Action: BUY, Price: 192.235572071583, Shares: 0.27568173498419407, Symbol: AAPL, Reward: -0.4338681820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169886\n", "Step: 58573, Timestamp: 2023-07-03 16:59:56.279506114, Action: BUY, Price: 193.53734015409063, Shares: 0.13672166157437063, Symbol: AAPL, Reward: -0.5031525418017301, Transaction Cost: 0.32326654180171077, Slippage: 0.010000000000019327, Time Penalty: 0.169886\n", "Step: 58574, Timestamp: 2023-07-03 16:59:56.279506114, Action: BUY, Price: 198.3702141286204, Shares: 0.3729729594984678, Symbol: AAPL, Reward: -0.4338681820430351, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.169886\n", "Step: 58575, Timestamp: 2023-07-03 16:59:56.279506114, Action: BUY, Price: 188.6643704875882, Shares: 0.3285020159685525, Symbol: AAPL, Reward: -0.35947852322319196, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.169886\n", "Step: 58576, Timestamp: 2023-07-03 16:59:56.280112428, Action: BUY, Price: 193.43937048031182, Shares: 0.11306941500053135, Symbol: AAPL, Reward: -0.43042618204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166444\n", "Step: 58577, Timestamp: 2023-07-03 16:59:56.280112428, Action: BUY, Price: 189.939749500234, Shares: 0.33755919715923977, Symbol: AAPL, Reward: -0.43042618204303507, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.166444\n", "Step: 58578, Timestamp: 2023-07-03 16:59:56.280139738, Action: BUY, Price: 190.9732059631538, Shares: 0.3981802747415373, Symbol: AAPL, Reward: -0.35369852322319195, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.164106\n", "Step: 58579, Timestamp: 2023-07-03 16:59:56.280142077, Action: BUY, Price: 192.36016141034568, Shares: 0.22766269729685537, Symbol: AAPL, Reward: -0.355151523223192, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.165559\n", "Step: 58580, Timestamp: 2023-07-03 16:59:56.280200086, Action: BUY, Price: 184.77213865627016, Shares: 0.10623481232416779, Symbol: AAPL, Reward: -0.42810118204303504, Transaction Cost: 0.25398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.164119\n", "Step: 58581, Timestamp: 2023-07-03 16:59:56.280373552, Action: BUY, Price: 196.71693536139708, Shares: 0.38791364691874564, Symbol: AAPL, Reward: -0.39958538609204675, Transaction Cost: 0.23553338609204677, Slippage: 0.0, Time Penalty: 0.164052\n", "Step: 58582, Timestamp: 2023-07-03 16:59:56.531122072, Action: BUY, Price: 190.4864138094213, Shares: 0.1240844739420314, Symbol: AAPL, Reward: -0.35444052322319197, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.164848\n", "Step: 58583, Timestamp: 2023-07-03 16:59:56.531150811, Action: BUY, Price: 200.15841317764136, Shares: 0.3411020486760435, Symbol: AAPL, Reward: -0.35434752322319196, Transaction Cost: 0.17959252322317262, Slippage: 0.010000000000019327, Time Penalty: 0.164755\n", "Step: 58584, Timestamp: 2023-07-03 16:59:56.781664063, Action: BUY, Price: 192.55528553593143, Shares: 0.2379367385567387, Symbol: AAPL, Reward: -0.3443735232231726, Transaction Cost: 0.17959252322317262, Slippage: 0.0, Time Penalty: 0.164781\n", "Step: 58588, Timestamp: 2023-07-03 16:59:57.021697501, Action: SELL, Price: 186.17305458804896, Shares: 0.39795237061422145, Symbol: AAPL, Reward: -0.23694800928926907, Transaction Cost: 0.07183700928926906, Slippage: 0.0, Time Penalty: 0.165111\n", "Step: 58589, Timestamp: 2023-07-03 16:59:57.193673276, Action: SELL, Price: 198.63918880337326, Shares: 0.2227979238344756, Symbol: AAPL, Reward: -0.23195536911273545, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.164758\n", "Step: 58590, Timestamp: 2023-07-03 16:59:57.202147757, Action: SELL, Price: 189.18850820105558, Shares: 0.3809903109629894, Symbol: AAPL, Reward: -0.41181254631377806, Transaction Cost: 0.24493154631377806, Slippage: 0.0, Time Penalty: 0.166881\n", "Step: 58591, Timestamp: 2023-07-03 16:59:57.202147757, Action: SELL, Price: 186.98421989084167, Shares: 0.36427294425574724, Symbol: AAPL, Reward: -0.4296022119548112, Transaction Cost: 0.2627212119548112, Slippage: 0.0, Time Penalty: 0.166881\n", "Step: 58592, Timestamp: 2023-07-03 16:59:57.399466117, Action: SELL, Price: 184.72860367948795, Shares: 0.0912658807823652, Symbol: AAPL, Reward: -0.41970718204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165725\n", "Step: 58593, Timestamp: 2023-07-03 16:59:57.399466117, Action: SELL, Price: 188.29446456798493, Shares: 0.1919007460335798, Symbol: AAPL, Reward: -0.41970718204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165725\n", "Step: 58602, Timestamp: 2023-07-03 16:59:57.703053814, Action: BUY, Price: 192.84811055934537, Shares: 0.3301767058152465, Symbol: AAPL, Reward: -0.33628842723657293, Transaction Cost: 0.1703764272365729, Slippage: 0.0, Time Penalty: 0.165912\n", "Step: 58603, Timestamp: 2023-07-03 16:59:57.703053814, Action: BUY, Price: 192.41005343122967, Shares: 0.3012242608198707, Symbol: AAPL, Reward: -0.3542702274216669, Transaction Cost: 0.18835822742166689, Slippage: 0.0, Time Penalty: 0.165912\n", "Step: 58604, Timestamp: 2023-07-03 16:59:57.703406882, Action: BUY, Price: 197.25779358800415, Shares: 0.19533577886696235, Symbol: AAPL, Reward: -0.21544943640860315, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.164653\n", "Step: 58608, Timestamp: 2023-07-03 16:59:57.707034142, Action: SELL, Price: 198.8033946192821, Shares: 0.2645350746771533, Symbol: AAPL, Reward: -0.4187220803817272, Transaction Cost: 0.25270908038172724, Slippage: 0.0, Time Penalty: 0.166013\n", "Step: 58609, Timestamp: 2023-07-03 16:59:57.707034142, Action: SELL, Price: 187.97287683964097, Shares: 0.3407236597884171, Symbol: AAPL, Reward: -0.4042694058737809, Transaction Cost: 0.23825640587378089, Slippage: 0.0, Time Penalty: 0.166013\n", "Step: 58610, Timestamp: 2023-07-03 16:59:57.711478867, Action: SELL, Price: 198.17554882349435, Shares: 0.19822781709173942, Symbol: AAPL, Reward: -0.21495143640860315, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.164155\n", "Step: 58611, Timestamp: 2023-07-03 16:59:57.720228554, Action: SELL, Price: 194.71469444176267, Shares: 0.24793674875203317, Symbol: AAPL, Reward: -0.23207936911273547, Transaction Cost: 0.06719736911273545, Slippage: 0.0, Time Penalty: 0.164882\n", "Step: 58612, Timestamp: 2023-07-03 16:59:57.797826909, Action: SELL, Price: 192.30386840817397, Shares: 0.30235055449065373, Symbol: AAPL, Reward: -0.19264321820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.167245\n", "Step: 58613, Timestamp: 2023-07-03 16:59:57.797826909, Action: SELL, Price: 198.9868663346799, Shares: 0.31162820366694965, Symbol: AAPL, Reward: -0.4720236184516189, Transaction Cost: 0.3047786184516189, Slippage: 0.0, Time Penalty: 0.167245\n", "Step: 58614, Timestamp: 2023-07-03 16:59:57.797826909, Action: SELL, Price: 196.05165972607355, Shares: 0.23862486236726313, Symbol: AAPL, Reward: -0.35683752322316353, Transaction Cost: 0.17959252322317262, Slippage: 0.009999999999990905, Time Penalty: 0.167245\n", "Step: 58615, Timestamp: 2023-07-03 16:59:57.797826909, Action: SELL, Price: 192.38071555854634, Shares: 0.41627997926736127, Symbol: AAPL, Reward: -0.23403714241218188, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.167245\n", "Step: 58619, Timestamp: 2023-07-03 16:59:57.989861350, Action: BUY, Price: 195.42506991139228, Shares: 0.2673455412524144, Symbol: AAPL, Reward: -0.43394618204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.169964\n", "Step: 58620, Timestamp: 2023-07-03 16:59:57.989861350, Action: BUY, Price: 196.70205508316255, Shares: 0.2109558009305413, Symbol: AAPL, Reward: -0.5391490464463362, Transaction Cost: 0.35918504644634525, Slippage: 0.009999999999990905, Time Penalty: 0.169964\n", "Step: 58621, Timestamp: 2023-07-03 16:59:57.989861350, Action: BUY, Price: 187.63806585903106, Shares: 0.17780526388259196, Symbol: AAPL, Reward: -0.525950845563659, Transaction Cost: 0.33598684556367725, Slippage: 0.01999999999998181, Time Penalty: 0.169964\n", "Step: 58622, Timestamp: 2023-07-03 16:59:57.989890257, Action: BUY, Price: 191.98902731086187, Shares: 0.3993659698857028, Symbol: AAPL, Reward: -0.219260004351562, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.165269\n", "Step: 58623, Timestamp: 2023-07-03 16:59:57.990293954, Action: BUY, Price: 190.14876393921512, Shares: 0.3626190077215848, Symbol: AAPL, Reward: -0.3056350910214988, Transaction Cost: 0.12699109102150788, Slippage: 0.009999999999990905, Time Penalty: 0.168644\n", "Step: 58624, Timestamp: 2023-07-03 16:59:57.990293954, Action: BUY, Price: 196.1614223727513, Shares: 0.3632290513726411, Symbol: AAPL, Reward: -0.511738509003022, Transaction Cost: 0.3330945090030311, Slippage: 0.009999999999990905, Time Penalty: 0.168644\n", "Step: 58625, Timestamp: 2023-07-03 16:59:57.990293954, Action: BUY, Price: 191.15545999592607, Shares: 0.22998076494047345, Symbol: AAPL, Reward: -0.4326261820430066, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.168644\n", "Step: 58626, Timestamp: 2023-07-03 16:59:57.990293954, Action: BUY, Price: 197.40348469437328, Shares: 0.1912305432294449, Symbol: AAPL, Reward: -0.23543614241218186, Transaction Cost: 0.056792142412190966, Slippage: 0.009999999999990905, Time Penalty: 0.168644\n", "Step: 58641, Timestamp: 2023-07-03 16:59:58.075656095, Action: BUY, Price: 200.8823853076092, Shares: 0.19705715178329253, Symbol: AAPL, Reward: -0.446366182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.172384\n", "Step: 58642, Timestamp: 2023-07-03 16:59:58.075656095, Action: BUY, Price: 199.82913871259035, Shares: 0.29333102956348456, Symbol: AAPL, Reward: -0.446366182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.172384\n", "Step: 58643, Timestamp: 2023-07-03 16:59:58.075656095, Action: BUY, Price: 198.9803743064873, Shares: 0.1988680529625823, Symbol: AAPL, Reward: -0.21778221820431182, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.172384\n", "Step: 58653, Timestamp: 2023-07-03 16:59:58.483596126, Action: SELL, Price: 190.96411201335448, Shares: 0.12780720475821275, Symbol: AAPL, Reward: -0.22186914241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.165077\n", "Step: 58654, Timestamp: 2023-07-03 16:59:58.599015456, Action: SELL, Price: 187.88377037312182, Shares: 0.11486784747059542, Symbol: AAPL, Reward: -0.9672551803554472, Transaction Cost: 0.8031621803554473, Slippage: 0.0, Time Penalty: 0.164093\n", "Step: 58655, Timestamp: 2023-07-03 16:59:58.603295787, Action: SELL, Price: 192.36144530810816, Shares: 0.1149159131154005, Symbol: AAPL, Reward: -0.20022550464463454, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.164307\n", "Step: 58689, Timestamp: 2023-07-03 17:00:00.377728478, Action: BUY, Price: 195.60702443256736, Shares: 0.15740593317660243, Symbol: AAPL, Reward: -0.38503552322317375, Transaction Cost: 0.17959252322317262, Slippage: 0.030000000000001137, Time Penalty: 0.175443\n", "Step: 58691, Timestamp: 2023-07-03 17:00:37.463559490, Action: BUY, Price: 207.4401927908622, Shares: 0.16921045337106175, Symbol: AAPL, Reward: -0.22053921820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.165141\n", "Step: 58692, Timestamp: 2023-07-03 17:00:37.465577045, Action: BUY, Price: 193.06215756440233, Shares: 0.20398198765529307, Symbol: AAPL, Reward: -0.22020621820430272, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.164808\n", "Step: 58693, Timestamp: 2023-07-03 17:00:37.465850569, Action: BUY, Price: 204.24543654588203, Shares: 0.33496986376229093, Symbol: AAPL, Reward: -1.3731180509560728, Transaction Cost: 1.1771190509560716, Slippage: 0.030000000000001137, Time Penalty: 0.165999\n", "Step: 58694, Timestamp: 2023-07-03 17:00:37.467832419, Action: BUY, Price: 210.92192351253067, Shares: 0.23064499404400457, Symbol: AAPL, Reward: -0.2452102182042845, Transaction Cost: 0.025398218204301576, Slippage: 0.04999999999998295, Time Penalty: 0.169812\n", "Step: 58695, Timestamp: 2023-07-03 17:00:37.467832419, Action: BUY, Price: 200.81540262882154, Shares: 0.36846067670909594, Symbol: AAPL, Reward: -0.4737941820429987, Transaction Cost: 0.25398218204301576, Slippage: 0.04999999999998295, Time Penalty: 0.169812\n", "Step: 58696, Timestamp: 2023-07-03 17:00:37.467832419, Action: BUY, Price: 196.42643216965055, Shares: 0.2681735138993369, Symbol: AAPL, Reward: -0.2452102182042845, Transaction Cost: 0.025398218204301576, Slippage: 0.04999999999998295, Time Penalty: 0.169812\n", "Step: 58697, Timestamp: 2023-07-03 17:00:37.471722007, Action: BUY, Price: 209.80715689807562, Shares: 0.14371502941108327, Symbol: AAPL, Reward: -0.2701132182043141, Transaction Cost: 0.025398218204301576, Slippage: 0.0800000000000125, Time Penalty: 0.164715\n", "Step: 58699, Timestamp: 2023-07-03 17:00:37.987141891, Action: BUY, Price: 211.11686454551568, Shares: 0.22925047136304685, Symbol: AAPL, Reward: -0.5587911820430305, Transaction Cost: 0.25398218204301576, Slippage: 0.14000000000001478, Time Penalty: 0.164809\n", "Step: 58700, Timestamp: 2023-07-03 17:00:37.992524859, Action: BUY, Price: 210.6601375905284, Shares: 0.17106988038597232, Symbol: AAPL, Reward: -0.24052321820431294, Transaction Cost: 0.025398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.165125\n", "Step: 58701, Timestamp: 2023-07-03 17:00:37.993206533, Action: BUY, Price: 193.0660034064765, Shares: 0.32198387896619446, Symbol: AAPL, Reward: -0.24197514241217277, Transaction Cost: 0.056792142412190966, Slippage: 0.01999999999998181, Time Penalty: 0.165183\n", "Step: 58702, Timestamp: 2023-07-03 17:00:37.993914106, Action: BUY, Price: 190.98148120662296, Shares: 0.20773440435952678, Symbol: AAPL, Reward: -0.5556210464463464, Transaction Cost: 0.35918504644634525, Slippage: 0.030000000000001137, Time Penalty: 0.166436\n", "Step: 58703, Timestamp: 2023-07-03 17:00:37.993914106, Action: BUY, Price: 187.9545106459563, Shares: 0.23682309293241827, Symbol: AAPL, Reward: -0.2218342182043027, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.166436\n", "Step: 58704, Timestamp: 2023-07-03 17:00:37.994632075, Action: BUY, Price: 196.18814778142914, Shares: 0.26664796779430333, Symbol: AAPL, Reward: -0.31896628482437395, Transaction Cost: 0.11358428482438193, Slippage: 0.03999999999999204, Time Penalty: 0.165382\n", "Step: 58705, Timestamp: 2023-07-03 17:00:38.000697484, Action: BUY, Price: 205.57961205496986, Shares: 0.17189481825367814, Symbol: AAPL, Reward: -0.5619215304049681, Transaction Cost: 0.312098530404984, Slippage: 0.07999999999998408, Time Penalty: 0.169823\n", "Step: 58706, Timestamp: 2023-07-03 17:00:38.000697484, Action: BUY, Price: 195.80337390451965, Shares: 0.2319872789568598, Symbol: AAPL, Reward: -0.2752212182042857, Transaction Cost: 0.025398218204301576, Slippage: 0.07999999999998408, Time Penalty: 0.169823\n", "Step: 58707, Timestamp: 2023-07-03 17:00:38.000697484, Action: BUY, Price: 195.63445055661367, Shares: 0.18107761263027103, Symbol: AAPL, Reward: -0.2752212182042857, Transaction Cost: 0.025398218204301576, Slippage: 0.07999999999998408, Time Penalty: 0.169823\n", "Step: 58708, Timestamp: 2023-07-03 17:00:38.000697484, Action: BUY, Price: 197.2955428437121, Shares: 0.15454555172630988, Symbol: AAPL, Reward: -0.2938140043515552, Transaction Cost: 0.04399100435157111, Slippage: 0.07999999999998408, Time Penalty: 0.169823\n", "Step: 58709, Timestamp: 2023-07-03 17:00:38.001446321, Action: BUY, Price: 194.4181326320415, Shares: 0.266120639262597, Symbol: AAPL, Reward: -0.29073550464463793, Transaction Cost: 0.03591850464463453, Slippage: 0.09000000000000341, Time Penalty: 0.164817\n", "Step: 58710, Timestamp: 2023-07-03 17:00:38.002138849, Action: BUY, Price: 195.02140302785185, Shares: 0.15159089137210255, Symbol: AAPL, Reward: -0.3090880043515654, Transaction Cost: 0.04399100435157111, Slippage: 0.09999999999999432, Time Penalty: 0.165097\n", "Step: 58711, Timestamp: 2023-07-03 17:00:38.003396798, Action: BUY, Price: 182.51473515816357, Shares: 0.2686132870298782, Symbol: AAPL, Reward: -0.38398577030935577, Transaction Cost: 0.13911177030934327, Slippage: 0.0800000000000125, Time Penalty: 0.164874\n", "Step: 58712, Timestamp: 2023-07-03 17:00:38.004678533, Action: BUY, Price: 188.4794160214315, Shares: 0.373573641376617, Symbol: AAPL, Reward: -0.3654818761285964, Transaction Cost: 0.09836687612860205, Slippage: 0.09999999999999432, Time Penalty: 0.167115\n", "Step: 58713, Timestamp: 2023-07-03 17:00:38.004678533, Action: BUY, Price: 194.13844581451863, Shares: 0.09606666301174839, Symbol: AAPL, Reward: -0.30303350464462886, Transaction Cost: 0.03591850464463453, Slippage: 0.09999999999999432, Time Penalty: 0.167115\n", "Step: 58714, Timestamp: 2023-07-03 17:00:38.005379658, Action: BUY, Price: 197.2138458979065, Shares: 0.2725858989686114, Symbol: AAPL, Reward: -0.33023700435157566, Transaction Cost: 0.04399100435157111, Slippage: 0.12000000000000455, Time Penalty: 0.166246\n", "Step: 58715, Timestamp: 2023-07-03 17:00:38.005379658, Action: BUY, Price: 186.51539136670652, Shares: 0.32835508214029197, Symbol: AAPL, Reward: -0.3221645046446391, Transaction Cost: 0.03591850464463453, Slippage: 0.12000000000000455, Time Penalty: 0.166246\n", "Step: 58723, Timestamp: 2023-07-03 17:00:50.569998169, Action: SELL, Price: 188.88666725623585, Shares: 0.25884002291051805, Symbol: AAPL, Reward: -0.4178290803817272, Transaction Cost: 0.25270908038172724, Slippage: 0.0, Time Penalty: 0.16512\n", "Step: 58724, Timestamp: 2023-07-03 17:01:03.399124257, Action: SELL, Price: 197.44559257595137, Shares: 0.32065789241205594, Symbol: AAPL, Reward: -0.335270885245203, Transaction Cost: 0.15025788524522118, Slippage: 0.01999999999998181, Time Penalty: 0.165013\n", "Step: 58725, Timestamp: 2023-07-03 17:01:06.655299168, Action: SELL, Price: 190.4221676322121, Shares: 0.2530866759360826, Symbol: AAPL, Reward: -0.22164514241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.164853\n", "Step: 58726, Timestamp: 2023-07-03 17:01:06.656915744, Action: SELL, Price: 184.95173736992575, Shares: 0.37035851361203775, Symbol: AAPL, Reward: -0.22525943640859405, Transaction Cost: 0.05079643640860315, Slippage: 0.009999999999990905, Time Penalty: 0.164463\n", "Step: 58727, Timestamp: 2023-07-03 17:01:06.897819793, Action: SELL, Price: 194.7295475523163, Shares: 0.3615970783857648, Symbol: AAPL, Reward: -0.27775128482438194, Transaction Cost: 0.11358428482438193, Slippage: 0.0, Time Penalty: 0.164167\n", "Step: 58728, Timestamp: 2023-07-03 17:01:11.391700089, Action: SELL, Price: 199.3607774825251, Shares: 0.24892411733063038, Symbol: AAPL, Reward: -0.2097642182042834, Transaction Cost: 0.025398218204301576, Slippage: 0.01999999999998181, Time Penalty: 0.164366\n", "Step: 58729, Timestamp: 2023-07-03 17:01:18.013699551, Action: SELL, Price: 199.0155274066775, Shares: 0.21178363419114696, Symbol: AAPL, Reward: -0.45889608038171925, Transaction Cost: 0.25270908038172724, Slippage: 0.03999999999999204, Time Penalty: 0.166187\n", "Step: 58730, Timestamp: 2023-07-03 17:01:18.013699551, Action: SELL, Price: 185.35942282953198, Shares: 0.1999958458555311, Symbol: AAPL, Reward: -0.23158521820429362, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.166187\n", "Step: 58731, Timestamp: 2023-07-03 17:01:26.507167075, Action: SELL, Price: 201.580892245604, Shares: 0.20707897025691005, Symbol: AAPL, Reward: -0.22942821820429363, Transaction Cost: 0.025398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.16403\n", "Step: 58732, Timestamp: 2023-07-03 17:01:34.975380073, Action: SELL, Price: 196.7512720860865, Shares: 0.258721757687123, Symbol: AAPL, Reward: -0.45729253251243374, Transaction Cost: 0.25142953251244166, Slippage: 0.03999999999999204, Time Penalty: 0.165863\n", "Step: 58733, Timestamp: 2023-07-03 17:01:34.975380073, Action: SELL, Price: 189.01449691745563, Shares: 0.25083042579228254, Symbol: AAPL, Reward: -0.45984518204300784, Transaction Cost: 0.25398218204301576, Slippage: 0.03999999999999204, Time Penalty: 0.165863\n", "Step: 58734, Timestamp: 2023-07-03 17:01:35.177911021, Action: SELL, Price: 195.2211750311412, Shares: 0.25522358224696484, Symbol: AAPL, Reward: -0.24096150464462657, Transaction Cost: 0.03591850464463453, Slippage: 0.03999999999999204, Time Penalty: 0.165043\n", "Step: 58735, Timestamp: 2023-07-03 17:01:37.003979331, Action: SELL, Price: 193.36671621190789, Shares: 0.25496659520073145, Symbol: AAPL, Reward: -0.3843175232231647, Transaction Cost: 0.17959252322317262, Slippage: 0.03999999999999204, Time Penalty: 0.164725\n", "Step: 58736, Timestamp: 2023-07-03 17:01:38.372892541, Action: SELL, Price: 191.23939567320696, Shares: 0.2522255660565882, Symbol: AAPL, Reward: -0.40144775225719614, Transaction Cost: 0.1967337522572041, Slippage: 0.03999999999999204, Time Penalty: 0.164714\n", "Step: 58742, Timestamp: 2023-07-03 17:02:00.758810925, Action: SELL, Price: 200.22074807316878, Shares: 0.1783102579021866, Symbol: AAPL, Reward: -0.6352910435157122, Transaction Cost: 0.43991004351571106, Slippage: 0.030000000000001137, Time Penalty: 0.165381\n", "Step: 58743, Timestamp: 2023-07-03 17:02:07.563161708, Action: SELL, Price: 193.63191124047228, Shares: 0.27550664106367734, Symbol: AAPL, Reward: -0.7027623640860327, Transaction Cost: 0.5079643640860315, Slippage: 0.030000000000001137, Time Penalty: 0.164798\n", "Step: 58744, Timestamp: 2023-07-03 17:02:43.878418439, Action: SELL, Price: 200.66267866559807, Shares: 0.2657305876292675, Symbol: AAPL, Reward: -0.819745749764058, Transaction Cost: 0.6221267497640569, Slippage: 0.030000000000001137, Time Penalty: 0.167619\n", "Step: 58752, Timestamp: 2023-07-03 17:02:43.878418439, Action: BUY, Price: 191.7053517667625, Shares: 0.26052844263044495, Symbol: AAPL, Reward: -0.3817732180355686, Transaction Cost: 0.08031621803554471, Slippage: 0.13000000000002387, Time Penalty: 0.171457\n", "Step: 58753, Timestamp: 2023-07-03 17:02:43.878418439, Action: BUY, Price: 189.29085102090454, Shares: 0.37715532339226215, Symbol: AAPL, Reward: -0.3870602180355686, Transaction Cost: 0.08031621803554471, Slippage: 0.13000000000002387, Time Penalty: 0.176744\n", "Step: 58754, Timestamp: 2023-07-03 17:02:43.878418439, Action: BUY, Price: 194.8697061778408, Shares: 0.23382637185330363, Symbol: AAPL, Reward: -0.5726625046446482, Transaction Cost: 0.03591850464463453, Slippage: 0.36000000000001364, Time Penalty: 0.176744\n", "Step: 58755, Timestamp: 2023-07-03 17:02:43.878418439, Action: BUY, Price: 188.83640748676476, Shares: 0.18402629141295593, Symbol: AAPL, Reward: -0.935929046446351, Transaction Cost: 0.35918504644634525, Slippage: 0.4000000000000057, Time Penalty: 0.176744\n", "Step: 58756, Timestamp: 2023-07-03 17:02:43.878418439, Action: BUY, Price: 201.47049500881718, Shares: 0.18937695150327785, Symbol: AAPL, Reward: -0.8407261820430123, Transaction Cost: 0.25398218204301576, Slippage: 0.4099999999999966, Time Penalty: 0.176744\n", "Step: 58757, Timestamp: 2023-07-03 17:02:43.878451943, Action: BUY, Price: 187.2736503392894, Shares: 0.3419935000139569, Symbol: AAPL, Reward: -0.9794662886861321, Transaction Cost: 0.8099602886861321, Slippage: 0.0, Time Penalty: 0.169506\n", "Step: 58768, Timestamp: 2023-07-03 17:02:43.879792431, Action: SELL, Price: 195.9626046109382, Shares: 0.08074472265451882, Symbol: AAPL, Reward: -0.5435760464463555, Transaction Cost: 0.35918504644634525, Slippage: 0.020000000000010232, Time Penalty: 0.164391\n", "Step: 58769, Timestamp: 2023-07-03 17:02:43.882204767, Action: SELL, Price: 197.64611537085696, Shares: 0.07975796254826145, Symbol: AAPL, Reward: -0.438330182043026, Transaction Cost: 0.25398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.164348\n", "Step: 58770, Timestamp: 2023-07-03 17:02:43.883611629, Action: SELL, Price: 200.83091709675372, Shares: 0.38889500422286877, Symbol: AAPL, Reward: -0.2757465780410425, Transaction Cost: 0.09157457804103226, Slippage: 0.020000000000010232, Time Penalty: 0.164172\n", "Step: 58771, Timestamp: 2023-07-03 17:02:43.883736250, Action: SELL, Price: 190.40738524652224, Shares: 0.3341392188151544, Symbol: AAPL, Reward: -0.2761575780410425, Transaction Cost: 0.09157457804103226, Slippage: 0.020000000000010232, Time Penalty: 0.164583\n", "Step: 58774, Timestamp: 2023-07-03 17:02:43.885995584, Action: SELL, Price: 191.8689884273075, Shares: 0.11606436014216874, Symbol: AAPL, Reward: -0.21070521820431182, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.165307\n", "Step: 58775, Timestamp: 2023-07-03 17:02:43.886146317, Action: SELL, Price: 199.8698205217802, Shares: 0.2737818519923442, Symbol: AAPL, Reward: -0.2754505780410425, Transaction Cost: 0.09157457804103226, Slippage: 0.020000000000010232, Time Penalty: 0.163876\n", "Step: 58787, Timestamp: 2023-07-03 17:02:44.101186109, Action: SELL, Price: 194.93357180857953, Shares: 0.3928869687305241, Symbol: AAPL, Reward: -0.41915318204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.165171\n", "Step: 58788, Timestamp: 2023-07-03 17:02:44.101186109, Action: SELL, Price: 200.67738405454546, Shares: 0.3098004133434015, Symbol: AAPL, Reward: -0.3258034360710894, Transaction Cost: 0.16063243607108943, Slippage: 0.0, Time Penalty: 0.165171\n", "Step: 58789, Timestamp: 2023-07-03 17:02:58.827724033, Action: SELL, Price: 185.12014305940954, Shares: 0.08096320450358853, Symbol: AAPL, Reward: -0.5439430464463271, Transaction Cost: 0.35918504644634525, Slippage: 0.01999999999998181, Time Penalty: 0.164758\n", "Step: 58790, Timestamp: 2023-07-03 17:03:05.251378234, Action: SELL, Price: 190.46035367529876, Shares: 0.35848003643616533, Symbol: AAPL, Reward: -0.42886718204300667, Transaction Cost: 0.25398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.164885\n", "Step: 58791, Timestamp: 2023-07-03 17:03:10.184558496, Action: SELL, Price: 193.56783919046623, Shares: 0.24353208349629635, Symbol: AAPL, Reward: -0.28663326649853654, Transaction Cost: 0.11070826649854565, Slippage: 0.009999999999990905, Time Penalty: 0.165925\n", "Step: 58792, Timestamp: 2023-07-03 17:03:10.184558496, Action: SELL, Price: 198.23743832623524, Shares: 0.3844184204131763, Symbol: AAPL, Reward: -0.2601613601272333, Transaction Cost: 0.08423636012724241, Slippage: 0.009999999999990905, Time Penalty: 0.165925\n", "Step: 58793, Timestamp: 2023-07-03 17:03:10.910996014, Action: SELL, Price: 185.2991117762227, Shares: 0.17601435174838992, Symbol: AAPL, Reward: -0.2546332180355356, Transaction Cost: 0.08031621803554471, Slippage: 0.009999999999990905, Time Penalty: 0.164317\n", "Step: 58794, Timestamp: 2023-07-03 17:03:11.268019927, Action: SELL, Price: 185.61874821210796, Shares: 0.0964538322082457, Symbol: AAPL, Reward: -0.38435907271763237, Transaction Cost: 0.20943907271764142, Slippage: 0.009999999999990905, Time Penalty: 0.16492\n", "Step: 58795, Timestamp: 2023-07-03 17:03:28.232157261, Action: SELL, Price: 191.56734639624503, Shares: 0.09491064709430456, Symbol: AAPL, Reward: -0.25555821803556406, Transaction Cost: 0.08031621803554471, Slippage: 0.010000000000019327, Time Penalty: 0.165242\n", "Step: 58796, Timestamp: 2023-07-03 17:03:30.146191523, Action: SELL, Price: 183.50661795723389, Shares: 0.10337367875872676, Symbol: AAPL, Reward: -0.521593514649978, Transaction Cost: 0.34638551464995876, Slippage: 0.010000000000019327, Time Penalty: 0.165208\n", "Step: 58797, Timestamp: 2023-07-03 17:03:30.256712186, Action: SELL, Price: 197.9769221560022, Shares: 0.309456779379906, Symbol: AAPL, Reward: -0.24235465461290473, Transaction Cost: 0.07619465461290473, Slippage: 0.0, Time Penalty: 0.16616\n", "Step: 58798, Timestamp: 2023-07-03 17:03:30.256712186, Action: SELL, Price: 199.68533336901683, Shares: 0.30947333044087133, Symbol: AAPL, Reward: -0.19155821820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.16616\n", "Step: 58799, Timestamp: 2023-07-03 17:03:42.700787140, Action: SELL, Price: 200.2574215896052, Shares: 0.3968548883744793, Symbol: AAPL, Reward: -0.20243450464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.166516\n", "Step: 58800, Timestamp: 2023-07-03 17:03:42.700787140, Action: SELL, Price: 195.0066454248791, Shares: 0.1438247680279724, Symbol: AAPL, Reward: -0.19191421820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.166516\n", "Step: 58801, Timestamp: 2023-07-03 17:03:46.438335919, Action: SELL, Price: 187.34717451480122, Shares: 0.34254695513543565, Symbol: AAPL, Reward: -0.24155636911272638, Transaction Cost: 0.06719736911273545, Slippage: 0.009999999999990905, Time Penalty: 0.164359\n", "Step: 58802, Timestamp: 2023-07-03 17:03:47.757466436, Action: SELL, Price: 190.0262055656552, Shares: 0.17015223924970735, Symbol: AAPL, Reward: -0.20063050464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.164712\n", "Step: 58803, Timestamp: 2023-07-03 17:03:57.625691780, Action: SELL, Price: 201.7449533680291, Shares: 0.17899172351156964, Symbol: AAPL, Reward: -0.9688759826147263, Transaction Cost: 0.7844719826147161, Slippage: 0.020000000000010232, Time Penalty: 0.164404\n", "Step: 58804, Timestamp: 2023-07-03 17:04:03.338527615, Action: SELL, Price: 201.86947574315548, Shares: 0.3273941373795337, Symbol: AAPL, Reward: -0.2199152182043027, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.164517\n", "Step: 58805, Timestamp: 2023-07-03 17:04:07.363714944, Action: SELL, Price: 199.66998487521795, Shares: 0.33911002373180454, Symbol: AAPL, Reward: -0.9688790249853911, Transaction Cost: 0.7741250249853899, Slippage: 0.030000000000001137, Time Penalty: 0.164754\n", "Step: 58806, Timestamp: 2023-07-03 17:04:07.363737066, Action: SELL, Price: 189.7975281330598, Shares: 0.09188556811057856, Symbol: AAPL, Reward: -0.4087801905612606, Transaction Cost: 0.21400919056125942, Slippage: 0.030000000000001137, Time Penalty: 0.164771\n", "Step: 58813, Timestamp: 2023-07-03 17:04:58.929611453, Action: BUY, Price: 200.6475809452424, Shares: 0.18600200631177113, Symbol: AAPL, Reward: -0.615167043515702, Transaction Cost: 0.43991004351571106, Slippage: 0.009999999999990905, Time Penalty: 0.165257\n", "Step: 58814, Timestamp: 2023-07-03 17:05:00.652362672, Action: BUY, Price: 184.24290579311597, Shares: 0.43929162261273, Symbol: AAPL, Reward: -0.22907000435158134, Transaction Cost: 0.04399100435157111, Slippage: 0.020000000000010232, Time Penalty: 0.165079\n", "Step: 58815, Timestamp: 2023-07-03 17:05:38.113978353, Action: BUY, Price: 188.30822856194806, Shares: 0.10195580865452739, Symbol: AAPL, Reward: -0.41896018204301577, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164978\n", "Step: 58816, Timestamp: 2023-07-03 17:05:41.526778016, Action: BUY, Price: 201.73251220803357, Shares: 0.1299276448894451, Symbol: AAPL, Reward: -0.2005422182042925, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.165144\n", "Step: 58818, Timestamp: 2023-07-03 17:06:46.332563754, Action: BUY, Price: 192.07165255602837, Shares: 0.3743700693857481, Symbol: AAPL, Reward: -0.2927195139338854, Transaction Cost: 0.10775551393390358, Slippage: 0.01999999999998181, Time Penalty: 0.164964\n", "Step: 58819, Timestamp: 2023-07-03 17:07:19.012842630, Action: BUY, Price: 192.51403456800088, Shares: 0.1813243187463309, Symbol: AAPL, Reward: -0.3641225232231544, Transaction Cost: 0.17959252322317262, Slippage: 0.01999999999998181, Time Penalty: 0.16453\n", "Step: 58820, Timestamp: 2023-07-03 17:07:21.152319413, Action: BUY, Price: 188.67166203317643, Shares: 0.08705962771213485, Symbol: AAPL, Reward: -0.7700140824684124, Transaction Cost: 0.5858130824684306, Slippage: 0.01999999999998181, Time Penalty: 0.164201\n", "Step: 58821, Timestamp: 2023-07-03 17:07:21.152379952, Action: BUY, Price: 191.75384798082246, Shares: 0.21062472039743788, Symbol: AAPL, Reward: -0.6248950435156928, Transaction Cost: 0.43991004351571106, Slippage: 0.01999999999998181, Time Penalty: 0.164985\n", "Step: 58822, Timestamp: 2023-07-03 17:07:21.153780566, Action: BUY, Price: 199.31978952221496, Shares: 0.39814415771501754, Symbol: AAPL, Reward: -0.22073550464461633, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.164817\n", "Step: 58823, Timestamp: 2023-07-03 17:08:35.841827952, Action: BUY, Price: 199.15722460309217, Shares: 0.39421970996271977, Symbol: AAPL, Reward: -0.2983042848243922, Transaction Cost: 0.11358428482438193, Slippage: 0.020000000000010232, Time Penalty: 0.16472\n", "Step: 58824, Timestamp: 2023-07-03 17:08:48.590271376, Action: BUY, Price: 196.70797910885133, Shares: 0.12300989408606416, Symbol: AAPL, Reward: -0.4033805696487548, Transaction Cost: 0.22716856964876386, Slippage: 0.009999999999990905, Time Penalty: 0.166212\n", "Step: 58825, Timestamp: 2023-07-03 17:08:48.590271376, Action: BUY, Price: 188.0825187768104, Shares: 0.3171667494209986, Symbol: AAPL, Reward: -0.20161021820429248, Transaction Cost: 0.025398218204301576, Slippage: 0.009999999999990905, Time Penalty: 0.166212\n", "Step: 58826, Timestamp: 2023-07-03 17:08:48.593015226, Action: BUY, Price: 186.9371073119877, Shares: 0.15515411696560957, Symbol: AAPL, Reward: -0.22371950464461635, Transaction Cost: 0.03591850464463453, Slippage: 0.01999999999998181, Time Penalty: 0.167801\n", "Step: 58827, Timestamp: 2023-07-03 17:08:48.593015226, Action: BUY, Price: 184.62759111129574, Shares: 0.23156001827476455, Symbol: AAPL, Reward: -0.2681172180355265, Transaction Cost: 0.08031621803554471, Slippage: 0.01999999999998181, Time Penalty: 0.167801\n", "Step: 58828, Timestamp: 2023-07-03 17:08:48.593015226, Action: BUY, Price: 191.97074951376274, Shares: 0.29564306235097676, Symbol: AAPL, Reward: -0.2681172180355265, Transaction Cost: 0.08031621803554471, Slippage: 0.01999999999998181, Time Penalty: 0.167801\n", "Step: 58829, Timestamp: 2023-07-03 17:08:48.614150379, Action: BUY, Price: 184.54459226448597, Shares: 0.11121648269109109, Symbol: AAPL, Reward: -0.22130821820430271, Transaction Cost: 0.025398218204301576, Slippage: 0.030000000000001137, Time Penalty: 0.16591\n", "Step: 58830, Timestamp: 2023-07-03 17:08:48.614150379, Action: BUY, Price: 190.5373649281722, Shares: 0.15663350234954412, Symbol: AAPL, Reward: -0.4486190803817284, Transaction Cost: 0.25270908038172724, Slippage: 0.030000000000001137, Time Penalty: 0.16591\n", "Step: 58831, Timestamp: 2023-07-03 17:08:56.814994096, Action: BUY, Price: 183.71659106510972, Shares: 0.08898830230706437, Symbol: AAPL, Reward: -0.2660508728172063, Transaction Cost: 0.1015928728172063, Slippage: 0.0, Time Penalty: 0.164458\n", "Step: 58832, Timestamp: 2023-07-03 17:09:02.502244837, Action: BUY, Price: 188.9519018314161, Shares: 0.1116491574107255, Symbol: AAPL, Reward: -0.18994221820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164544\n", "Step: 58833, Timestamp: 2023-07-03 17:09:07.068876738, Action: BUY, Price: 201.98355717621453, Shares: 0.171717133366607, Symbol: AAPL, Reward: -0.47368366005892754, Transaction Cost: 0.30898266005892755, Slippage: 0.0, Time Penalty: 0.164701\n", "Step: 58834, Timestamp: 2023-07-03 17:09:09.097388683, Action: BUY, Price: 186.63185988984532, Shares: 0.1806833258390312, Symbol: AAPL, Reward: -0.29249809102150787, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.165507\n", "Step: 58835, Timestamp: 2023-07-03 17:09:21.764806562, Action: BUY, Price: 183.59456701538932, Shares: 0.290244123747181, Symbol: AAPL, Reward: -0.24776767497638752, Transaction Cost: 0.062212674976405695, Slippage: 0.01999999999998181, Time Penalty: 0.165555\n", "Step: 58836, Timestamp: 2023-07-03 17:09:21.764806562, Action: BUY, Price: 185.15792980279295, Shares: 0.300907158568691, Symbol: AAPL, Reward: -0.3336507885640485, Transaction Cost: 0.1480957885640667, Slippage: 0.01999999999998181, Time Penalty: 0.165555\n", "Step: 58837, Timestamp: 2023-07-03 17:09:38.336284767, Action: BUY, Price: 188.10223523041785, Shares: 0.17709276016516312, Symbol: AAPL, Reward: -0.218982004351562, Transaction Cost: 0.04399100435157111, Slippage: 0.009999999999990905, Time Penalty: 0.164991\n", "Step: 58842, Timestamp: 2023-07-03 17:11:24.706537194, Action: BUY, Price: 190.47684140078795, Shares: 0.39818212202395903, Symbol: AAPL, Reward: -0.35258002492921714, Transaction Cost: 0.1866380249292171, Slippage: 0.0, Time Penalty: 0.165942\n", "Step: 58857, Timestamp: 2023-07-03 17:15:10.922011028, Action: BUY, Price: 194.5581268958344, Shares: 0.15834857534048102, Symbol: AAPL, Reward: -0.322199218204297, Transaction Cost: 0.025398218204301576, Slippage: 0.12999999999999545, Time Penalty: 0.166801\n", "Step: 58858, Timestamp: 2023-07-03 17:15:10.922011028, Action: BUY, Price: 194.89819139109906, Shares: 0.301665079185687, Symbol: AAPL, Reward: -0.4275974364086111, Transaction Cost: 0.05079643640860315, Slippage: 0.21000000000000796, Time Penalty: 0.166801\n", "Step: 58859, Timestamp: 2023-07-03 17:15:10.922011028, Action: BUY, Price: 199.5140688498012, Shares: 0.32806483239627743, Symbol: AAPL, Reward: -0.6264073113272365, Transaction Cost: 0.23960631132723764, Slippage: 0.21999999999999886, Time Penalty: 0.166801\n", "Step: 58860, Timestamp: 2023-07-03 17:15:14.476702470, Action: BUY, Price: 198.13906692760318, Shares: 0.25484555637818745, Symbol: AAPL, Reward: -0.4012182182043095, Transaction Cost: 0.025398218204301576, Slippage: 0.21000000000000796, Time Penalty: 0.16582\n", "Step: 58872, Timestamp: 2023-07-03 17:16:59.560316579, Action: SELL, Price: 189.3856651838922, Shares: 0.11502766822273464, Symbol: AAPL, Reward: -0.2086710043515711, Transaction Cost: 0.04399100435157111, Slippage: 0.0, Time Penalty: 0.16468\n", "Step: 58873, Timestamp: 2023-07-03 17:16:59.560340821, Action: SELL, Price: 195.58731519260613, Shares: 0.15213057096101695, Symbol: AAPL, Reward: -0.18979721820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164399\n", "Step: 58874, Timestamp: 2023-07-03 17:17:22.204259243, Action: SELL, Price: 188.37952264693666, Shares: 0.26295503034936313, Symbol: AAPL, Reward: -0.32994226638366064, Transaction Cost: 0.16459926638366065, Slippage: 0.0, Time Penalty: 0.165343\n", "Step: 58899, Timestamp: 2023-07-03 17:30:09.628158781, Action: BUY, Price: 185.48781886714826, Shares: 0.3957841597361482, Symbol: AAPL, Reward: -0.32873428482439326, Transaction Cost: 0.11358428482438193, Slippage: 0.05000000000001137, Time Penalty: 0.16515\n", "Step: 58900, Timestamp: 2023-07-03 17:30:22.771174114, Action: BUY, Price: 190.97099453928047, Shares: 0.09698049029714023, Symbol: AAPL, Reward: -0.38119628482437623, Transaction Cost: 0.11358428482438193, Slippage: 0.09999999999999432, Time Penalty: 0.167612\n", "Step: 58901, Timestamp: 2023-07-03 17:30:22.771174114, Action: BUY, Price: 188.34329367916473, Shares: 0.3963025752489743, Symbol: AAPL, Reward: -0.3116030043515654, Transaction Cost: 0.04399100435157111, Slippage: 0.09999999999999432, Time Penalty: 0.167612\n", "Step: 58902, Timestamp: 2023-07-03 17:30:22.771174114, Action: BUY, Price: 184.09318154277955, Shares: 0.13863603400832622, Symbol: AAPL, Reward: -0.29301021820429585, Transaction Cost: 0.025398218204301576, Slippage: 0.09999999999999432, Time Penalty: 0.167612\n", "Step: 58903, Timestamp: 2023-07-03 17:32:04.682308037, Action: BUY, Price: 196.50476659173327, Shares: 0.18407437544767646, Symbol: AAPL, Reward: -0.36516021803554927, Transaction Cost: 0.08031621803554471, Slippage: 0.12000000000000455, Time Penalty: 0.164844\n", "Step: 58914, Timestamp: 2023-07-03 17:43:40.101647940, Action: SELL, Price: 190.09818922255002, Shares: 0.1856691409345938, Symbol: AAPL, Reward: -0.1897642182043016, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164366\n", "Step: 58915, Timestamp: 2023-07-03 17:43:49.987887262, Action: SELL, Price: 185.65136106902125, Shares: 0.2896758168265389, Symbol: AAPL, Reward: -0.19133521820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.165937\n", "Step: 58916, Timestamp: 2023-07-03 17:45:54.491455614, Action: SELL, Price: 195.69173097315576, Shares: 0.17741793344288187, Symbol: AAPL, Reward: -0.21545043640860315, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.164654\n", "Step: 58917, Timestamp: 2023-07-03 17:46:12.432219556, Action: SELL, Price: 194.1897008723384, Shares: 0.09445558736169747, Symbol: AAPL, Reward: -0.21526143640860315, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.164465\n", "Step: 58930, Timestamp: 2023-07-03 17:50:43.078869951, Action: BUY, Price: 190.42636472977676, Shares: 0.13388585674948583, Symbol: AAPL, Reward: -0.21527143640860316, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.164475\n", "Step: 58931, Timestamp: 2023-07-03 17:50:45.336054019, Action: BUY, Price: 184.87946077645654, Shares: 0.29428737575853925, Symbol: AAPL, Reward: -0.3080070185785381, Transaction Cost: 0.14367401857853812, Slippage: 0.0, Time Penalty: 0.164333\n", "Step: 58932, Timestamp: 2023-07-03 17:52:03.870333943, Action: BUY, Price: 199.83348598368627, Shares: 0.20182479567295009, Symbol: AAPL, Reward: -0.2105432182043118, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.165145\n", "Step: 58933, Timestamp: 2023-07-03 17:52:28.447424983, Action: BUY, Price: 183.20904170125738, Shares: 0.3972111208762859, Symbol: AAPL, Reward: -0.3197294307550237, Transaction Cost: 0.09503143075502138, Slippage: 0.060000000000002274, Time Penalty: 0.164698\n", "Step: 58955, Timestamp: 2023-07-03 18:11:52.297300608, Action: SELL, Price: 198.6866774523794, Shares: 0.36057414058251736, Symbol: AAPL, Reward: -0.22137314241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.164581\n", "Step: 58978, Timestamp: 2023-07-03 18:28:45.693217583, Action: BUY, Price: 196.7872414378934, Shares: 0.33216399539641794, Symbol: AAPL, Reward: -0.22294114241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.166149\n", "Step: 58979, Timestamp: 2023-07-03 18:28:45.693217583, Action: BUY, Price: 191.99706392599418, Shares: 0.3399396741066279, Symbol: AAPL, Reward: -0.3587769465715728, Transaction Cost: 0.16262794657157165, Slippage: 0.030000000000001137, Time Penalty: 0.166149\n", "Step: 58984, Timestamp: 2023-07-03 18:29:23.476430905, Action: BUY, Price: 186.5662757200779, Shares: 0.3397149872260807, Symbol: AAPL, Reward: -0.23870400435157224, Transaction Cost: 0.04399100435157111, Slippage: 0.030000000000001137, Time Penalty: 0.164713\n", "Step: 58985, Timestamp: 2023-07-03 18:29:24.173178425, Action: SELL, Price: 197.13534813101728, Shares: 0.0893079766323109, Symbol: AAPL, Reward: -0.4189451820430158, Transaction Cost: 0.25398218204301576, Slippage: 0.0, Time Penalty: 0.164963\n", "Step: 58986, Timestamp: 2023-07-03 18:29:51.832641726, Action: SELL, Price: 184.93139752771594, Shares: 0.25044805277959276, Symbol: AAPL, Reward: -0.24492321803554473, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.164607\n", "Step: 59014, Timestamp: 2023-07-03 18:46:49.519613842, Action: BUY, Price: 190.1118854366787, Shares: 0.3872366086617964, Symbol: AAPL, Reward: -0.2917210910215079, Transaction Cost: 0.12699109102150788, Slippage: 0.0, Time Penalty: 0.16473\n", "Step: 59015, Timestamp: 2023-07-03 18:47:12.034975475, Action: BUY, Price: 196.48034691245581, Shares: 0.33805896904364274, Symbol: AAPL, Reward: -0.19063621820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.165238\n", "Step: 59021, Timestamp: 2023-07-03 18:48:19.772706650, Action: SELL, Price: 195.76412239423516, Shares: 0.21712899339204314, Symbol: AAPL, Reward: -0.24961036012724241, Transaction Cost: 0.08423636012724241, Slippage: 0.0, Time Penalty: 0.165374\n", "Step: 59022, Timestamp: 2023-07-03 18:48:19.773284488, Action: SELL, Price: 194.13098630481653, Shares: 0.24011314804952186, Symbol: AAPL, Reward: -0.22145514241219097, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.164663\n", "Step: 59023, Timestamp: 2023-07-03 18:48:23.864621336, Action: SELL, Price: 193.16970029641507, Shares: 0.25584638979990876, Symbol: AAPL, Reward: -0.33530942723657287, Transaction Cost: 0.1703764272365729, Slippage: 0.0, Time Penalty: 0.164933\n", "Step: 59024, Timestamp: 2023-07-03 18:49:25.155568364, Action: BUY, Price: 188.83926363787623, Shares: 0.31802968780054747, Symbol: AAPL, Reward: -0.3177662848244024, Transaction Cost: 0.11358428482438193, Slippage: 0.040000000000020464, Time Penalty: 0.164182\n", "Step: 59031, Timestamp: 2023-07-03 18:54:59.172352910, Action: BUY, Price: 194.78728987430927, Shares: 0.09670984238197247, Symbol: AAPL, Reward: -0.38282125450152693, Transaction Cost: 0.16654725450151556, Slippage: 0.05000000000001137, Time Penalty: 0.166274\n", "Step: 59062, Timestamp: 2023-07-03 19:14:35.728887866, Action: BUY, Price: 197.66961541260642, Shares: 0.12734540819509982, Symbol: AAPL, Reward: -0.2098252182043118, Transaction Cost: 0.025398218204301576, Slippage: 0.020000000000010232, Time Penalty: 0.164427\n", "Step: 59063, Timestamp: 2023-07-03 19:14:54.080645299, Action: BUY, Price: 194.1366775839083, Shares: 0.2962772944858748, Symbol: AAPL, Reward: -0.26504621803555495, Transaction Cost: 0.08031621803554471, Slippage: 0.020000000000010232, Time Penalty: 0.16473\n", "Step: 59064, Timestamp: 2023-07-03 19:15:18.574846552, Action: BUY, Price: 186.81966912209313, Shares: 0.26919038615614416, Symbol: AAPL, Reward: -0.2449822180355447, Transaction Cost: 0.08031621803554471, Slippage: 0.0, Time Penalty: 0.164666\n", "Step: 59080, Timestamp: 2023-07-03 19:18:12.639452306, Action: SELL, Price: 200.07970020869263, Shares: 0.12441029430919671, Symbol: AAPL, Reward: -0.19005021820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164652\n", "Step: 59111, Timestamp: 2023-07-03 19:38:13.756616379, Action: SELL, Price: 197.16747508970968, Shares: 0.31170580965173333, Symbol: AAPL, Reward: -0.2754895139339036, Transaction Cost: 0.10775551393390358, Slippage: 0.0, Time Penalty: 0.167734\n", "Step: 59112, Timestamp: 2023-07-03 19:38:13.757441491, Action: SELL, Price: 187.33807595591207, Shares: 0.2640392454377427, Symbol: AAPL, Reward: -0.4712020466399016, Transaction Cost: 0.30583504663990163, Slippage: 0.0, Time Penalty: 0.165367\n", "Step: 59113, Timestamp: 2023-07-03 19:38:43.528592158, Action: SELL, Price: 198.01905222428678, Shares: 0.3075683756638879, Symbol: AAPL, Reward: -0.4254424272365763, Transaction Cost: 0.1703764272365729, Slippage: 0.09000000000000341, Time Penalty: 0.165066\n", "Step: 59114, Timestamp: 2023-07-03 19:38:50.501542123, Action: SELL, Price: 189.586886441419, Shares: 0.11563023351888024, Symbol: AAPL, Reward: -0.29496421803555606, Transaction Cost: 0.08031621803554471, Slippage: 0.05000000000001137, Time Penalty: 0.164648\n", "Step: 59115, Timestamp: 2023-07-03 19:39:01.516113870, Action: SELL, Price: 182.93345693012728, Shares: 0.13003986654247188, Symbol: AAPL, Reward: -0.24079521820431293, Transaction Cost: 0.025398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.165397\n", "Step: 59116, Timestamp: 2023-07-03 19:39:30.394642738, Action: SELL, Price: 184.15274712806382, Shares: 0.11133631536055173, Symbol: AAPL, Reward: -0.23991921820431295, Transaction Cost: 0.025398218204301576, Slippage: 0.05000000000001137, Time Penalty: 0.164521\n", "Step: 59117, Timestamp: 2023-07-03 19:39:34.251031363, Action: SELL, Price: 188.98841322809216, Shares: 0.17872427936935786, Symbol: AAPL, Reward: -0.3294727382254721, Transaction Cost: 0.1343947382254709, Slippage: 0.030000000000001137, Time Penalty: 0.165078\n", "Step: 59126, Timestamp: 2023-07-03 19:50:10.425204413, Action: BUY, Price: 194.0067661065918, Shares: 0.2378140699423274, Symbol: AAPL, Reward: -0.5961016267565159, Transaction Cost: 0.39182462675652385, Slippage: 0.03999999999999204, Time Penalty: 0.164277\n", "Step: 59129, Timestamp: 2023-07-03 19:50:47.946187986, Action: BUY, Price: 201.06009116308545, Shares: 0.23461116834608736, Symbol: AAPL, Reward: -0.25905900435155405, Transaction Cost: 0.04399100435157111, Slippage: 0.04999999999998295, Time Penalty: 0.165068\n", "Step: 59155, Timestamp: 2023-07-03 20:02:45.115763195, Action: BUY, Price: 187.40127483688798, Shares: 0.2807608567494453, Symbol: AAPL, Reward: -0.25214236911271726, Transaction Cost: 0.06719736911273545, Slippage: 0.01999999999998181, Time Penalty: 0.164945\n", "Step: 59178, Timestamp: 2023-07-03 20:06:32.624310992, Action: SELL, Price: 195.65160565343177, Shares: 0.09168377831749056, Symbol: AAPL, Reward: -0.30204209102152724, Transaction Cost: 0.12699109102150788, Slippage: 0.010000000000019327, Time Penalty: 0.165051\n", "Step: 59179, Timestamp: 2023-07-03 20:06:37.972363577, Action: SELL, Price: 186.68177971120912, Shares: 0.14608896770936403, Symbol: AAPL, Reward: -0.21129150464465385, Transaction Cost: 0.03591850464463453, Slippage: 0.010000000000019327, Time Penalty: 0.165373\n", "Step: 59180, Timestamp: 2023-07-03 20:06:51.262073950, Action: SELL, Price: 197.0489295744548, Shares: 0.10229619915404929, Symbol: AAPL, Reward: -0.22535143640862249, Transaction Cost: 0.05079643640860315, Slippage: 0.010000000000019327, Time Penalty: 0.164555\n", "Step: 59181, Timestamp: 2023-07-03 20:06:51.389569795, Action: SELL, Price: 191.1870340781466, Shares: 0.3040083219518325, Symbol: AAPL, Reward: -0.2004962182043209, Transaction Cost: 0.025398218204301576, Slippage: 0.010000000000019327, Time Penalty: 0.165098\n", "Step: 59185, Timestamp: 2023-07-03 20:07:34.688195747, Action: SELL, Price: 188.9536113921319, Shares: 0.1090689982289874, Symbol: AAPL, Reward: -0.21611043640860314, Transaction Cost: 0.05079643640860315, Slippage: 0.0, Time Penalty: 0.165314\n", "Step: 59186, Timestamp: 2023-07-03 20:07:52.971048774, Action: SELL, Price: 200.52849023987469, Shares: 0.10177335390067445, Symbol: AAPL, Reward: -0.32111413194905825, Transaction Cost: 0.15656513194905822, Slippage: 0.0, Time Penalty: 0.164549\n", "Step: 59187, Timestamp: 2023-07-03 20:07:53.744169638, Action: SELL, Price: 198.30465764705215, Shares: 0.3657471872016805, Symbol: AAPL, Reward: -0.20076850464463453, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.16485\n", "Step: 59188, Timestamp: 2023-07-03 20:08:27.455354760, Action: SELL, Price: 185.8892929724167, Shares: 0.11756945927415594, Symbol: AAPL, Reward: -0.19028821820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.16489\n", "Step: 59189, Timestamp: 2023-07-03 20:08:44.349634108, Action: SELL, Price: 191.46376750005223, Shares: 0.2928610960786432, Symbol: AAPL, Reward: -0.19063521820430157, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.165237\n", "Step: 59217, Timestamp: 2023-07-03 20:48:11.839440549, Action: SELL, Price: 187.6956212385166, Shares: 0.13326648111999964, Symbol: AAPL, Reward: -0.19042521820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.165027\n", "Step: 59225, Timestamp: 2023-07-03 20:57:03.190402086, Action: SELL, Price: 189.84348771182584, Shares: 0.24681315489134897, Symbol: AAPL, Reward: -0.22149714241219096, Transaction Cost: 0.056792142412190966, Slippage: 0.0, Time Penalty: 0.164705\n", "Step: 59226, Timestamp: 2023-07-03 20:57:24.173998107, Action: SELL, Price: 198.91406892305906, Shares: 0.24084181984210828, Symbol: AAPL, Reward: -0.20028950464463452, Transaction Cost: 0.03591850464463453, Slippage: 0.0, Time Penalty: 0.164371\n", "Step: 59227, Timestamp: 2023-07-03 20:57:40.644830740, Action: SELL, Price: 184.01111138934263, Shares: 0.07867826942484447, Symbol: AAPL, Reward: -0.19028321820430158, Transaction Cost: 0.025398218204301576, Slippage: 0.0, Time Penalty: 0.164885\n" ] } ], "source": [ "# Filter data for the specified ticker\n", "ticker = 'AAPL' # Specify the ticker you want to trade\n", "ticker_data = market_features_df[market_features_df['symbol'] == ticker]\n", "\n", "window_size = 60\n", "daily_trading_limit = 1000\n", "# Create the trading environment\n", "env = TradingEnvironmentwithBlotter(ticker_data, daily_trading_limit=1000, window_size=window_size) # Daily trading limit of 1000 shares\n", "\n", "# Run the environment\n", "cumulative_reward, trades = env.run()\n", "\n", "# Render the results\n", "env.render()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "id": "YZ3CVyWaAXtd" }, "outputs": [], "source": [ "df=market_features_df.copy()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "id": "vK7HBr9yAXtd" }, "outputs": [], "source": [ "df['timestamp']=pd.to_datetime(df['ts_recv'])" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 312 }, "id": "PDWP_CYvAXtd", "outputId": "b103d083-e158-4c8b-ee3a-52d662666e9e" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " ts_recv ts_event rtype publisher_id \\\n", "35 1688371214386057385 1688371214385893078 1 2 \n", "36 1688371214386063777 1688371214385899379 1 2 \n", "37 1688371215804852019 1688371215804687301 1 2 \n", "38 1688371219671476629 1688371219671312224 1 2 \n", "39 1688371223368835585 1688371223368671235 1 2 \n", "\n", " instrument_id action side depth price size flags ts_in_delta \\\n", "35 32 T N 0 194.05 50 130 164307 \n", "36 32 T N 0 194.05 50 130 164398 \n", "37 32 T B 0 194.21 10 130 164718 \n", "38 32 T N 0 194.14 10 130 164405 \n", "39 32 T B 0 194.13 10 130 164350 \n", "\n", " sequence bid_px_00 ask_px_00 bid_sz_00 ask_sz_00 bid_ct_00 \\\n", "35 326232 194.0 194.30 3101 19 4 \n", "36 326233 194.0 194.30 3101 19 4 \n", "37 328131 194.0 194.21 3101 29 4 \n", "38 331406 194.0 194.16 3101 400 4 \n", "39 334235 194.0 194.13 3101 400 4 \n", "\n", " ask_ct_00 symbol Close Volume High Low Open RSI \\\n", "35 10 AAPL 194.05 50 194.30 194.0 194.05 54.544543 \n", "36 10 AAPL 194.05 50 194.30 194.0 194.05 54.544543 \n", "37 1 AAPL 194.21 10 194.21 194.0 194.05 85.890753 \n", "38 1 AAPL 194.14 10 194.16 194.0 194.21 64.827662 \n", "39 1 AAPL 194.13 10 194.13 194.0 194.14 62.470772 \n", "\n", " MACD MACD_signal MACD_hist Stoch_k Stoch_d OBV Upper_BB \\\n", "35 0.006271 -0.003130 0.009401 52.525253 61.952862 -266.0 194.065621 \n", "36 0.007108 -0.001082 0.008190 38.383838 52.525253 -266.0 194.068990 \n", "37 0.020446 0.003223 0.017223 40.404040 43.771044 -256.0 194.125889 \n", "38 0.025079 0.007594 0.017484 49.494949 42.760943 -266.0 194.142928 \n", "39 0.027625 0.011601 0.016025 57.575758 49.158249 -276.0 194.155247 \n", "\n", " Middle_BB Lower_BB ATR_1 ATR_2 ATR_5 ATR_10 ATR_20 \\\n", "35 194.0170 193.968379 0.30 0.175078 0.098615 0.075141 0.072403 \n", "36 194.0200 193.971010 0.30 0.237539 0.138892 0.097627 0.083783 \n", "37 194.0305 193.935111 0.21 0.223770 0.153114 0.108864 0.090094 \n", "38 194.0375 193.932072 0.21 0.216885 0.164491 0.118978 0.096089 \n", "39 194.0440 193.932753 0.14 0.178442 0.159593 0.121080 0.098285 \n", "\n", " ADX +DI -DI CCI DLR TWAP \\\n", "35 97.257397 30.435801 0.196362 166.666667 0.000000 194.020000 \n", "36 97.361721 22.989295 0.148320 83.333333 0.000000 194.020811 \n", "37 97.458593 19.409454 0.125224 79.268293 0.000824 194.025789 \n", "38 97.548546 16.622008 0.107240 -3.205128 -0.000360 194.028718 \n", "39 97.632074 15.068361 0.097216 -113.095238 -0.000052 194.031250 \n", "\n", " VWAP timestamp \n", "35 194.021894 2023-07-03 08:00:14.386057385 \n", "36 194.025188 2023-07-03 08:00:14.386063777 \n", "37 194.025596 2023-07-03 08:00:15.804852019 \n", "38 194.025873 2023-07-03 08:00:19.671476629 \n", "39 194.026071 2023-07-03 08:00:23.368835585 " ], "text/html": [ "\n", "
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\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "df" } }, "metadata": {}, "execution_count": 45 } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "oY7jyRmfYiiX" }, "source": [ "# Fine-tuned Transformer models for price prediction\n", "\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "PxRiU_-wYh0k" }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import talib as ta\n", "import tensorflow as tf\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.layers import Input, Dense, Dropout, LayerNormalization, MultiHeadAttention, Add, GlobalAveragePooling1D\n", "from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopping\n", "\n", "import matplotlib.pyplot as plt\n", "\n", "# Enable mixed precision\n", "tf.keras.mixed_precision.set_global_policy('mixed_float16')\n", "\n", "# Load and preprocess data\n", "data = pd.read_csv('/content/xnas-itch-20230703.tbbo (1).csv')\n", "data['price'] = data['price'] / 1e9\n", "data['bid_px_00'] = data['bid_px_00'] / 1e9\n", "data['ask_px_00'] = data['ask_px_00'] / 1e9\n", "data['Close'] = data['price']\n", "data['Volume'] = data['size']\n", "data['High'] = data[['bid_px_00', 'ask_px_00']].max(axis=1)\n", "data['Low'] = data[['bid_px_00', 'ask_px_00']].min(axis=1)\n", "data['Open'] = data['Close'].shift(1).fillna(data['Close'])\n", "\n", "class TechnicalIndicators:\n", " def __init__(self, data):\n", " self.data = data\n", "\n", " def add_momentum_indicators(self):\n", " self.data['RSI'] = ta.RSI(self.data['Close'], timeperiod=14)\n", " self.data['MACD'], self.data['MACD_signal'], self.data['MACD_hist'] = ta.MACD(self.data['Close'], fastperiod=12, slowperiod=26, signalperiod=9)\n", " self.data['Stoch_k'], self.data['Stoch_d'] = ta.STOCH(self.data['High'], self.data['Low'], self.data['Close'], fastk_period=14, slowk_period=3, slowd_period=3)\n", "\n", " def add_volume_indicators(self):\n", " self.data['OBV'] = ta.OBV(self.data['Close'], self.data['Volume'])\n", "\n", " def add_volatility_indicators(self):\n", " self.data['Upper_BB'], self.data['Middle_BB'], self.data['Lower_BB'] = ta.BBANDS(self.data['Close'], timeperiod=20)\n", " self.data['ATR_1'] = ta.ATR(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=1)\n", " self.data['ATR_2'] = ta.ATR(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=2)\n", " self.data['ATR_5'] = ta.ATR(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=5)\n", " self.data['ATR_10'] = ta.ATR(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=10)\n", " self.data['ATR_20'] = ta.ATR(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=20)\n", "\n", " def add_trend_indicators(self):\n", " self.data['ADX'] = ta.ADX(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=14)\n", " self.data['+DI'] = ta.PLUS_DI(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=14)\n", " self.data['-DI'] = ta.MINUS_DI(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=14)\n", " self.data['CCI'] = ta.CCI(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=5)\n", "\n", " def add_other_indicators(self):\n", " self.data['DLR'] = np.log(self.data['Close'] / self.data['Close'].shift(1))\n", " self.data['TWAP'] = self.data['Close'].expanding().mean()\n", " self.data['VWAP'] = (self.data['Volume'] * (self.data['High'] + self.data['Low']) / 2).cumsum() / self.data['Volume'].cumsum()\n", "\n", " def add_all_indicators(self):\n", " self.add_momentum_indicators()\n", " self.add_volume_indicators()\n", " self.add_volatility_indicators()\n", " self.add_trend_indicators()\n", " self.add_other_indicators()\n", " return self.data\n", "\n", "# Add indicators to the data\n", "ti = TechnicalIndicators(data)\n", "df_with_indicators = ti.add_all_indicators()\n", "\n", "# Handle infinite values and drop rows with NaNs\n", "df_with_indicators.replace([np.inf, -np.inf], np.nan, inplace=True)\n", "df_with_indicators.dropna(inplace=True)\n", "\n", "# Define the features and labels\n", "features = df_with_indicators[['Close', 'Volume', 'High', 'Low', 'RSI', 'MACD', 'MACD_signal', 'MACD_hist', 'Stoch_k', 'Stoch_d', 'OBV', 'Upper_BB', 'Middle_BB', 'Lower_BB', 'ATR_1', 'ATR_2', 'ATR_5', 'ATR_10', 'ATR_20', 'ADX', '+DI', '-DI', 'CCI', 'DLR', 'TWAP', 'VWAP']]\n", "\n", "mean = features.mean()\n", "std = features.std()\n", "features_normalized = (features - mean) / std\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "id": "eRQpqoy2q1F1" }, "outputs": [], "source": [ "SEQUENCE_LEN = 24 # 2 hours of data at 5-minute intervals\n", "\n", "def create_sequences(data, labels, mean, std, sequence_length=SEQUENCE_LEN):\n", " sequences = []\n", " lab = []\n", " data_size = len(data)\n", "\n", " for i in range(data_size - (sequence_length + 13)):\n", " if i == 0:\n", " continue\n", " sequences.append(data[i:i + sequence_length])\n", " lab.append([labels[i-1], labels[i + 12], mean['Close'], std['Close']])\n", "\n", " return np.array(sequences), np.array(lab)\n", "\n", "# Generate sequences\n", "all_sequences, all_labels = create_sequences(\n", " features_normalized.values,\n", " features_normalized['Close'].values[SEQUENCE_LEN-1:],\n", " mean,\n", " std\n", ")\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "NiV8Mfjiq4Lv" }, "outputs": [], "source": [ "# Shuffle and split the data\n", "np.random.seed(42)\n", "shuffled_indices = np.random.permutation(len(all_sequences))\n", "all_sequences = all_sequences[shuffled_indices]\n", "all_labels = all_labels[shuffled_indices]\n", "\n", "train_size = int(len(all_sequences) * 0.8)\n", "val_size = int(len(all_sequences) * 0.1)\n", "\n", "train_sequences = all_sequences[:train_size]\n", "train_labels = all_labels[:train_size]\n", "\n", "validation_sequences = all_sequences[train_size:train_size+val_size]\n", "validation_labels = all_labels[train_size:train_size+val_size]\n", "\n", "test_sequences = all_sequences[train_size+val_size:]\n", "test_labels = all_labels[train_size+val_size:]\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "4Xd23nBtq6-J", "outputId": "e6e0cd95-f75b-40d7-968c-6a0ec51f552d" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "\u001b[1mModel: \"functional_4\"\u001b[0m\n" ], "text/html": [ "
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dense_100[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_101 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m13,338\u001b[0m │ dropout_97[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_97 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_101[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_96[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_102 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_97[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_49 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m109,594\u001b[0m │ layer_normalization_1… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_1… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_98 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ add_97[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_103 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_98[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_102 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m13,824\u001b[0m │ layer_normalization_1… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_99 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_102[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_103 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m13,338\u001b[0m │ dropout_99[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_99 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_103[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_98[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_104 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_99[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_50 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m109,594\u001b[0m │ layer_normalization_1… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_1… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_100 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ add_99[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_105 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_100[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_104 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m13,824\u001b[0m │ layer_normalization_1… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_101 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_104[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_105 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m13,338\u001b[0m │ dropout_101[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_101 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_105[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_100[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_106 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_101[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_51 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m109,594\u001b[0m │ layer_normalization_1… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_1… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_102 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ add_101[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_107 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_102[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_106 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m13,824\u001b[0m │ layer_normalization_1… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_103 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_106[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_107 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m13,338\u001b[0m │ dropout_103[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_103 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_107[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_102[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_108 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_103[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_52 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m109,594\u001b[0m │ layer_normalization_1… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_1… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_104 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ add_103[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_109 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_104[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_108 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m13,824\u001b[0m │ layer_normalization_1… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_105 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_108[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_109 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m13,338\u001b[0m │ dropout_105[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_105 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_109[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_104[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_110 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_105[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_53 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m109,594\u001b[0m │ layer_normalization_1… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_1… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_106 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ add_105[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_111 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_106[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_110 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m13,824\u001b[0m │ layer_normalization_1… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_107 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m512\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_110[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_111 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m13,338\u001b[0m │ dropout_107[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_107 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_111[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_106[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ global_average_pooling1d… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ add_107[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mGlobalAveragePooling1D\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_112 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ global_average_poolin… │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_112 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m) │ \u001b[38;5;34m27\u001b[0m │ layer_normalization_1… │\n", "└───────────────────────────┴────────────────────────┴────────────────┴────────────────────────┘\n" ], "text/html": [ "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
              "┃ Layer (type)              ┃ Output Shape           ┃        Param # ┃ Connected to           ┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer_4             │ (None, 24, 26)         │              0 │ -                      │\n",
              "│ (InputLayer)              │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_100   │ (None, 24, 26)         │             52 │ input_layer_4[0][0]    │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_48   │ (None, 24, 26)         │        109,594 │ layer_normalization_1… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_1… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_96 (Add)              │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ input_layer_4[0][0]    │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_101   │ (None, 24, 26)         │             52 │ add_96[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_100 (Dense)         │ (None, 24, 512)        │         13,824 │ layer_normalization_1… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_97 (Dropout)      │ (None, 24, 512)        │              0 │ dense_100[0][0]        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_101 (Dense)         │ (None, 24, 26)         │         13,338 │ dropout_97[0][0]       │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_97 (Add)              │ (None, 24, 26)         │              0 │ dense_101[0][0],       │\n",
              "│                           │                        │                │ add_96[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_102   │ (None, 24, 26)         │             52 │ add_97[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_49   │ (None, 24, 26)         │        109,594 │ layer_normalization_1… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_1… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_98 (Add)              │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ add_97[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_103   │ (None, 24, 26)         │             52 │ add_98[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_102 (Dense)         │ (None, 24, 512)        │         13,824 │ layer_normalization_1… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_99 (Dropout)      │ (None, 24, 512)        │              0 │ dense_102[0][0]        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_103 (Dense)         │ (None, 24, 26)         │         13,338 │ dropout_99[0][0]       │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_99 (Add)              │ (None, 24, 26)         │              0 │ dense_103[0][0],       │\n",
              "│                           │                        │                │ add_98[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_104   │ (None, 24, 26)         │             52 │ add_99[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_50   │ (None, 24, 26)         │        109,594 │ layer_normalization_1… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_1… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_100 (Add)             │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ add_99[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_105   │ (None, 24, 26)         │             52 │ add_100[0][0]          │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_104 (Dense)         │ (None, 24, 512)        │         13,824 │ layer_normalization_1… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_101 (Dropout)     │ (None, 24, 512)        │              0 │ dense_104[0][0]        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_105 (Dense)         │ (None, 24, 26)         │         13,338 │ dropout_101[0][0]      │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_101 (Add)             │ (None, 24, 26)         │              0 │ dense_105[0][0],       │\n",
              "│                           │                        │                │ add_100[0][0]          │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_106   │ (None, 24, 26)         │             52 │ add_101[0][0]          │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_51   │ (None, 24, 26)         │        109,594 │ layer_normalization_1… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_1… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_102 (Add)             │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ add_101[0][0]          │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_107   │ (None, 24, 26)         │             52 │ add_102[0][0]          │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_106 (Dense)         │ (None, 24, 512)        │         13,824 │ layer_normalization_1… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_103 (Dropout)     │ (None, 24, 512)        │              0 │ dense_106[0][0]        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_107 (Dense)         │ (None, 24, 26)         │         13,338 │ dropout_103[0][0]      │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_103 (Add)             │ (None, 24, 26)         │              0 │ dense_107[0][0],       │\n",
              "│                           │                        │                │ add_102[0][0]          │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_108   │ (None, 24, 26)         │             52 │ add_103[0][0]          │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_52   │ (None, 24, 26)         │        109,594 │ layer_normalization_1… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_1… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_104 (Add)             │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ add_103[0][0]          │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_109   │ (None, 24, 26)         │             52 │ add_104[0][0]          │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_108 (Dense)         │ (None, 24, 512)        │         13,824 │ layer_normalization_1… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_105 (Dropout)     │ (None, 24, 512)        │              0 │ dense_108[0][0]        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_109 (Dense)         │ (None, 24, 26)         │         13,338 │ dropout_105[0][0]      │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_105 (Add)             │ (None, 24, 26)         │              0 │ dense_109[0][0],       │\n",
              "│                           │                        │                │ add_104[0][0]          │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_110   │ (None, 24, 26)         │             52 │ add_105[0][0]          │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_53   │ (None, 24, 26)         │        109,594 │ layer_normalization_1… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_1… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_106 (Add)             │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ add_105[0][0]          │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_111   │ (None, 24, 26)         │             52 │ add_106[0][0]          │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_110 (Dense)         │ (None, 24, 512)        │         13,824 │ layer_normalization_1… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_107 (Dropout)     │ (None, 24, 512)        │              0 │ dense_110[0][0]        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_111 (Dense)         │ (None, 24, 26)         │         13,338 │ dropout_107[0][0]      │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_107 (Add)             │ (None, 24, 26)         │              0 │ dense_111[0][0],       │\n",
              "│                           │                        │                │ add_106[0][0]          │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ global_average_pooling1d… │ (None, 26)             │              0 │ add_107[0][0]          │\n",
              "│ (GlobalAveragePooling1D)  │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_112   │ (None, 26)             │             52 │ global_average_poolin… │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_112 (Dense)         │ (None, 1)              │             27 │ layer_normalization_1… │\n",
              "└───────────────────────────┴────────────────────────┴────────────────┴────────────────────────┘\n",
              "
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\n" ] }, "metadata": {} } ], "source": [ "# Define the Transformer model\n", "def transformer_encoder(inputs, head_size, num_heads, ff_dim, dropout=0):\n", " x = LayerNormalization(epsilon=1e-6)(inputs)\n", " x = MultiHeadAttention(key_dim=head_size, num_heads=num_heads, dropout=dropout)(x, x)\n", " x = Add()([x, inputs])\n", "\n", " y = LayerNormalization(epsilon=1e-6)(x)\n", " y = Dense(ff_dim, activation=\"relu\")(y)\n", " y = Dropout(dropout)(y)\n", " y = Dense(inputs.shape[-1])(y)\n", " return Add()([y, x])\n", "\n", "def build_transformer_model(input_shape, head_size, num_heads, ff_dim, num_layers, dropout=0):\n", " inputs = Input(shape=input_shape)\n", " x = inputs\n", " for _ in range(num_layers):\n", " x = transformer_encoder(x, head_size, num_heads, ff_dim, dropout)\n", " x = GlobalAveragePooling1D()(x)\n", " x = LayerNormalization(epsilon=1e-6)(x)\n", " outputs = Dense(1, activation=\"linear\", dtype='float32')(x)\n", " return Model(inputs=inputs, outputs=outputs)\n", "# Set model parameters\n", "input_shape = train_sequences.shape[1:]\n", "head_size = 128 # Reduced from 256\n", "num_heads = 8 # Reduced from 16\n", "ff_dim = 512 # Reduced from 1024\n", "num_layers = 6 # Reduced from 12\n", "dropout = 0.20\n", "\n", "model = build_transformer_model(input_shape, head_size, num_heads, ff_dim, num_layers, dropout)\n", "model.summary()\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "id": "Go1a0veIrCIK" }, "outputs": [], "source": [ "# Custom loss function and metric\n", "def custom_mae_loss(y_true, y_pred):\n", " y_true_next = tf.cast(y_true[:, 1], tf.float32)\n", " y_pred_next = tf.cast(y_pred[:, 0], tf.float32)\n", " abs_error = tf.abs(y_true_next - y_pred_next)\n", " return tf.reduce_mean(abs_error)\n", "\n", "def dir_acc(y_true, y_pred):\n", " mean, std = tf.cast(y_true[:, 2], tf.float32), tf.cast(y_true[:, 3], tf.float32)\n", " y_true_prev = (tf.cast(y_true[:, 0], tf.float32) * std) + mean\n", " y_true_next = (tf.cast(y_true[:, 1], tf.float32) * std) + mean\n", " y_pred_next = (tf.cast(y_pred[:, 0], tf.float32) * std) + mean\n", "\n", " true_change = y_true_next - y_true_prev\n", " pred_change = y_pred_next - y_true_prev\n", "\n", " correct_direction = tf.equal(tf.sign(true_change), tf.sign(pred_change))\n", " return tf.reduce_mean(tf.cast(correct_direction, tf.float32))\n", "\n", "# Compile the model\n", "model.compile(optimizer='adam', loss=custom_mae_loss, metrics=[dir_acc])\n", "\n", "# Callbacks\n", "checkpoint_callback_train = ModelCheckpoint(\n", " \"transformer_train_model.keras\",\n", " monitor=\"dir_acc\",\n", " save_best_only=True,\n", " mode=\"max\",\n", " verbose=1,\n", ")\n", "\n", "checkpoint_callback_val = ModelCheckpoint(\n", " \"transformer_val_model.keras\",\n", " monitor=\"val_dir_acc\",\n", " save_best_only=True,\n", " mode=\"max\",\n", " verbose=1,\n", ")\n", "\n", "early_stopping = EarlyStopping(\n", " monitor='val_loss',\n", " patience=10,\n", " restore_best_weights=True,\n", " verbose=1\n", ")\n", "\n", "def get_lr_callback(batch_size=16, mode='cos', epochs=100, plot=False):\n", " lr_start, lr_max, lr_min = 0.0001, 0.005, 0.00001\n", " lr_ramp_ep = int(0.30 * epochs)\n", " lr_sus_ep = max(0, int(0.10 * epochs) - lr_ramp_ep)\n", "\n", " def lrfn(epoch):\n", " if epoch < lr_ramp_ep:\n", " lr = (lr_max - lr_start) / lr_ramp_ep * epoch + lr_start\n", " elif epoch < lr_ramp_ep + lr_sus_ep:\n", " lr = lr_max\n", " elif mode == 'cos':\n", " decay_total_epochs, decay_epoch_index = epochs - lr_ramp_ep - lr_sus_ep, epoch - lr_ramp_ep - lr_sus_ep\n", " phase = np.pi * decay_epoch_index / decay_total_epochs\n", " lr = (lr_max - lr_min) * 0.5 * (1 + np.cos(phase)) + lr_min\n", " else:\n", " lr = lr_min\n", "\n", " return lr\n", "\n", " if plot:\n", " plt.figure(figsize=(10, 5))\n", " plt.plot(np.arange(epochs), [lrfn(epoch) for epoch in np.arange(epochs)], marker='o')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('Learning Rate')\n", " plt.title('Learning Rate Scheduler')\n", " plt.show()\n", "\n", " return tf.keras.callbacks.LearningRateScheduler(lrfn, verbose=True)\n", "\n", "# Train the model\n", "BATCH_SIZE = 64\n", "EPOCHS = 20\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Qme5sYSgrHcR", "outputId": "3079815a-b691-4af4-d8d9-fc961cd785fc" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Epoch 1: LearningRateScheduler setting learning rate to 0.0001.\n", "Epoch 1/20\n", "\u001b[1m739/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.3921 - loss: 0.1512\n", "Epoch 1: dir_acc improved from -inf to 0.39136, saving model to transformer_train_model.keras\n", "\n", "Epoch 1: val_dir_acc improved from -inf to 0.40575, saving model to transformer_val_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m48s\u001b[0m 21ms/step - dir_acc: 0.3921 - loss: 0.1511 - val_dir_acc: 0.4057 - val_loss: 0.0500 - learning_rate: 1.0000e-04\n", "\n", "Epoch 2: LearningRateScheduler setting learning rate to 0.0009166666666666666.\n", "Epoch 2/20\n", "\u001b[1m737/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.3915 - loss: 0.1045\n", "Epoch 2: dir_acc improved from 0.39136 to 0.39911, saving model to transformer_train_model.keras\n", "\n", "Epoch 2: val_dir_acc did not improve from 0.40575\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.3915 - loss: 0.1043 - val_dir_acc: 0.3984 - val_loss: 0.0512 - learning_rate: 9.1667e-04\n", "\n", "Epoch 3: LearningRateScheduler setting learning rate to 0.0017333333333333333.\n", "Epoch 3/20\n", "\u001b[1m738/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4023 - loss: 0.0759\n", "Epoch 3: dir_acc improved from 0.39911 to 0.40612, saving model to transformer_train_model.keras\n", "\n", "Epoch 3: val_dir_acc improved from 0.40575 to 0.41331, saving model to transformer_val_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 17ms/step - dir_acc: 0.4023 - loss: 0.0758 - val_dir_acc: 0.4133 - val_loss: 0.0527 - learning_rate: 0.0017\n", "\n", "Epoch 4: LearningRateScheduler setting learning rate to 0.0025499999999999997.\n", "Epoch 4/20\n", "\u001b[1m737/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4036 - loss: 0.0637\n", "Epoch 4: dir_acc did not improve from 0.40612\n", "\n", "Epoch 4: val_dir_acc improved from 0.41331 to 0.43162, saving model to transformer_val_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.4036 - loss: 0.0637 - val_dir_acc: 0.4316 - val_loss: 0.0637 - learning_rate: 0.0026\n", "\n", "Epoch 5: LearningRateScheduler setting learning rate to 0.0033666666666666662.\n", "Epoch 5/20\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4031 - loss: 0.0618\n", "Epoch 5: dir_acc improved from 0.40612 to 0.40703, saving model to transformer_train_model.keras\n", "\n", "Epoch 5: val_dir_acc did not improve from 0.43162\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.4031 - loss: 0.0618 - val_dir_acc: 0.3878 - val_loss: 0.0660 - learning_rate: 0.0034\n", "\n", "Epoch 6: LearningRateScheduler setting learning rate to 0.004183333333333333.\n", "Epoch 6/20\n", "\u001b[1m737/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4074 - loss: 0.0577\n", "Epoch 6: dir_acc improved from 0.40703 to 0.41020, saving model to transformer_train_model.keras\n", "\n", "Epoch 6: val_dir_acc did not improve from 0.43162\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.4074 - loss: 0.0577 - val_dir_acc: 0.3957 - val_loss: 0.0430 - learning_rate: 0.0042\n", "\n", "Epoch 7: LearningRateScheduler setting learning rate to 0.005.\n", "Epoch 7/20\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4150 - loss: 0.0535\n", "Epoch 7: dir_acc improved from 0.41020 to 0.41491, saving model to transformer_train_model.keras\n", "\n", "Epoch 7: val_dir_acc did not improve from 0.43162\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.4150 - loss: 0.0535 - val_dir_acc: 0.4041 - val_loss: 0.0438 - learning_rate: 0.0050\n", "\n", "Epoch 8: LearningRateScheduler setting learning rate to 0.0049374451408936496.\n", "Epoch 8/20\n", "\u001b[1m739/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4152 - loss: 0.0544\n", "Epoch 8: dir_acc improved from 0.41491 to 0.41687, saving model to transformer_train_model.keras\n", "\n", "Epoch 8: val_dir_acc improved from 0.43162 to 0.43481, saving model to transformer_val_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 17ms/step - dir_acc: 0.4152 - loss: 0.0544 - val_dir_acc: 0.4348 - val_loss: 0.0519 - learning_rate: 0.0049\n", "\n", "Epoch 9: LearningRateScheduler setting learning rate to 0.0047529173254165355.\n", "Epoch 9/20\n", "\u001b[1m739/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4185 - loss: 0.0487\n", "Epoch 9: dir_acc improved from 0.41687 to 0.42253, saving model to transformer_train_model.keras\n", "\n", "Epoch 9: val_dir_acc did not improve from 0.43481\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.4186 - loss: 0.0487 - val_dir_acc: 0.4014 - val_loss: 0.0448 - learning_rate: 0.0048\n", "\n", "Epoch 10: LearningRateScheduler setting learning rate to 0.004455669548757734.\n", "Epoch 10/20\n", "\u001b[1m737/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4270 - loss: 0.0465\n", "Epoch 10: dir_acc improved from 0.42253 to 0.42595, saving model to transformer_train_model.keras\n", "\n", "Epoch 10: val_dir_acc did not improve from 0.43481\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.4270 - loss: 0.0465 - val_dir_acc: 0.4321 - val_loss: 0.0386 - learning_rate: 0.0045\n", "\n", "Epoch 11: LearningRateScheduler setting learning rate to 0.0040606070556375405.\n", "Epoch 11/20\n", "\u001b[1m737/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4303 - loss: 0.0427\n", "Epoch 11: dir_acc improved from 0.42595 to 0.43349, saving model to transformer_train_model.keras\n", "\n", "Epoch 11: val_dir_acc improved from 0.43481 to 0.44271, saving model to transformer_val_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 17ms/step - dir_acc: 0.4304 - loss: 0.0427 - val_dir_acc: 0.4427 - val_loss: 0.0404 - learning_rate: 0.0041\n", "\n", "Epoch 12: LearningRateScheduler setting learning rate to 0.0035875399290983077.\n", "Epoch 12/20\n", "\u001b[1m737/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4337 - loss: 0.0421\n", "Epoch 12: dir_acc did not improve from 0.43349\n", "\n", "Epoch 12: val_dir_acc did not improve from 0.44271\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.4337 - loss: 0.0421 - val_dir_acc: 0.4405 - val_loss: 0.0380 - learning_rate: 0.0036\n", "\n", "Epoch 13: LearningRateScheduler setting learning rate to 0.003060189730221005.\n", "Epoch 13/20\n", "\u001b[1m739/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4422 - loss: 0.0376\n", "Epoch 13: dir_acc improved from 0.43349 to 0.44609, saving model to transformer_train_model.keras\n", "\n", "Epoch 13: val_dir_acc did not improve from 0.44271\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.4422 - loss: 0.0376 - val_dir_acc: 0.4074 - val_loss: 0.0425 - learning_rate: 0.0031\n", "\n", "Epoch 14: LearningRateScheduler setting learning rate to 0.0025050000000000003.\n", "Epoch 14/20\n", "\u001b[1m737/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4539 - loss: 0.0348\n", "Epoch 14: dir_acc improved from 0.44609 to 0.45536, saving model to transformer_train_model.keras\n", "\n", "Epoch 14: val_dir_acc improved from 0.44271 to 0.44439, saving model to transformer_val_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 17ms/step - dir_acc: 0.4539 - loss: 0.0348 - val_dir_acc: 0.4444 - val_loss: 0.0388 - learning_rate: 0.0025\n", "\n", "Epoch 15: LearningRateScheduler setting learning rate to 0.001949810269778996.\n", "Epoch 15/20\n", "\u001b[1m737/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4627 - loss: 0.0328\n", "Epoch 15: dir_acc improved from 0.45536 to 0.46385, saving model to transformer_train_model.keras\n", "\n", "Epoch 15: val_dir_acc improved from 0.44439 to 0.45951, saving model to transformer_val_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 17ms/step - dir_acc: 0.4627 - loss: 0.0328 - val_dir_acc: 0.4595 - val_loss: 0.0337 - learning_rate: 0.0019\n", "\n", "Epoch 16: LearningRateScheduler setting learning rate to 0.001422460070901693.\n", "Epoch 16/20\n", "\u001b[1m739/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4754 - loss: 0.0311\n", "Epoch 16: dir_acc improved from 0.46385 to 0.48022, saving model to transformer_train_model.keras\n", "\n", "Epoch 16: val_dir_acc improved from 0.45951 to 0.48622, saving model to transformer_val_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 17ms/step - dir_acc: 0.4754 - loss: 0.0311 - val_dir_acc: 0.4862 - val_loss: 0.0308 - learning_rate: 0.0014\n", "\n", "Epoch 17: LearningRateScheduler setting learning rate to 0.00094939294436246.\n", "Epoch 17/20\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4952 - loss: 0.0285\n", "Epoch 17: dir_acc improved from 0.48022 to 0.49654, saving model to transformer_train_model.keras\n", "\n", "Epoch 17: val_dir_acc improved from 0.48622 to 0.49748, saving model to transformer_val_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 17ms/step - dir_acc: 0.4952 - loss: 0.0285 - val_dir_acc: 0.4975 - val_loss: 0.0267 - learning_rate: 9.4939e-04\n", "\n", "Epoch 18: LearningRateScheduler setting learning rate to 0.0005543304512422665.\n", "Epoch 18/20\n", "\u001b[1m737/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.5188 - loss: 0.0264\n", "Epoch 18: dir_acc improved from 0.49654 to 0.51402, saving model to transformer_train_model.keras\n", "\n", "Epoch 18: val_dir_acc improved from 0.49748 to 0.51193, saving model to transformer_val_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 17ms/step - dir_acc: 0.5188 - loss: 0.0264 - val_dir_acc: 0.5119 - val_loss: 0.0261 - learning_rate: 5.5433e-04\n", "\n", "Epoch 19: LearningRateScheduler setting learning rate to 0.00025708267458346456.\n", "Epoch 19/20\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.5274 - loss: 0.0252\n", "Epoch 19: dir_acc improved from 0.51402 to 0.52597, saving model to transformer_train_model.keras\n", "\n", "Epoch 19: val_dir_acc improved from 0.51193 to 0.52453, saving model to transformer_val_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 17ms/step - dir_acc: 0.5274 - loss: 0.0252 - val_dir_acc: 0.5245 - val_loss: 0.0249 - learning_rate: 2.5708e-04\n", "\n", "Epoch 20: LearningRateScheduler setting learning rate to 7.25548591063498e-05.\n", "Epoch 20/20\n", "\u001b[1m738/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.5346 - loss: 0.0240\n", "Epoch 20: dir_acc improved from 0.52597 to 0.53889, saving model to transformer_train_model.keras\n", "\n", "Epoch 20: val_dir_acc improved from 0.52453 to 0.53243, saving model to transformer_val_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 17ms/step - dir_acc: 0.5346 - loss: 0.0240 - val_dir_acc: 0.5324 - val_loss: 0.0239 - learning_rate: 7.2555e-05\n", "Restoring model weights from the end of the best epoch: 20.\n" ] } ], "source": [ "history = model.fit(\n", " train_sequences,\n", " train_labels,\n", " validation_data=(validation_sequences, validation_labels),\n", " epochs=EPOCHS,\n", " batch_size=BATCH_SIZE,\n", " shuffle=True,\n", " callbacks=[\n", " checkpoint_callback_train,\n", " checkpoint_callback_val,\n", " get_lr_callback(batch_size=BATCH_SIZE, epochs=EPOCHS),\n", " early_stopping\n", " ]\n", ")" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 319 }, "id": "QQ21x_iWOb-r", "outputId": "e4e4c9b3-55c6-4e00-c803-ad314f7edf13" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[1m185/185\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - dir_acc: 0.5459 - loss: 0.0237\n", "Test accuracy: 0.5454391837120056\n", "\u001b[1m185/185\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 3ms/step\n", "R-squared: 0.9988466823713128\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "source": [ "from sklearn.metrics import r2_score\n", "\n", "# Evaluate the model\n", "model.load_weights(\"transformer_val_model.keras\")\n", "test_loss, test_accuracy = model.evaluate(test_sequences, test_labels)\n", "print(f\"Test accuracy: {test_accuracy}\")\n", "\n", "# Make predictions\n", "predictions = model.predict(test_sequences)\n", "\n", "# Calculate R-squared\n", "r2 = r2_score(test_labels[:, 1], predictions[:, 0])\n", "print(f\"R-squared: {r2}\")\n", "\n", "# Plot training history\n", "plt.figure(figsize=(12, 4))\n", "plt.subplot(1, 2, 1)\n", "plt.plot(history.history['loss'], label='Train Loss')\n", "plt.plot(history.history['val_loss'], label='Validation Loss')\n", "plt.title('Model Loss')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Loss')\n", "plt.legend()\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.plot(history.history['dir_acc'], label='Train Directional Accuracy')\n", "plt.plot(history.history['val_dir_acc'], label='Validation Directional Accuracy')\n", "plt.title('Model Directional Accuracy')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Directional Accuracy')\n", "plt.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "id": "AZixJHJOvT4d", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "0ac9de85-b3e7-40ff-8a54-5064ee1beae5" }, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.10/dist-packages/ipykernel/ipkernel.py:283: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", " and should_run_async(code)\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "\n", "Epoch 1: LearningRateScheduler setting learning rate to 0.0001.\n", "Epoch 1/20\n", "\u001b[1m739/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.5393 - loss: 0.0240\n", "Epoch 1: dir_acc improved from 0.53889 to 0.54046, saving model to transformer_train_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m43s\u001b[0m 20ms/step - dir_acc: 0.5393 - loss: 0.0240 - val_dir_acc: 0.5291 - val_loss: 0.0242 - learning_rate: 1.0000e-04\n", "\n", "Epoch 2: LearningRateScheduler setting learning rate to 0.0009166666666666666.\n", "Epoch 2/20\n", "\u001b[1m737/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.5009 - loss: 0.0282\n", "Epoch 2: dir_acc did not improve from 0.54046\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.5009 - loss: 0.0282 - val_dir_acc: 0.5163 - val_loss: 0.0262 - learning_rate: 9.1667e-04\n", "\n", "Epoch 3: LearningRateScheduler setting learning rate to 0.0017333333333333333.\n", "Epoch 3/20\n", "\u001b[1m737/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4801 - loss: 0.0322\n", "Epoch 3: dir_acc did not improve from 0.54046\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.4801 - loss: 0.0322 - val_dir_acc: 0.4807 - val_loss: 0.0303 - learning_rate: 0.0017\n", "\n", "Epoch 4: LearningRateScheduler setting learning rate to 0.0025499999999999997.\n", "Epoch 4/20\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4726 - loss: 0.0340\n", "Epoch 4: dir_acc did not improve from 0.54046\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.4726 - loss: 0.0340 - val_dir_acc: 0.4625 - val_loss: 0.0314 - learning_rate: 0.0026\n", "\n", "Epoch 5: LearningRateScheduler setting learning rate to 0.0033666666666666662.\n", "Epoch 5/20\n", "\u001b[1m737/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4639 - loss: 0.0357\n", "Epoch 5: dir_acc did not improve from 0.54046\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.4639 - loss: 0.0357 - val_dir_acc: 0.4677 - val_loss: 0.0358 - learning_rate: 0.0034\n", "\n", "Epoch 6: LearningRateScheduler setting learning rate to 0.004183333333333333.\n", "Epoch 6/20\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4516 - loss: 0.0396\n", "Epoch 6: dir_acc did not improve from 0.54046\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.4516 - loss: 0.0396 - val_dir_acc: 0.4318 - val_loss: 0.0428 - learning_rate: 0.0042\n", "\n", "Epoch 7: LearningRateScheduler setting learning rate to 0.005.\n", "Epoch 7/20\n", "\u001b[1m737/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4533 - loss: 0.0401\n", "Epoch 7: dir_acc did not improve from 0.54046\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.4533 - loss: 0.0401 - val_dir_acc: 0.4422 - val_loss: 0.0333 - learning_rate: 0.0050\n", "\n", "Epoch 8: LearningRateScheduler setting learning rate to 0.0049374451408936496.\n", "Epoch 8/20\n", "\u001b[1m737/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4532 - loss: 0.0382\n", "Epoch 8: dir_acc did not improve from 0.54046\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.4532 - loss: 0.0382 - val_dir_acc: 0.4577 - val_loss: 0.0369 - learning_rate: 0.0049\n", "\n", "Epoch 9: LearningRateScheduler setting learning rate to 0.0047529173254165355.\n", "Epoch 9/20\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4574 - loss: 0.0368\n", "Epoch 9: dir_acc did not improve from 0.54046\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.4574 - loss: 0.0368 - val_dir_acc: 0.4850 - val_loss: 0.0320 - learning_rate: 0.0048\n", "\n", "Epoch 10: LearningRateScheduler setting learning rate to 0.004455669548757734.\n", "Epoch 10/20\n", "\u001b[1m739/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 15ms/step - dir_acc: 0.4631 - loss: 0.0366\n", "Epoch 10: dir_acc did not improve from 0.54046\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 16ms/step - dir_acc: 0.4631 - loss: 0.0366 - val_dir_acc: 0.4538 - val_loss: 0.0350 - learning_rate: 0.0045\n", "Epoch 10: early stopping\n", "Restoring model weights from the end of the best epoch: 1.\n" ] } ], "source": [ "model = tf.keras.models.load_model(\"transformer_val_model.keras\", custom_objects={'custom_mae_loss': custom_mae_loss, 'dir_acc': dir_acc})\n", "fine_tune_epochs = 20\n", "history_fine_tune = model.fit(\n", " train_sequences,\n", " train_labels,\n", " validation_data=(validation_sequences, validation_labels),\n", " epochs=fine_tune_epochs,\n", " batch_size=BATCH_SIZE, # Use the same batch size as before\n", " shuffle=True,\n", " callbacks=[\n", " checkpoint_callback_train, # Update the best model if improved\n", " get_lr_callback(batch_size=BATCH_SIZE, epochs=fine_tune_epochs), # Adjust learning rate if needed\n", " early_stopping # Prevent overfitting\n", " ]\n", ")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "id": "-pImVWtcwzUR", "colab": { "base_uri": "https://localhost:8080/", "height": 319 }, "outputId": "9042e8a7-2da5-497a-e0a1-dd4d3d5e7665" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[1m185/185\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 4ms/step - dir_acc: 0.5410 - loss: 0.0238\n", "Test accuracy: 0.5383446216583252\n", "\u001b[1m185/185\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 3ms/step\n", "R-squared: 0.9988499240429426\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": {} } ], "source": [ "# Save the fine-tuned model\n", "model.save(\"transformer_finetuned_model.keras\")\n", "\n", "# Load the fine-tuned model\n", "model = tf.keras.models.load_model(\"transformer_finetuned_model.keras\", custom_objects={'custom_mae_loss': custom_mae_loss, 'dir_acc': dir_acc})\n", "\n", "# Evaluate the model on the test set\n", "test_loss, test_accuracy = model.evaluate(test_sequences, test_labels)\n", "print(f\"Test accuracy: {test_accuracy}\")\n", "\n", "# Make predictions on the test set\n", "predictions = model.predict(test_sequences)\n", "\n", "# Calculate R-squared\n", "r2 = r2_score(test_labels[:, 1], predictions[:, 0])\n", "print(f\"R-squared: {r2}\")\n", "\n", "# Plot training history\n", "plt.figure(figsize=(12, 4))\n", "\n", "# Plot the fine-tuning training history\n", "plt.subplot(1, 2, 1)\n", "plt.plot(history_fine_tune.history['loss'], label='Train Loss')\n", "plt.plot(history_fine_tune.history['val_loss'], label='Validation Loss')\n", "plt.title('Model Loss during Fine-Tuning')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Loss')\n", "plt.legend()\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.plot(history_fine_tune.history['dir_acc'], label='Train Directional Accuracy')\n", "plt.plot(history_fine_tune.history['val_dir_acc'], label='Validation Directional Accuracy')\n", "plt.title('Model Directional Accuracy during Fine-Tuning')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Directional Accuracy')\n", "plt.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "source": [ "# Fine tuned transformer for recommendation system." ], "metadata": { "id": "cvzKo9TkJAn9" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "import numpy as np\n", "import talib as ta\n", "import tensorflow as tf\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.layers import Input, Dense, Dropout, LayerNormalization, MultiHeadAttention, Add, GlobalAveragePooling1D\n", "from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopping\n", "import matplotlib.pyplot as plt\n", "from sklearn.metrics import r2_score\n", "from tensorflow.keras.losses import CategoricalCrossentropy\n", "from tensorflow.keras.metrics import CategoricalAccuracy\n", "import matplotlib.pyplot as plt\n", "from sklearn.metrics import confusion_matrix, classification_report\n" ], "metadata": { "id": "bEBZa3stm2N2" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "### preprocessing" ], "metadata": { "id": "F2BByiL-pxDM" } }, { "cell_type": "code", "source": [ "# Enable mixed precision\n", "tf.keras.mixed_precision.set_global_policy('mixed_float16')\n", "\n", "# Load and preprocess data\n", "data = pd.read_csv('/content/xnas-itch-20230703.tbbo (1).csv')\n", "data['price'] = data['price'] / 1e9\n", "data['bid_px_00'] = data['bid_px_00'] / 1e9\n", "data['ask_px_00'] = data['ask_px_00'] / 1e9\n", "data['Close'] = data['price']\n", "data['Volume'] = data['size']\n", "data['High'] = data[['bid_px_00', 'ask_px_00']].max(axis=1)\n", "data['Low'] = data[['bid_px_00', 'ask_px_00']].min(axis=1)\n", "data['Open'] = data['Close'].shift(1).fillna(data['Close'])\n", "\n", "# Define a class to add technical indicators\n", "class TechnicalIndicators:\n", " def __init__(self, data):\n", " self.data = data\n", "\n", " def add_momentum_indicators(self):\n", " self.data['RSI'] = ta.RSI(self.data['Close'], timeperiod=14)\n", " self.data['MACD'], self.data['MACD_signal'], self.data['MACD_hist'] = ta.MACD(self.data['Close'], fastperiod=12, slowperiod=26, signalperiod=9)\n", " self.data['Stoch_k'], self.data['Stoch_d'] = ta.STOCH(self.data['High'], self.data['Low'], self.data['Close'], fastk_period=14, slowk_period=3, slowd_period=3)\n", "\n", " def add_volume_indicators(self):\n", " self.data['OBV'] = ta.OBV(self.data['Close'], self.data['Volume'])\n", "\n", " def add_volatility_indicators(self):\n", " self.data['Upper_BB'], self.data['Middle_BB'], self.data['Lower_BB'] = ta.BBANDS(self.data['Close'], timeperiod=20)\n", " self.data['ATR_1'] = ta.ATR(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=1)\n", " self.data['ATR_2'] = ta.ATR(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=2)\n", " self.data['ATR_5'] = ta.ATR(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=5)\n", " self.data['ATR_10'] = ta.ATR(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=10)\n", " self.data['ATR_20'] = ta.ATR(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=20)\n", "\n", " def add_trend_indicators(self):\n", " self.data['ADX'] = ta.ADX(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=14)\n", " self.data['+DI'] = ta.PLUS_DI(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=14)\n", " self.data['-DI'] = ta.MINUS_DI(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=14)\n", " self.data['CCI'] = ta.CCI(self.data['High'], self.data['Low'], self.data['Close'], timeperiod=5)\n", "\n", " def add_other_indicators(self):\n", " self.data['DLR'] = np.log(self.data['Close'] / self.data['Close'].shift(1))\n", " self.data['TWAP'] = self.data['Close'].expanding().mean()\n", " self.data['VWAP'] = (self.data['Volume'] * (self.data['High'] + self.data['Low']) / 2).cumsum() / self.data['Volume'].cumsum()\n", "\n", " def add_all_indicators(self):\n", " self.add_momentum_indicators()\n", " self.add_volume_indicators()\n", " self.add_volatility_indicators()\n", " self.add_trend_indicators()\n", " self.add_other_indicators()\n", " return self.data\n", "\n", "# Add indicators to the data\n", "ti = TechnicalIndicators(data)\n", "df_with_indicators = ti.add_all_indicators()\n", "\n", "# Handle infinite values and drop rows with NaNs\n", "df_with_indicators.replace([np.inf, -np.inf], np.nan, inplace=True)\n", "df_with_indicators.dropna(inplace=True)\n", "\n", "# Define the features and labels\n", "features = df_with_indicators[['Close', 'Volume', 'High', 'Low', 'RSI', 'MACD', 'MACD_signal', 'MACD_hist', 'Stoch_k', 'Stoch_d', 'OBV', 'Upper_BB', 'Middle_BB', 'Lower_BB', 'ATR_1', 'ATR_2', 'ATR_5', 'ATR_10', 'ATR_20', 'ADX', '+DI', '-DI', 'CCI', 'DLR', 'TWAP', 'VWAP']]\n", "\n", "\n", "# Normalize the features\n", "mean = features.mean()\n", "std = features.std()\n", "features_normalized = (features - mean) / std\n" ], "metadata": { "id": "VPqKa5W4p6Ob" }, "execution_count": 12, "outputs": [] }, { "cell_type": "markdown", "source": [ "### create squence for 2 hours and 5 min intervals" ], "metadata": { "id": "2Dwkqabkp_sr" } }, { "cell_type": "code", "source": [ "SEQUENCE_LEN = 24 # 2 hours of data at 5-minute intervals\n", "\n", "def create_sequences(data, labels, mean, std, sequence_length=SEQUENCE_LEN):\n", " sequences = []\n", " lab = []\n", " data_size = len(data)\n", "\n", " for i in range(data_size - (sequence_length + 13)):\n", " if i == 0:\n", " continue\n", " sequences.append(data[i:i + sequence_length])\n", "\n", " # Calculate price change\n", " price_change = labels[i + 12] - labels[i-1]\n", "\n", " # Define thresholds for Buy, Sell, and Hold signals\n", " buy_threshold = 0.005 # 0.5% increase\n", " sell_threshold = -0.005 # 0.5% decrease\n", "\n", " if price_change > buy_threshold:\n", " signal = [1, 0, 0] # Buy\n", " elif price_change < sell_threshold:\n", " signal = [0, 1, 0] # Sell\n", " else:\n", " signal = [0, 0, 1] # Hold\n", "\n", " lab.append(signal)\n", "\n", " return np.array(sequences), np.array(lab)\n", "\n", "# Generate sequences\n", "all_sequences, all_labels = create_sequences(\n", " features_normalized.values,\n", " features_normalized['Close'].values[SEQUENCE_LEN-1:],\n", " mean,\n", " std\n", ")" ], "metadata": { "id": "twOQCMkiqNoW" }, "execution_count": 13, "outputs": [] }, { "cell_type": "markdown", "source": [ "### SPlit data to train,val and test set" ], "metadata": { "id": "r3Q5bxAZqT-f" } }, { "cell_type": "code", "source": [ "# Shuffle and split the data\n", "np.random.seed(42)\n", "shuffled_indices = np.random.permutation(len(all_sequences))\n", "all_sequences = all_sequences[shuffled_indices]\n", "all_labels = all_labels[shuffled_indices]\n", "\n", "train_size = int(len(all_sequences) * 0.8)\n", "val_size = int(len(all_sequences) * 0.1)\n", "\n", "train_sequences = all_sequences[:train_size]\n", "train_labels = all_labels[:train_size]\n", "\n", "validation_sequences = all_sequences[train_size:train_size+val_size]\n", "validation_labels = all_labels[train_size:train_size+val_size]\n", "\n", "test_sequences = all_sequences[train_size+val_size:]\n", "test_labels = all_labels[train_size+val_size:]\n" ], "metadata": { "id": "aoA_uOLLqZ5N" }, "execution_count": 14, "outputs": [] }, { "cell_type": "markdown", "source": [ "### Create Transformer model" ], "metadata": { "id": "bBTyoT0Lqd7D" } }, { "cell_type": "code", "source": [ "# Define the Transformer model\n", "def transformer_encoder(inputs, head_size, num_heads, ff_dim, dropout=0):\n", " x = LayerNormalization(epsilon=1e-6)(inputs)\n", " x = MultiHeadAttention(key_dim=head_size, num_heads=num_heads, dropout=dropout)(x, x)\n", " x = Add()([x, inputs])\n", "\n", " y = LayerNormalization(epsilon=1e-6)(x)\n", " y = Dense(ff_dim, activation=\"relu\")(y)\n", " y = Dropout(dropout)(y)\n", " y = Dense(inputs.shape[-1])(y)\n", " return Add()([y, x])\n", "\n", "def build_transformer_model(input_shape, head_size, num_heads, ff_dim, num_layers, dropout=0):\n", " inputs = Input(shape=input_shape)\n", " x = inputs\n", " for _ in range(num_layers):\n", " x = transformer_encoder(x, head_size, num_heads, ff_dim, dropout)\n", " x = GlobalAveragePooling1D()(x)\n", " x = LayerNormalization(epsilon=1e-6)(x)\n", " outputs = Dense(3, activation=\"softmax\")(x) # Change to 3 outputs with softmax activation\n", " return Model(inputs=inputs, outputs=outputs)\n", "\n", "# Set model parameters\n", "input_shape = train_sequences.shape[1:]\n", "head_size = 256\n", "num_heads = 16\n", "ff_dim = 1024\n", "num_layers = 12\n", "dropout = 0.20\n", "\n", "model = build_transformer_model(input_shape, head_size, num_heads, ff_dim, num_layers, dropout)\n", "model.summary()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "mMb6hLA8p_W2", "outputId": "356bc6c5-d2d0-458d-e23d-b5b61d285123" }, "execution_count": 15, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "\u001b[1mModel: \"functional_3\"\u001b[0m\n" ], "text/html": [ "
Model: \"functional_3\"\n",
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\n" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓\n", "┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0m┃\n", "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩\n", "│ input_layer_3 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ - │\n", "│ (\u001b[38;5;33mInputLayer\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_75 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ input_layer_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_36 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m438,298\u001b[0m │ layer_normalization_7… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_7… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_72 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ input_layer_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_76 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_72[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_75 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m27,648\u001b[0m │ layer_normalization_7… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_73 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_75[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_76 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m26,650\u001b[0m │ dropout_73[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_73 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_76[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_72[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_77 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_73[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_37 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m438,298\u001b[0m │ layer_normalization_7… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_7… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_74 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ add_73[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_78 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_74[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_77 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m27,648\u001b[0m │ layer_normalization_7… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_75 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_77[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_78 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m26,650\u001b[0m │ dropout_75[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_75 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_78[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_74[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_79 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_75[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_38 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m438,298\u001b[0m │ layer_normalization_7… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_7… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_76 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ add_75[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_80 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_76[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_79 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m27,648\u001b[0m │ layer_normalization_8… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_77 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_79[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_80 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m26,650\u001b[0m │ dropout_77[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_77 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_80[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_76[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_81 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_77[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_39 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m438,298\u001b[0m │ layer_normalization_8… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_8… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_78 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ add_77[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_82 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_78[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_81 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m27,648\u001b[0m │ layer_normalization_8… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_79 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_81[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_82 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m26,650\u001b[0m │ dropout_79[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_79 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_82[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_78[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_83 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_79[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_40 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m438,298\u001b[0m │ layer_normalization_8… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_8… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_80 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ add_79[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_84 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_80[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_83 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m27,648\u001b[0m │ layer_normalization_8… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_81 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_83[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_84 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m26,650\u001b[0m │ dropout_81[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_81 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_84[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_80[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_85 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_81[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_41 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m438,298\u001b[0m │ layer_normalization_8… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_8… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_82 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ add_81[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_86 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_82[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_85 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m27,648\u001b[0m │ layer_normalization_8… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_83 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_85[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_86 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m26,650\u001b[0m │ dropout_83[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_83 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_86[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_82[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_87 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_83[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_42 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m438,298\u001b[0m │ layer_normalization_8… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_8… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_84 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ add_83[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_88 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_84[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_87 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m27,648\u001b[0m │ layer_normalization_8… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_85 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_87[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_88 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m26,650\u001b[0m │ dropout_85[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_85 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_88[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_84[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_89 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_85[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_43 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m438,298\u001b[0m │ layer_normalization_8… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_8… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_86 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ add_85[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_90 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_86[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_89 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m27,648\u001b[0m │ layer_normalization_9… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_87 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_89[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_90 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m26,650\u001b[0m │ dropout_87[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_87 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_90[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_86[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_91 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_87[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_44 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m438,298\u001b[0m │ layer_normalization_9… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_9… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_88 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ add_87[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_92 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_88[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_91 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m27,648\u001b[0m │ layer_normalization_9… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_89 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_91[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_92 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m26,650\u001b[0m │ dropout_89[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_89 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_92[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_88[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_93 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_89[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_45 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m438,298\u001b[0m │ layer_normalization_9… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_9… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_90 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ add_89[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_94 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_90[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_93 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m27,648\u001b[0m │ layer_normalization_9… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_91 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_93[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_94 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m26,650\u001b[0m │ dropout_91[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_91 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_94[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_90[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_95 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_91[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_46 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m438,298\u001b[0m │ layer_normalization_9… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_9… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_92 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ add_91[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_96 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_92[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_95 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m27,648\u001b[0m │ layer_normalization_9… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_93 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_95[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_96 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m26,650\u001b[0m │ dropout_93[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_93 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_96[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_92[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_97 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_93[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ multi_head_attention_47 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m438,298\u001b[0m │ layer_normalization_9… │\n", "│ (\u001b[38;5;33mMultiHeadAttention\u001b[0m) │ │ │ layer_normalization_9… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_94 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ multi_head_attention_… │\n", "│ │ │ │ add_93[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_98 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ add_94[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_97 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m27,648\u001b[0m │ layer_normalization_9… │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dropout_95 (\u001b[38;5;33mDropout\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m1024\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_97[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_98 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m26,650\u001b[0m │ dropout_95[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ add_95 (\u001b[38;5;33mAdd\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m24\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ dense_98[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m], │\n", "│ │ │ │ add_94[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ global_average_pooling1d… │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m0\u001b[0m │ add_95[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] │\n", "│ (\u001b[38;5;33mGlobalAveragePooling1D\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ layer_normalization_99 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m26\u001b[0m) │ \u001b[38;5;34m52\u001b[0m │ global_average_poolin… │\n", "│ (\u001b[38;5;33mLayerNormalization\u001b[0m) │ │ │ │\n", "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n", "│ dense_99 (\u001b[38;5;33mDense\u001b[0m) │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m3\u001b[0m) │ \u001b[38;5;34m81\u001b[0m │ layer_normalization_9… │\n", "└───────────────────────────┴────────────────────────┴────────────────┴────────────────────────┘\n" ], "text/html": [ "
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
              "┃ Layer (type)              ┃ Output Shape           ┃        Param # ┃ Connected to           ┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer_3             │ (None, 24, 26)         │              0 │ -                      │\n",
              "│ (InputLayer)              │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_75    │ (None, 24, 26)         │             52 │ input_layer_3[0][0]    │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_36   │ (None, 24, 26)         │        438,298 │ layer_normalization_7… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_7… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_72 (Add)              │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ input_layer_3[0][0]    │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_76    │ (None, 24, 26)         │             52 │ add_72[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_75 (Dense)          │ (None, 24, 1024)       │         27,648 │ layer_normalization_7… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_73 (Dropout)      │ (None, 24, 1024)       │              0 │ dense_75[0][0]         │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_76 (Dense)          │ (None, 24, 26)         │         26,650 │ dropout_73[0][0]       │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_73 (Add)              │ (None, 24, 26)         │              0 │ dense_76[0][0],        │\n",
              "│                           │                        │                │ add_72[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_77    │ (None, 24, 26)         │             52 │ add_73[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_37   │ (None, 24, 26)         │        438,298 │ layer_normalization_7… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_7… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_74 (Add)              │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ add_73[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_78    │ (None, 24, 26)         │             52 │ add_74[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_77 (Dense)          │ (None, 24, 1024)       │         27,648 │ layer_normalization_7… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_75 (Dropout)      │ (None, 24, 1024)       │              0 │ dense_77[0][0]         │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_78 (Dense)          │ (None, 24, 26)         │         26,650 │ dropout_75[0][0]       │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_75 (Add)              │ (None, 24, 26)         │              0 │ dense_78[0][0],        │\n",
              "│                           │                        │                │ add_74[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_79    │ (None, 24, 26)         │             52 │ add_75[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_38   │ (None, 24, 26)         │        438,298 │ layer_normalization_7… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_7… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_76 (Add)              │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ add_75[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_80    │ (None, 24, 26)         │             52 │ add_76[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_79 (Dense)          │ (None, 24, 1024)       │         27,648 │ layer_normalization_8… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_77 (Dropout)      │ (None, 24, 1024)       │              0 │ dense_79[0][0]         │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_80 (Dense)          │ (None, 24, 26)         │         26,650 │ dropout_77[0][0]       │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_77 (Add)              │ (None, 24, 26)         │              0 │ dense_80[0][0],        │\n",
              "│                           │                        │                │ add_76[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_81    │ (None, 24, 26)         │             52 │ add_77[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_39   │ (None, 24, 26)         │        438,298 │ layer_normalization_8… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_8… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_78 (Add)              │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ add_77[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_82    │ (None, 24, 26)         │             52 │ add_78[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_81 (Dense)          │ (None, 24, 1024)       │         27,648 │ layer_normalization_8… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_79 (Dropout)      │ (None, 24, 1024)       │              0 │ dense_81[0][0]         │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_82 (Dense)          │ (None, 24, 26)         │         26,650 │ dropout_79[0][0]       │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_79 (Add)              │ (None, 24, 26)         │              0 │ dense_82[0][0],        │\n",
              "│                           │                        │                │ add_78[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_83    │ (None, 24, 26)         │             52 │ add_79[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_40   │ (None, 24, 26)         │        438,298 │ layer_normalization_8… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_8… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_80 (Add)              │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ add_79[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_84    │ (None, 24, 26)         │             52 │ add_80[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_83 (Dense)          │ (None, 24, 1024)       │         27,648 │ layer_normalization_8… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_81 (Dropout)      │ (None, 24, 1024)       │              0 │ dense_83[0][0]         │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_84 (Dense)          │ (None, 24, 26)         │         26,650 │ dropout_81[0][0]       │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_81 (Add)              │ (None, 24, 26)         │              0 │ dense_84[0][0],        │\n",
              "│                           │                        │                │ add_80[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_85    │ (None, 24, 26)         │             52 │ add_81[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_41   │ (None, 24, 26)         │        438,298 │ layer_normalization_8… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_8… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_82 (Add)              │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ add_81[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_86    │ (None, 24, 26)         │             52 │ add_82[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_85 (Dense)          │ (None, 24, 1024)       │         27,648 │ layer_normalization_8… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_83 (Dropout)      │ (None, 24, 1024)       │              0 │ dense_85[0][0]         │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_86 (Dense)          │ (None, 24, 26)         │         26,650 │ dropout_83[0][0]       │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_83 (Add)              │ (None, 24, 26)         │              0 │ dense_86[0][0],        │\n",
              "│                           │                        │                │ add_82[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_87    │ (None, 24, 26)         │             52 │ add_83[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_42   │ (None, 24, 26)         │        438,298 │ layer_normalization_8… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_8… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_84 (Add)              │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ add_83[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_88    │ (None, 24, 26)         │             52 │ add_84[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_87 (Dense)          │ (None, 24, 1024)       │         27,648 │ layer_normalization_8… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_85 (Dropout)      │ (None, 24, 1024)       │              0 │ dense_87[0][0]         │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_88 (Dense)          │ (None, 24, 26)         │         26,650 │ dropout_85[0][0]       │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_85 (Add)              │ (None, 24, 26)         │              0 │ dense_88[0][0],        │\n",
              "│                           │                        │                │ add_84[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_89    │ (None, 24, 26)         │             52 │ add_85[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_43   │ (None, 24, 26)         │        438,298 │ layer_normalization_8… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_8… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_86 (Add)              │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ add_85[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_90    │ (None, 24, 26)         │             52 │ add_86[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_89 (Dense)          │ (None, 24, 1024)       │         27,648 │ layer_normalization_9… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_87 (Dropout)      │ (None, 24, 1024)       │              0 │ dense_89[0][0]         │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_90 (Dense)          │ (None, 24, 26)         │         26,650 │ dropout_87[0][0]       │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_87 (Add)              │ (None, 24, 26)         │              0 │ dense_90[0][0],        │\n",
              "│                           │                        │                │ add_86[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_91    │ (None, 24, 26)         │             52 │ add_87[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_44   │ (None, 24, 26)         │        438,298 │ layer_normalization_9… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_9… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_88 (Add)              │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ add_87[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_92    │ (None, 24, 26)         │             52 │ add_88[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_91 (Dense)          │ (None, 24, 1024)       │         27,648 │ layer_normalization_9… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_89 (Dropout)      │ (None, 24, 1024)       │              0 │ dense_91[0][0]         │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_92 (Dense)          │ (None, 24, 26)         │         26,650 │ dropout_89[0][0]       │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_89 (Add)              │ (None, 24, 26)         │              0 │ dense_92[0][0],        │\n",
              "│                           │                        │                │ add_88[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_93    │ (None, 24, 26)         │             52 │ add_89[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_45   │ (None, 24, 26)         │        438,298 │ layer_normalization_9… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_9… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_90 (Add)              │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ add_89[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_94    │ (None, 24, 26)         │             52 │ add_90[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_93 (Dense)          │ (None, 24, 1024)       │         27,648 │ layer_normalization_9… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_91 (Dropout)      │ (None, 24, 1024)       │              0 │ dense_93[0][0]         │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_94 (Dense)          │ (None, 24, 26)         │         26,650 │ dropout_91[0][0]       │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_91 (Add)              │ (None, 24, 26)         │              0 │ dense_94[0][0],        │\n",
              "│                           │                        │                │ add_90[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_95    │ (None, 24, 26)         │             52 │ add_91[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_46   │ (None, 24, 26)         │        438,298 │ layer_normalization_9… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_9… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_92 (Add)              │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ add_91[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_96    │ (None, 24, 26)         │             52 │ add_92[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_95 (Dense)          │ (None, 24, 1024)       │         27,648 │ layer_normalization_9… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_93 (Dropout)      │ (None, 24, 1024)       │              0 │ dense_95[0][0]         │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_96 (Dense)          │ (None, 24, 26)         │         26,650 │ dropout_93[0][0]       │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_93 (Add)              │ (None, 24, 26)         │              0 │ dense_96[0][0],        │\n",
              "│                           │                        │                │ add_92[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_97    │ (None, 24, 26)         │             52 │ add_93[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ multi_head_attention_47   │ (None, 24, 26)         │        438,298 │ layer_normalization_9… │\n",
              "│ (MultiHeadAttention)      │                        │                │ layer_normalization_9… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_94 (Add)              │ (None, 24, 26)         │              0 │ multi_head_attention_… │\n",
              "│                           │                        │                │ add_93[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_98    │ (None, 24, 26)         │             52 │ add_94[0][0]           │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_97 (Dense)          │ (None, 24, 1024)       │         27,648 │ layer_normalization_9… │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dropout_95 (Dropout)      │ (None, 24, 1024)       │              0 │ dense_97[0][0]         │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_98 (Dense)          │ (None, 24, 26)         │         26,650 │ dropout_95[0][0]       │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ add_95 (Add)              │ (None, 24, 26)         │              0 │ dense_98[0][0],        │\n",
              "│                           │                        │                │ add_94[0][0]           │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ global_average_pooling1d… │ (None, 26)             │              0 │ add_95[0][0]           │\n",
              "│ (GlobalAveragePooling1D)  │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ layer_normalization_99    │ (None, 26)             │             52 │ global_average_poolin… │\n",
              "│ (LayerNormalization)      │                        │                │                        │\n",
              "├───────────────────────────┼────────────────────────┼────────────────┼────────────────────────┤\n",
              "│ dense_99 (Dense)          │ (None, 3)              │             81 │ layer_normalization_9… │\n",
              "└───────────────────────────┴────────────────────────┴────────────────┴────────────────────────┘\n",
              "
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lr_ramp_ep - lr_sus_ep, epoch - lr_ramp_ep - lr_sus_ep\n", " phase = np.pi * decay_epoch_index / decay_total_epochs\n", " lr = (lr_max - lr_min) * 0.5 * (1 + np.cos(phase)) + lr_min\n", " else:\n", " lr = lr_min\n", "\n", " return lr\n", "\n", " if plot:\n", " plt.figure(figsize=(10, 5))\n", " plt.plot(np.arange(epochs), [lrfn(epoch) for epoch in np.arange(epochs)], marker='o')\n", " plt.xlabel('Epoch')\n", " plt.ylabel('Learning Rate')\n", " plt.title('Learning Rate Scheduler')\n", " plt.show()\n", "\n", " return tf.keras.callbacks.LearningRateScheduler(lrfn, verbose=True)\n" ], "metadata": { "id": "1Qq1VSJlqoBY" }, "execution_count": 16, "outputs": [] }, { "cell_type": "markdown", "source": [ "### Train the model" ], "metadata": { "id": "oZq0jpGkqrCE" } }, { "cell_type": "code", "source": [ "BATCH_SIZE = 64\n", "EPOCHS = 100\n", "\n", "history = model.fit(\n", " train_sequences,\n", " train_labels,\n", " validation_data=(validation_sequences, validation_labels),\n", " epochs=EPOCHS,\n", " batch_size=BATCH_SIZE,\n", " shuffle=True,\n", " callbacks=[\n", " checkpoint_callback,\n", " get_lr_callback(batch_size=BATCH_SIZE, epochs=EPOCHS),\n", " early_stopping\n", " ]\n", ")\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "SOLrGSO4JDRH", "outputId": "dceb1fb8-99a2-40b6-b471-d5981614df63" }, "execution_count": 17, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "Epoch 1: LearningRateScheduler setting learning rate to 0.0001.\n", "Epoch 1/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 79ms/step - accuracy: 0.4393 - loss: 1.0494\n", "Epoch 1: val_accuracy improved from -inf to 0.45220, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m133s\u001b[0m 90ms/step - accuracy: 0.4394 - loss: 1.0494 - val_accuracy: 0.4522 - val_loss: 1.0224 - learning_rate: 1.0000e-04\n", "\n", "Epoch 2: LearningRateScheduler setting learning rate to 0.00026333333333333336.\n", "Epoch 2/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 79ms/step - accuracy: 0.4544 - loss: 1.0271\n", "Epoch 2: val_accuracy improved from 0.45220 to 0.47331, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 83ms/step - accuracy: 0.4544 - loss: 1.0271 - val_accuracy: 0.4733 - val_loss: 1.0096 - learning_rate: 2.6333e-04\n", "\n", "Epoch 3: LearningRateScheduler setting learning rate to 0.00042666666666666667.\n", "Epoch 3/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.4838 - loss: 1.0068\n", "Epoch 3: val_accuracy improved from 0.47331 to 0.48480, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 83ms/step - accuracy: 0.4838 - loss: 1.0068 - val_accuracy: 0.4848 - val_loss: 1.0025 - learning_rate: 4.2667e-04\n", "\n", "Epoch 4: LearningRateScheduler setting learning rate to 0.00059.\n", "Epoch 4/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.4956 - loss: 1.0011\n", "Epoch 4: val_accuracy improved from 0.48480 to 0.50084, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 83ms/step - accuracy: 0.4957 - loss: 1.0011 - val_accuracy: 0.5008 - val_loss: 0.9951 - learning_rate: 5.9000e-04\n", "\n", "Epoch 5: LearningRateScheduler setting learning rate to 0.0007533333333333334.\n", "Epoch 5/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 79ms/step - accuracy: 0.5078 - loss: 0.9913\n", "Epoch 5: val_accuracy improved from 0.50084 to 0.50405, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 83ms/step - accuracy: 0.5078 - loss: 0.9913 - val_accuracy: 0.5041 - val_loss: 0.9947 - learning_rate: 7.5333e-04\n", "\n", "Epoch 6: LearningRateScheduler setting learning rate to 0.0009166666666666668.\n", "Epoch 6/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.5247 - loss: 0.9759\n", "Epoch 6: val_accuracy improved from 0.50405 to 0.52838, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.5247 - loss: 0.9759 - val_accuracy: 0.5284 - val_loss: 0.9766 - learning_rate: 9.1667e-04\n", "\n", "Epoch 7: LearningRateScheduler setting learning rate to 0.00108.\n", "Epoch 7/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.5349 - loss: 0.9648\n", "Epoch 7: val_accuracy improved from 0.52838 to 0.54274, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.5349 - loss: 0.9648 - val_accuracy: 0.5427 - val_loss: 0.9638 - learning_rate: 0.0011\n", "\n", "Epoch 8: LearningRateScheduler setting learning rate to 0.0012433333333333335.\n", "Epoch 8/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.5487 - loss: 0.9514\n", "Epoch 8: val_accuracy did not improve from 0.54274\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 81ms/step - accuracy: 0.5487 - loss: 0.9514 - val_accuracy: 0.5407 - val_loss: 0.9740 - learning_rate: 0.0012\n", "\n", "Epoch 9: LearningRateScheduler setting learning rate to 0.0014066666666666667.\n", "Epoch 9/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 79ms/step - accuracy: 0.5652 - loss: 0.9364\n", "Epoch 9: val_accuracy did not improve from 0.54274\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 81ms/step - accuracy: 0.5652 - loss: 0.9364 - val_accuracy: 0.5341 - val_loss: 0.9656 - learning_rate: 0.0014\n", "\n", "Epoch 10: LearningRateScheduler setting learning rate to 0.00157.\n", "Epoch 10/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 79ms/step - accuracy: 0.5659 - loss: 0.9317\n", "Epoch 10: val_accuracy improved from 0.54274 to 0.56014, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 83ms/step - accuracy: 0.5659 - loss: 0.9316 - val_accuracy: 0.5601 - val_loss: 0.9474 - learning_rate: 0.0016\n", "\n", "Epoch 11: LearningRateScheduler setting learning rate to 0.0017333333333333335.\n", "Epoch 11/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.5743 - loss: 0.9198\n", "Epoch 11: val_accuracy improved from 0.56014 to 0.56909, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.5743 - loss: 0.9198 - val_accuracy: 0.5691 - val_loss: 0.9335 - learning_rate: 0.0017\n", "\n", "Epoch 12: LearningRateScheduler setting learning rate to 0.0018966666666666667.\n", "Epoch 12/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.5863 - loss: 0.9044\n", "Epoch 12: val_accuracy did not improve from 0.56909\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 81ms/step - accuracy: 0.5863 - loss: 0.9044 - val_accuracy: 0.5600 - val_loss: 0.9630 - learning_rate: 0.0019\n", "\n", "Epoch 13: LearningRateScheduler setting learning rate to 0.0020599999999999998.\n", "Epoch 13/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 79ms/step - accuracy: 0.5916 - loss: 0.8972\n", "Epoch 13: val_accuracy improved from 0.56909 to 0.57956, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 83ms/step - accuracy: 0.5916 - loss: 0.8972 - val_accuracy: 0.5796 - val_loss: 0.9192 - learning_rate: 0.0021\n", "\n", "Epoch 14: LearningRateScheduler setting learning rate to 0.0022233333333333332.\n", "Epoch 14/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 79ms/step - accuracy: 0.5964 - loss: 0.8881\n", "Epoch 14: val_accuracy did not improve from 0.57956\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 81ms/step - accuracy: 0.5964 - loss: 0.8881 - val_accuracy: 0.5758 - val_loss: 0.9226 - learning_rate: 0.0022\n", "\n", "Epoch 15: LearningRateScheduler setting learning rate to 0.0023866666666666667.\n", "Epoch 15/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 79ms/step - accuracy: 0.6048 - loss: 0.8795\n", "Epoch 15: val_accuracy did not improve from 0.57956\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 81ms/step - accuracy: 0.6048 - loss: 0.8795 - val_accuracy: 0.5789 - val_loss: 0.9109 - learning_rate: 0.0024\n", "\n", "Epoch 16: LearningRateScheduler setting learning rate to 0.0025499999999999997.\n", "Epoch 16/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6003 - loss: 0.8814\n", "Epoch 16: val_accuracy did not improve from 0.57956\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 80ms/step - accuracy: 0.6003 - loss: 0.8814 - val_accuracy: 0.5715 - val_loss: 0.9128 - learning_rate: 0.0026\n", "\n", "Epoch 17: LearningRateScheduler setting learning rate to 0.0027133333333333332.\n", "Epoch 17/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6100 - loss: 0.8690\n", "Epoch 17: val_accuracy improved from 0.57956 to 0.59696, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.6100 - loss: 0.8690 - val_accuracy: 0.5970 - val_loss: 0.9016 - learning_rate: 0.0027\n", "\n", "Epoch 18: LearningRateScheduler setting learning rate to 0.0028766666666666667.\n", "Epoch 18/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6119 - loss: 0.8633\n", "Epoch 18: val_accuracy did not improve from 0.59696\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 81ms/step - accuracy: 0.6119 - loss: 0.8633 - val_accuracy: 0.5904 - val_loss: 0.8891 - learning_rate: 0.0029\n", "\n", "Epoch 19: LearningRateScheduler setting learning rate to 0.0030399999999999997.\n", "Epoch 19/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6191 - loss: 0.8559\n", "Epoch 19: val_accuracy improved from 0.59696 to 0.60709, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 83ms/step - accuracy: 0.6191 - loss: 0.8559 - val_accuracy: 0.6071 - val_loss: 0.8717 - learning_rate: 0.0030\n", "\n", "Epoch 20: LearningRateScheduler setting learning rate to 0.003203333333333333.\n", "Epoch 20/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6184 - loss: 0.8561\n", "Epoch 20: val_accuracy did not improve from 0.60709\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 80ms/step - accuracy: 0.6184 - loss: 0.8561 - val_accuracy: 0.5821 - val_loss: 0.9097 - learning_rate: 0.0032\n", "\n", "Epoch 21: LearningRateScheduler setting learning rate to 0.0033666666666666667.\n", "Epoch 21/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6226 - loss: 0.8467\n", "Epoch 21: val_accuracy did not improve from 0.60709\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 81ms/step - accuracy: 0.6226 - loss: 0.8467 - val_accuracy: 0.6010 - val_loss: 0.8817 - learning_rate: 0.0034\n", "\n", "Epoch 22: LearningRateScheduler setting learning rate to 0.0035299999999999997.\n", "Epoch 22/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6294 - loss: 0.8407\n", "Epoch 22: val_accuracy did not improve from 0.60709\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 80ms/step - accuracy: 0.6294 - loss: 0.8407 - val_accuracy: 0.6071 - val_loss: 0.8791 - learning_rate: 0.0035\n", "\n", "Epoch 23: LearningRateScheduler setting learning rate to 0.003693333333333333.\n", "Epoch 23/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6335 - loss: 0.8318\n", "Epoch 23: val_accuracy improved from 0.60709 to 0.61132, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.6335 - loss: 0.8318 - val_accuracy: 0.6113 - val_loss: 0.8730 - learning_rate: 0.0037\n", "\n", "Epoch 24: LearningRateScheduler setting learning rate to 0.0038566666666666667.\n", "Epoch 24/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 77ms/step - accuracy: 0.6363 - loss: 0.8270\n", "Epoch 24: val_accuracy improved from 0.61132 to 0.61824, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 81ms/step - accuracy: 0.6363 - loss: 0.8270 - val_accuracy: 0.6182 - val_loss: 0.8670 - learning_rate: 0.0039\n", "\n", "Epoch 25: LearningRateScheduler setting learning rate to 0.00402.\n", "Epoch 25/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6339 - loss: 0.8273\n", "Epoch 25: val_accuracy improved from 0.61824 to 0.62078, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.6339 - loss: 0.8273 - val_accuracy: 0.6208 - val_loss: 0.8534 - learning_rate: 0.0040\n", "\n", "Epoch 26: LearningRateScheduler setting learning rate to 0.004183333333333334.\n", "Epoch 26/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6415 - loss: 0.8140\n", "Epoch 26: val_accuracy did not improve from 0.62078\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 80ms/step - accuracy: 0.6415 - loss: 0.8140 - val_accuracy: 0.6206 - val_loss: 0.8538 - learning_rate: 0.0042\n", "\n", "Epoch 27: LearningRateScheduler setting learning rate to 0.004346666666666667.\n", "Epoch 27/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6457 - loss: 0.8080\n", "Epoch 27: val_accuracy improved from 0.62078 to 0.62517, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.6457 - loss: 0.8080 - val_accuracy: 0.6252 - val_loss: 0.8571 - learning_rate: 0.0043\n", "\n", "Epoch 28: LearningRateScheduler setting learning rate to 0.00451.\n", "Epoch 28/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6564 - loss: 0.7930\n", "Epoch 28: val_accuracy improved from 0.62517 to 0.62838, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.6564 - loss: 0.7930 - val_accuracy: 0.6284 - val_loss: 0.8516 - learning_rate: 0.0045\n", "\n", "Epoch 29: LearningRateScheduler setting learning rate to 0.004673333333333334.\n", "Epoch 29/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6528 - loss: 0.8014\n", "Epoch 29: val_accuracy improved from 0.62838 to 0.63243, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.6528 - loss: 0.8014 - val_accuracy: 0.6324 - val_loss: 0.8380 - learning_rate: 0.0047\n", "\n", "Epoch 30: LearningRateScheduler setting learning rate to 0.004836666666666667.\n", "Epoch 30/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6619 - loss: 0.7832\n", "Epoch 30: val_accuracy improved from 0.63243 to 0.63598, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.6619 - loss: 0.7832 - val_accuracy: 0.6360 - val_loss: 0.8545 - learning_rate: 0.0048\n", "\n", "Epoch 31: LearningRateScheduler setting learning rate to 0.005.\n", "Epoch 31/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 77ms/step - accuracy: 0.6596 - loss: 0.7854\n", "Epoch 31: val_accuracy improved from 0.63598 to 0.64831, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 81ms/step - accuracy: 0.6596 - loss: 0.7854 - val_accuracy: 0.6483 - val_loss: 0.8120 - learning_rate: 0.0050\n", "\n", "Epoch 32: LearningRateScheduler setting learning rate to 0.00499748770102058.\n", "Epoch 32/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6702 - loss: 0.7689\n", "Epoch 32: val_accuracy improved from 0.64831 to 0.65456, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.6702 - loss: 0.7689 - val_accuracy: 0.6546 - val_loss: 0.8074 - learning_rate: 0.0050\n", "\n", "Epoch 33: LearningRateScheduler setting learning rate to 0.0049899558635181215.\n", "Epoch 33/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6720 - loss: 0.7563\n", "Epoch 33: val_accuracy did not improve from 0.65456\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 80ms/step - accuracy: 0.6720 - loss: 0.7563 - val_accuracy: 0.6527 - val_loss: 0.8181 - learning_rate: 0.0050\n", "\n", "Epoch 34: LearningRateScheduler setting learning rate to 0.004977419655610997.\n", "Epoch 34/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6860 - loss: 0.7428\n", "Epoch 34: val_accuracy improved from 0.65456 to 0.65912, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.6860 - loss: 0.7428 - val_accuracy: 0.6591 - val_loss: 0.8029 - learning_rate: 0.0050\n", "\n", "Epoch 35: LearningRateScheduler setting learning rate to 0.004959904323553581.\n", "Epoch 35/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6922 - loss: 0.7268\n", "Epoch 35: val_accuracy improved from 0.65912 to 0.66453, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.6922 - loss: 0.7268 - val_accuracy: 0.6645 - val_loss: 0.7994 - learning_rate: 0.0050\n", "\n", "Epoch 36: LearningRateScheduler setting learning rate to 0.0049374451408936496.\n", "Epoch 36/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.6929 - loss: 0.7217\n", "Epoch 36: val_accuracy improved from 0.66453 to 0.67855, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.6929 - loss: 0.7217 - val_accuracy: 0.6785 - val_loss: 0.7751 - learning_rate: 0.0049\n", "\n", "Epoch 37: LearningRateScheduler setting learning rate to 0.004910087337436154.\n", "Epoch 37/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.7017 - loss: 0.7073\n", "Epoch 37: val_accuracy improved from 0.67855 to 0.68193, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.7017 - loss: 0.7073 - val_accuracy: 0.6819 - val_loss: 0.7541 - learning_rate: 0.0049\n", "\n", "Epoch 38: LearningRateScheduler setting learning rate to 0.004877886008156408.\n", "Epoch 38/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.7164 - loss: 0.6766\n", "Epoch 38: val_accuracy improved from 0.68193 to 0.68497, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.7164 - loss: 0.6766 - val_accuracy: 0.6850 - val_loss: 0.7407 - learning_rate: 0.0049\n", "\n", "Epoch 39: LearningRateScheduler setting learning rate to 0.004840906002246144.\n", "Epoch 39/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.7170 - loss: 0.6715\n", "Epoch 39: val_accuracy improved from 0.68497 to 0.68615, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 82ms/step - accuracy: 0.7170 - loss: 0.6715 - val_accuracy: 0.6861 - val_loss: 0.7490 - learning_rate: 0.0048\n", "\n", "Epoch 40: LearningRateScheduler setting learning rate to 0.00479922179251587.\n", "Epoch 40/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.7246 - loss: 0.6565\n", "Epoch 40: val_accuracy did not improve from 0.68615\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 80ms/step - accuracy: 0.7246 - loss: 0.6565 - val_accuracy: 0.6861 - val_loss: 0.7465 - learning_rate: 0.0048\n", "\n", "Epoch 41: LearningRateScheduler setting learning rate to 0.0047529173254165355.\n", "Epoch 41/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.7351 - loss: 0.6448\n", "Epoch 41: val_accuracy improved from 0.68615 to 0.70017, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.7351 - loss: 0.6448 - val_accuracy: 0.7002 - val_loss: 0.7255 - learning_rate: 0.0048\n", "\n", "Epoch 42: LearningRateScheduler setting learning rate to 0.004702085851982562.\n", "Epoch 42/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.7407 - loss: 0.6213\n", "Epoch 42: val_accuracy improved from 0.70017 to 0.71706, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.7407 - loss: 0.6213 - val_accuracy: 0.7171 - val_loss: 0.7057 - learning_rate: 0.0047\n", "\n", "Epoch 43: LearningRateScheduler setting learning rate to 0.004646829740036656.\n", "Epoch 43/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.7483 - loss: 0.6116\n", "Epoch 43: val_accuracy improved from 0.71706 to 0.71740, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.7483 - loss: 0.6116 - val_accuracy: 0.7174 - val_loss: 0.7076 - learning_rate: 0.0046\n", "\n", "Epoch 44: LearningRateScheduler setting learning rate to 0.00458726026803465.\n", "Epoch 44/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.7588 - loss: 0.5967\n", "Epoch 44: val_accuracy improved from 0.71740 to 0.71791, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.7588 - loss: 0.5967 - val_accuracy: 0.7179 - val_loss: 0.6972 - learning_rate: 0.0046\n", "\n", "Epoch 45: LearningRateScheduler setting learning rate to 0.004523497400965494.\n", "Epoch 45/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.7643 - loss: 0.5739\n", "Epoch 45: val_accuracy improved from 0.71791 to 0.72804, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.7643 - loss: 0.5739 - val_accuracy: 0.7280 - val_loss: 0.6634 - learning_rate: 0.0045\n", "\n", "Epoch 46: LearningRateScheduler setting learning rate to 0.004455669548757734.\n", "Epoch 46/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.7736 - loss: 0.5567\n", "Epoch 46: val_accuracy improved from 0.72804 to 0.73733, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.7736 - loss: 0.5567 - val_accuracy: 0.7373 - val_loss: 0.6544 - learning_rate: 0.0045\n", "\n", "Epoch 47: LearningRateScheduler setting learning rate to 0.00438391330767901.\n", "Epoch 47/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.7853 - loss: 0.5307\n", "Epoch 47: val_accuracy improved from 0.73733 to 0.75017, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.7853 - loss: 0.5308 - val_accuracy: 0.7502 - val_loss: 0.6314 - learning_rate: 0.0044\n", "\n", "Epoch 48: LearningRateScheduler setting learning rate to 0.004308373185249342.\n", "Epoch 48/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.7892 - loss: 0.5208\n", "Epoch 48: val_accuracy did not improve from 0.75017\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 80ms/step - accuracy: 0.7892 - loss: 0.5208 - val_accuracy: 0.7466 - val_loss: 0.6489 - learning_rate: 0.0043\n", "\n", "Epoch 49: LearningRateScheduler setting learning rate to 0.004229201309222228.\n", "Epoch 49/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.7910 - loss: 0.5123\n", "Epoch 49: val_accuracy improved from 0.75017 to 0.75845, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.7910 - loss: 0.5123 - val_accuracy: 0.7584 - val_loss: 0.6088 - learning_rate: 0.0042\n", "\n", "Epoch 50: LearningRateScheduler setting learning rate to 0.0041465571212195825.\n", "Epoch 50/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.7967 - loss: 0.5028\n", "Epoch 50: val_accuracy did not improve from 0.75845\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 80ms/step - accuracy: 0.7967 - loss: 0.5028 - val_accuracy: 0.7564 - val_loss: 0.6137 - learning_rate: 0.0041\n", "\n", "Epoch 51: LearningRateScheduler setting learning rate to 0.0040606070556375405.\n", "Epoch 51/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.8100 - loss: 0.4832\n", "Epoch 51: val_accuracy improved from 0.75845 to 0.76791, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.8100 - loss: 0.4832 - val_accuracy: 0.7679 - val_loss: 0.6061 - learning_rate: 0.0041\n", "\n", "Epoch 52: LearningRateScheduler setting learning rate to 0.00397152420446972.\n", "Epoch 52/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.8117 - loss: 0.4681\n", "Epoch 52: val_accuracy improved from 0.76791 to 0.77128, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m61s\u001b[0m 82ms/step - accuracy: 0.8117 - loss: 0.4681 - val_accuracy: 0.7713 - val_loss: 0.5890 - learning_rate: 0.0040\n", "\n", "Epoch 53: LearningRateScheduler setting learning rate to 0.0038794879687229964.\n", "Epoch 53/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 77ms/step - accuracy: 0.8158 - loss: 0.4615\n", "Epoch 53: val_accuracy improved from 0.77128 to 0.77399, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 82ms/step - accuracy: 0.8158 - loss: 0.4615 - val_accuracy: 0.7740 - val_loss: 0.5880 - learning_rate: 0.0039\n", "\n", "Epoch 54: LearningRateScheduler setting learning rate to 0.0037846836971277367.\n", "Epoch 54/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.8256 - loss: 0.4419\n", "Epoch 54: val_accuracy did not improve from 0.77399\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 80ms/step - accuracy: 0.8256 - loss: 0.4419 - val_accuracy: 0.7713 - val_loss: 0.5949 - learning_rate: 0.0038\n", "\n", "Epoch 55: LearningRateScheduler setting learning rate to 0.003687302312870132.\n", "Epoch 55/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 78ms/step - accuracy: 0.8266 - loss: 0.4330\n", "Epoch 55: val_accuracy improved from 0.77399 to 0.77838, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 82ms/step - accuracy: 0.8266 - loss: 0.4330 - val_accuracy: 0.7784 - val_loss: 0.5708 - learning_rate: 0.0037\n", "\n", "Epoch 56: LearningRateScheduler setting learning rate to 0.0035875399290983077.\n", "Epoch 56/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 77ms/step - accuracy: 0.8339 - loss: 0.4185\n", "Epoch 56: val_accuracy improved from 0.77838 to 0.78057, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 81ms/step - accuracy: 0.8339 - loss: 0.4185 - val_accuracy: 0.7806 - val_loss: 0.5837 - learning_rate: 0.0036\n", "\n", "Epoch 57: LearningRateScheduler setting learning rate to 0.00348559745397654.\n", "Epoch 57/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 77ms/step - accuracy: 0.8401 - loss: 0.4040\n", "Epoch 57: val_accuracy improved from 0.78057 to 0.78243, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 81ms/step - accuracy: 0.8401 - loss: 0.4040 - val_accuracy: 0.7824 - val_loss: 0.5809 - learning_rate: 0.0035\n", "\n", "Epoch 58: LearningRateScheduler setting learning rate to 0.0033816801860829505.\n", "Epoch 58/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 77ms/step - accuracy: 0.8443 - loss: 0.3907\n", "Epoch 58: val_accuracy did not improve from 0.78243\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 79ms/step - accuracy: 0.8443 - loss: 0.3907 - val_accuracy: 0.7789 - val_loss: 0.5726 - learning_rate: 0.0034\n", "\n", "Epoch 59: LearningRateScheduler setting learning rate to 0.0032759974009654944.\n", "Epoch 59/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 77ms/step - accuracy: 0.8474 - loss: 0.3792\n", "Epoch 59: val_accuracy improved from 0.78243 to 0.79257, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 81ms/step - accuracy: 0.8474 - loss: 0.3792 - val_accuracy: 0.7926 - val_loss: 0.5698 - learning_rate: 0.0033\n", "\n", "Epoch 60: LearningRateScheduler setting learning rate to 0.0031687619296888545.\n", "Epoch 60/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 77ms/step - accuracy: 0.8550 - loss: 0.3654\n", "Epoch 60: val_accuracy did not improve from 0.79257\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 79ms/step - accuracy: 0.8550 - loss: 0.3655 - val_accuracy: 0.7900 - val_loss: 0.5667 - learning_rate: 0.0032\n", "\n", "Epoch 61: LearningRateScheduler setting learning rate to 0.003060189730221005.\n", "Epoch 61/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 77ms/step - accuracy: 0.8576 - loss: 0.3593\n", "Epoch 61: val_accuracy improved from 0.79257 to 0.79932, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m60s\u001b[0m 81ms/step - accuracy: 0.8576 - loss: 0.3593 - val_accuracy: 0.7993 - val_loss: 0.5487 - learning_rate: 0.0031\n", "\n", "Epoch 62: LearningRateScheduler setting learning rate to 0.002950499452522599.\n", "Epoch 62/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 76ms/step - accuracy: 0.8627 - loss: 0.3454\n", "Epoch 62: val_accuracy improved from 0.79932 to 0.80507, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 80ms/step - accuracy: 0.8627 - loss: 0.3455 - val_accuracy: 0.8051 - val_loss: 0.5416 - learning_rate: 0.0030\n", "\n", "Epoch 63: LearningRateScheduler setting learning rate to 0.0028399119982150506.\n", "Epoch 63/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 76ms/step - accuracy: 0.8665 - loss: 0.3351\n", "Epoch 63: val_accuracy did not improve from 0.80507\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m58s\u001b[0m 78ms/step - accuracy: 0.8665 - loss: 0.3351 - val_accuracy: 0.8020 - val_loss: 0.5622 - learning_rate: 0.0028\n", "\n", "Epoch 64: LearningRateScheduler setting learning rate to 0.002728650075714067.\n", "Epoch 64/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 77ms/step - accuracy: 0.8708 - loss: 0.3243\n", "Epoch 64: val_accuracy did not improve from 0.80507\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m58s\u001b[0m 79ms/step - accuracy: 0.8708 - loss: 0.3243 - val_accuracy: 0.8037 - val_loss: 0.5465 - learning_rate: 0.0027\n", "\n", "Epoch 65: LearningRateScheduler setting learning rate to 0.0026169377517245352.\n", "Epoch 65/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 76ms/step - accuracy: 0.8732 - loss: 0.3146\n", "Epoch 65: val_accuracy did not improve from 0.80507\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m58s\u001b[0m 78ms/step - accuracy: 0.8732 - loss: 0.3147 - val_accuracy: 0.7927 - val_loss: 0.5649 - learning_rate: 0.0026\n", "\n", "Epoch 66: LearningRateScheduler setting learning rate to 0.0025050000000000003.\n", "Epoch 66/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 76ms/step - accuracy: 0.8799 - loss: 0.3022\n", "Epoch 66: val_accuracy improved from 0.80507 to 0.80777, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 80ms/step - accuracy: 0.8799 - loss: 0.3022 - val_accuracy: 0.8078 - val_loss: 0.5600 - learning_rate: 0.0025\n", "\n", "Epoch 67: LearningRateScheduler setting learning rate to 0.0023930622482754658.\n", "Epoch 67/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 76ms/step - accuracy: 0.8846 - loss: 0.2908\n", "Epoch 67: val_accuracy improved from 0.80777 to 0.81250, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 80ms/step - accuracy: 0.8846 - loss: 0.2908 - val_accuracy: 0.8125 - val_loss: 0.5425 - learning_rate: 0.0024\n", "\n", "Epoch 68: LearningRateScheduler setting learning rate to 0.002281349924285934.\n", "Epoch 68/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 76ms/step - accuracy: 0.8872 - loss: 0.2823\n", "Epoch 68: val_accuracy did not improve from 0.81250\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m58s\u001b[0m 78ms/step - accuracy: 0.8872 - loss: 0.2823 - val_accuracy: 0.8071 - val_loss: 0.5470 - learning_rate: 0.0023\n", "\n", "Epoch 69: LearningRateScheduler setting learning rate to 0.00217008800178495.\n", "Epoch 69/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 76ms/step - accuracy: 0.8890 - loss: 0.2785\n", "Epoch 69: val_accuracy did not improve from 0.81250\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m58s\u001b[0m 78ms/step - accuracy: 0.8890 - loss: 0.2785 - val_accuracy: 0.8108 - val_loss: 0.5540 - learning_rate: 0.0022\n", "\n", "Epoch 70: LearningRateScheduler setting learning rate to 0.002059500547477402.\n", "Epoch 70/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 75ms/step - accuracy: 0.8938 - loss: 0.2671\n", "Epoch 70: val_accuracy improved from 0.81250 to 0.81672, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 79ms/step - accuracy: 0.8938 - loss: 0.2671 - val_accuracy: 0.8167 - val_loss: 0.5343 - learning_rate: 0.0021\n", "\n", "Epoch 71: LearningRateScheduler setting learning rate to 0.001949810269778996.\n", "Epoch 71/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 76ms/step - accuracy: 0.8967 - loss: 0.2595\n", "Epoch 71: val_accuracy improved from 0.81672 to 0.81791, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 80ms/step - accuracy: 0.8967 - loss: 0.2595 - val_accuracy: 0.8179 - val_loss: 0.5424 - learning_rate: 0.0019\n", "\n", "Epoch 72: LearningRateScheduler setting learning rate to 0.0018412380703111465.\n", "Epoch 72/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 76ms/step - accuracy: 0.9004 - loss: 0.2486\n", "Epoch 72: val_accuracy improved from 0.81791 to 0.82027, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 80ms/step - accuracy: 0.9004 - loss: 0.2486 - val_accuracy: 0.8203 - val_loss: 0.5652 - learning_rate: 0.0018\n", "\n", "Epoch 73: LearningRateScheduler setting learning rate to 0.0017340025990345066.\n", "Epoch 73/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 76ms/step - accuracy: 0.9032 - loss: 0.2422\n", "Epoch 73: val_accuracy improved from 0.82027 to 0.82331, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 80ms/step - accuracy: 0.9032 - loss: 0.2422 - val_accuracy: 0.8233 - val_loss: 0.5554 - learning_rate: 0.0017\n", "\n", "Epoch 74: LearningRateScheduler setting learning rate to 0.0016283198139170505.\n", "Epoch 74/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 76ms/step - accuracy: 0.9050 - loss: 0.2375\n", "Epoch 74: val_accuracy did not improve from 0.82331\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m58s\u001b[0m 78ms/step - accuracy: 0.9050 - loss: 0.2375 - val_accuracy: 0.8221 - val_loss: 0.5728 - learning_rate: 0.0016\n", "\n", "Epoch 75: LearningRateScheduler setting learning rate to 0.0015244025460234615.\n", "Epoch 75/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 75ms/step - accuracy: 0.9096 - loss: 0.2261\n", "Epoch 75: val_accuracy did not improve from 0.82331\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m57s\u001b[0m 78ms/step - accuracy: 0.9096 - loss: 0.2261 - val_accuracy: 0.8198 - val_loss: 0.5568 - learning_rate: 0.0015\n", "\n", "Epoch 76: LearningRateScheduler setting learning rate to 0.001422460070901693.\n", "Epoch 76/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 75ms/step - accuracy: 0.9126 - loss: 0.2202\n", "Epoch 76: val_accuracy did not improve from 0.82331\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m57s\u001b[0m 78ms/step - accuracy: 0.9126 - loss: 0.2202 - val_accuracy: 0.8145 - val_loss: 0.5908 - learning_rate: 0.0014\n", "\n", "Epoch 77: LearningRateScheduler setting learning rate to 0.0013226976871298685.\n", "Epoch 77/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 75ms/step - accuracy: 0.9182 - loss: 0.2069\n", "Epoch 77: val_accuracy did not improve from 0.82331\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m57s\u001b[0m 78ms/step - accuracy: 0.9182 - loss: 0.2069 - val_accuracy: 0.8216 - val_loss: 0.5853 - learning_rate: 0.0013\n", "\n", "Epoch 78: LearningRateScheduler setting learning rate to 0.0012253163028722645.\n", "Epoch 78/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 76ms/step - accuracy: 0.9195 - loss: 0.2000\n", "Epoch 78: val_accuracy improved from 0.82331 to 0.82466, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 79ms/step - accuracy: 0.9195 - loss: 0.2000 - val_accuracy: 0.8247 - val_loss: 0.6052 - learning_rate: 0.0012\n", "\n", "Epoch 79: LearningRateScheduler setting learning rate to 0.0011305120312770046.\n", "Epoch 79/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 75ms/step - accuracy: 0.9206 - loss: 0.1961\n", "Epoch 79: val_accuracy improved from 0.82466 to 0.82568, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 79ms/step - accuracy: 0.9206 - loss: 0.1961 - val_accuracy: 0.8257 - val_loss: 0.5913 - learning_rate: 0.0011\n", "\n", "Epoch 80: LearningRateScheduler setting learning rate to 0.00103847579553028.\n", "Epoch 80/100\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 76ms/step - accuracy: 0.9245 - loss: 0.1856\n", "Epoch 80: val_accuracy improved from 0.82568 to 0.82973, saving model to transformer_model.keras\n", "\u001b[1m740/740\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m59s\u001b[0m 80ms/step - accuracy: 0.9245 - loss: 0.1856 - val_accuracy: 0.8297 - val_loss: 0.5837 - learning_rate: 0.0010\n", "Epoch 80: early stopping\n", "Restoring model weights from the end of the best epoch: 70.\n" ] } ] }, { "cell_type": "markdown", "source": [ "### Evaluation the model" ], "metadata": { "id": "rSLy6zSTq29u" } }, { "cell_type": "code", "execution_count": 18, "metadata": { "id": "N7_NJlBBAXtd", "colab": { "base_uri": "https://localhost:8080/", "height": 580 }, "outputId": "d7843326-b407-4975-b832-6381772cfba1" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[1m185/185\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 11ms/step - accuracy: 0.8270 - loss: 0.6192\n", "Test accuracy: 0.8317567706108093\n", "\u001b[1m185/185\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 9ms/step\n", "Confusion Matrix:\n", "[[1885 114 224]\n", " [ 56 2093 194]\n", " [ 180 228 946]]\n", "\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " Buy 0.89 0.85 0.87 2223\n", " Sell 0.86 0.89 0.88 2343\n", " Hold 0.69 0.70 0.70 1354\n", "\n", " accuracy 0.83 5920\n", " macro avg 0.81 0.81 0.81 5920\n", "weighted avg 0.83 0.83 0.83 5920\n", "\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "# Evaluate the model\n", "model.load_weights(\"transformer_model.keras\")\n", "test_loss, test_accuracy = model.evaluate(test_sequences, test_labels)\n", "print(f\"Test accuracy: {test_accuracy}\")\n", "\n", "# Make predictions\n", "predictions = model.predict(test_sequences)\n", "\n", "# Convert predictions to signal labels\n", "signal_labels = [\"Buy\", \"Sell\", \"Hold\"]\n", "predicted_signals = [signal_labels[np.argmax(pred)] for pred in predictions]\n", "true_signals = [signal_labels[np.argmax(true)] for true in test_labels]\n", "\n", "# Calculate confusion matrix\n", "cm = confusion_matrix(true_signals, predicted_signals, labels=signal_labels)\n", "print(\"Confusion Matrix:\")\n", "print(cm)\n", "\n", "# Print classification report\n", "print(\"\\nClassification Report:\")\n", "print(classification_report(true_signals, predicted_signals, labels=signal_labels))\n", "\n", "# Plot training history\n", "plt.figure(figsize=(12, 4))\n", "plt.subplot(1, 2, 1)\n", "plt.plot(history.history['loss'], label='Train Loss')\n", "plt.plot(history.history['val_loss'], label='Validation Loss')\n", "plt.title('Model Loss')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Loss')\n", "plt.legend()\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.plot(history.history['accuracy'], label='Train Accuracy')\n", "plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n", "plt.title('Model Accuracy')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Accuracy')\n", "plt.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()" ] } ], "metadata": { "accelerator": "GPU", "colab": { "gpuType": "T4", "provenance": [], "machine_shape": "hm" }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.2" } }, "nbformat": 4, "nbformat_minor": 0 }