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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "730ba509",
"metadata": {},
"outputs": [],
"source": [
"from IPython.core.interactiveshell import InteractiveShell\n",
"InteractiveShell.ast_node_interactivity = \"all\""
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d9acd4b6",
"metadata": {},
"outputs": [],
"source": [
"from pathlib import Path\n",
"import sys\n",
"proj_dir = Path.cwd().parent\n",
"\n",
"sys.path.append(str(proj_dir))\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "62452860",
"metadata": {},
"outputs": [],
"source": [
"from utilities.pushshift_data import scrape_submissions_by_day, submissions_to_dataframe, get_post_count_for_day"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "a956a623",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "17df3f2812084d3591e914ffcfd948b0",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"0it [00:00, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"2023-04-12 16:23:59,392 - INFO - Fetching data between timestamps 2013-02-28 20:00:00 and 2013-03-01 20:00:00\n",
"2023-04-12 16:24:03,524 - INFO - Fetching data between timestamps 2013-02-28 20:00:00 and 2013-03-01 14:37:16\n",
"2023-04-12 16:24:08,443 - INFO - Fetching data between timestamps 2013-02-28 20:00:00 and 2013-03-01 05:02:52\n",
"2023-04-12 16:24:13,409 - INFO - Fetching data between timestamps 2013-02-28 20:00:00 and 2013-03-01 00:43:35\n",
"2023-04-12 16:24:17,548 - INFO - Fetching data between timestamps 2013-02-28 20:00:00 and 2013-02-28 20:28:35\n",
"2023-04-12 16:24:21,490 - INFO - Fetching data between timestamps 2013-02-28 20:00:00 and 2013-02-28 20:00:48\n",
"2023-04-12 16:24:23,658 - INFO - Finished scraping 4106 submissions in 28.86 seconds\n"
]
}
],
"source": [
"subreddit_to_scrape = \"askreddit\"\n",
"day_to_scrape = \"2013-03-01\"\n",
"submissions = scrape_submissions_by_day(subreddit_to_scrape, day_to_scrape)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "b1cc845b",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>permalink</th>\n",
" <th>selftext</th>\n",
" <th>url</th>\n",
" <th>created_utc</th>\n",
" <th>author</th>\n",
" <th>num_comments</th>\n",
" <th>score</th>\n",
" <th>title</th>\n",
" <th>id</th>\n",
" <th>downs</th>\n",
" <th>ups</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>/r/AskReddit/comments/19hbm0/in_the_way_that_p...</td>\n",
" <td>Basically, do other parts of the world have th...</td>\n",
" <td>http://www.reddit.com/r/AskReddit/comments/19h...</td>\n",
" <td>2013-03-01 19:58:55</td>\n",
" <td>sjr63</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>In the way that popular English and American m...</td>\n",
" <td>19hbm0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>/r/AskReddit/comments/19hblp/could_i_buy_an_an...</td>\n",
" <td></td>\n",
" <td>http://www.reddit.com/r/AskReddit/comments/19h...</td>\n",
" <td>2013-03-01 19:58:50</td>\n",
" <td>WeirdPlane</td>\n",
" <td>13</td>\n",
" <td>1</td>\n",
" <td>Could I buy an Android phone without a plan an...</td>\n",
" <td>19hblp</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>/r/AskReddit/comments/19hblj/how_do_i_reddit/</td>\n",
" <td>Yeah.\n",
"\n",
"How do I reddit? I don't use or read re...</td>\n",
" <td>http://www.reddit.com/r/AskReddit/comments/19h...</td>\n",
" <td>2013-03-01 19:58:47</td>\n",
" <td>xxnovaroxgg</td>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>How do I reddit</td>\n",
" <td>19hblj</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>/r/AskReddit/comments/19hbjx/xpost_rsurvival_h...</td>\n",
" <td>My brothers, dad and I have always been huge L...</td>\n",
" <td>http://www.reddit.com/r/AskReddit/comments/19h...</td>\n",
" <td>2013-03-01 19:58:07</td>\n",
" <td>tuffstough</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>(x-post r/survival) Have any redditors seen Le...</td>\n",
" <td>19hbjx</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>/r/AskReddit/comments/19hbjk/female_redditors_...</td>\n",
" <td>I'm curious, guys tend to get asked the usual ...</td>\n",
" <td>http://www.reddit.com/r/AskReddit/comments/19h...</td>\n",
" <td>2013-03-01 19:57:58</td>\n",
" <td>redditredditx3</td>\n",
" <td>13</td>\n",
" <td>2</td>\n",
" <td>Female Redditors, which part of the male physi...</td>\n",
" <td>19hbjk</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" permalink \\\n",
"0 /r/AskReddit/comments/19hbm0/in_the_way_that_p... \n",
"1 /r/AskReddit/comments/19hblp/could_i_buy_an_an... \n",
"2 /r/AskReddit/comments/19hblj/how_do_i_reddit/ \n",
"3 /r/AskReddit/comments/19hbjx/xpost_rsurvival_h... \n",
"4 /r/AskReddit/comments/19hbjk/female_redditors_... \n",
"\n",
" selftext \\\n",
"0 Basically, do other parts of the world have th... \n",
"1 \n",
"2 Yeah.\n",
"\n",
"How do I reddit? I don't use or read re... \n",
"3 My brothers, dad and I have always been huge L... \n",
"4 I'm curious, guys tend to get asked the usual ... \n",
"\n",
" url created_utc \\\n",
"0 http://www.reddit.com/r/AskReddit/comments/19h... 2013-03-01 19:58:55 \n",
"1 http://www.reddit.com/r/AskReddit/comments/19h... 2013-03-01 19:58:50 \n",
"2 http://www.reddit.com/r/AskReddit/comments/19h... 2013-03-01 19:58:47 \n",
"3 http://www.reddit.com/r/AskReddit/comments/19h... 2013-03-01 19:58:07 \n",
"4 http://www.reddit.com/r/AskReddit/comments/19h... 2013-03-01 19:57:58 \n",
"\n",
" author num_comments score \\\n",
"0 sjr63 1 1 \n",
"1 WeirdPlane 13 1 \n",
"2 xxnovaroxgg 14 0 \n",
"3 tuffstough 0 1 \n",
"4 redditredditx3 13 2 \n",
"\n",
" title id downs ups \n",
"0 In the way that popular English and American m... 19hbm0 0 1 \n",
"1 Could I buy an Android phone without a plan an... 19hblp 0 1 \n",
"2 How do I reddit 19hblj 0 0 \n",
"3 (x-post r/survival) Have any redditors seen Le... 19hbjx 0 1 \n",
"4 Female Redditors, which part of the male physi... 19hbjk 0 2 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = submissions_to_dataframe(submissions)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "518addff",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "6e5490dc",
"metadata": {},
"outputs": [],
"source": [
"start_date = datetime.strptime(\"2013-01-01\", \"%Y-%m-%d\")\n",
"start_date"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bf13555a",
"metadata": {},
"outputs": [],
"source": [
"df[\"created_utc\"] = pd.to_datetime(df[\"created_utc\"], unit=\"s\").dt.tz_localize(\"UTC\").dt.strftime('%Y-%m-%d %H:%M:%S')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "48e413f3",
"metadata": {},
"outputs": [],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9e83befa",
"metadata": {},
"outputs": [],
"source": [
"df.dtypes"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ba84be68",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"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": "3.9.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|