Datasets:

Cropinky
/

rap_lyrics_english

+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "import os\n",
+    "import random\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from tqdm import tqdm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_text_lists(filenames):\n",
+    "    text_list = []\n",
+    "    text_list_clean = []\n",
+    "    for filename in filenames:\n",
+    "        with open(filename,'r') as file:\n",
+    "            data = file.read()\n",
+    "        text_list = text_list + (data.split(\"<EOS>\"))\n",
+    "        \n",
+    "    for text in text_list:\n",
+    "        #remove trailing ugly things at end of strings\n",
+    "        text = text[0:text.find(\"EmbedShare\")]\n",
+    "        text_list_clean.append(text)\n",
+    "    return text_list_clean"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "FileNotFoundError",
+     "evalue": "[Errno 2] No such file or directory: 'novireperi.txt'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-5-974cc4a9f270>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m text_list = get_text_lists([\"Lilgpt.txt\", \"ye.txt\", \"zenske.txt\", \"flowmasteri.txt\",\n\u001b[0;32m----> 2\u001b[0;31m                             \"wutang.txt\", \"novireperi.txt\", \"novireperi2.txt\", \"novireperi3.txt\", \"OF.txt\"])\n\u001b[0m\u001b[1;32m      3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext_list\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m<ipython-input-3-81b6d230f518>\u001b[0m in \u001b[0;36mget_text_lists\u001b[0;34m(filenames)\u001b[0m\n\u001b[1;32m      3\u001b[0m     \u001b[0mtext_list_clean\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mfilename\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mfilenames\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m         \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'r'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mfile\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m             \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfile\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m         \u001b[0mtext_list\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtext_list\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"<EOS>\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'novireperi.txt'"
+     ]
+    }
+   ],
+   "source": [
+    "text_list = get_text_lists([\"Lilgpt.txt\", \"ye.txt\", \"zenske.txt\", \"flowmasteri.txt\",\n",
+    "                            \"wutang.txt\", \"novireperi.txt\", \"novireperi2.txt\", \"novireperi3.txt\", \"OF.txt\"])\n",
+    "print(len(text_list))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<BOS>3 Headed Goat[Intro]\n",
+      "(Aviator)\n",
+      "[Chorus: Lil Baby]\n",
+      "These ain't no Guess jeans\n",
+      "I dropped out of school, I'm still good at math, but, nigga, don't test me\n",
+      "I played to the left, they went to the right, they tried to finesse me\n",
+      "Still riding 'round with that blicky, I hope they don't catch me\n",
+      "Police had raided our spot, so we went to the next street\n",
+      "Play like I'm dumb, as soon as it pop, I'm goin' retarded\n",
+      "He say I'm hard and he say I'm garbage, I'm rich regardless\n",
+      "We in Miami in the middle of the winter, and we on them jet skis\n",
+      "If we in Atlanta, I'm runnin' the 'Cat and I'm workin' the red key\n",
+      "[Verse 1: Lil Durk]\n",
+      "I cannot mention my homies inside of my song 'cause I know they be trappin' a lot\n",
+      "I can't keep takin' these pills, when I'm in the trenches, they say I be cappin' a lot\n",
+      "I know a nigga who say he got rich off the dope, but I know he be actin' a lot\n",
+      "I know some niggas who said that they took down the city, but niggas be lackin' a lot\n",
+      "Yeah\n",
+      "That shit was awful, nigga had that dog food\n",
+      "That day they shot you, I slid on a Mongoose\n",
+      "You cannot come back around me, you turned your back on me, I cannot forget\n",
+      "The police was lyin', they say that they caught you, but nigga, they made you admit\n",
+      "Your name was found, you put in that work, they took your stick, you a bitch\n",
+      "Fuck my opps, they be on my dick, they all be mad we rich (Turn up)\n",
+      "[Verse 2: Lil Baby]\n",
+      "Only twenty-five, livin' like a boss, ridin' 'round with a chauffeur\n",
+      "I don't sell drugs, still be paranoid, keep lookin' over my shoulder\n",
+      "Niggas lyin' like I'm stealin' swag, boy, that's my shit like I wrote it\n",
+      "[Verse 3: Polo G]\n",
+      "Uh\n",
+      "These rappers really nice as hell\n",
+      "I'm a different nigga when I'm pissed off\n",
+      "Man, he say he gon' press up on who?\n",
+      "I'ma get the steel like I'm Chris Paul\n",
+      "Back to back suburbans, I'm a big dawg\n",
+      "I was in the slums servin' Fentanyl\n",
+      "Zombieland, junkies havin' withdrawals\n",
+      "I been gettin' to it, lotta missed calls\n",
+      "Turn it off, what the fuck is he talking 'bout?\n",
+      "I should slap you for sayin' he hot as me\n",
+      "I don't know who could fuck with me honestly\n",
+      "They know I'm the man, so they watchin' me\n",
+      "Different color bands like Monopoly\n",
+      "Man, he must not be usin' his head\n",
+      "If he thinkin' I don't keep a Glock with me\n",
+      "That's like suicide if you play with us\n",
+      "Got a better chance at the lottery\n",
+      "Call an ambulance when that chopper sweep\n",
+      "Make the crowd dance, choreography\n",
+      "Once I got a plan, ain't no stoppin' me\n",
+      "Three-car garage, million-dollar crib\n",
+      "With a foreign bitch ridin' on top of me\n",
+      "Lot of people done said I wouldn't be shit\n",
+      "Well, I guess they owe me an apology\n",
+      "[Chorus: Lil Baby]\n",
+      "These ain't no Guess jeans\n",
+      "I dropped out of school, I'm still good at math, but, nigga, don't test me\n",
+      "I played to the left, they went to the right, they tried to finesse me\n",
+      "Still riding 'round with that blicky, I hope they don't catch me\n",
+      "Police had raided our spot, so we went to the next street\n",
+      "Play like I'm dumb, as soon as it pop, I'm goin' retarded\n",
+      "He say I'm hard and he say I'm garbage, I'm rich regardless\n",
+      "We in Miami in the middle of the winter, and we on them jet skis\n",
+      "If we in Atlanta, I'm runnin' the 'Cat and I'm workin' the red key35<EOS>\n"
+     ]
+    }
+   ],
+   "source": [
+    "new_list = []\n",
+    "for l in text_list:\n",
+    "    n = l\n",
+    "    n = n.replace(\"<BOS>\",\"\")\n",
+    "    n = os.linesep.join([s for s in n.splitlines() if s])\n",
+    "    n = \"<BOS>\"+ n + \"<EOS>\"\n",
+    "    new_list.append(n)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1287\n",
+      "11583\n"
+     ]
+    }
+   ],
+   "source": [
+    "List_train, List_val = train_test_split(new_list, test_size = 0.1, random_state = 420)\n",
+    "print(len(List_val))\n",
+    "print(len(List_train))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|█████████████████████████████████████| 1286/1286 [00:01<00:00, 1215.57it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "val_set = List_val[0]\n",
+    "for i in tqdm(range(1,len(List_val))):\n",
+    "    val_set = val_set+\"\\n\\n\"+ List_val[i]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|█████████████████████████████████████| 11582/11582 [05:06<00:00, 37.77it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "train_set = List_train[0]\n",
+    "for i in tqdm(range(1,len(List_train))):\n",
+    "    train_set = train_set+\"\\n\\n\"+List_train[i]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "file1 = open(\"train2.txt\",\"w+\")\n",
+    "file1.write(train_set)\n",
+    "file1.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "file2 = open(\"val2.txt\",\"w+\")\n",
+    "file2.write(val_set)\n",
+    "file2.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "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>Songs</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>&lt;BOS&gt;Night CourtBehind door one:\\nThere's thre...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>&lt;BOS&gt;Golden ArmsYeah, yeah\\nYeah, yeah\\n[Verse...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>&lt;BOS&gt;Flashing Lights (Clipse Remix)[Intro]\\nWe...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>&lt;BOS&gt;Lights Camera Action[Intro]\\nThe lights, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>&lt;BOS&gt;Thug Life [Souljah] (Original Version 1)[...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               Songs\n",
+       "0  <BOS>Night CourtBehind door one:\\nThere's thre...\n",
+       "1  <BOS>Golden ArmsYeah, yeah\\nYeah, yeah\\n[Verse...\n",
+       "2  <BOS>Flashing Lights (Clipse Remix)[Intro]\\nWe...\n",
+       "3  <BOS>Lights Camera Action[Intro]\\nThe lights, ...\n",
+       "4  <BOS>Thug Life [Souljah] (Original Version 1)[..."
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_train = pd.DataFrame(List_train,columns = [\"Songs\"])\n",
+    "df_train.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "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>Songs</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>&lt;BOS&gt;Letter 2 My Unborn[Intro]\\nTo my unborn c...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>&lt;BOS&gt;Trouble[Intro]\\nTrouble on last, oh well\\...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>&lt;BOS&gt;SouthsideSu woo\\nBitch I'm from the south...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>&lt;BOS&gt;Gangsta PartyFeat. Lil B\\n[Lil Wayne]\\nI ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>&lt;BOS&gt;Gangstaz Life[Verse 1: Snoop Dogg]\\n10-20...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                               Songs\n",
+       "0  <BOS>Letter 2 My Unborn[Intro]\\nTo my unborn c...\n",
+       "1  <BOS>Trouble[Intro]\\nTrouble on last, oh well\\...\n",
+       "2  <BOS>SouthsideSu woo\\nBitch I'm from the south...\n",
+       "3  <BOS>Gangsta PartyFeat. Lil B\\n[Lil Wayne]\\nI ...\n",
+       "4  <BOS>Gangstaz Life[Verse 1: Snoop Dogg]\\n10-20..."
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_val = pd.DataFrame(List_val,columns = [\"Songs\"])\n",
+    "df_val.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_train.to_csv(\"Train.tsv\",sep=\"\\t\",index = False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df_val.to_csv(\"Val.tsv\",sep=\"\\t\",index = False)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.6.9"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}