Untitled.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pattern\n",
    "from pattern.web import URL, DOM, plaintext\n",
    "\n",
    "from os import listdir\n",
    "from os.path import isfile, join\n",
    "import os\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import nltk\n",
    "from collections import Counter, defaultdict\n",
    "from nltk.corpus import stopwords\n",
    "import string\n",
    "import random\n",
    "\n",
    "\n",
    "import pickle "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "EOFError",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mEOFError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-9-1146e26d4567>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'picklelyrics'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'rb'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m     \u001b[0mg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/Users/Rob/anaconda/lib/python2.7/pickle.pyc\u001b[0m in \u001b[0;36mload\u001b[0;34m(file)\u001b[0m\n\u001b[1;32m   1376\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1377\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mload\u001b[0m\u001b[0;34m(\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[0;32m-> 1378\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mUnpickler\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\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   1379\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1380\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/Rob/anaconda/lib/python2.7/pickle.pyc\u001b[0m in \u001b[0;36mload\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    856\u001b[0m             \u001b[0;32mwhile\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    857\u001b[0m                 \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 858\u001b[0;31m                 \u001b[0mdispatch\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    859\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0m_Stop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstopinst\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    860\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mstopinst\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/Rob/anaconda/lib/python2.7/pickle.pyc\u001b[0m in \u001b[0;36mload_eof\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    878\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    879\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mload_eof\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 880\u001b[0;31m         \u001b[0;32mraise\u001b[0m \u001b[0mEOFError\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    881\u001b[0m     \u001b[0mdispatch\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m''\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_eof\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    882\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mEOFError\u001b[0m: "
     ]
    }
   ],
   "source": [
    "with open('picklelyrics', 'rb') as f:\n",
    "    g = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'z' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-5-762c227fe3cf>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0mclean\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[0mtemp\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----> 8\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mrappers\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mz\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeys\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[0m\u001b[1;32m      9\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0meach\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mz\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mrappers\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     10\u001b[0m         \u001b[0mz\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mrappers\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0meach\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfilter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mremove_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mz\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mrappers\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0meach\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNameError\u001b[0m: name 'z' is not defined"
     ]
    }
   ],
   "source": [
    "remove_list = ['verse','hook','chorus', '','choruslloyd banks', '50 cent', 'outro','bridge', 'chorus', 'lyrics', 'lloyd banks', 'rick ross','lil wayne', 'da', 'dem', 'im', 'ya', 'dat', 'tony yayo', 'banks yay 50',\n",
    "              'verse 1 tony yayo', 'intro', 'verse 2 kidd kidd', 'gunit', 'bump dat', 'new shit', 'hook 50 cent', 'verse 2', 'verse 1', 'hook x4', 'hook x8', 'produced by swiff d', 'hook 1', 'hook 2' 'hook 2 lil mo', 'verse 4 lloyd banks', 'verse 5 50 cent', 'verse 2 tony yayo', 'verse 1 50 cent', 'chorus 50 cent', 'intro 50 cent', 'biggie sample  in the background throughout the song', 'verse 3  tony yayo', 'verse 1  50 cent','chorus  50 cent',\n",
    "               'verse 2  lloyd banks', 'verse 1 lil b', 'talking lil b', 'intro lil b', 'intro busta rhymes', 'what',\n",
    "               'verse 2 lil b', 'hook lil b', 'come on', 'okay', 'busta rhymes', 'redman', 'verse 4', 'verse 2', 'verse 3', 'verse 2', 'verse 2 lloyd banks', 'verse 6 tony yayo', 'verse 4 yony yayo']\n",
    "\n",
    "clean = []\n",
    "temp = []\n",
    "for rappers in z.keys():\n",
    "    for each in range(len(z[rappers])):\n",
    "        z[rappers][each] = filter(lambda x: x.lower() not in remove_list, z[rappers][each])\n",
    "z['lilb'][3]\n",
    "\n",
    "\n",
    "f = open('picklelyrics', 'wb')\n",
    "pickle.dump(z, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 335,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "redman Redman-a-million-and-1-buddah-spots-lyrics.html\n",
      "redman Redman-all-i-do-lyrics.html\n",
      "redman Redman-basically-lyrics.html\n",
      "redman Redman-beet-drop-lyrics.html\n",
      "redman Redman-blow-treez-lyrics.html\n",
      "redman Redman-blow-your-mind-lyrics.html\n",
      "redman Redman-blow-your-mind-remix-lyrics.html\n",
      "redman Redman-bobyahed2dis-lyrics.html\n",
      "redman Redman-boodah-break-lyrics.html\n",
      "redman Redman-brick-city-mashin-lyrics.html\n",
      "redman Redman-bricks-two-lyrics.html\n",
      "redman Redman-cant-wait-clean-version-lyrics.html\n",
      "redman Redman-cant-wait-lyrics.html\n",
      "redman Redman-case-closed-lyrics.html\n",
      "redman Redman-cheerz-lyrics.html\n",
      "redman Redman-close-ya-doorz-lyrics.html\n",
      "redman Redman-cloze-ya-doorz-lyrics.html\n",
      "redman Redman-cosmic-slop-lyrics.html\n",
      "redman Redman-creepin-lyrics.html\n",
      "redman Redman-da-bullshit-lyrics.html\n",
      "redman Redman-da-bump-lyrics.html\n",
      "redman Redman-da-countdown-saga-continues-lyrics.html\n",
      "redman Redman-da-da-dahhh-lyrics.html\n",
      "redman Redman-da-funk-lyrics.html\n",
      "redman Redman-da-goodness-lyrics.html\n",
      "redman Redman-da-ill-out-lyrics.html\n",
      "redman Redman-da-journee-lyrics.html\n",
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      "redman Redman-doggz-ii-lyrics.html\n",
      "redman Redman-dogs-lyrics.html\n",
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      "redman Redman-down-wit-us-lyrics.html\n",
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      "redman Redman-fire-lyrics.html\n",
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      "redman Redman-fuck-da-security-lyrics.html\n",
      "redman Redman-funkorama-lyrics.html\n",
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      "redman Redman-green-island-lyrics.html\n",
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      "redman Redman-how-high-lyrics.html\n",
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      "redman Redman-merry-jane-lyrics.html\n",
      "redman Redman-mic-lights-camera-action-lyrics.html\n",
      "redman Redman-muh-fucka-lyrics.html\n",
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      "redman Redman-my-zone-lyrics.html\n",
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      "redman Redman-nin-skit-lyrics.html\n",
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      "redman Redman-reggie-intro-lyrics.html\n",
      "redman Redman-rock-da-spot-lyrics.html\n",
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      "redman Redman-rollin-lyrics.html\n",
      "redman Redman-slide-and-rock-on-lyrics.html\n",
      "redman Redman-smash-sumthin-lyrics.html\n",
      "redman Redman-smoke-buddah-lyrics.html\n",
      "redman Redman-so-ruff-lyrics.html\n",
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      "redman Redman-soopaman-luva-5-part-i-lyrics.html\n",
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      "redman Redman-sooper-luver-interview-lyrics.html\n",
      "redman Redman-sooperman-luva-ii-lyrics.html\n",
      "redman Redman-sourdeezal-lyrics.html\n",
      "redman Redman-suicide-lyrics.html\n",
      "redman Redman-sumtn-4-urrbody-lyrics.html\n",
      "redman Redman-syrinx-lyrics.html\n",
      "redman Redman-thats-where-i-b-lyrics.html\n",
      "redman Redman-the-art-of-rap-lyrics.html\n",
      "redman Redman-tiger-style-crane-lyrics.html\n",
      "redman Redman-time-4-sum-aksion-lyrics.html\n",
      "redman Redman-tonights-da-night-lyrics.html\n",
      "redman Redman-tonights-da-nite-remix-lyrics.html\n",
      "redman Redman-true-crime-lyrics.html\n",
      "redman Redman-uh-huh-lyrics.html\n",
      "redman Redman-walk-in-gutta-lyrics.html\n",
      "redman Redman-watch-yo-nuggets-lyrics.html\n",
      "redman Redman-we-run-ny-lyrics.html\n",
      "redman Redman-welcome-2-da-bricks-lyrics.html\n",
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      "redman Redman-winicumuhround-lyrics.html\n",
      "redman Redman-wuditlooklike-lyrics.html\n",
      "redman Redman-wutchoogonnado-lyrics.html\n",
      "redman Redman-yesh-yesh-yall-lyrics.html\n",
      "lilb Lil-b-05-fuck-em-lyrics.html\n",
      "lilb Lil-b-05-fuck-em-remix-lyrics.html\n",
      "lilb Lil-b-05-fuck-em-tracklist-album-art-lyrics.html\n",
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      "busta Busta-rhymes-genesis-lyrics.html\n",
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      "busta Busta-rhymes-get-down-a-cappella-lyrics.html\n",
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      "busta Busta-rhymes-get-right-lyrics.html\n",
      "busta Busta-rhymes-get-you-some-lyrics.html\n",
      "busta Busta-rhymes-gimme-some-more-lyrics.html\n",
      "busta Busta-rhymes-give-em-what-they-askin-for-lyrics.html\n",
      "busta Busta-rhymes-god-lives-through-lyrics.html\n",
      "busta Busta-rhymes-goldmine-lyrics.html\n",
      "busta Busta-rhymes-grinch-2000-lyrics.html\n",
      "busta Busta-rhymes-grind-real-slow-lyrics.html\n",
      "busta Busta-rhymes-hail-mary-lyrics.html\n",
      "busta Busta-rhymes-hail-mary-remix-lyrics.html\n",
      "busta Busta-rhymes-ham-freestyle-lyrics.html\n",
      "busta Busta-rhymes-ham-remix-lyrics.html\n",
      "busta Busta-rhymes-here-we-go-again-lyrics.html\n",
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      "busta Busta-rhymes-holla-lyrics.html\n",
      "busta Busta-rhymes-hop-lyrics.html\n",
      "busta Busta-rhymes-hot-fudge-lyrics.html\n",
      "busta Busta-rhymes-hot-nigga-interlude-lyrics.html\n",
      "busta Busta-rhymes-hot-shit-makin-ya-bounce-lyrics.html\n",
      "busta Busta-rhymes-how-much-we-grew-lyrics.html\n",
      "busta Busta-rhymes-how-we-do-it-over-here-album-version-explicit-lyrics.html\n",
      "busta Busta-rhymes-how-we-do-it-over-here-instrumental-lyrics.html\n",
      "busta Busta-rhymes-how-we-do-it-over-here-lp-version-lyrics.html\n",
      "busta Busta-rhymes-how-we-do-it-over-here-lyrics.html\n",
      "busta Busta-rhymes-how-we-roll-lyrics.html\n",
      "busta Busta-rhymes-hustlers-anthem-09-lyrics.html\n",
      "busta Busta-rhymes-i-got-bass-lyrics.html\n",
      "busta Busta-rhymes-i-knock-you-out-lyrics.html\n",
      "busta Busta-rhymes-i-know-what-you-want-lyrics.html\n",
      "busta Busta-rhymes-i-love-my-bitch-lyrics.html\n",
      "busta Busta-rhymes-ill-do-it-all-lyrics.html\n",
      "busta Busta-rhymes-ill-hurt-you-lyrics.html\n",
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      "busta Busta-rhymes-ill-vibe-lp-version-clean-lyrics.html\n",
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      "busta Busta-rhymes-im-a-go-and-get-my-lyrics.html\n",
      "busta Busta-rhymes-im-talking-to-you-lyrics.html\n",
      "busta Busta-rhymes-in-the-ghetto-lyrics.html\n",
      "busta Busta-rhymes-intro-catastrophic-2-lyrics.html\n",
      "busta Busta-rhymes-intro-lyrics.html\n",
      "busta Busta-rhymes-intro-slaughter-2-lyrics.html\n",
      "busta Busta-rhymes-intro-the-abstract-and-the-dragon-lyrics.html\n",
      "busta Busta-rhymes-intro-the-current-state-of-anarchy-lyrics.html\n",
      "busta Busta-rhymes-it-aint-safe-no-more-lyrics.html\n",
      "busta Busta-rhymes-its-a-party-lyrics.html\n",
      "busta Busta-rhymes-its-a-party-the-ummah-remix-lyrics.html\n",
      "busta Busta-rhymes-its-all-good-lyrics.html\n",
      "busta Busta-rhymes-iz-they-wildin-wit-us-and-getting-rowdy-wit-us-lyrics.html\n",
      "busta Busta-rhymes-just-chill-lyrics.html\n",
      "busta Busta-rhymes-just-give-it-to-me-raw-lyrics.html\n",
      "busta Busta-rhymes-just-make-it-clap-lyrics.html\n",
      "busta Busta-rhymes-keep-doin-it-lyrics.html\n",
      "busta Busta-rhymes-keep-it-movin-lyrics.html\n",
      "busta Busta-rhymes-keepin-it-tight-lyrics.html\n",
      "busta Busta-rhymes-kill-dem-lyrics.html\n",
      "busta Busta-rhymes-kill-dem-remix-lyrics.html\n",
      "busta Busta-rhymes-killin-em-lyrics.html\n",
      "busta Busta-rhymes-king-tut-lyrics.html\n",
      "busta Busta-rhymes-legend-of-the-fall-offs-lyrics.html\n",
      "busta Busta-rhymes-light-up-a-fire-lyrics.html\n",
      "busta Busta-rhymes-light-your-ass-on-fire-radio-mix-lyrics.html\n",
      "busta Busta-rhymes-lightworks-lyrics.html\n",
      "busta Busta-rhymes-live-it-up-lyrics.html\n",
      "busta Busta-rhymes-live-to-regret-lyrics.html\n",
      "busta Busta-rhymes-love-hate-lyrics.html\n",
      "busta Busta-rhymes-make-it-clap-lyrics.html\n",
      "busta Busta-rhymes-make-it-clap-remix-lyrics.html\n",
      "busta Busta-rhymes-make-it-hurt-lyrics.html\n",
      "busta Busta-rhymes-make-it-look-easy-lyrics.html\n",
      "busta Busta-rhymes-make-noise-lyrics.html\n",
      "busta Busta-rhymes-match-the-name-with-the-voice-lyrics.html\n",
      "busta Busta-rhymes-movie-lyrics.html\n",
      "busta Busta-rhymes-new-york-shit-lyrics.html\n",
      "busta Busta-rhymes-no-flex-zone-remix-lyrics.html\n",
      "busta Busta-rhymes-no-love-remix-lyrics.html\n",
      "busta Busta-rhymes-no-worries-lyrics.html\n",
      "busta Busta-rhymes-on-your-marks-get-set-ready-go-lyrics.html\n",
      "busta Busta-rhymes-one-lyrics.html\n",
      "busta Busta-rhymes-otis-freestyle-lyrics.html\n",
      "busta Busta-rhymes-outro-lyrics.html\n",
      "busta Busta-rhymes-outro-preparation-for-the-final-world-front-lyrics.html\n",
      "busta Busta-rhymes-pardon-my-ways-ele-2-exclusive-lyrics.html\n",
      "busta Busta-rhymes-party-is-goin-on-over-here-lyrics.html\n",
      "busta Busta-rhymes-pass-the-courvoisier-lyrics.html\n",
      "busta Busta-rhymes-pass-the-courvoisier-part-2-remix-lyrics.html\n",
      "busta Busta-rhymes-poetic-justice-lyrics.html\n",
      "busta Busta-rhymes-pressure-lyrics.html\n",
      "busta Busta-rhymes-put-your-hands-where-my-eyes-could-see-by-busta-rhymes-lyrics.html\n",
      "busta Busta-rhymes-put-your-hands-where-my-eyes-could-see-desert-eagle-discs-remix-lyrics.html\n",
      "busta Busta-rhymes-put-your-hands-where-my-eyes-could-see-human-action-network-mix-lyrics.html\n",
      "busta Busta-rhymes-put-your-hands-where-my-eyes-could-see-lyrics.html\n",
      "busta Busta-rhymes-ready-for-war-lyrics.html\n",
      "busta Busta-rhymes-respect-my-conglomerate-lyrics.html\n",
      "busta Busta-rhymes-respect-my-conglomerate-promo-only-clean-edit-lyrics.html\n",
      "busta Busta-rhymes-rhymes-galore-lyrics.html\n",
      "busta Busta-rhymes-riot-lyrics.html\n",
      "busta Busta-rhymes-rock-cocaine-lyrics.html\n",
      "busta Busta-rhymes-romans-revenge-remix-lyrics.html\n",
      "busta Busta-rhymes-rough-around-the-edges-lyrics.html\n",
      "busta Busta-rhymes-salute-da-gods-lyrics.html\n",
      "busta Busta-rhymes-shaheem-reid-speaks-skit-lyrics.html\n",
      "busta Busta-rhymes-shake-it-lyrics.html\n",
      "busta Busta-rhymes-she-will-remix-lyrics.html\n",
      "busta Busta-rhymes-shoot-for-the-moon-lyrics.html\n",
      "busta Busta-rhymes-shorty-lyrics.html\n",
      "busta Busta-rhymes-show-me-what-you-got-lyrics.html\n",
      "busta Busta-rhymes-shut-em-down-2002-lyrics.html\n",
      "busta Busta-rhymes-so-hardcore-lyrics.html\n",
      "busta Busta-rhymes-sound-boy-lyrics.html\n",
      "busta Busta-rhymes-still-shining-lyrics.html\n",
      "busta Busta-rhymes-stop-the-party-lyrics.html\n",
      "busta Busta-rhymes-stop-the-party-remix-lyrics.html\n",
      "busta Busta-rhymes-street-shit-lyrics.html\n",
      "busta Busta-rhymes-struttin-like-a-god-lyrics.html\n",
      "busta Busta-rhymes-sugar-lyrics.html\n",
      "busta Busta-rhymes-suicide-bounce-lyrics.html\n",
      "busta Busta-rhymes-survival-hungry-lyrics.html\n",
      "busta Busta-rhymes-take-it-off-lyrics.html\n",
      "busta Busta-rhymes-take-it-off-part-2-lyrics.html\n",
      "busta Busta-rhymes-taste-it-lyrics.html\n",
      "busta Busta-rhymes-tear-da-roof-off-lyrics.html\n",
      "busta Busta-rhymes-thank-you-lyrics.html\n",
      "busta Busta-rhymes-the-abstract-and-the-dragon-lyrics.html\n",
      "busta Busta-rhymes-the-body-rock-lyrics.html\n",
      "busta Busta-rhymes-the-burial-song-outro-lyrics.html\n",
      "busta Busta-rhymes-the-coming-intro-lyrics.html\n",
      "busta Busta-rhymes-the-end-of-the-world-lyrics.html\n",
      "busta Busta-rhymes-the-end-of-the-world-outro-lyrics.html\n",
      "busta Busta-rhymes-the-heist-lyrics.html\n",
      "busta Busta-rhymes-the-one-lyrics.html\n",
      "busta Busta-rhymes-the-struggle-will-be-lost-lyrics.html\n",
      "busta Busta-rhymes-the-whole-world-lookin-at-me-lyrics.html\n",
      "busta Busta-rhymes-theres-not-a-problem-my-squad-cant-fix-lyrics.html\n",
      "busta Busta-rhymes-theres-only-one-lyrics.html\n",
      "busta Busta-rhymes-theres-only-one-year-left-intro-lyrics.html\n",
      "busta Busta-rhymes-theyre-out-to-get-me-lyrics.html\n",
      "busta Busta-rhymes-things-we-be-doin-for-money-lyrics.html\n",
      "busta Busta-rhymes-things-we-be-doin-for-money-part-one-lyrics.html\n",
      "busta Busta-rhymes-things-we-be-doin-for-money-part-two-lyrics.html\n",
      "busta Busta-rhymes-things-we-be-doin-for-money-pt-1-lyrics.html\n",
      "busta Busta-rhymes-this-means-war-lyrics.html\n",
      "busta Busta-rhymes-til-we-die-lyrics.html\n",
      "busta Busta-rhymes-till-its-gone-lyrics.html\n",
      "busta Busta-rhymes-together-lyrics.html\n",
      "busta Busta-rhymes-touch-it-dirty-lyrics.html\n",
      "busta Busta-rhymes-touch-it-lyrics.html\n",
      "busta Busta-rhymes-touch-it-official-remix-lyrics.html\n",
      "busta Busta-rhymes-touch-it-promo-only-clean-edit-lyrics.html\n",
      "busta Busta-rhymes-touch-it-remix-20-lyrics.html\n",
      "busta Busta-rhymes-touch-it-remix-lyrics.html\n",
      "busta Busta-rhymes-touch-it-remix-part-4-extended-video-remix-lyrics.html\n",
      "busta Busta-rhymes-touch-it-remix-part-one-lyrics.html\n",
      "busta Busta-rhymes-touch-it-remix-part-three-lyrics.html\n",
      "busta Busta-rhymes-touch-it-remix-part-two-lyrics.html\n",
      "busta Busta-rhymes-touch-it-vocal-up-lyrics.html\n",
      "busta Busta-rhymes-tough-guy-lyrics.html\n",
      "busta Busta-rhymes-truck-volume-lyrics.html\n",
      "busta Busta-rhymes-turn-it-up-lyrics.html\n",
      "busta Busta-rhymes-turn-me-up-some-lyrics.html\n",
      "busta Busta-rhymes-twerk-it-lyrics.html\n",
      "busta Busta-rhymes-twerk-it-megamix-lyrics.html\n",
      "busta Busta-rhymes-twerk-it-remix-lyrics.html\n",
      "busta Busta-rhymes-uncut-cypher-lyrics.html\n",
      "busta Busta-rhymes-us-freestyle-lyrics.html\n",
      "busta Busta-rhymes-violators-lyrics.html\n",
      "busta Busta-rhymes-wack-lyrics.html\n",
      "busta Busta-rhymes-we-comin-through-lyrics.html\n",
      "busta Busta-rhymes-we-could-take-it-outside-lyrics.html\n",
      "busta Busta-rhymes-we-dem-boyz-remix-lyrics.html\n",
      "busta Busta-rhymes-we-goin-to-do-it-to-ya-lyrics.html\n",
      "busta Busta-rhymes-we-got-what-you-want-lyrics.html\n",
      "busta Busta-rhymes-we-made-it-lyrics.html\n",
      "busta Busta-rhymes-we-miss-you-lyrics.html\n",
      "busta Busta-rhymes-we-put-it-down-for-yall-lyrics.html\n",
      "busta Busta-rhymes-we-taking-off-lyrics.html\n",
      "busta Busta-rhymes-we-want-in-lyrics.html\n",
      "busta Busta-rhymes-what-do-you-do-when-youre-branded-lyrics.html\n",
      "busta Busta-rhymes-what-it-is-lyrics.html\n",
      "busta Busta-rhymes-what-it-is-right-now-pt-2-lyrics.html\n",
      "busta Busta-rhymes-what-the-fuck-you-want-lyrics.html\n",
      "busta Busta-rhymes-what-up-lyrics.html\n",
      "busta Busta-rhymes-whats-it-gonna-be-lyrics.html\n",
      "busta Busta-rhymes-wheel-of-fortune-lyrics.html\n",
      "busta Busta-rhymes-when-disaster-strikes-lyrics.html\n",
      "busta Busta-rhymes-where-we-are-about-to-take-it-lyrics.html\n",
      "busta Busta-rhymes-wheres-my-money-lyrics.html\n",
      "busta Busta-rhymes-wheres-your-money-instrumental-lyrics.html\n",
      "busta Busta-rhymes-wheres-your-money-lyrics.html\n",
      "busta Busta-rhymes-why-stop-now-lyrics.html\n",
      "busta Busta-rhymes-why-stop-now-remix-lyrics.html\n",
      "busta Busta-rhymes-why-we-die-lyrics.html\n",
      "busta Busta-rhymes-wife-in-law-lyrics.html\n",
      "busta Busta-rhymes-wild-hot-lyrics.html\n",
      "busta Busta-rhymes-wine-and-go-down-lyrics.html\n",
      "busta Busta-rhymes-woo-hah-got-you-all-in-check-album-radio-edit-lyrics.html\n",
      "busta Busta-rhymes-woo-hah-got-you-all-in-check-fila-mix-4-lyrics.html\n",
      "busta Busta-rhymes-woo-hah-got-you-all-in-check-lyrics.html\n",
      "busta Busta-rhymes-woo-hah-got-you-all-in-check-origin-unknown-lyrics.html\n",
      "busta Busta-rhymes-woo-hah-got-you-all-in-check-remix-lyrics.html\n",
      "busta Busta-rhymes-world-go-round-lyrics.html\n",
      "busta Busta-rhymes-you-aint-fuckin-wit-me-lyrics.html\n",
      "busta Busta-rhymes-you-cant-hold-the-torch-lyrics.html\n",
      "busta Busta-rhymes-you-dont-want-none-lyrics.html\n",
      "busta Busta-rhymes-you-wont-tell-i-wont-tell-lyrics.html\n",
      "['redman', 'lilb', 'camron', 'llcoolj', 'chiefkeef', 'icecube', 'busta']\n"
     ]
    }
   ],
   "source": [
    "# f = open('picklelyrics', 'wb')\n",
    "# pickle.dump(g, f)\n",
    "filedic = {}\n",
    "for each in os.listdir('lyrics')[1:]:\n",
    "    if each not in g.keys():\n",
    "        filedic[each] = listdir('lyrics/'+each)[1:]\n",
    "\n",
    "lyricsdic = defaultdict(list)\n",
    "exclude = set(string.punctuation)\n",
    "\n",
    "remove_list = ['verse','hook','chorus', '','choruslloyd banks', '50 cent', 'outro','bridge', 'chorus', 'lyrics', 'lloyd banks', 'rick ross','lil wayne', 'da', 'dem', 'im', 'ya', 'dat', 'tony yayo', 'banks yay 50',\n",
    "              'verse 1 tony yayo', 'verse 4 lloyd banks', 'verse 5 50 cent', 'verse 2 tony yayo', 'verse 1 50 cent', 'chorus 50 cent', 'intro 50 cent', 'biggie sample  in the background throughout the song', 'verse 3  tony yayo', 'verse 1  50 cent','chorus  50 cent','verse 2  lloyd banks','verse 2 lloyd banks', 'verse 6 tony yayo', \n",
    "               'verse 4 yony yayo']\n",
    "\n",
    "for k,v in filedic.iteritems():\n",
    "    for link in v:\n",
    "        page = open('lyrics/' + k +'/'+link).read()\n",
    "        dom = DOM(page)\n",
    "        print k,link\n",
    "        lyrics = dom('.lyrics')[0]\n",
    "        p = plaintext(lyrics.content)\n",
    "        p = ''.join(ch for ch in p if ch not in exclude)\n",
    "        p = p.splitlines()\n",
    "        lyricsdic[k].append(filter(lambda x: x.lower() not in remove_list, p))\n",
    "\n",
    "print lyricsdic.keys()\n",
    "# lineslist = []\n",
    "# remove_list = ['verse','hook','chorus', '','choruslloyd banks', '50 cent', 'outro','bridge', 'chorus', 'lyrics', 'lloyd banks', 'rick ross','lil wayne', 'da', 'dem', 'im', 'ya', 'dat', 'tony yayo', 'banks yay 50',\n",
    "#               'verse 1 tony yayo', 'verse 4 lloyd banks', 'verse 5 50 cent', 'verse 2 tony yayo', 'verse 1 50 cent', 'chorus 50 cent', 'intro 50 cent', 'biggie sample  in the background throughout the song', 'verse 3  tony yayo', 'verse 1  50 cent','chorus  50 cent','verse 2  lloyd banks','verse 2 lloyd banks', 'verse 6 tony yayo', 'verse 4 yony yayo']\n",
    "# exportlist = []\n",
    "# for each in lyricslist:\n",
    "#     lineslist.append(each.splitlines())\n",
    "# lineslist = np.array(lineslist)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 350,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "z = g.copy()\n",
    "z.update(lyricsdic)\n",
    "\n",
    "for rappers in z.keys():\n",
    "    for each in range(len(g[rappers])):\n",
    "        g[rappers][each] = filter(lambda x: x.lower() not in remove_list, g[rappers][each])\n",
    "\n",
    "f = open('picklelyrics', 'wb')\n",
    "pickle.dump(z, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "g.values()\n",
    "\n",
    "tokenlist = []\n",
    "for lyrics in g.values():\n",
    "    for song in lyrics:\n",
    "        for line in song:\n",
    "            tokens = nltk.word_tokenize(line)\n",
    "            tokenlist.extend(tokens)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "tokenlines = []\n",
    "wordtypes = defaultdict(list)\n",
    "\n",
    "for each in g['mfdoom']:\n",
    "    for line in each:\n",
    "        tokens = nltk.word_tokenize(line)\n",
    "        struct = nltk.pos_tag(tokens)\n",
    "        for each in struct:\n",
    "            wordtypes[each[1]].append(each[0])\n",
    "        tokenlines.append(','.join([x[1] for x in struct]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "monster he had me since name \n",
      "vader to some out and i captured i for mic \n",
      "schwarzenegger left to get us let to neither one like \n",
      "shit but when make i skippin \n",
      "god you want they this nerd all hoes the show \n",
      "of a world that doom by a marine to gee \n",
      "my condemn brotha and rich wont on end \n",
      "percy like a makes need know more of \n",
      "piss its one cruel a true shit \n",
      "snacks my jubilation and mc \n",
      "mental a need into dooms similac \n",
      "she now gave it dont funny \n",
      "your like its lyrical least metaphors \n",
      "more respect bothered you for a face we rain the back shop \n",
      "i close member of shots see or gotten to know \n",
      "it see fudge thats move steel \n",
      "a for delf do to neck this went mission in im \n",
      "her been a only stress \n",
      "its really where this birth host \n",
      "we put the bloody it threw the microphone \n",
      "i write she fast triple the all own begin \n",
      "them saw the barbecue they conquered the mad \n",
      "\n"
     ]
    }
   ],
   "source": [
    "sf = []\n",
    "for each in g['mfdoom'][0]:\n",
    "    l = nltk.word_tokenize(each)\n",
    "    t = nltk.pos_tag(l)\n",
    "    sf.extend([x[1] for x in t])\n",
    "    sf.extend('\\n ')\n",
    "sf = ' '.join(sf)\n",
    "for each in sf.splitlines():\n",
    "    sentence = \"\"\n",
    "    for a in each.split():\n",
    "        sentence +=  random.choice(wordtypes[a]).lower() + \" \"\n",
    "    print sentence\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "she found a time it straight a boss \n",
      "\n",
      "its streets and my deuce sacrifice\n"
     ]
    }
   ],
   "source": [
    "Counter(tokenlines).most_common(25)\n",
    "sentence = \"\"\n",
    "\n",
    "for each in ['PRP','VBD','DT','NN','PRP','VBD','DT','NN']:\n",
    "    sentence +=  random.choice(wordtypes[each]).lower() + \" \"\n",
    "\n",
    "print sentence\n",
    "# last_word = sentence.rsplit(None, 1)[-1]\n",
    "print \"\"\n",
    "\n",
    "for each in ['PRP$','NNS','CC','PRP$','NN','NNP']:\n",
    "     print random.choice(wordtypes[each]).lower(),"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "postag = []\n",
    "for line in tokenlines[0:10]:\n",
    "    tags = nltk.pos_tag(line)\n",
    "    #print tags\n",
    "    #postag.append([[x[1] for x in tags]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def rhyme(inp, level):\n",
    "    entries = nltk.corpus.cmudict.entries()\n",
    "    syllables = [(word, syl) for word, syl in entries if word == inp]\n",
    "    rhymes = []\n",
    "    for (word, syllable) in syllables:\n",
    "        rhymes += [word for word, pron in entries if pron[-level:] == syllable[-level:]]\n",
    "    return set(rhymes)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "for all life i dont i pale new kings \n",
      "\n",
      "her reach how to fit hi\n"
     ]
    }
   ],
   "source": [
    "Counter(tokenlines).most_common(10)\n",
    "sentence = \"\"\n",
    "\n",
    "for each in ['IN','DT','NN','PRP','VBP','PRP','VBP','JJ','NNS']:\n",
    "    sentence +=  random.choice(wordtypes[each]).lower() + \" \"\n",
    "\n",
    "print sentence\n",
    "last_word = sentence.rsplit(None, 1)[-1]\n",
    "print \"\"\n",
    "\n",
    "for each in ['PRP','VBP','WRB','TO','VB','NN']:\n",
    "    print random.choice(wordtypes[each]).lower(),"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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