word_tree.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "import requests\n",
    "import re\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from lyricsgenius import Genius\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "genius = Genius('in424DYZRH1oa--Iyzce_Ue6uLYNqt1Q6-Yq20PUSYl-PjvMNuuaX0YBiwcSFt9_')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_billboard = pd.read_csv('data/df_billboard_0_10.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "text_list = df_billboard['lyrics_text'].to_list()\n",
    "text_list = [text if text is not np.nan else '' for text in text_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_ngrams(text, n):\n",
    "    if type(text) == float:\n",
    "        print(text)\n",
    "    tokens = text.split()\n",
    "    if n == 1:\n",
    "        return tokens\n",
    "    return list(zip(*[tokens[i:] for i in range(n)]))\n",
    "\n",
    "def create_ngrams_dict(text, n_range):\n",
    "    ngrams_dict = dict()\n",
    "    for n in n_range:\n",
    "        ngrams_dict[n] = find_ngrams(text, n)\n",
    "    return ngrams_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_ngram_dicts = []\n",
    "for text in text_list:\n",
    "    all_ngram_dicts.append(create_ngrams_dict(text, range(1, 6)))\n",
    "df_billboard['ngrams'] = all_ngram_dicts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_ngram_counts():\n",
    "    ngrams = df_billboard['ngrams'].to_list()\n",
    "    combined_ngrams = dict(zip(range(1, 6), [[],[],[],[],[]]))\n",
    "    for ngram in ngrams:\n",
    "        keys = ngram.keys()\n",
    "        for key in keys:\n",
    "            combined_ngrams[key] += ngram[key]\n",
    "    for key, value in combined_ngrams.items():\n",
    "        combined_ngrams[key] = Counter(value).most_common()\n",
    "    return combined_ngrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[((\"(you're\", 'gonna', 'wish', 'you', 'never'), 12),\n",
       " (('gonna', 'wish', 'you', 'never', 'had'), 12),\n",
       " (('wish', 'you', 'never', 'had', 'met'), 12),\n",
       " (('you', 'never', 'had', 'met', 'me)'), 12),\n",
       " (('(tears', 'are', 'gonna', 'fall,', 'rolling'), 11),\n",
       " (('are', 'gonna', 'fall,', 'rolling', 'in'), 11),\n",
       " (('gonna', 'fall,', 'rolling', 'in', 'the'), 11),\n",
       " (('fall,', 'rolling', 'in', 'the', 'deep)'), 11),\n",
       " (('that', 'money,', 'watch', 'it', 'burn'), 9),\n",
       " (('take', 'that', 'money,', 'watch', 'it'), 8),\n",
       " (('money,', 'watch', 'it', 'burn', 'sink'), 8),\n",
       " (('watch', 'it', 'burn', 'sink', 'in'), 8),\n",
       " (('it', 'burn', 'sink', 'in', 'the'), 8),\n",
       " (('burn', 'sink', 'in', 'the', 'river'), 8),\n",
       " (('sink', 'in', 'the', 'river', 'the'), 8),\n",
       " (('in', 'the', 'river', 'the', 'lessons'), 8),\n",
       " (('lately,', \"i've\", 'been,', \"i've\", 'been'), 7),\n",
       " ((\"i've\", 'been,', \"i've\", 'been', \"losin'\"), 7),\n",
       " (('been,', \"i've\", 'been', \"losin'\", 'sleep'), 7),\n",
       " ((\"i've\", 'been', \"losin'\", 'sleep', \"dreamin'\"), 7),\n",
       " (('been', \"losin'\", 'sleep', \"dreamin'\", 'about'), 7),\n",
       " ((\"losin'\", 'sleep', \"dreamin'\", 'about', 'the'), 7),\n",
       " (('sleep', \"dreamin'\", 'about', 'the', 'things'), 7),\n",
       " ((\"dreamin'\", 'about', 'the', 'things', 'that'), 7),\n",
       " (('about', 'the', 'things', 'that', 'we'), 7),\n",
       " (('the', 'things', 'that', 'we', 'could'), 7),\n",
       " (('things', 'that', 'we', 'could', 'be'), 7),\n",
       " (('that', 'we', 'could', 'be', 'but'), 7),\n",
       " (('we', 'could', 'be', 'but', 'baby,'), 7),\n",
       " (('could', 'be', 'but', 'baby,', \"i've\"), 7),\n",
       " (('be', 'but', 'baby,', \"i've\", 'been,'), 7),\n",
       " (('but', 'baby,', \"i've\", 'been,', \"i've\"), 7),\n",
       " (('baby,', \"i've\", 'been,', \"i've\", 'been'), 7),\n",
       " ((\"i've\", 'been,', \"i've\", 'been', \"prayin'\"), 7),\n",
       " (('been,', \"i've\", 'been', \"prayin'\", 'hard'), 7),\n",
       " ((\"i've\", 'been', \"prayin'\", 'hard', 'said'), 7),\n",
       " (('been', \"prayin'\", 'hard', 'said', 'no'), 7),\n",
       " ((\"prayin'\", 'hard', 'said', 'no', 'more'), 7),\n",
       " (('hard', 'said', 'no', 'more', \"countin'\"), 7),\n",
       " (('said', 'no', 'more', \"countin'\", 'dollars,'), 7),\n",
       " (('no', 'more', \"countin'\", 'dollars,', \"we'll\"), 7),\n",
       " (('everybody', 'just', 'have', 'a', 'good'), 7),\n",
       " (('just', 'have', 'a', 'good', 'time'), 7),\n",
       " (('welcome', 'to', 'the', 'new', 'age,'), 6),\n",
       " (('to', 'the', 'new', 'age,', 'to'), 6),\n",
       " (('the', 'new', 'age,', 'to', 'the'), 6),\n",
       " (('new', 'age,', 'to', 'the', 'new'), 6),\n",
       " (('age,', 'to', 'the', 'new', 'age'), 6),\n",
       " (('whoa-oh,', 'whoa', \"i'm\", 'radioactive,', 'radioactive'), 6),\n",
       " (('learned', 'take', 'that', 'money,', 'watch'), 6),\n",
       " (('put', 'your', 'hands', 'up', 'to'), 6),\n",
       " (('your', 'hands', 'up', 'to', 'the'), 6),\n",
       " (('hands', 'up', 'to', 'the', 'sound'), 6),\n",
       " (('how', 'do', 'i', 'live', 'without'), 5),\n",
       " (('party', 'rock', 'is', 'in', 'the'), 5),\n",
       " (('rock', 'is', 'in', 'the', 'house'), 5),\n",
       " (('is', 'in', 'the', 'house', 'tonight'), 5),\n",
       " (('and', 'we', \"gon'\", 'make', 'you'), 5),\n",
       " (('we', \"gon'\", 'make', 'you', 'lose'), 5),\n",
       " ((\"gon'\", 'make', 'you', 'lose', 'your'), 5),\n",
       " (('make', 'you', 'lose', 'your', 'mind'), 5),\n",
       " (('up', 'put', 'your', 'hands', 'up'), 5),\n",
       " (('had', 'it', 'all', \"(you're\", 'gonna'), 5),\n",
       " (('it', 'all', \"(you're\", 'gonna', 'wish'), 5),\n",
       " (('all', \"(you're\", 'gonna', 'wish', 'you'), 5),\n",
       " (('you', 'had', 'my', 'heart', 'inside'), 5),\n",
       " (('had', 'my', 'heart', 'inside', 'of'), 5),\n",
       " (('my', 'heart', 'inside', 'of', 'your'), 5),\n",
       " (('heart', 'inside', 'of', 'your', 'hand'), 5),\n",
       " (('i', 'said,', 'ooh,', \"i'm\", 'blinded'), 4),\n",
       " (('said,', 'ooh,', \"i'm\", 'blinded', 'by'), 4),\n",
       " (('ooh,', \"i'm\", 'blinded', 'by', 'the'), 4),\n",
       " ((\"i'm\", 'blinded', 'by', 'the', 'lights'), 4),\n",
       " (('blinded', 'by', 'the', 'lights', 'no,'), 4),\n",
       " (('by', 'the', 'lights', 'no,', 'i'), 4),\n",
       " (('the', 'lights', 'no,', 'i', \"can't\"), 4),\n",
       " (('lights', 'no,', 'i', \"can't\", 'sleep'), 4),\n",
       " (('no,', 'i', \"can't\", 'sleep', 'until'), 4),\n",
       " (('i', \"can't\", 'sleep', 'until', 'i'), 4),\n",
       " ((\"can't\", 'sleep', 'until', 'i', 'feel'), 4),\n",
       " (('sleep', 'until', 'i', 'feel', 'your'), 4),\n",
       " (('until', 'i', 'feel', 'your', 'touch'), 4),\n",
       " (('blame', 'it', 'on', 'my', 'add,'), 4),\n",
       " (('it', 'on', 'my', 'add,', 'baby'), 4),\n",
       " (('do', 'i', 'live', 'without', 'you?'), 4),\n",
       " (('more', \"countin'\", 'dollars,', \"we'll\", 'be'), 4),\n",
       " ((\"countin'\", 'dollars,', \"we'll\", 'be', \"countin'\"), 4),\n",
       " (('dollars,', \"we'll\", 'be', \"countin'\", 'stars'), 4),\n",
       " (('the', 'river', 'the', 'lessons', 'i'), 4),\n",
       " (('river', 'the', 'lessons', 'i', 'learned'), 4),\n",
       " (('the', 'river', 'the', 'lessons', \"i've\"), 4),\n",
       " (('river', 'the', 'lessons', \"i've\", 'learned'), 4),\n",
       " (('put', 'your', 'hands', 'up', 'put'), 4),\n",
       " (('your', 'hands', 'up', 'put', 'your'), 4),\n",
       " (('hands', 'up', 'put', 'your', 'hands'), 4),\n",
       " (('we', \"could've\", 'had', 'it', 'all'), 4),\n",
       " ((\"could've\", 'had', 'it', 'all', \"(you're\"), 4),\n",
       " (('never', 'had', 'met', 'me)', 'rolling'), 4),\n",
       " (('had', 'met', 'me)', 'rolling', 'in'), 4),\n",
       " (('met', 'me)', 'rolling', 'in', 'the'), 4),\n",
       " (('me)', 'rolling', 'in', 'the', 'deep'), 4),\n",
       " (('rolling', 'in', 'the', 'deep', '(tears'), 4),\n",
       " (('in', 'the', 'deep', '(tears', 'are'), 4),\n",
       " (('the', 'deep', '(tears', 'are', 'gonna'), 4),\n",
       " (('deep', '(tears', 'are', 'gonna', 'fall,'), 4),\n",
       " (('rolling', 'in', 'the', 'deep)', 'you'), 4),\n",
       " (('in', 'the', 'deep)', 'you', 'had'), 4),\n",
       " (('the', 'deep)', 'you', 'had', 'my'), 4),\n",
       " (('deep)', 'you', 'had', 'my', 'heart'), 4),\n",
       " (('inside', 'of', 'your', 'hand', \"(you're\"), 4),\n",
       " (('of', 'your', 'hand', \"(you're\", 'gonna'), 4),\n",
       " (('your', 'hand', \"(you're\", 'gonna', 'wish'), 4),\n",
       " (('hand', \"(you're\", 'gonna', 'wish', 'you'), 4),\n",
       " (('you', 'played', 'it', 'to', 'the'), 4),\n",
       " (('played', 'it', 'to', 'the', 'beat'), 4),\n",
       " (('maybe', 'next', 'time,', \"he'll\", 'think'), 4),\n",
       " (('next', 'time,', \"he'll\", 'think', 'before'), 4),\n",
       " (('time,', \"he'll\", 'think', 'before', 'he'), 4),\n",
       " ((\"he'll\", 'think', 'before', 'he', 'cheats'), 4),\n",
       " ((\"i'm\", 'waking', 'up,', 'i', 'feel'), 3),\n",
       " (('waking', 'up,', 'i', 'feel', 'it'), 3),\n",
       " (('up,', 'i', 'feel', 'it', 'in'), 3),\n",
       " (('i', 'feel', 'it', 'in', 'my'), 3),\n",
       " (('feel', 'it', 'in', 'my', 'bones'), 3),\n",
       " (('it', 'in', 'my', 'bones', 'enough'), 3),\n",
       " (('in', 'my', 'bones', 'enough', 'to'), 3),\n",
       " (('my', 'bones', 'enough', 'to', 'make'), 3),\n",
       " (('bones', 'enough', 'to', 'make', 'my'), 3),\n",
       " (('enough', 'to', 'make', 'my', 'system'), 3),\n",
       " (('to', 'make', 'my', 'system', 'blow'), 3),\n",
       " (('make', 'my', 'system', 'blow', 'welcome'), 3),\n",
       " (('my', 'system', 'blow', 'welcome', 'to'), 3),\n",
       " (('system', 'blow', 'welcome', 'to', 'the'), 3),\n",
       " (('blow', 'welcome', 'to', 'the', 'new'), 3),\n",
       " (('to', 'the', 'new', 'age', 'welcome'), 3),\n",
       " (('the', 'new', 'age', 'welcome', 'to'), 3),\n",
       " (('new', 'age', 'welcome', 'to', 'the'), 3),\n",
       " (('age', 'welcome', 'to', 'the', 'new'), 3),\n",
       " (('to', 'the', 'new', 'age', 'whoa-oh,'), 3),\n",
       " (('the', 'new', 'age', 'whoa-oh,', 'whoa'), 3),\n",
       " (('new', 'age', 'whoa-oh,', 'whoa', \"i'm\"), 3),\n",
       " (('age', 'whoa-oh,', 'whoa', \"i'm\", 'radioactive,'), 3),\n",
       " (('whoa', \"i'm\", 'radioactive,', 'radioactive', 'whoa-oh,'), 3),\n",
       " ((\"i'm\", 'radioactive,', 'radioactive', 'whoa-oh,', 'whoa'), 3),\n",
       " (('radioactive,', 'radioactive', 'whoa-oh,', 'whoa', \"i'm\"), 3),\n",
       " (('radioactive', 'whoa-oh,', 'whoa', \"i'm\", 'radioactive,'), 3),\n",
       " (('sail', 'sail', 'sail', 'sail', 'sail'), 3),\n",
       " (('sail', '(sail', 'with', 'me', 'into'), 3),\n",
       " (('(sail', 'with', 'me', 'into', 'the'), 3),\n",
       " (('with', 'me', 'into', 'the', 'dark)'), 3),\n",
       " (('me', 'into', 'the', 'dark)', 'sail'), 3),\n",
       " (('into', 'the', 'dark)', 'sail', '(sail'), 3),\n",
       " (('the', 'dark)', 'sail', '(sail', 'with'), 3),\n",
       " (('i', \"won't\", 'hesitate', 'no', 'more,'), 3),\n",
       " ((\"won't\", 'hesitate', 'no', 'more,', 'no'), 3),\n",
       " (('hesitate', 'no', 'more,', 'no', 'more'), 3),\n",
       " (('no', 'more,', 'no', 'more', 'it'), 3),\n",
       " (('more,', 'no', 'more', 'it', 'cannot'), 3),\n",
       " (('baby,', 'you', 'would', 'take', 'away'), 3),\n",
       " (('and', 'tell', 'me', 'now', 'how'), 3),\n",
       " (('tell', 'me', 'now', 'how', 'do'), 3),\n",
       " (('me', 'now', 'how', 'do', 'i'), 3),\n",
       " (('now', 'how', 'do', 'i', 'live'), 3),\n",
       " (('i', 'live', 'without', 'you?', 'i'), 3),\n",
       " (('live', 'without', 'you?', 'i', 'want'), 3),\n",
       " (('without', 'you?', 'i', 'want', 'to'), 3),\n",
       " (('you?', 'i', 'want', 'to', 'know'), 3),\n",
       " (('i', 'want', 'to', 'know', 'how'), 3),\n",
       " (('want', 'to', 'know', 'how', 'do'), 3),\n",
       " (('to', 'know', 'how', 'do', 'i'), 3),\n",
       " (('know', 'how', 'do', 'i', 'breathe'), 3),\n",
       " (('how', 'do', 'i', 'breathe', 'without'), 3),\n",
       " (('do', 'i', 'breathe', 'without', 'you'), 3),\n",
       " (('i', 'breathe', 'without', 'you', 'if'), 3),\n",
       " (('breathe', 'without', 'you', 'if', 'you'), 3),\n",
       " (('without', 'you', 'if', 'you', 'ever'), 3),\n",
       " (('how', 'do', 'i', 'ever,', 'ever'), 3),\n",
       " (('do', 'i', 'ever,', 'ever', 'survive?'), 3),\n",
       " (('i', 'ever,', 'ever', 'survive?', 'how'), 3),\n",
       " (('ever,', 'ever', 'survive?', 'how', 'do'), 3),\n",
       " (('ever', 'survive?', 'how', 'do', 'i,'), 3),\n",
       " (('survive?', 'how', 'do', 'i,', 'how'), 3),\n",
       " (('how', 'do', 'i,', 'how', 'do'), 3),\n",
       " (('do', 'i,', 'how', 'do', 'i,'), 3),\n",
       " (('i,', 'how', 'do', 'i,', 'oh,'), 3),\n",
       " (('how', 'do', 'i,', 'oh,', 'how'), 3),\n",
       " (('do', 'i,', 'oh,', 'how', 'do'), 3),\n",
       " (('i,', 'oh,', 'how', 'do', 'i'), 3),\n",
       " (('oh,', 'how', 'do', 'i', 'live?'), 3),\n",
       " ((\"we'll\", 'be', \"countin'\", 'stars', 'lately,'), 3),\n",
       " (('be', \"countin'\", 'stars', 'lately,', \"i've\"), 3),\n",
       " ((\"countin'\", 'stars', 'lately,', \"i've\", 'been,'), 3),\n",
       " (('stars', 'lately,', \"i've\", 'been,', \"i've\"), 3),\n",
       " (('more', \"countin'\", 'dollars,', \"we'll\", 'be,'), 3),\n",
       " ((\"countin'\", 'dollars,', \"we'll\", 'be,', \"we'll\"), 3),\n",
       " (('dollars,', \"we'll\", 'be,', \"we'll\", 'be'), 3),\n",
       " (('the', 'lessons', 'i', 'learned', 'take'), 3),\n",
       " (('lessons', 'i', 'learned', 'take', 'that'), 3),\n",
       " (('i', 'learned', 'take', 'that', 'money,'), 3),\n",
       " (('the', 'lessons', \"i've\", 'learned', 'take'), 3),\n",
       " (('lessons', \"i've\", 'learned', 'take', 'that'), 3),\n",
       " ((\"i've\", 'learned', 'take', 'that', 'money,'), 3),\n",
       " (('(i', 'can', 'feel', 'it,', 'baby!)'), 3),\n",
       " (('get', 'up,', 'get', 'down', ','), 3),\n",
       " (('up,', 'get', 'down', ',', 'put'), 3),\n",
       " (('get', 'down', ',', 'put', 'your'), 3),\n",
       " (('down', ',', 'put', 'your', 'hands'), 3),\n",
       " ((',', 'put', 'your', 'hands', 'up'), 3),\n",
       " (('get', 'up,', 'get', 'up,', 'get'), 3),\n",
       " (('up,', 'get', 'up,', 'get', 'up'), 3),\n",
       " (('oh-oh-oh-oh-oh', '(put', 'your', 'hands', 'up)'), 3),\n",
       " (('never', 'had', 'met', 'me)', 'and'), 3),\n",
       " (('had', 'met', 'me)', 'and', 'you'), 3),\n",
       " (('met', 'me)', 'and', 'you', 'played'), 3),\n",
       " (('me)', 'and', 'you', 'played', 'it'), 3),\n",
       " (('and', 'you', 'played', 'it', 'to'), 3),\n",
       " (('it', 'to', 'the', 'beat', '(tears'), 3),\n",
       " (('to', 'the', 'beat', '(tears', 'are'), 3),\n",
       " (('the', 'beat', '(tears', 'are', 'gonna'), 3),\n",
       " (('beat', '(tears', 'are', 'gonna', 'fall,'), 3),\n",
       " (('i', 'dug', 'my', 'key', 'into'), 3),\n",
       " (('dug', 'my', 'key', 'into', 'the'), 3),\n",
       " (('my', 'key', 'into', 'the', 'side'), 3),\n",
       " (('key', 'into', 'the', 'side', 'of'), 3),\n",
       " (('into', 'the', 'side', 'of', 'his'), 3),\n",
       " (('the', 'side', 'of', 'his', 'pretty'), 3),\n",
       " (('side', 'of', 'his', 'pretty', 'little'), 3),\n",
       " (('of', 'his', 'pretty', 'little', 'souped'), 3),\n",
       " (('his', 'pretty', 'little', 'souped', 'up'), 3),\n",
       " (('pretty', 'little', 'souped', 'up', 'four-wheel'), 3),\n",
       " (('little', 'souped', 'up', 'four-wheel', 'drive'), 3),\n",
       " (('souped', 'up', 'four-wheel', 'drive', 'carved'), 3),\n",
       " (('up', 'four-wheel', 'drive', 'carved', 'my'), 3),\n",
       " (('four-wheel', 'drive', 'carved', 'my', 'name'), 3),\n",
       " (('drive', 'carved', 'my', 'name', 'into'), 3),\n",
       " (('carved', 'my', 'name', 'into', 'his'), 3),\n",
       " (('my', 'name', 'into', 'his', 'leather'), 3),\n",
       " (('name', 'into', 'his', 'leather', 'seats'), 3),\n",
       " (('into', 'his', 'leather', 'seats', 'i'), 3),\n",
       " (('his', 'leather', 'seats', 'i', 'took'), 3),\n",
       " (('leather', 'seats', 'i', 'took', 'a'), 3),\n",
       " (('seats', 'i', 'took', 'a', 'louisville'), 3),\n",
       " (('i', 'took', 'a', 'louisville', 'slugger'), 3),\n",
       " (('took', 'a', 'louisville', 'slugger', 'to'), 3),\n",
       " (('a', 'louisville', 'slugger', 'to', 'both'), 3),\n",
       " (('louisville', 'slugger', 'to', 'both', 'headlights'), 3),\n",
       " (('slugger', 'to', 'both', 'headlights', 'slashed'), 3),\n",
       " (('to', 'both', 'headlights', 'slashed', 'a'), 3),\n",
       " (('both', 'headlights', 'slashed', 'a', 'hole'), 3),\n",
       " (('headlights', 'slashed', 'a', 'hole', 'in'), 3),\n",
       " (('slashed', 'a', 'hole', 'in', 'all'), 3),\n",
       " (('a', 'hole', 'in', 'all', 'four'), 3),\n",
       " (('hole', 'in', 'all', 'four', 'tires'), 3),\n",
       " (('in', 'all', 'four', 'tires', 'maybe'), 3),\n",
       " (('all', 'four', 'tires', 'maybe', 'next'), 3),\n",
       " (('four', 'tires', 'maybe', 'next', 'time,'), 3),\n",
       " (('tires', 'maybe', 'next', 'time,', \"he'll\"), 3),\n",
       " ((\"city's\", 'cold', 'and', 'empty', '(oh)'), 2),\n",
       " (('cold', 'and', 'empty', '(oh)', 'no'), 2),\n",
       " (('and', 'empty', '(oh)', 'no', \"one's\"), 2),\n",
       " (('empty', '(oh)', 'no', \"one's\", 'around'), 2),\n",
       " (('(oh)', 'no', \"one's\", 'around', 'to'), 2),\n",
       " (('no', \"one's\", 'around', 'to', 'judge'), 2),\n",
       " ((\"one's\", 'around', 'to', 'judge', 'me'), 2),\n",
       " (('around', 'to', 'judge', 'me', '(oh)'), 2),\n",
       " (('to', 'judge', 'me', '(oh)', 'i'), 2),\n",
       " (('judge', 'me', '(oh)', 'i', \"can't\"), 2),\n",
       " (('me', '(oh)', 'i', \"can't\", 'see'), 2),\n",
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       " (('no', 'need', 'to', 'complicate', 'our'), 1),\n",
       " (('need', 'to', 'complicate', 'our', 'time'), 1),\n",
       " (('to', 'complicate', 'our', 'time', 'is'), 1),\n",
       " (('complicate', 'our', 'time', 'is', 'short'), 1),\n",
       " (('our', 'time', 'is', 'short', 'this'), 1),\n",
       " (('time', 'is', 'short', 'this', 'is'), 1),\n",
       " (('is', 'short', 'this', 'is', 'our'), 1),\n",
       " (('short', 'this', 'is', 'our', 'fate,'), 1),\n",
       " (('this', 'is', 'our', 'fate,', \"i'm\"), 1),\n",
       " (('is', 'our', 'fate,', \"i'm\", 'yours'), 1),\n",
       " (('our', 'fate,', \"i'm\", 'yours', 'do'), 1),\n",
       " (('fate,', \"i'm\", 'yours', 'do', 'you'), 1),\n",
       " ((\"i'm\", 'yours', 'do', 'you', 'want'), 1),\n",
       " (('yours', 'do', 'you', 'want', 'to'), 1),\n",
       " (('do', 'you', 'want', 'to', 'come'), 1),\n",
       " (('you', 'want', 'to', 'come', 'on'), 1),\n",
       " (('want', 'to', 'come', 'on', 'scootch'), 1),\n",
       " (('to', 'come', 'on', 'scootch', 'on'), 1),\n",
       " (('come', 'on', 'scootch', 'on', 'over'), 1),\n",
       " (('on', 'scootch', 'on', 'over', 'closer,'), 1),\n",
       " (('scootch', 'on', 'over', 'closer,', 'dear'), 1),\n",
       " (('on', 'over', 'closer,', 'dear', 'and'), 1),\n",
       " (('over', 'closer,', 'dear', 'and', 'i'), 1),\n",
       " (('closer,', 'dear', 'and', 'i', 'will'), 1),\n",
       " (('dear', 'and', 'i', 'will', 'nibble'), 1),\n",
       " (('and', 'i', 'will', 'nibble', 'your'), 1),\n",
       " (('i', 'will', 'nibble', 'your', 'ear'), 1),\n",
       " (('will', 'nibble', 'your', 'ear', \"i've\"), 1),\n",
       " (('nibble', 'your', 'ear', \"i've\", 'been'), 1),\n",
       " (('your', 'ear', \"i've\", 'been', 'spending'), 1),\n",
       " (('ear', \"i've\", 'been', 'spending', 'way'), 1),\n",
       " ((\"i've\", 'been', 'spending', 'way', 'too'), 1),\n",
       " (('been', 'spending', 'way', 'too', 'long'), 1),\n",
       " (('spending', 'way', 'too', 'long', 'checking'), 1),\n",
       " (('way', 'too', 'long', 'checking', 'my'), 1),\n",
       " (('too', 'long', 'checking', 'my', 'tongue'), 1),\n",
       " (('long', 'checking', 'my', 'tongue', 'in'), 1),\n",
       " (('checking', 'my', 'tongue', 'in', 'the'), 1),\n",
       " (('my', 'tongue', 'in', 'the', 'mirror'), 1),\n",
       " (('tongue', 'in', 'the', 'mirror', 'and'), 1),\n",
       " (('in', 'the', 'mirror', 'and', 'bending'), 1),\n",
       " (('the', 'mirror', 'and', 'bending', 'over'), 1),\n",
       " (('mirror', 'and', 'bending', 'over', 'backwards'), 1),\n",
       " (('and', 'bending', 'over', 'backwards', 'just'), 1),\n",
       " (('bending', 'over', 'backwards', 'just', 'to'), 1),\n",
       " (('over', 'backwards', 'just', 'to', 'try'), 1),\n",
       " (('backwards', 'just', 'to', 'try', 'to'), 1),\n",
       " (('just', 'to', 'try', 'to', 'see'), 1),\n",
       " (('to', 'try', 'to', 'see', 'it'), 1),\n",
       " (('try', 'to', 'see', 'it', 'clearer'), 1),\n",
       " (('to', 'see', 'it', 'clearer', 'but'), 1),\n",
       " (('see', 'it', 'clearer', 'but', 'my'), 1),\n",
       " (('it', 'clearer', 'but', 'my', 'breath'), 1),\n",
       " (('clearer', 'but', 'my', 'breath', 'fogged'), 1),\n",
       " (('but', 'my', 'breath', 'fogged', 'up'), 1),\n",
       " (('my', 'breath', 'fogged', 'up', 'the'), 1),\n",
       " (('breath', 'fogged', 'up', 'the', 'glass'), 1),\n",
       " (('fogged', 'up', 'the', 'glass', 'and'), 1),\n",
       " (('up', 'the', 'glass', 'and', 'so'), 1),\n",
       " (('the', 'glass', 'and', 'so', 'i'), 1),\n",
       " (('glass', 'and', 'so', 'i', 'drew'), 1),\n",
       " (('and', 'so', 'i', 'drew', 'a'), 1),\n",
       " (('so', 'i', 'drew', 'a', 'new'), 1),\n",
       " (('i', 'drew', 'a', 'new', 'face'), 1),\n",
       " (('drew', 'a', 'new', 'face', 'and'), 1),\n",
       " (('a', 'new', 'face', 'and', 'i'), 1),\n",
       " (('new', 'face', 'and', 'i', 'laughed'), 1),\n",
       " (('face', 'and', 'i', 'laughed', 'i'), 1),\n",
       " (('and', 'i', 'laughed', 'i', 'guess'), 1),\n",
       " (('i', 'laughed', 'i', 'guess', 'what'), 1),\n",
       " (('laughed', 'i', 'guess', 'what', 'i'), 1),\n",
       " (('i', 'guess', 'what', 'i', 'be'), 1),\n",
       " (('guess', 'what', 'i', 'be', 'saying'), 1),\n",
       " (('what', 'i', 'be', 'saying', 'is'), 1),\n",
       " (('i', 'be', 'saying', 'is', 'there'), 1),\n",
       " (('be', 'saying', 'is', 'there', \"ain't\"), 1),\n",
       " (('saying', 'is', 'there', \"ain't\", 'no'), 1),\n",
       " (('is', 'there', \"ain't\", 'no', 'better'), 1),\n",
       " (('there', \"ain't\", 'no', 'better', 'reason'), 1),\n",
       " ((\"ain't\", 'no', 'better', 'reason', 'to'), 1),\n",
       " (('no', 'better', 'reason', 'to', 'rid'), 1),\n",
       " (('better', 'reason', 'to', 'rid', 'yourself'), 1),\n",
       " (('reason', 'to', 'rid', 'yourself', 'of'), 1),\n",
       " (('to', 'rid', 'yourself', 'of', 'vanities'), 1),\n",
       " (('rid', 'yourself', 'of', 'vanities', 'and'), 1),\n",
       " (('yourself', 'of', 'vanities', 'and', 'just'), 1),\n",
       " (('of', 'vanities', 'and', 'just', 'go'), 1),\n",
       " (('vanities', 'and', 'just', 'go', 'with'), 1),\n",
       " (('and', 'just', 'go', 'with', 'the'), 1),\n",
       " (('just', 'go', 'with', 'the', 'seasons'), 1),\n",
       " (('go', 'with', 'the', 'seasons', \"it's\"), 1),\n",
       " (('with', 'the', 'seasons', \"it's\", 'what'), 1),\n",
       " (('the', 'seasons', \"it's\", 'what', 'we'), 1),\n",
       " (('seasons', \"it's\", 'what', 'we', 'aim'), 1),\n",
       " ((\"it's\", 'what', 'we', 'aim', 'to'), 1),\n",
       " (('what', 'we', 'aim', 'to', 'do'), 1),\n",
       " (('we', 'aim', 'to', 'do', 'our'), 1),\n",
       " (('aim', 'to', 'do', 'our', 'name'), 1),\n",
       " (('to', 'do', 'our', 'name', 'is'), 1),\n",
       " (('do', 'our', 'name', 'is', 'our'), 1),\n",
       " (('our', 'name', 'is', 'our', 'virtue'), 1),\n",
       " (('name', 'is', 'our', 'virtue', 'but'), 1),\n",
       " (('is', 'our', 'virtue', 'but', 'i'), 1),\n",
       " (('our', 'virtue', 'but', 'i', \"won't\"), 1),\n",
       " (('virtue', 'but', 'i', \"won't\", 'hesitate'), 1),\n",
       " (('no', 'more', 'it', 'cannot', 'wait'), 1),\n",
       " (('more', 'it', 'cannot', 'wait', '–'), 1),\n",
       " (('it', 'cannot', 'wait', '–', \"i'm\"), 1),\n",
       " (('cannot', 'wait', '–', \"i'm\", 'yours'), 1),\n",
       " (('wait', '–', \"i'm\", 'yours', 'well'), 1),\n",
       " (('–', \"i'm\", 'yours', 'well', 'open'), 1),\n",
       " (('and', 'see', 'like', 'me', '('), 1),\n",
       " (('see', 'like', 'me', '(', 'i'), 1),\n",
       " ...]"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_ngram_counts()[5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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