Lyrics.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import requests\n",
    "import numpy as np\n",
    "from bs4 import BeautifulSoup\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.feature_extraction.text import CountVectorizer, TfidfTransformer\n",
    "from sklearn.feature_extraction import text \n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.pipeline import Pipeline\n",
    "import pandas as pd\n",
    "import random\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# headers prevent getting blocked\n",
    "headers = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/39.0.2171.95 Safari/537.36'}\n",
    "# get cat stevens songs and parse with Beautiful Soup\n",
    "r_cat = requests.get(\"https://www.lyrics.com/artist/Cat-Stevens/5528\", headers = headers)\n",
    "soup_cat = BeautifulSoup(r_cat.content, \"html.parser\")\n",
    "\n",
    "# list urls to cat stevens songs\n",
    "cat_song_urls = []\n",
    "for td in soup_cat.findAll(\"td\", class_=\"tal qx\"): \n",
    "    for a in td.findAll(\"a\", href=True):\n",
    "        yes_cat = a.get('href')\n",
    "        #eliminates 'suggested' artists on the page != cat stevens\n",
    "        if yes_cat.startswith('artist') == False:\n",
    "            cat_song_urls.append(yes_cat)\n",
    "            \n",
    "# creates a list where each item is a different cat stevens song\n",
    "song_cat_df = []\n",
    "for url in cat_song_urls:\n",
    "    url_cat = f\"https://www.lyrics.com{song}\"\n",
    "    page_cat = requests.get(url_cat, headers=headers)\n",
    "    soupier_cat = BeautifulSoup(page_cat.content, \"html.parser\")\n",
    "    song_cat_df.append(soupier_cat)\n",
    "    \n",
    "# cleans the list to get at lyrics among HTML coding\n",
    "lyrics_cat = []\n",
    "for song in song_cat_df:\n",
    "    for pre in item.findAll(\"pre\", class_=\"lyric-body\"): \n",
    "        print(pre.text)\n",
    "        lyrics_cat.append(pre.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1582,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add additional stop words to the CountVectorizer built-in library\n",
    "additional_stop_words = ['ll','we','i','ve','don','won','t']\n",
    "stop_words = text.ENGLISH_STOP_WORDS.union(additional_stop_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1583,
   "metadata": {},
   "outputs": [],
   "source": [
    "vectorizer = CountVectorizer(stop_words = stop_words, ngram_range=(1,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1584,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<184x9471 sparse matrix of type '<class 'numpy.int64'>'\n",
       "\twith 17532 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 1584,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#vectorize the cat lyrics\n",
    "X_cat = vectorizer.fit_transform(list_cat)\n",
    "X_cat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1585,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9471"
      ]
     },
     "execution_count": 1585,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# all the words and n_grams = 2 for cat songs\n",
    "words_cat = vectorizer.get_feature_names()\n",
    "len(words_cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1830,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "words_cat = pd.DataFrame(words_cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1827,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pipeline of CountVectorizer and TfidfTransformer\n",
    "pipeline = Pipeline([\n",
    "    ('vect', CountVectorizer(stop_words = stop_words, ngram_range=(1,2),min_df = 0.02,max_df = 0.1)),\n",
    "    ('tfidf', TfidfTransformer()),\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1828,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<184x514 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 3623 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 1828,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bag_of_words_cat = pipeline.fit_transform(list_cat)\n",
    "bag_of_words_cat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1829,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  (0, 274)\t0.4288303691838199\n",
      "  (0, 506)\t0.24364451241994775\n",
      "  (0, 4)\t0.4141806143838121\n",
      "  (0, 147)\t0.21441518459190995\n",
      "  (0, 94)\t0.3409922839048064\n",
      "  (0, 268)\t0.5316519540417952\n",
      "  (0, 242)\t0.11615300578077938\n",
      "  (0, 223)\t0.10186394473188945\n",
      "  (0, 410)\t0.13770627145043016\n",
      "  (0, 457)\t0.11615300578077938\n",
      "  (0, 113)\t0.111359722840798\n",
      "  (0, 139)\t0.10720759229595497\n",
      "  (0, 437)\t0.14337552187962463\n",
      "  (0, 263)\t0.14337552187962463\n",
      "  (0, 245)\t0.13770627145043016\n"
     ]
    }
   ],
   "source": [
    "print(bag_of_words_cat[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1831,
   "metadata": {},
   "outputs": [],
   "source": [
    "#summing words between all songs\n",
    "all_songs_cat = sum(bag_of_words_cat[0:184])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1832,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  (0, 408)\t1.273945477029137\n",
      "  (0, 306)\t0.4551817172892282\n",
      "  (0, 179)\t2.0770479343094723\n",
      "  (0, 112)\t0.45150487242861825\n",
      "  (0, 32)\t0.9851395143009459\n",
      "  (0, 90)\t1.0829912576627705\n",
      "  (0, 439)\t0.6483726759674199\n",
      "  (0, 207)\t0.7765126880547111\n",
      "  (0, 221)\t0.6714129187156601\n",
      "  (0, 484)\t1.372091344797646\n",
      "  (0, 79)\t0.8982634018242186\n",
      "  (0, 458)\t0.6809797402665771\n",
      "  (0, 111)\t1.2193304450708577\n",
      "  (0, 474)\t0.49409594024727604\n",
      "  (0, 416)\t1.0793597146960319\n",
      "  (0, 38)\t0.9311984324307795\n",
      "  (0, 109)\t0.9595070191878994\n",
      "  (0, 390)\t1.1359240691787436\n",
      "  (0, 54)\t0.3703350838300022\n",
      "  (0, 448)\t0.8207524593597821\n",
      "  (0, 328)\t0.4298440569757952\n",
      "  (0, 495)\t0.8603365858564377\n",
      "  (0, 197)\t0.784340726703675\n",
      "  (0, 469)\t1.1652704329848935\n",
      "  (0, 169)\t1.181474486087125\n",
      "  :\t:\n",
      "  (0, 20)\t0.8140089831895212\n",
      "  (0, 424)\t0.6511609415025105\n",
      "  (0, 211)\t1.5548426091239826\n",
      "  (0, 273)\t1.0612838872803587\n",
      "  (0, 142)\t0.37174625572443426\n",
      "  (0, 296)\t1.0513654833438364\n",
      "  (0, 157)\t0.8588202011668118\n",
      "  (0, 243)\t0.27057226745470564\n",
      "  (0, 391)\t0.33620409116540406\n",
      "  (0, 473)\t1.2056537919985721\n",
      "  (0, 199)\t2.119640266250219\n",
      "  (0, 428)\t0.6721858479706633\n",
      "  (0, 216)\t0.3680866724311751\n",
      "  (0, 482)\t0.8821388019940704\n",
      "  (0, 319)\t1.1575914801417775\n",
      "  (0, 451)\t0.5366878348079195\n",
      "  (0, 494)\t0.5673220500681214\n",
      "  (0, 459)\t0.6114705475386528\n",
      "  (0, 353)\t0.8642591289660677\n",
      "  (0, 477)\t1.3178748172152859\n",
      "  (0, 444)\t0.7656165694047873\n",
      "  (0, 275)\t0.565764315406474\n",
      "  (0, 125)\t0.39903011963717216\n",
      "  (0, 367)\t0.36969146730106606\n",
      "  (0, 11)\t0.4836157664471453\n"
     ]
    }
   ],
   "source": [
    "print(all_songs_cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1837,
   "metadata": {},
   "outputs": [],
   "source": [
    "# tfidf freq output into array\n",
    "array_cat = []\n",
    "for i in range(0,514):\n",
    "    array_cat.append(all_songs_cat[0,i])\n",
    "    \n",
    "cat_words_count = pd.DataFrame(array_cat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1838,
   "metadata": {},
   "outputs": [],
   "source": [
    "# add tfidf data to word list\n",
    "words_cat['count'] = cat_words_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1839,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "words_cat.rename(columns={0:'word_cat'},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1840,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>word_cat</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>better chance</td>\n",
       "      <td>5.064499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>avenue stung</td>\n",
       "      <td>4.534928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>baby crying</td>\n",
       "      <td>4.140062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>abused dreams</td>\n",
       "      <td>3.960267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>ahh wish</td>\n",
       "      <td>3.813786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>away walls</td>\n",
       "      <td>3.793357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>awake white</td>\n",
       "      <td>3.689409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>awaiting ears</td>\n",
       "      <td>3.415141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>beneath waves</td>\n",
       "      <td>3.404937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>best jeans</td>\n",
       "      <td>3.363056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>away cause</td>\n",
       "      <td>3.352540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>away did</td>\n",
       "      <td>3.263075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>bed noticed</td>\n",
       "      <td>3.173114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>asleep</td>\n",
       "      <td>3.114585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>ah song</td>\n",
       "      <td>3.060860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>alleyways places</td>\n",
       "      <td>3.032291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>26th</td>\n",
       "      <td>3.023989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>babe oh</td>\n",
       "      <td>3.020687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22</td>\n",
       "      <td>2.981427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>away like</td>\n",
       "      <td>2.970097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>avenue people</td>\n",
       "      <td>2.934557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>baby haven</td>\n",
       "      <td>2.906983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>away old</td>\n",
       "      <td>2.906608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>bad wish</td>\n",
       "      <td>2.865316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>better</td>\n",
       "      <td>2.835816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>bad brakes</td>\n",
       "      <td>2.779191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>airport slowly</td>\n",
       "      <td>2.749676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>ain regretting</td>\n",
       "      <td>2.719036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>ahead heaven</td>\n",
       "      <td>2.710055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>better ready</td>\n",
       "      <td>2.696030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9441</th>\n",
       "      <td>york devils</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9442</th>\n",
       "      <td>york everybody</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9443</th>\n",
       "      <td>york fit</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9444</th>\n",
       "      <td>york girl</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9445</th>\n",
       "      <td>york just</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9446</th>\n",
       "      <td>york money</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9447</th>\n",
       "      <td>york new</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9448</th>\n",
       "      <td>york poor</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9449</th>\n",
       "      <td>york sniper</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9450</th>\n",
       "      <td>york talkin</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9451</th>\n",
       "      <td>york turned</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9452</th>\n",
       "      <td>young</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9453</th>\n",
       "      <td>young child</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9454</th>\n",
       "      <td>young fault</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9455</th>\n",
       "      <td>young game</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9456</th>\n",
       "      <td>young gentlemen</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9457</th>\n",
       "      <td>young heart</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9458</th>\n",
       "      <td>young know</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9459</th>\n",
       "      <td>young leave</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9460</th>\n",
       "      <td>young lonely</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9461</th>\n",
       "      <td>young love</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9462</th>\n",
       "      <td>young night</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9463</th>\n",
       "      <td>young son</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9464</th>\n",
       "      <td>young sweet</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9465</th>\n",
       "      <td>younger</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9466</th>\n",
       "      <td>younger wild</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9467</th>\n",
       "      <td>zillion</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9468</th>\n",
       "      <td>zillion miles</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9469</th>\n",
       "      <td>zooms</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9470</th>\n",
       "      <td>zooms angels</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9471 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              word_cat     count\n",
       "507      better chance  5.064499\n",
       "224       avenue stung  4.534928\n",
       "288        baby crying  4.140062\n",
       "15       abused dreams  3.960267\n",
       "75            ahh wish  3.813786\n",
       "264         away walls  3.793357\n",
       "230        awake white  3.689409\n",
       "226      awaiting ears  3.415141\n",
       "492      beneath waves  3.404937\n",
       "501         best jeans  3.363056\n",
       "235         away cause  3.352540\n",
       "238           away did  3.263075\n",
       "427        bed noticed  3.173114\n",
       "210             asleep  3.114585\n",
       "61             ah song  3.060860\n",
       "114   alleyways places  3.032291\n",
       "4                 26th  3.023989\n",
       "274            babe oh  3.020687\n",
       "2                   22  2.981427\n",
       "253          away like  2.970097\n",
       "223      avenue people  2.934557\n",
       "297         baby haven  2.906983\n",
       "257           away old  2.906608\n",
       "350           bad wish  2.865316\n",
       "503             better  2.835816\n",
       "337         bad brakes  2.779191\n",
       "103     airport slowly  2.749676\n",
       "94      ain regretting  2.719036\n",
       "66        ahead heaven  2.710055\n",
       "513       better ready  2.696030\n",
       "...                ...       ...\n",
       "9441       york devils       NaN\n",
       "9442    york everybody       NaN\n",
       "9443          york fit       NaN\n",
       "9444         york girl       NaN\n",
       "9445         york just       NaN\n",
       "9446        york money       NaN\n",
       "9447          york new       NaN\n",
       "9448         york poor       NaN\n",
       "9449       york sniper       NaN\n",
       "9450       york talkin       NaN\n",
       "9451       york turned       NaN\n",
       "9452             young       NaN\n",
       "9453       young child       NaN\n",
       "9454       young fault       NaN\n",
       "9455        young game       NaN\n",
       "9456   young gentlemen       NaN\n",
       "9457       young heart       NaN\n",
       "9458        young know       NaN\n",
       "9459       young leave       NaN\n",
       "9460      young lonely       NaN\n",
       "9461        young love       NaN\n",
       "9462       young night       NaN\n",
       "9463         young son       NaN\n",
       "9464       young sweet       NaN\n",
       "9465           younger       NaN\n",
       "9466      younger wild       NaN\n",
       "9467           zillion       NaN\n",
       "9468     zillion miles       NaN\n",
       "9469             zooms       NaN\n",
       "9470      zooms angels       NaN\n",
       "\n",
       "[9471 rows x 2 columns]"
      ]
     },
     "execution_count": 1840,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "words_cat.sort_values('count',ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ella"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1841,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import ella song list\n",
    "headers = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/39.0.2171.95 Safari/537.36'}\n",
    "r = requests.get(\"https://www.lyrics.com/artist/Ella-Fitzgerald/6503\", headers = headers)\n",
    "soup = BeautifulSoup(r.content, \"html.parser\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1842,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create list of all Ella song URLs\n",
    "song_list = []\n",
    "for td in soup.findAll(\"td\", class_=\"tal qx\"): \n",
    "    for a in td.findAll(\"a\", href=True):\n",
    "        yes = a.get('href')\n",
    "        # exclude 'suggested' artists\n",
    "        if yes.startswith('artist') == False:\n",
    "            song_list.append(yes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1843,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/lyric/6526349/Ella+Fitzgerald/Swinging+on+the+Reservation',\n",
       " '/lyric/6710856/Ella+Fitzgerald/I%27m+Gonna+Wash+That+Man+Right+Out+of+My+Hair',\n",
       " '/lyric/1149082/Ella+Fitzgerald/Moonray',\n",
       " '/lyric/19133635/Ella+Fitzgerald/Its+Only+a+Paper+Moon',\n",
       " '/lyric/7029695/Ella+Fitzgerald/Baby+It%27s+Cold+Outside',\n",
       " '/lyric/763755/Ella+Fitzgerald/All+My+Life',\n",
       " '/lyric/763758/Ella+Fitzgerald/Darktown+Strutters%27+Ball',\n",
       " '/lyric/763762/Ella+Fitzgerald/Everyone%27s+Wrong+But+Me',\n",
       " '/lyric/763763/Ella+Fitzgerald/Heart+of+Mine',\n",
       " '/lyric/763753/Ella+Fitzgerald/Love+and+Kisses',\n",
       " '/lyric/763754/Ella+Fitzgerald/Rhythm+and+Romance',\n",
       " '/lyric/763764/Ella+Fitzgerald/Take+Another+Guess',\n",
       " '/lyric/763752/Ella+Fitzgerald/When+I+Get+Low+I+Get+High',\n",
       " '/lyric/763761/Ella+Fitzgerald/You+Showed+Me+the+Way',\n",
       " '/lyric/763773/Ella+Fitzgerald/Baby%2C+Won%27t+You+Please+Come+Home',\n",
       " '/lyric/763777/Ella+Fitzgerald/Hello+Ma%21+I+Done+It+Again',\n",
       " '/lyric/763775/Ella+Fitzgerald/My+Wubba+Dolly+%28Rubber+Dolly%29',\n",
       " '/lyric/22234749/Ella+Fitzgerald/Gee%2C+Baby%2C+Ain%27t+I+Good+to+You%3F',\n",
       " '/lyric/6526363/Ella+Fitzgerald/Crying+Mood',\n",
       " '/lyric/13409671/Ella+Fitzgerald/What+Are+You+Doing+New+Year%27s+Eve',\n",
       " '/lyric/6526415/Ella+Fitzgerald/If+Anything+Happened+to+You',\n",
       " '/lyric/12370638/Ella+Fitzgerald/It%27s+Delovely',\n",
       " '/lyric/6541053/Ella+Fitzgerald/All+I+Need+Is+You',\n",
       " '/lyric/6544610/Rich%2C+Buddy+%26+His+V-Disc+Speed+Demons/Always+Be+in+Love+With+You',\n",
       " '/lyric/21203219/Ella+Fitzgerald/April+in+Paris+%5BLive+1957+Newport%5D+%5BLive%5D',\n",
       " '/lyric/4636707/Ella+Fitzgerald/Baby+Doll',\n",
       " '/lyric/4636713/Ella+Fitzgerald/Walking+by+the+River',\n",
       " '/lyric/10594593/Ella+Fitzgerald/%28If+You+Can%27t+Sing+It%29+You%27ll+Have+to+Swing+It+%28Mr.+Paganini%29',\n",
       " '/lyric/10594586/Ella+Fitzgerald/I+Can%27t+Started',\n",
       " '/lyric/14727631/Ella+Fitzgerald/Hard+Hearted+Hannah+%28The+Vamp+of+Savannah%29',\n",
       " '/lyric/3988008/Ella+Fitzgerald/Papa+Loves+Mambo',\n",
       " '/lyric/25355021/Ella+Fitzgerald/Stars+Fell+OnAlabama',\n",
       " '/lyric/34199431/Ella+Fitzgerald/Autumn+in+New+York+%5B%2A%5D',\n",
       " '/lyric/34199428/Ella+Fitzgerald/Stompin%27+at+the+Savoy+%5B%2A%5D',\n",
       " '/lyric/10392418/Ella+Fitzgerald/Isn%27t+This+a+Lovely+Day',\n",
       " '/lyric/33570170/Ella+Fitzgerald/Do+I+Love+You',\n",
       " '/lyric/1563029/Ella+Fitzgerald/Ace+in+the+Hole',\n",
       " '/lyric/1563033/Ella+Fitzgerald/Don%27t+Fence+Me+In',\n",
       " '/lyric/1563031/Ella+Fitzgerald/I%27ve+Got+You+Under+My+Skin',\n",
       " '/lyric/1563022/Ella+Fitzgerald/It%27s+All+Right+With+Me',\n",
       " '/lyric/1563027/Ella+Fitzgerald/It%27s+De-Lovely',\n",
       " '/lyric/1563028/Ella+Fitzgerald/Night+and+Day',\n",
       " '/lyric/1563020/Ella+Fitzgerald/Ridin%27+High',\n",
       " '/lyric/1563024/Ella+Fitzgerald/What+Is+This+Thing+Called+Love%3F',\n",
       " '/lyric/1563023/Ella+Fitzgerald/Why+Can%27t+You+Behave%3F',\n",
       " '/lyric/1563025/Ella+Fitzgerald/You%27re+the+Top',\n",
       " '/lyric/23131823/Ella+Fitzgerald/I+Concentrate+on+You+%5BAlternate+Take%5D%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/23131829/Ella+Fitzgerald/Let%27s+Do+It+%28Let%27s+Fall+in+Love%29+%5BAlternate+Take%5D%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/23131818/Ella+Fitzgerald/You%27re+the+Top+%5BAlternative%5D%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/27308800/Ella+Fitzgerald/Gee+Baby+Ain%27t+I+Good+to+You',\n",
       " '/lyric/27308801/Louie+Bellson/Learnin+the+Blues',\n",
       " '/lyric/6452176/Ella+Fitzgerald/Bugle+Call+Rag',\n",
       " '/lyric/6452173/Ella+Fitzgerald/School+Days',\n",
       " '/lyric/50211/Ella+Fitzgerald/Don%27cha+Go+%27Way+Mad',\n",
       " '/lyric/50204/Ella+Fitzgerald/Sentimental+Journey',\n",
       " '/lyric/50202/Ella+Fitzgerald/Stone+Cold+Dead+in+the+Market+%28He+Had+It+Coming%29',\n",
       " '/lyric/50201/Ella+Fitzgerald/That%27s+the+Way+It+Is',\n",
       " '/lyric/50210/Ella+Fitzgerald/Would+You+Like+to+Take+a+Walk%3F',\n",
       " '/lyric/50200/Ella+Fitzgerald/You+Won%27t+Be+Satisfied+%28Until+You+Break+My+Heart%29',\n",
       " '/lyric/1264841/Ella+Fitzgerald/Autumn+in+New+York',\n",
       " '/lyric/1264839/Ella+Fitzgerald/Don%27t+Be+That+Way',\n",
       " '/lyric/1264844/Ella+Fitzgerald/Gee+Baby%2C+Ain%27t+I+Good+to+You',\n",
       " '/lyric/1264843/Ella+Fitzgerald/I+Won%27t+Dance',\n",
       " '/lyric/1264850/Ella+Fitzgerald/Learnin%27+the+Blues',\n",
       " '/lyric/1264845/Ella+Fitzgerald/Let%27s+Call+the+Whole+Thing+Off',\n",
       " '/lyric/1264842/Ella+Fitzgerald/Stompin%27+at+the+Savoy',\n",
       " '/lyric/19159264/Ella+Fitzgerald/Bewitched%2C+Bothered%2C+And+Bewildered',\n",
       " '/lyric/19138417/Ella+Fitzgerald/It%27s+Alright+With+Me',\n",
       " '/lyric/946618/Ella+Fitzgerald/Close+Your+Eyes',\n",
       " '/lyric/946631/Ella+Fitzgerald/Everything+Happens+to+Me+%5B%2A%5D',\n",
       " '/lyric/946628/Ella+Fitzgerald/How+Long+Has+This+Been+Going+On%3F',\n",
       " '/lyric/946627/Ella+Fitzgerald/Hurry+Home',\n",
       " '/lyric/946617/Ella+Fitzgerald/I+Never+Had+a+Chance',\n",
       " '/lyric/946623/Ella+Fitzgerald/I+Thought+About+You',\n",
       " '/lyric/946629/Ella+Fitzgerald/I%27ll+Never+Be+the+Same+%5B%2A%5D',\n",
       " '/lyric/946621/Ella+Fitzgerald/Like+Someone+in+Love',\n",
       " '/lyric/946630/Ella+Fitzgerald/Lost+in+a+Fog+%5B%2A%5D',\n",
       " '/lyric/946615/Ella+Fitzgerald/More+Than+You+Know',\n",
       " '/lyric/946625/Ella+Fitzgerald/Night+Wind',\n",
       " '/lyric/946632/Ella+Fitzgerald/So+Rare+%5B%2A%5D',\n",
       " '/lyric/946620/Ella+Fitzgerald/Then+I%27ll+Be+Tired+of+You',\n",
       " '/lyric/946614/Ella+Fitzgerald/There%27s+a+Lull+in+My+Life',\n",
       " '/lyric/946619/Ella+Fitzgerald/We%27ll+Be+Together+Again',\n",
       " '/lyric/946616/Ella+Fitzgerald/What+Will+I+Tell+My+Heart%3F',\n",
       " '/lyric/946626/Ella+Fitzgerald/What%27s+New%3F',\n",
       " '/lyric/25642922/Ella+Fitzgerald/There%E2%80%99s+a+Lull+in+My+Life',\n",
       " '/lyric/25642917/Ella+Fitzgerald/We%E2%80%99ll+Be+Together+Again',\n",
       " '/lyric/2807886/Count+Basie/Amazing+Love',\n",
       " '/lyric/2807887/Count+Basie/Only+Forever',\n",
       " '/lyric/2807894/Count+Basie/Too+Close+for+Comfort+%5BAlternate+Version%5D%5BAlternate+Take%5D%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/912311/Ella+Fitzgerald/All+Too+Soon',\n",
       " '/lyric/912300/Ella+Fitzgerald/Azure',\n",
       " '/lyric/912314/Ella+Fitzgerald/Bli-Blip',\n",
       " '/lyric/912315/Ella+Fitzgerald/Chelsea+Bridge',\n",
       " '/lyric/912292/Ella+Fitzgerald/Cotton+Tail',\n",
       " '/lyric/912293/Ella+Fitzgerald/Do+Nothin%27+Till+You+Hear+from+Me',\n",
       " '/lyric/912303/Ella+Fitzgerald/Don%27t+Get+Around+Much+Anymore',\n",
       " '/lyric/912282/Ella+Fitzgerald/Drop+Me+Off+in+Harlem',\n",
       " '/lyric/912312/Ella+Fitzgerald/Everything+But+You',\n",
       " '/lyric/912288/Ella+Fitzgerald/I+Didn%27t+Know+About+You',\n",
       " '/lyric/912313/Ella+Fitzgerald/I+Got+It+Bad+%28And+That+Ain%27t+Good%29',\n",
       " '/lyric/912301/Ella+Fitzgerald/I+Let+a+Song+Go+Out+of+My+Heart',\n",
       " '/lyric/912289/Ella+Fitzgerald/I%27m+Beginning+to+See+the+Light',\n",
       " '/lyric/912310/Ella+Fitzgerald/I%27m+Just+a+Lucky+So+and+So',\n",
       " '/lyric/912306/Ella+Fitzgerald/In+a+Mellow+Tone',\n",
       " '/lyric/912302/Ella+Fitzgerald/In+a+Sentimental+Mood',\n",
       " '/lyric/912299/Ella+Fitzgerald/It+Don%27t+Mean+a+Thing+%28If+It+Ain%27t+Got+That+Swing%29',\n",
       " '/lyric/912298/Ella+Fitzgerald/Just+Squeeze+Me+%28But+Don%27t+Tease+Me%29',\n",
       " '/lyric/912290/Ella+Fitzgerald/Lost+in+Meditation',\n",
       " '/lyric/912307/Ella+Fitzgerald/Love+You+Madly',\n",
       " '/lyric/912308/Ella+Fitzgerald/Lush+Life',\n",
       " '/lyric/912305/Ella+Fitzgerald/Mood+Indigo',\n",
       " '/lyric/912304/Ella+Fitzgerald/Prelude+to+a+Kiss',\n",
       " '/lyric/912296/Ella+Fitzgerald/Satin+Doll',\n",
       " '/lyric/912295/Ella+Fitzgerald/Solitude',\n",
       " '/lyric/912297/Ella+Fitzgerald/Sophisticated+Lady',\n",
       " '/lyric/912309/Ella+Fitzgerald/Squatty+Roo',\n",
       " '/lyric/9884924/Ella+Fitzgerald/I%27m+Just+a+Lucky+So-And-So',\n",
       " '/lyric/9890459/Ella+Fitzgerald/Take+the+%27A%27+Train',\n",
       " '/lyric/2039884/Ella+Fitzgerald/The+Blue+Room',\n",
       " '/lyric/2039865/Ella+Fitzgerald/Dancing+on+the+Ceiling',\n",
       " '/lyric/2039870/Ella+Fitzgerald/I+Wish+I+Were+in+Love+Again',\n",
       " '/lyric/2039894/Ella+Fitzgerald/I%27ve+Got+Five+Dollars',\n",
       " '/lyric/2039872/Ella+Fitzgerald/It+Never+Entered+My+Mind',\n",
       " '/lyric/2039869/Ella+Fitzgerald/Johnny+One+Note',\n",
       " '/lyric/2039877/Ella+Fitzgerald/Little+Girl+Blue',\n",
       " '/lyric/2039889/Ella+Fitzgerald/Lover+%5BStereo+Take%5D%5BVersion%5D',\n",
       " '/lyric/2039868/Ella+Fitzgerald/Manhattan',\n",
       " '/lyric/2039871/Ella+Fitzgerald/Spring+Is+Here',\n",
       " '/lyric/2039864/Ella+Fitzgerald/To+Keep+My+Love+Alive',\n",
       " '/lyric/2039876/Ella+Fitzgerald/Where+or+When',\n",
       " '/lyric/2039867/Ella+Fitzgerald/With+a+Song+in+My+Heart',\n",
       " '/lyric/1159233/Ella+Fitzgerald/Ev%27rything+I%27ve+Got',\n",
       " '/lyric/1159219/Ella+Fitzgerald/Give+It+Back+to+the+Indians',\n",
       " '/lyric/1159232/Ella+Fitzgerald/Here+in+My+Arms',\n",
       " '/lyric/1159223/Ella+Fitzgerald/I+Could+Write+a+Book',\n",
       " '/lyric/1159222/Ella+Fitzgerald/I+Didn%27t+Know+What+Time+It+Was',\n",
       " '/lyric/1159229/Ella+Fitzgerald/Isn%27t+It+Romantic%3F',\n",
       " '/lyric/1159228/Ella+Fitzgerald/Lover',\n",
       " '/lyric/1159235/Ella+Fitzgerald/My+Heart+Stood+Still',\n",
       " '/lyric/1159226/Ella+Fitzgerald/My+Romance',\n",
       " '/lyric/1159220/Ella+Fitzgerald/Ten+Cents+a+Dance',\n",
       " '/lyric/1159227/Ella+Fitzgerald/Wait+Till+You+See+Her',\n",
       " '/lyric/25555871/Ella+Fitzgerald/I%27m+Gonna+Sit+Right+Down+and+Write+Myself+a+Letter+%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/25553994/Ella+Fitzgerald/Love+Is+Here+to+Stay+%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/25556117/Ella+Fitzgerald/Lullaby+of+Birdland+%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/25556091/Ella+Fitzgerald/Skyliner+%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/3410204/Ella+Fitzgerald/I%27ll+Remember+April',\n",
       " '/lyric/3410194/Ella+Fitzgerald/I%27m+Gonna+Sit+Right+Down+%28And+Write+Myself+a+Letter%29',\n",
       " '/lyric/3410202/Ella+Fitzgerald/Lady+Sings+the+Blues',\n",
       " '/lyric/3410208/Ella+Fitzgerald/Midnight+Sun',\n",
       " '/lyric/3410203/Ella+Fitzgerald/What+a+Little+Moonlight+Can+Do',\n",
       " '/lyric/941776/Ella+Fitzgerald/A+Foggy+Day+%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/941773/Ella+Fitzgerald/I+Can%27t+Give+You+Anything+But+Love+%5B%23%5D',\n",
       " '/lyric/941771/Ella+Fitzgerald/I+Loves+You%2C+Porgy+%5B%23%5D',\n",
       " '/lyric/941772/Ella+Fitzgerald/It%27s+All+Right+with+Me+%5B%23%5D',\n",
       " '/lyric/941770/Ella+Fitzgerald/Just+One+of+Those+Things+%5B%23%5D',\n",
       " '/lyric/941778/Ella+Fitzgerald/The+Lady+Is+a+Tramp+%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/941777/Ella+Fitzgerald/Midnight+Sun+%5B%23%5D',\n",
       " '/lyric/941781/Ella+Fitzgerald/Stompin%27+at+the+Savoy+%5B%23%5D',\n",
       " '/lyric/941766/Ella+Fitzgerald/These+Foolish+Things+%5B%23%5D',\n",
       " '/lyric/941775/Ella+Fitzgerald/When+You%27re+Smiling+%28The+Whole+World+Smiles+with+You%29+%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/14628119/Ella+Fitzgerald/Lover%27s+Gold',\n",
       " '/lyric/922474/Ella+Fitzgerald/Bess%2C+You+Is+My+Woman+Now',\n",
       " '/lyric/922473/Ella+Fitzgerald/Buzzard+Song',\n",
       " '/lyric/922472/Ella+Fitzgerald/I+Got+Plenty+O%27Nuttin%27',\n",
       " '/lyric/922470/Ella+Fitzgerald/I+Wants+To+Stay+Here',\n",
       " '/lyric/922475/Ella+Fitzgerald/It+Ain%27t+Necessarily+So',\n",
       " '/lyric/922471/Ella+Fitzgerald/My+Man%27s+Gone+Now',\n",
       " '/lyric/922482/Ella+Fitzgerald/Oh+Lawd%2C+I%27m+On+My+Way',\n",
       " '/lyric/922478/Ella+Fitzgerald/Oh%2C+Doctor+Jesus',\n",
       " '/lyric/922480/Ella+Fitzgerald/There%27s+A+Boat+Dat%27s+Leavin%27+Soon+For+New+York',\n",
       " '/lyric/922476/Ella+Fitzgerald/What+You+Want+Wid+Bess%3F',\n",
       " '/lyric/922477/Ella+Fitzgerald/A++Woman+Is+A+Sometime+Thing',\n",
       " '/lyric/32390995/Ella+Fitzgerald/Oh%2C+Lawd%2C+I%27m+On+My+Way',\n",
       " '/lyric/32390993/Ella+Fitzgerald/Undecided+%5B%2A%5D',\n",
       " '/lyric/24123600/Ella+Fitzgerald/Suppertime',\n",
       " '/lyric/623539/Ella+Fitzgerald/Alexander%27s+Ragtime+Band',\n",
       " '/lyric/623546/Ella+Fitzgerald/All+by+Myself',\n",
       " '/lyric/623538/Ella+Fitzgerald/Get+Thee+Behind+Me+Satan',\n",
       " '/lyric/623541/Ella+Fitzgerald/How+About+Me%3F',\n",
       " '/lyric/623545/Ella+Fitzgerald/How+Deep+Is+the+Ocean%3F',\n",
       " '/lyric/623543/Ella+Fitzgerald/I+Used+to+Be+Color+Blind',\n",
       " '/lyric/623534/Ella+Fitzgerald/Let+Yourself+Go',\n",
       " '/lyric/623532/Ella+Fitzgerald/Let%27s+Face+the+Music+and+Dance',\n",
       " '/lyric/623547/Ella+Fitzgerald/Remember',\n",
       " '/lyric/623536/Ella+Fitzgerald/Russian+Lullaby',\n",
       " '/lyric/623540/Ella+Fitzgerald/Top+Hat%2C+White+Tie+and+Tails',\n",
       " '/lyric/623535/Ella+Fitzgerald/You+Can+Have+Him',\n",
       " '/lyric/623533/Ella+Fitzgerald/You%27re+Laughing+at+Me',\n",
       " '/lyric/1023268/Ella+Fitzgerald/Blue+Skies',\n",
       " '/lyric/1023281/Ella+Fitzgerald/Change+Partners',\n",
       " '/lyric/1023270/Ella+Fitzgerald/How%27s+Chances%3F',\n",
       " '/lyric/1023280/Ella+Fitzgerald/It%27s+a+Lovely+Day+Today',\n",
       " '/lyric/1023282/Ella+Fitzgerald/No+Strings+%28I%27m+Fancy+Free%29',\n",
       " '/lyric/1023278/Ella+Fitzgerald/Now+It+Can+Be+Told',\n",
       " '/lyric/1023274/Ella+Fitzgerald/Reaching+for+the+Moon',\n",
       " '/lyric/1023275/Ella+Fitzgerald/Slumming+on+Park+Avenue',\n",
       " '/lyric/1023276/Ella+Fitzgerald/The+Song+Is+Ended',\n",
       " '/lyric/1023269/Ella+Fitzgerald/Supper+Time',\n",
       " '/lyric/6580537/Ella+Fitzgerald/The+Impatient+Years',\n",
       " '/lyric/941257/Ella+Fitzgerald/720+in+the+Books',\n",
       " '/lyric/941246/Ella+Fitzgerald/As+Long+as+I+Live',\n",
       " '/lyric/941260/Ella+Fitzgerald/Dreams+Are+Made+for+Children',\n",
       " '/lyric/941248/Ella+Fitzgerald/Gotta+Be+This+or+That',\n",
       " '/lyric/941252/Ella+Fitzgerald/If+I+Were+a+Bell',\n",
       " '/lyric/941245/Ella+Fitzgerald/Just+You%2C+Just+Me',\n",
       " '/lyric/941256/Ella+Fitzgerald/Knock+Me+a+Kiss',\n",
       " '/lyric/941249/Ella+Fitzgerald/Moonlight+on+the+Ganges',\n",
       " '/lyric/941250/Ella+Fitzgerald/My+Kinda+Love',\n",
       " '/lyric/941258/Ella+Fitzgerald/Oh%2C+What+a+Night+for+Love+%5BLong+Version%5D',\n",
       " '/lyric/941244/Ella+Fitzgerald/What%27s+Your+Story%2C+Morning+Glory%3F',\n",
       " '/lyric/941255/Ella+Fitzgerald/You+Brought+a+New+Kind+of+Love+to+Me',\n",
       " '/lyric/941243/Ella+Fitzgerald/You+Hit+the+Spot',\n",
       " '/lyric/941253/Ella+Fitzgerald/You%27re+an+Old+Smoothie',\n",
       " '/lyric/2376933/Ella+Fitzgerald/Beat+Me+Daddy%2C+Eight+to+the+Bar',\n",
       " '/lyric/2376939/Ella+Fitzgerald/Gypsy+in+My+Soul',\n",
       " '/lyric/2376934/Ella+Fitzgerald/Like+Young',\n",
       " '/lyric/2376936/Ella+Fitzgerald/Moonlight+Becomes+You',\n",
       " '/lyric/2376932/Ella+Fitzgerald/You+Make+Me+Feel+So+Young',\n",
       " '/lyric/2624814/Ella+Fitzgerald/%28I%27ve+Got%29+Beginner%27s+Luck+%5BMono+Mix%5D%5B%2A%5D',\n",
       " '/lyric/2624799/Ella+Fitzgerald/But+Not+for+Me+%5B45+RPM+Take%5D%5B%2A%5D',\n",
       " '/lyric/2624805/Ella+Fitzgerald/But+Not+for+Me+%5BMono+Mix%5D%5B%2A%5D',\n",
       " '/lyric/2624810/Ella+Fitzgerald/Clap+Yo%27+Hands+%5BMono+Mix%5D%5B%2A%5D',\n",
       " '/lyric/2624806/Ella+Fitzgerald/Fascinating+Rhythm+%5BMono+Mix%5D%5B%2A%5D',\n",
       " '/lyric/2624813/Ella+Fitzgerald/He+Loves+and+She+Loves+%5BMono+Mix%5D%5B%2A%5D',\n",
       " '/lyric/2624812/Ella+Fitzgerald/I+Was+Doing+All+Right+%5BMono+Mix%5D%5B%2A%5D',\n",
       " '/lyric/2624811/Ella+Fitzgerald/Let%27s+Call+the+Whole+Thing+Off+%5BMono+Mix%5D%5B%2A%5D',\n",
       " '/lyric/2624793/Ella+Fitzgerald/Lorelei+%5BRemake%5D',\n",
       " '/lyric/2624801/Ella+Fitzgerald/Love+Is+Here+to+Stay+%5BPartial+Alternate+Take%5D%5BAlternate+Take%5D%5B%2A%5D%5BExcerp',\n",
       " '/lyric/2624808/Ella+Fitzgerald/The+Man+I+Love+%5BMono+Mix%5D%5B%2A%5D',\n",
       " '/lyric/2624809/Ella+Fitzgerald/Nice+Work+If+You+Can+Get+It+%5BMono+Mix%5D%5B%2A%5D',\n",
       " '/lyric/2624802/Ella+Fitzgerald/Oh%2C+Lady+Be+Good+%5BAlternate+Take%5D%5B%2A%5D',\n",
       " '/lyric/2624807/Ella+Fitzgerald/They+All+Laughed+%5BMono+Mix%5D%5B%2A%5D',\n",
       " '/lyric/25762651/Ella+Fitzgerald/Boy+What+Love+Has+Done+To+Me',\n",
       " '/lyric/25762620/Ella+Fitzgerald/The+Real+American+Folk+Song',\n",
       " '/lyric/1163584/Ella+Fitzgerald/Bidin%27+My+Time',\n",
       " '/lyric/1163595/Ella+Fitzgerald/By+Strauss',\n",
       " '/lyric/1163593/Ella+Fitzgerald/Clap+Yo%27+Hands',\n",
       " '/lyric/1163588/Ella+Fitzgerald/The+Half+of+It%2C+Dearie%2C+Blues',\n",
       " '/lyric/1163590/Ella+Fitzgerald/I+Can%27t+Be+Bothered+Now',\n",
       " '/lyric/1163597/Ella+Fitzgerald/Isn%27t+It+a+Pity%3F',\n",
       " '/lyric/1163589/Ella+Fitzgerald/My+Cousin+in+Milwaukee',\n",
       " '/lyric/1163585/Ella+Fitzgerald/Of+Thee+I+Sing+%28Baby%29',\n",
       " '/lyric/1163582/Ella+Fitzgerald/Soon',\n",
       " '/lyric/1163587/Ella+Fitzgerald/That+Certain+Feeling',\n",
       " '/lyric/1163594/Ella+Fitzgerald/Things+Are+Looking+Up',\n",
       " '/lyric/1163577/Ella+Fitzgerald/Who+Cares%3F',\n",
       " '/lyric/942810/Ella+Fitzgerald/Bewitched%2C+Bothered+and+Bewildered',\n",
       " '/lyric/942815/Ella+Fitzgerald/Them+There+Eyes',\n",
       " '/lyric/948067/Ella+Fitzgerald/Frosty+the+Snowman',\n",
       " '/lyric/948063/Ella+Fitzgerald/Good+Morning+Blues',\n",
       " '/lyric/948059/Ella+Fitzgerald/Have+Yourself+a+Merry+Little+Christmas',\n",
       " '/lyric/948057/Ella+Fitzgerald/Jingle+Bells',\n",
       " '/lyric/948064/Ella+Fitzgerald/Let+It+Snow%21+Let+It+Snow%21+Let+It+Snow%21',\n",
       " '/lyric/948058/Ella+Fitzgerald/Santa+Claus+Is+Coming+to+Town',\n",
       " '/lyric/948060/Ella+Fitzgerald/What+Are+You+Doing+New+Year%27s+Eve%3F',\n",
       " '/lyric/948068/Ella+Fitzgerald/White+Christmas',\n",
       " '/lyric/948065/Ella+Fitzgerald/Winter+Wonderland',\n",
       " '/lyric/1022519/Ella+Fitzgerald/The+Christmas+Song',\n",
       " '/lyric/1022523/Ella+Fitzgerald/Rudolph+the+Red-Nosed+Reindeer',\n",
       " '/lyric/5883965/Ella+Fitzgerald/Christmas+Island',\n",
       " '/lyric/5883966/Ella+Fitzgerald/The+Christmas+Song+%5BAlternate+Take%5D%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/5883963/Ella+Fitzgerald/The+Secret+of+Christmas',\n",
       " '/lyric/50406/Ella+Fitzgerald/How+High+the+Moon',\n",
       " '/lyric/50404/Ella+Fitzgerald/Lorelei',\n",
       " '/lyric/50405/Ella+Fitzgerald/Mack+the+Knife',\n",
       " '/lyric/50394/Ella+Fitzgerald/That+Old+Black+Magic',\n",
       " '/lyric/2055121/Ella+Fitzgerald/Just+One+of+Those+Things+%5B%2A%5D',\n",
       " '/lyric/2055120/Ella+Fitzgerald/Love+for+Sale+%5B%2A%5D',\n",
       " '/lyric/2055113/Ella+Fitzgerald/Love+Is+Here+to+Stay+%5B%2A%5D',\n",
       " '/lyric/943263/Ella+Fitzgerald/I+Cried+for+You',\n",
       " '/lyric/943266/Ella+Fitzgerald/I+Hadn%27t+Anyone+Till+You',\n",
       " '/lyric/943272/Ella+Fitzgerald/I%27m+Getting+Sentimental+over+You',\n",
       " '/lyric/943267/Ella+Fitzgerald/My+Melancholy+Baby',\n",
       " '/lyric/943273/Ella+Fitzgerald/Reach+for+Tomorrow',\n",
       " '/lyric/943269/Ella+Fitzgerald/September+Song',\n",
       " '/lyric/943265/Ella+Fitzgerald/Then+You%27ve+Never+Been+Blue',\n",
       " '/lyric/943271/Ella+Fitzgerald/Who%27s+Sorry+Now%3F',\n",
       " '/lyric/26217594/Ella+Fitzgerald/You%27re+Drivin%27+Me+Crazy',\n",
       " '/lyric/911253/Ella+Fitzgerald/%27Round+Midnight',\n",
       " '/lyric/911249/Ella+Fitzgerald/Caravan',\n",
       " '/lyric/911238/Ella+Fitzgerald/Give+Me+the+Simple+Life',\n",
       " '/lyric/911244/Ella+Fitzgerald/Rock+It+for+Me',\n",
       " '/lyric/911239/Ella+Fitzgerald/Take+the+%22A%22+Train',\n",
       " '/lyric/911256/Ella+Fitzgerald/This+Can%27t+Be+Love',\n",
       " '/lyric/911245/Ella+Fitzgerald/Witchcraft',\n",
       " '/lyric/911243/Ella+Fitzgerald/You%27re+Driving+Me+Crazy',\n",
       " '/lyric/26395077/Ella+Fitzgerald/Air+Mail+Special+%5BVersion%5D',\n",
       " '/lyric/26395083/Ella+Fitzgerald/Take+The+%22A%22+Train+%5BVersion%5D',\n",
       " '/lyric/21257874/Ella+Fitzgerald/It+Might+As+Well+Be+Spring+%5BVersion%5D',\n",
       " '/lyric/19139757/Ella+Fitzgerald/I+Got+a+Right+to+Sing+the+Blues',\n",
       " '/lyric/942113/Ella+Fitzgerald/%28I+Was%29+Born+to+Be+Blue',\n",
       " '/lyric/942114/Ella+Fitzgerald/Clap+Hands%21+Here+Comes+Charlie',\n",
       " '/lyric/942110/Ella+Fitzgerald/Cry+Me+a+River',\n",
       " '/lyric/942112/Ella+Fitzgerald/Good+Morning+Heartache',\n",
       " '/lyric/942118/Ella+Fitzgerald/I+Got+a+Guy+%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/942108/Ella+Fitzgerald/Jersey+Bounce',\n",
       " '/lyric/942116/Ella+Fitzgerald/The+Music+Goes+%27Round+and+Around',\n",
       " '/lyric/942105/Ella+Fitzgerald/My+Reverie',\n",
       " '/lyric/942103/Ella+Fitzgerald/A+Night+in+Tunisia',\n",
       " '/lyric/942117/Ella+Fitzgerald/The+One+I+Love+%28Belongs+to+Somebody+Else%29+%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/942109/Ella+Fitzgerald/Signing+Off',\n",
       " '/lyric/942106/Ella+Fitzgerald/Stella+by+Starlight',\n",
       " '/lyric/942119/Ella+Fitzgerald/This+Could+Be+the+Start+of+Something+Big+%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/942111/Ella+Fitzgerald/This+Year%27s+Kisses',\n",
       " '/lyric/942104/Ella+Fitzgerald/You%27re+My+Thrill',\n",
       " '/lyric/1067715/Ella+Fitzgerald/Alone+Together',\n",
       " '/lyric/1067719/Ella+Fitzgerald/Cheerful+Little+Earful+%5B%2A%5D',\n",
       " '/lyric/1067713/Ella+Fitzgerald/The+Gentleman+Is+a+Dope',\n",
       " '/lyric/1067708/Ella+Fitzgerald/I+Hear+Music',\n",
       " '/lyric/1067712/Ella+Fitzgerald/I+Only+Have+Eyes+for+You',\n",
       " '/lyric/1067710/Ella+Fitzgerald/I%27m+Gonna+Go+Fishin%27',\n",
       " '/lyric/1067707/Ella+Fitzgerald/Love+Me+or+Leave+Me',\n",
       " '/lyric/1067714/Ella+Fitzgerald/Mean+to+Me',\n",
       " '/lyric/1067718/Ella+Fitzgerald/Somebody+Loves+Me+%5B%2A%5D',\n",
       " '/lyric/2583166/Ella+Fitzgerald/Hallelujah%2C+I+Love+Him+So',\n",
       " '/lyric/2583169/Ella+Fitzgerald/Laughin%27+on+the+Outside+%28Crying+on+the+Inside%29',\n",
       " '/lyric/2583163/Ella+Fitzgerald/Runnin%27+Wild',\n",
       " '/lyric/2583162/Ella+Fitzgerald/You+Can+Depend+on+Me',\n",
       " '/lyric/4663021/Ella+Fitzgerald/Almost+Like+Being+in+Love',\n",
       " '/lyric/4663022/Ella+Fitzgerald/Dites-Moi',\n",
       " '/lyric/4663023/Ella+Fitzgerald/I+Could+Have+Danced+All+Night',\n",
       " '/lyric/4663025/Ella+Fitzgerald/No+Other+Love',\n",
       " '/lyric/4663024/Ella+Fitzgerald/Show+Me+the+Way+to+Get+Out+of+This+World',\n",
       " '/lyric/4663026/Ella+Fitzgerald/Steam+Heat',\n",
       " '/lyric/941857/Ella+Fitzgerald/All+of+Me+%5B%2A%5D',\n",
       " '/lyric/941855/Ella+Fitzgerald/Body+and+Soul',\n",
       " '/lyric/941856/Ella+Fitzgerald/Call+Me+Darling+%5B%2A%5D',\n",
       " '/lyric/941850/Ella+Fitzgerald/Darn+That+Dream',\n",
       " '/lyric/941844/Ella+Fitzgerald/Georgia+on+My+Mind',\n",
       " '/lyric/941845/Ella+Fitzgerald/I+Can%27t+Get+Started',\n",
       " '/lyric/941847/Ella+Fitzgerald/Imagination',\n",
       " '/lyric/941849/Ella+Fitzgerald/It%27s+a+Blue+World',\n",
       " '/lyric/941853/Ella+Fitzgerald/It%27s+a+Pity+to+Say+Goodnight',\n",
       " '/lyric/941851/Ella+Fitzgerald/She%27s+Funny+That+Way',\n",
       " '/lyric/941846/Ella+Fitzgerald/Street+of+Dreams',\n",
       " '/lyric/941848/Ella+Fitzgerald/The+Very+Thought+of+You',\n",
       " '/lyric/1643523/Count+Basie/Ain%27t+Misbehavin%27',\n",
       " '/lyric/1643525/Count+Basie/My+Last+Affair+%5BAlternate+Take%5D%5B%23%5D',\n",
       " '/lyric/1643518/Count+Basie/Tea+for+Two',\n",
       " '/lyric/27258128/Count+Basie/Robbins+Nest+%28Breakdown%29',\n",
       " '/lyric/1152773/Ella+Fitzgerald/I%27ll+Be+Hard+to+Handle',\n",
       " '/lyric/1152776/Ella+Fitzgerald/I%27m+Old+Fashioned',\n",
       " '/lyric/1152770/Ella+Fitzgerald/Let%27s+Begin',\n",
       " '/lyric/1152777/Ella+Fitzgerald/Remind+Me',\n",
       " '/lyric/1152775/Ella+Fitzgerald/She+Didn%27t+Say+Yes',\n",
       " '/lyric/1152778/Ella+Fitzgerald/The+Way+You+Look+Tonight',\n",
       " '/lyric/1152774/Ella+Fitzgerald/You+Couldn%27t+Be+Cuter',\n",
       " '/lyric/7514804/Ella+Fitzgerald/She+Didn%27t+Say+%22Yes%22',\n",
       " '/lyric/2820597/Ella+Fitzgerald/Cherry+Red',\n",
       " '/lyric/2820598/Ella+Fitzgerald/Downhearted+Blues',\n",
       " '/lyric/2820591/Ella+Fitzgerald/Jailhouse+Blues',\n",
       " '/lyric/2820595/Ella+Fitzgerald/Trouble+in+Mind',\n",
       " '/lyric/2820594/Ella+Fitzgerald/You+Don%27t+Know+My+Mind',\n",
       " '/lyric/5552967/Ella+Fitzgerald/Day+In+-+Day+Out+%5B%23%5D',\n",
       " '/lyric/5552947/Ella+Fitzgerald/Hello%2C+Dolly%21+%5B%23%5D',\n",
       " '/lyric/5552950/Ella+Fitzgerald/I+Love+Being+Here+With+You+%5B%23%5D',\n",
       " '/lyric/5552979/Ella+Fitzgerald/Perdido+%5B%23%5D',\n",
       " '/lyric/5552952/Ella+Fitzgerald/Someone+to+Watch+over+Me+%5B%23%5D',\n",
       " '/lyric/5552989/Ella+Fitzgerald/Too+Close+for+Comfort+%5B%23%5D',\n",
       " '/lyric/5552991/Ella+Fitzgerald/When+Lights+Are+Low-A-Tisket%2C+A-Tasket+%5B%23%5D',\n",
       " '/lyric/50218/Ella+Fitzgerald/The+Boy+from+Ipanema',\n",
       " '/lyric/50212/Ella+Fitzgerald/Day+In+-+Day+Out',\n",
       " '/lyric/50217/Ella+Fitzgerald/Goody+Goody',\n",
       " '/lyric/50216/Ella+Fitzgerald/Honeysuckle+Rose',\n",
       " '/lyric/50213/Ella+Fitzgerald/Just+A-Sittin%27+and+A-Rockin%27',\n",
       " '/lyric/50220/Ella+Fitzgerald/Somewhere+in+the+Night',\n",
       " '/lyric/50221/Ella+Fitzgerald/You%27d+Be+So+Nice+to+Come+Home+To',\n",
       " '/lyric/8192428/Ella+Fitzgerald/Lullaby+of+the+Leaves',\n",
       " '/lyric/8192427/Ella+Fitzgerald/Memories+of+You',\n",
       " '/lyric/8192421/Ella+Fitzgerald/The+Sweetest+Sounds',\n",
       " '/lyric/8192425/Ella+Fitzgerald/Volare',\n",
       " '/lyric/1643501/Ella+Fitzgerald/Early+Autumn',\n",
       " '/lyric/1643503/Ella+Fitzgerald/Laura+%5BFrom+Laura%5D',\n",
       " '/lyric/1643500/Ella+Fitzgerald/Too+Marvelous+for+Words',\n",
       " '/lyric/1643512/Ella+Fitzgerald/When+a+Woman+Loves+a+Man',\n",
       " '/lyric/1448110/Ella+Fitzgerald/Passion+Flower',\n",
       " '/lyric/4304540/Ella+Fitzgerald/Don%27t+Rain+on+My+Parade',\n",
       " '/lyric/4304537/Ella+Fitzgerald/A+Hard+Day%27s+Night',\n",
       " '/lyric/4304543/Ella+Fitzgerald/Old+MacDonald+Had+a+Farm',\n",
       " '/lyric/4304532/Ella+Fitzgerald/Walk+Right+In',\n",
       " '/lyric/2047134/Ella+Fitzgerald/Goodnight+My+Love+%5BFrom+Stowaway%5D',\n",
       " '/lyric/16113247/Ella+Fitzgerald/Cheek+to+Cheek+%28With+Louis+Armstrong%29',\n",
       " '/lyric/16113282/Ella+Fitzgerald/A+Foggy+Day+%28With+Louis+Armstrong%29',\n",
       " '/lyric/16113258/Ella+Fitzgerald/Isnt+It+a+Lovely+Day+%28With+Louis+Armstrong%29',\n",
       " '/lyric/16113276/Ella+Fitzgerald/Tenderly+%28With+Louis+Armstrong%29',\n",
       " '/lyric/16113252/Ella+Fitzgerald/They+Cant+Take+That+Away+from+Me+%28With+Louis+Armstrong%29',\n",
       " '/lyric/5460445/Ella+Fitzgerald/I%27ve+Got+Your+Number',\n",
       " '/lyric/17371412/Ella+Fitzgerald/Brighten+the+Corner+Where+YouAre',\n",
       " '/lyric/13438759/Ella+Fitzgerald/Abide+with+Me',\n",
       " '/lyric/13438749/Ella+Fitzgerald/Away+in+the+Manger',\n",
       " '/lyric/13438762/Ella+Fitzgerald/Brighten+the+Corner+%28Where+You+Are%29',\n",
       " '/lyric/13438753/Ella+Fitzgerald/O+Come+All+Ye+Faithful',\n",
       " '/lyric/13438758/Ella+Fitzgerald/God+Rest+Ye+Merry%2C+Gentlemen',\n",
       " '/lyric/13438746/Ella+Fitzgerald/O+Holy+Night',\n",
       " '/lyric/13438756/Ella+Fitzgerald/O+Little+Town+of+Bethlehem',\n",
       " '/lyric/2808740/Ella+Fitzgerald/Medley%3A+Four+or+Five+Times-Maybe-Taking+a+Chance+on+Love-Elmer%27s+Tune',\n",
       " '/lyric/2057755/Ella+Fitzgerald/Hey+Jude',\n",
       " '/lyric/2057764/Ella+Fitzgerald/A+House+Is+Not+a+Home',\n",
       " '/lyric/2057756/Ella+Fitzgerald/Sunshine+of+Your+Love',\n",
       " '/lyric/2057757/Ella+Fitzgerald/This+Girl%27s+in+Love+With+You',\n",
       " '/lyric/2057765/Ella+Fitzgerald/Trouble+Is+a+Man',\n",
       " '/lyric/2057758/Ella+Fitzgerald/Watch+What+Happens',\n",
       " '/lyric/881635/Ella+Fitzgerald/Put+a+Little+Love+in+Your+Heart',\n",
       " '/lyric/881632/Ella+Fitzgerald/Something',\n",
       " '/lyric/881633/Ella+Fitzgerald/St.+Louis+Blues',\n",
       " '/lyric/623818/Ella+Fitzgerald/All+of+You',\n",
       " '/lyric/623815/Ella+Fitzgerald/At+Long+Last+Love',\n",
       " '/lyric/623814/Ella+Fitzgerald/Down+in+the+Depths',\n",
       " '/lyric/623813/Ella+Fitzgerald/I+Get+a+Kick+Out+of+You',\n",
       " '/lyric/623821/Ella+Fitzgerald/Love+for+Sale',\n",
       " '/lyric/623820/Ella+Fitzgerald/My+Heart+Belongs+to+Daddy',\n",
       " '/lyric/623817/Ella+Fitzgerald/So+Near+and+Yet+So+Far',\n",
       " '/lyric/923848/Ella+Fitzgerald/Cole+Porter+Medley%3A+Too+Darn+Hot-It%27s+All+Right+With+Me',\n",
       " '/lyric/923850/Ella+Fitzgerald/I+Can%27t+Stop+Loving+You',\n",
       " '/lyric/923840/Ella+Fitzgerald/Indian+Summer',\n",
       " '/lyric/6402874/Ella+Fitzgerald/L.O.V.E.',\n",
       " '/lyric/923845/Ella+Fitzgerald/Little+White+Lies',\n",
       " '/lyric/923846/Ella+Fitzgerald/Madalena',\n",
       " '/lyric/923847/Ella+Fitzgerald/Shiny+Stockings',\n",
       " '/lyric/923844/Ella+Fitzgerald/Spring+Can+Really+Hang+You+up+the+Most',\n",
       " '/lyric/923842/Ella+Fitzgerald/What%27s+Going+On',\n",
       " '/lyric/923841/Ella+Fitzgerald/You%27ve+Got+a+Friend',\n",
       " '/lyric/1807963/Ella+Fitzgerald/Some+of+These+Days',\n",
       " '/lyric/2706702/Flanagan%2C+Tommy+Quartet/A-Tisket%2C+A-Tasket+%5BExcerpt%5D',\n",
       " '/lyric/2706700/Tommy+Flanagan+Quartet/I%27m+in+the+Mood+for+Love',\n",
       " '/lyric/2706694/Ella+Fitzgerald/What%27s+Going+On+%5B%23%5D',\n",
       " '/lyric/2880167/Ella+Fitzgerald/I+Want+to+Talk+About+You',\n",
       " '/lyric/2880160/Ella+Fitzgerald/Once+I+Loved',\n",
       " '/lyric/2880159/Ella+Fitzgerald/Take+Love+Easy',\n",
       " '/lyric/23147830/Ella+Fitzgerald/More+Than+You+Know+%5BTake+1%5D+%5B%23%5D%5B%2A%5D%5BTake%5D',\n",
       " '/lyric/2880214/Ella+Fitzgerald/Polka+Dots+and+Moonbeams',\n",
       " '/lyric/17371443/Ella+Fitzgerald/%27Tain%27t+Nobody%27s+Business+If+I+Do',\n",
       " '/lyric/3006493/Ella+Fitzgerald/%27Tis+Autumn',\n",
       " '/lyric/3006503/Ella+Fitzgerald/Nature+Boy',\n",
       " '/lyric/3006496/Ella+Fitzgerald/Rain',\n",
       " '/lyric/3006504/Ella+Fitzgerald/Tennessee+Waltz',\n",
       " '/lyric/25381022/Ella+Fitzgerald/I+Ain%27t+Got+Nothin+But+the+Blues',\n",
       " '/lyric/2880091/Ella+Fitzgerald/You+Are+the+Sunshine+of+My+Life',\n",
       " '/lyric/2880198/Ella+Fitzgerald/After+You',\n",
       " '/lyric/2880204/Ella+Fitzgerald/C%27est+Magnifique',\n",
       " '/lyric/2880191/Ella+Fitzgerald/Dream+Dancing',\n",
       " '/lyric/2880205/Ella+Fitzgerald/Without+Love',\n",
       " '/lyric/2880118/Ella+Fitzgerald/And+the+Angels+Sing',\n",
       " '/lyric/2820302/Count+Basie/Teach+Me+Tonight',\n",
       " '/lyric/2820125/Count+Basie/Make+Me+Rainbows',\n",
       " '/lyric/2820122/Count+Basie/Please+Don%27t+Talk+About+Me+When+I%27m+Gone',\n",
       " '/lyric/2820124/Count+Basie/Some+Other+Spring',\n",
       " '/lyric/2880146/Ella+Fitzgerald/I+Cover+the+Waterfront',\n",
       " '/lyric/2880147/Ella+Fitzgerald/Lil%27+Darlin%27',\n",
       " '/lyric/2018278/Ella+Fitzgerald/Bonita',\n",
       " '/lyric/2018281/Ella+Fitzgerald/Dindi',\n",
       " '/lyric/2018284/Ella+Fitzgerald/A+Felicidade',\n",
       " '/lyric/2018280/Ella+Fitzgerald/He%27s+a+Carioca+%28Ele+%C3%89+Carioca%29',\n",
       " '/lyric/2018282/Ella+Fitzgerald/How+Insensitive+%28Insensatez%29',\n",
       " '/lyric/2018276/Ella+Fitzgerald/Quiet+Nights+of+Quiet+Stars+%28Corcovado%29',\n",
       " '/lyric/2018275/Ella+Fitzgerald/Triste',\n",
       " '/lyric/2018277/Ella+Fitzgerald/Water+to+Drink+%28Agua+de+Beber%29',\n",
       " '/lyric/2018274/Ella+Fitzgerald/Wave',\n",
       " '/lyric/32678588/Ella+Fitzgerald/Somebody+Loves+Me',\n",
       " '/lyric/3286346/Ella+Fitzgerald/All+of+Me',\n",
       " '/lyric/2880219/Ella+Fitzgerald/At+Last',\n",
       " '/lyric/2880223/Ella+Fitzgerald/Girl+Talk',\n",
       " '/lyric/2880218/Ella+Fitzgerald/I+May+Be+Wrong+%28But+I+Think+You%27re+Wonderful%29',\n",
       " '/lyric/2880215/Ella+Fitzgerald/Speak+Low',\n",
       " '/lyric/2880217/Ella+Fitzgerald/There%27s+No+You',\n",
       " '/lyric/2880220/Ella+Fitzgerald/The+Thrill+Is+Gone+%5BMedley%5D',\n",
       " '/lyric/2880130/Ella+Fitzgerald/The+Best+Is+Yet+to+Come',\n",
       " '/lyric/2880131/Ella+Fitzgerald/Deep+Purple',\n",
       " '/lyric/2880124/Ella+Fitzgerald/God+Bless+the+Child',\n",
       " '/lyric/941458/Ella+Fitzgerald/All+the+Things+You+Are',\n",
       " '/lyric/941460/Ella+Fitzgerald/Can%27t+Help+Lovin%27+Dat+Man',\n",
       " '/lyric/941457/Ella+Fitzgerald/Fascinating+Rhythm',\n",
       " '/lyric/941471/Ella+Fitzgerald/Have+You+Met+Miss+Jones%3F',\n",
       " '/lyric/941472/Ella+Fitzgerald/The+Lady+Is+a+Tramp',\n",
       " '/lyric/941464/Ella+Fitzgerald/Laura',\n",
       " '/lyric/941470/Ella+Fitzgerald/My+Funny+Valentine',\n",
       " '/lyric/941456/Ella+Fitzgerald/Nice+Work+If+You+Can+Get+It',\n",
       " '/lyric/941455/Ella+Fitzgerald/Oh%2C+Lady+Be+Good',\n",
       " '/lyric/941465/Ella+Fitzgerald/Skylark',\n",
       " '/lyric/941459/Ella+Fitzgerald/Yesterdays',\n",
       " '/lyric/1264852/Ella+Fitzgerald/Duke%27s+Place',\n",
       " '/lyric/1264858/Ella+Fitzgerald/Lover+Man',\n",
       " '/lyric/1264855/Ella+Fitzgerald/Wives+and+Lovers',\n",
       " '/lyric/3176272/Ella+Fitzgerald/Body+and+Soul+%5BDVD%5D',\n",
       " '/lyric/3176271/Ella+Fitzgerald/Goody%2C+Goody+%5BDVD%5D',\n",
       " '/lyric/3176268/Ella+Fitzgerald/Oh%21+Lady+Be+Good+%5BDVD%5D',\n",
       " '/lyric/22904482/Ella+Fitzgerald/%28I+Don%27t+Stand%29+a+Ghost+of+a+Chance+With+You',\n",
       " '/lyric/23794894/Ella+Fitzgerald/Don%27t+Be+That+Way+%5BTake+3%2C+Alternate%5D+%5BAlternate+Take%5D%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/23794893/Ella+Fitzgerald/Love+for+Sale+%5BTake+1%2C+Alternate%5D+%5BAlternate+Take%5D%5B%23%5D%5B%2A%5D',\n",
       " '/lyric/22904479/Ella+Fitzgerald/On+Green+Dolphin+Street',\n",
       " '/lyric/23856379/Ella+Fitzgerald/Don%27t+Be+That+Way+%5BTake+3%2C+Alternate%5D',\n",
       " '/lyric/2880236/Ella+Fitzgerald/By+Myself',\n",
       " '/lyric/2880237/Ella+Fitzgerald/I+Want+a+Little+Girl',\n",
       " '/lyric/2880225/Ella+Fitzgerald/My+Ship',\n",
       " '/lyric/1152632/Ella+Fitzgerald/Mack+the+Knife+%5BLive%5D',\n",
       " '/lyric/1146820/Ella+Fitzgerald/Santa+Claus+Got+Stuck+in+My+Chimney',\n",
       " '/lyric/1051554/Ella+Fitzgerald/Any+Old+Time',\n",
       " '/lyric/1051547/Ella+Fitzgerald/Fine+and+Mellow',\n",
       " '/lyric/1051551/Ella+Fitzgerald/I%27m+Walkin%27',\n",
       " '/lyric/1051556/Ella+Fitzgerald/Since+I+Fell+for+You',\n",
       " '/lyric/1051552/Ella+Fitzgerald/This+Love+That+I%27ve+Found+%28S%C3%B3+Tinha+de+Ser+Com+Voc%C3%AA%29',\n",
       " '/lyric/1094483/Ella+Fitzgerald/Air+Mail+Special+%5BLive%5D',\n",
       " '/lyric/875018/Ella+Fitzgerald/Wacky+Dust',\n",
       " '/lyric/470574/Ella+Fitzgerald/Flying+Home',\n",
       " '/lyric/470580/Ella+Fitzgerald/Robbins+Nest',\n",
       " '/lyric/470584/Ella+Fitzgerald/Sing+Song+Swing',\n",
       " '/lyric/470583/Ella+Fitzgerald/The+Starlit+Hour',\n",
       " '/lyric/470579/Ella+Fitzgerald/There%27s+a+Small+Hotel',\n",
       " '/lyric/470582/Ella+Fitzgerald/Thou+Swell',\n",
       " '/lyric/470576/Ella+Fitzgerald/You%27ll+Have+to+Swing+It+%28Mr.+Paganini%29',\n",
       " '/lyric/946750/Ella+Fitzgerald/All+That+Jazz',\n",
       " '/lyric/946744/Ella+Fitzgerald/My+Last+Affair',\n",
       " '/lyric/946754/Ella+Fitzgerald/The+Nearness+of+You+%5B%2A%5D',\n",
       " '/lyric/946749/Ella+Fitzgerald/That+Old+Devil+Called+Love',\n",
       " '/lyric/946748/Ella+Fitzgerald/When+Your+Lover+Has+Gone',\n",
       " '/lyric/872358/Ella+Fitzgerald/Oh+Johnny%2C+Oh+Johnny%2C+Oh%21',\n",
       " '/lyric/1807874/Ella+Fitzgerald/I%27ve+Gotta+Be+Me',\n",
       " '/lyric/1807882/Ella+Fitzgerald/You+Turned+the+Tables+on+Me',\n",
       " '/lyric/861800/Ella+Fitzgerald/All+Through+the+Night',\n",
       " '/lyric/861807/Ella+Fitzgerald/Always+True+to+You+in+My+Fashion',\n",
       " '/lyric/861801/Ella+Fitzgerald/Anything+Goes',\n",
       " '/lyric/861812/Ella+Fitzgerald/Begin+the+Beguine',\n",
       " '/lyric/861810/Ella+Fitzgerald/Ev%27ry+Time+We+Say+Good-Bye',\n",
       " '/lyric/861815/Ella+Fitzgerald/From+This+Moment+On',\n",
       " '/lyric/861813/Ella+Fitzgerald/Get+Out+of+Town',\n",
       " '/lyric/861814/Ella+Fitzgerald/I+Am+in+Love',\n",
       " '/lyric/861804/Ella+Fitzgerald/In+the+Still+of+the+Night',\n",
       " '/lyric/861809/Ella+Fitzgerald/Just+One+of+Those+Things',\n",
       " '/lyric/861808/Ella+Fitzgerald/Let%27s+Do+It+%28Let%27s+Fall+in+Love%29',\n",
       " '/lyric/861802/Ella+Fitzgerald/Miss+Otis+Regrets+%28She%27s+Unable+to+Lunch+Today%29',\n",
       " '/lyric/861803/Ella+Fitzgerald/Too+Darn+Hot',\n",
       " '/lyric/954694/Ella+Fitzgerald/A+Fine+Romance+%5B%2A%5D',\n",
       " '/lyric/954702/Ella+Fitzgerald/How+Long%2C+How+Long+Blues',\n",
       " '/lyric/954693/Ella+Fitzgerald/I+Got+Rhythm+%5B%2A%5D',\n",
       " '/lyric/954712/Ella+Fitzgerald/I+Love+Paris+%5B%2A%5D',\n",
       " '/lyric/954695/Ella+Fitzgerald/On+the+Sunny+Side+of+the+Street',\n",
       " '/lyric/954711/Ella+Fitzgerald/See+See+Rider+%5B%2A%5D',\n",
       " '/lyric/27329436/Ella+Fitzgerald/Misty+%5BLive+In+Berlin+1960%5D',\n",
       " '/lyric/1422535/Ella+Fitzgerald/Sugar+Blues+%5BLive%5D',\n",
       " '/lyric/985754/Ella+Fitzgerald/Sing+Me+a+Swing+Song+%28And+Let+Me+Dance%29',\n",
       " '/lyric/13922140/Ella+Fitzgerald/Frosty+the+Snow+Man',\n",
       " '/lyric/796120/Jones%2C+Jimmy+Trio/Day+Dream',\n",
       " '/lyric/796119/Ella+Fitzgerald/It%27s+Only+a+Paper+Moon',\n",
       " '/lyric/941402/Ella+Fitzgerald/Ac-Cent-Tchu-Ate+the+Positive',\n",
       " '/lyric/941396/Ella+Fitzgerald/Hooray+for+Love',\n",
       " '/lyric/941401/Ella+Fitzgerald/Ill+Wind',\n",
       " '/lyric/941391/Ella+Fitzgerald/Let%27s+Fall+in+Love',\n",
       " '/lyric/941400/Ella+Fitzgerald/Let%27s+Take+a+Walk+Around+the+Block',\n",
       " '/lyric/941395/Ella+Fitzgerald/My+Shining+Hour',\n",
       " '/lyric/941393/Ella+Fitzgerald/Sing+My+Heart+%5B%2A%5D',\n",
       " '/lyric/941392/Ella+Fitzgerald/Stormy+Weather',\n",
       " '/lyric/941397/Ella+Fitzgerald/This+Time+the+Dream%27s+on+Me',\n",
       " '/lyric/941353/Ella+Fitzgerald/Come+Rain+or+Come+Shine',\n",
       " '/lyric/941363/Ella+Fitzgerald/Ding-Dong%21+The+Witch+Is+Dead+%5B%2A%5D',\n",
       " '/lyric/941360/Ella+Fitzgerald/Get+Happy',\n",
       " '/lyric/941355/Ella+Fitzgerald/Happiness+Is+a+Thing+Called+Joe',\n",
       " '/lyric/941361/Ella+Fitzgerald/I+Gotta+Right+to+Sing+the+Blues',\n",
       " '/lyric/941359/Ella+Fitzgerald/It+Was+Written+in+the+Stars',\n",
       " '/lyric/941357/Ella+Fitzgerald/The+Man+That+Got+Away',\n",
       " '/lyric/941358/Ella+Fitzgerald/One+for+My+Baby+%28And+One+More+for+the+Road%29',\n",
       " '/lyric/941364/Ella+Fitzgerald/Over+the+Rainbow',\n",
       " '/lyric/941352/Ella+Fitzgerald/When+the+Sun+Comes+Out',\n",
       " '/lyric/738429/Ella+Fitzgerald/Ev%27ry+Time+We+Say+Goodbye',\n",
       " '/lyric/986958/Ella+Fitzgerald/Days+of+Wine+and+Roses',\n",
       " '/lyric/986962/Ella+Fitzgerald/Don%27t+Dream+of+Anybody+But+Me',\n",
       " '/lyric/986945/Ella+Fitzgerald/Get+Ready',\n",
       " '/lyric/986949/Ella+Fitzgerald/Got+to+Get+You+into+My+Life',\n",
       " '/lyric/986946/Ella+Fitzgerald/The+Hunter+Gets+Captured+by+the+Game',\n",
       " '/lyric/986961/Ella+Fitzgerald/I+Heard+It+Through+the+Grapevine',\n",
       " '/lyric/986948/Ella+Fitzgerald/I%27ll+Never+Fall+in+Love+Again',\n",
       " '/lyric/986954/Ella+Fitzgerald/Knock+on+Wood',\n",
       " '/lyric/986956/Ella+Fitzgerald/Mas+Que+Nada',\n",
       " '/lyric/986951/Ella+Fitzgerald/Ooo+Baby+Baby',\n",
       " '/lyric/986953/Ella+Fitzgerald/Open+Your+Window',\n",
       " '/lyric/986955/Ella+Fitzgerald/Sunny',\n",
       " '/lyric/986963/Ella+Fitzgerald/Things+Ain%27t+What+They+Used+to+Be',\n",
       " '/lyric/986960/Ella+Fitzgerald/Tuxedo+Junction',\n",
       " '/lyric/986947/Ella+Fitzgerald/Yellow+Man',\n",
       " '/lyric/847280/Ella+Fitzgerald/But+Not+for+Me',\n",
       " '/lyric/2051136/Ella+Fitzgerald/I%27ve+Got+You+Under+My+Skin+%5BLive%5D',\n",
       " '/lyric/15642/Ella+Fitzgerald/God+Rest+Ye+Merry+Gentlemen',\n",
       " '/lyric/1147928/Ella+Fitzgerald/Everybody+Step',\n",
       " '/lyric/1147919/Ella+Fitzgerald/If+Dreams+Come+True',\n",
       " '/lyric/1147925/Ella+Fitzgerald/A+Little+Bit+Later+On',\n",
       " '/lyric/1147929/Ella+Fitzgerald/Sweet+Sue%2C+Just+You',\n",
       " '/lyric/977912/Ella+Fitzgerald/I%27ve+Got+a+Crush+on+You',\n",
       " '/lyric/977911/Ella+Fitzgerald/The+More+I+See+You',\n",
       " '/lyric/74256/Ella+Fitzgerald/Love+Is+Here+to+Stay',\n",
       " '/lyric/1063258/Ella+Fitzgerald/Goodnight+My+Love',\n",
       " '/lyric/2461949/Ella+Fitzgerald/Sleep%2C+My+Little+Jesus',\n",
       " '/lyric/513173/Ella+Fitzgerald/A+Fine+Romance',\n",
       " '/lyric/513167/Ella+Fitzgerald/Your+Red+Wagon',\n",
       " '/lyric/1097918/Ella+Fitzgerald/Chewin%27+Gum+%5B%2A%5D',\n",
       " '/lyric/1097914/Ella+Fitzgerald/Sugar+Blues',\n",
       " '/lyric/1097908/Ella+Fitzgerald/We+Can%27t+Go+on+This+Way',\n",
       " '/lyric/926803/Ella+Fitzgerald/A-Tisket%2C+A-Tasket',\n",
       " '/lyric/926823/Ella+Fitzgerald/Ain%27t+Nobody%27s+Business+But+My+Own',\n",
       " '/lyric/926826/Ella+Fitzgerald/Air+Mail+Special',\n",
       " '/lyric/926829/Ella+Fitzgerald/Angel+Eyes',\n",
       " '/lyric/926821/Ella+Fitzgerald/Basin+Street+Blues',\n",
       " '/lyric/926819/Ella+Fitzgerald/Black+Coffee',\n",
       " '/lyric/926808/Ella+Fitzgerald/Cow+Cow+Boogie',\n",
       " '/lyric/926805/Ella+Fitzgerald/Don%27t+Worry+%27Bout+Me',\n",
       " '/lyric/926824/Ella+Fitzgerald/Dream+a+Little+Dream+of+Me',\n",
       " '/lyric/926807/Ella+Fitzgerald/Five+O%27Clock+Whistle',\n",
       " '/lyric/926840/Ella+Fitzgerald/Hard+Hearted+Hannah',\n",
       " '/lyric/926815/Ella+Fitzgerald/I+Didn%27t+Mean+a+Word+I+Said',\n",
       " '/lyric/926833/Ella+Fitzgerald/I+Wished+on+the+Moon',\n",
       " '/lyric/926822/Ella+Fitzgerald/I%27ve+Got+the+World+on+a+String',\n",
       " '/lyric/926820/Ella+Fitzgerald/In+the+Evening+%28When+the+Sun+Goes+Down%29',\n",
       " '/lyric/926809/Ella+Fitzgerald/Into+Each+Life+Some+Rain+Must+Fall',\n",
       " '/lyric/926838/Ella+Fitzgerald/Lover%2C+Come+Back+to+Me',\n",
       " '/lyric/926818/Ella+Fitzgerald/My+Happiness',\n",
       " '/lyric/926841/Ella+Fitzgerald/My+One+and+Only+Love',\n",
       " '/lyric/926837/Ella+Fitzgerald/Old+Devil+Moon',\n",
       " '/lyric/926825/Ella+Fitzgerald/Smooth+Sailing',\n",
       " '/lyric/926806/Ella+Fitzgerald/Stairway+to+the+Stars',\n",
       " '/lyric/926804/Ella+Fitzgerald/Undecided',\n",
       " '/lyric/926834/Ella+Fitzgerald/Until+the+Real+Thing+Comes+Along',\n",
       " '/lyric/3273003/Ella+Fitzgerald/Detour+Ahead',\n",
       " '/lyric/1272002/Ella+Fitzgerald/Cheek+to+Cheek',\n",
       " '/lyric/1271992/Ella+Fitzgerald/You+Do+Something+to+Me',\n",
       " '/lyric/3952678/Ella+Fitzgerald/It+Don%27t+Mean+a+Thing+%28If+It+Ain%27t+Got+That+Swing%29+%5BLive%5D',\n",
       " '/lyric/1068528/Ella+Fitzgerald/%27Deed+I+Do',\n",
       " '/lyric/1068525/Ella+Fitzgerald/After+You%27ve+Gone',\n",
       " '/lyric/1068500/Ella+Fitzgerald/Baby%2C+Don%27t+You+Go+%27Way+Mad+%5B%23%5D',\n",
       " '/lyric/1068530/Ella+Fitzgerald/Can%27t+Buy+Me+Love',\n",
       " '/lyric/1068514/Ella+Fitzgerald/Detour+Ahead+%5B%23%5D',\n",
       " '/lyric/1068529/Ella+Fitzgerald/Hear+Me+Talkin%27+to+Ya%3F',\n",
       " '/lyric/1068520/Ella+Fitzgerald/Heart+and+Soul+%5B%23%5D',\n",
       " '/lyric/1068533/Ella+Fitzgerald/Here%27s+That+Rainy+Day',\n",
       " '/lyric/1068526/Ella+Fitzgerald/Hernando%27s+Hideaway',\n",
       " '/lyric/1068534/Ella+Fitzgerald/Something+to+Live+For',\n",
       " '/lyric/1068508/Ella+Fitzgerald/Swingin%27+Shepherd+Blues',\n",
       " '/lyric/1068489/Ella+Fitzgerald/Too+Young+for+the+Blues+%5B%23%5D',\n",
       " '/lyric/1068510/Ella+Fitzgerald/Trav%27lin%27+Light',\n",
       " '/lyric/1068535/Ella+Fitzgerald/You%27ve+Changed',\n",
       " '/lyric/27309527/Ella+Fitzgerald/It+Don%27t+Mean+a+Thing+%28If+It+Ain%27t+Got+That+Swing%29+%5BLive+%287-29-66-Cote',\n",
       " '/lyric/1085947/Ella+Fitzgerald/%27Tain%27t+What+You+Do+%28It%27s+the+Way+That+You+Do+It%29',\n",
       " '/lyric/1085945/Ella+Fitzgerald/Big+Boy+Blue',\n",
       " '/lyric/1085946/Ella+Fitzgerald/Vote+for+Mr.+Rhythm',\n",
       " '/lyric/5588941/Ella+Fitzgerald/Too+Soon',\n",
       " '/lyric/9860827/Ella+Fitzgerald/Every+Time+We+Say+Goodbye',\n",
       " '/lyric/2081477/Ella+Fitzgerald/Born+to+Lose',\n",
       " '/lyric/2081486/Ella+Fitzgerald/Brighten+the+Corner+Where+You+Are',\n",
       " '/lyric/2081485/Ella+Fitzgerald/The+Church+in+the+Wildwood',\n",
       " '/lyric/2081484/Ella+Fitzgerald/I+Shall+Not+Be+Moved',\n",
       " '/lyric/2081482/Ella+Fitzgerald/In+the+Garden',\n",
       " '/lyric/2081478/Ella+Fitzgerald/Misty+Blue',\n",
       " '/lyric/2081483/Ella+Fitzgerald/Throw+Out+the+Lifeline',\n",
       " '/lyric/2081481/Ella+Fitzgerald/Turn+the+World+Around',\n",
       " '/lyric/2081479/Ella+Fitzgerald/Walking+in+the+Sunshine',\n",
       " '/lyric/1066991/Ella+Fitzgerald/%27S+Wonderful',\n",
       " '/lyric/1066984/Ella+Fitzgerald/Something%27s+Gotta+Give',\n",
       " '/lyric/1066994/Ella+Fitzgerald/They+Can%27t+Take+That+Away+from+Me',\n",
       " '/lyric/1066997/Ella+Fitzgerald/Why+Was+I+Born%3F',\n",
       " '/lyric/27305757/Ella+Fitzgerald/Between+the+Devil+and+the+Deep+Blue+Sea',\n",
       " '/lyric/27629212/Ella+Fitzgerald/Of+Thee+I+Sing',\n",
       " '/lyric/2535605/Ella+Fitzgerald/%28I%27ve+Got%29+Beginner%27s+Luck',\n",
       " '/lyric/2535631/Ella+Fitzgerald/Aren%27t+You+Kind+of+Glad+We+Did%3F',\n",
       " '/lyric/2535525/Ella+Fitzgerald/Blue+Moon',\n",
       " '/lyric/2535626/Ella+Fitzgerald/Boy+Wanted',\n",
       " '/lyric/2535647/Ella+Fitzgerald/Boy%21+What+Love+Has+Done+to+Me%21',\n",
       " '/lyric/2535624/Ella+Fitzgerald/For+You%2C+For+Me%2C+For+Evermore',\n",
       " '/lyric/2535609/Ella+Fitzgerald/Just+Another+Rhumba',\n",
       " '/lyric/2535652/Ella+Fitzgerald/Let%27s+Kiss+and+Make+Up',\n",
       " '/lyric/2535636/Ella+Fitzgerald/Love+Is+Sweeping+the+Country',\n",
       " '/lyric/2535656/Ella+Fitzgerald/Oh%2C+Lady+Be+Good+%5BAlternate+Take%5D%5B%23%5D',\n",
       " '/lyric/2535651/Ella+Fitzgerald/Oh%2C+So+Nice',\n",
       " '/lyric/2535537/Ella+Fitzgerald/Perdido',\n",
       " '/lyric/2535616/Ella+Fitzgerald/The+Real+American+Folk+Song+%28Is+a+Rag%29',\n",
       " '/lyric/2535542/Ella+Fitzgerald/Rocks+in+My+Bed',\n",
       " '/lyric/2535601/Ella+Fitzgerald/Sam+and+Delilah',\n",
       " '/lyric/2535641/Ella+Fitzgerald/Shall+We+Dance%3F',\n",
       " '/lyric/2535639/Ella+Fitzgerald/Slap+That+Bass',\n",
       " '/lyric/2535621/Ella+Fitzgerald/Somebody+from+Somewhere',\n",
       " '/lyric/2535625/Ella+Fitzgerald/Stiff+Upper+Lip',\n",
       " '/lyric/2535637/Ella+Fitzgerald/Treat+Me+Rough',\n",
       " '/lyric/2535643/Ella+Fitzgerald/You%27ve+Got+What+Gets+Me',\n",
       " '/lyric/26370269/Ella+Fitzgerald/Always+True+to+You+in+My+Fashion%2C+%28I%27m%29',\n",
       " '/lyric/26368768/Ella+Fitzgerald/Clap+Yo+Hands',\n",
       " '/lyric/26370496/Ella+Fitzgerald/Dancing+on+the+Ceiling+%28He+Dances+on+My+Ceiling%29',\n",
       " '/lyric/26370614/Ella+Fitzgerald/Don%27t+Get+Around+Much+Any+More',\n",
       " '/lyric/26370251/Ella+Fitzgerald/Dream+%28When+Your+Feeling+Blue%29',\n",
       " '/lyric/26366641/Ella+Fitzgerald/How+Deep+Is+the+Ocean',\n",
       " '/lyric/26368900/Ella+Fitzgerald/Isn%27t+This+a+Lovely+Day+%28To+Be+Caught+in+the+Rain%29',\n",
       " '/lyric/26368337/Ella+Fitzgerald/Stormy+Weather+%28Keeps+Rainin%27+All+the+Time%29',\n",
       " '/lyric/3157752/Ella+Fitzgerald/Cabin+in+the+Sky',\n",
       " '/lyric/3157760/Ella+Fitzgerald/I+Can%27t+Believe+That+You%27re+in+Love+With+Me',\n",
       " '/lyric/3157761/Ella+Fitzgerald/I+Must+Have+That+Man%21',\n",
       " '/lyric/3157728/Ella+Fitzgerald/If+You+Ever+Change+Your+Mind',\n",
       " '/lyric/3157757/Ella+Fitzgerald/Keep+Cool%2C+Fool',\n",
       " '/lyric/3157762/Ella+Fitzgerald/When+My+Sugar+Walks+Down+the+Street',\n",
       " '/lyric/9344774/Ella+Fitzgerald/Organ+Grinders%27+Swing',\n",
       " '/lyric/9344771/Ella+Fitzgerald/Vote+for+Mr+Rhythm',\n",
       " '/lyric/9344746/Ella+Fitzgerald/You+Can%27t+Be+Mine+%28And+Somebody+Else%27s+Too%29',\n",
       " '/lyric/1278334/Ella+Fitzgerald/A+Ship+Without+a+Sail',\n",
       " '/lyric/10538458/Ella+Fitzgerald/Let%27s+Face+the+Music+%26+Dance',\n",
       " '/lyric/403553/Ella+Fitzgerald/Blues+in+the+Night',\n",
       " '/lyric/1072299/Ella+Fitzgerald/Mountain+Greenery',\n",
       " '/lyric/9524330/The+Delta+Rhythm+Boys/For+Sentimental+Reasons',\n",
       " '/lyric/895246/Ella+Fitzgerald/Lullaby+of+Birdland',\n",
       " '/lyric/916198/Ella+Fitzgerald/Stardust',\n",
       " '/lyric/1420524/Ella+Fitzgerald/Miss+Otis+Regrets',\n",
       " '/lyric/2134763/Ella+Fitzgerald/Taking+a+Chance+on+Love',\n",
       " '/lyric/2134759/Ella+Fitzgerald/You%27ll+Never+Know',\n",
       " '/lyric/1249653/Ella+Fitzgerald/I%27m+Confessin%27+%28That+I+Love+You%29',\n",
       " '/lyric/3384226/Ella+Fitzgerald/Day+Dream+%5B%2A%5D',\n",
       " '/lyric/807445/Ella+Fitzgerald/I+Want+the+Waiter+%28With+the+Water%29',\n",
       " '/lyric/23409969/Ella+Fitzgerald/Alfie',\n",
       " '/lyric/23409940/Ella+Fitzgerald/The+Good+Life',\n",
       " '/lyric/23409932/Ella+Fitzgerald/How+Could+I+Settle+For+Less',\n",
       " '/lyric/23409972/Ella+Fitzgerald/I+Can%27t+Give+You+Anything+But+Love+Baby',\n",
       " '/lyric/23409931/Ella+Fitzgerald/I+Fall+in+Love+Too+Easily',\n",
       " '/lyric/23409936/Ella+Fitzgerald/Straighten+up+and+Fly+Right',\n",
       " '/lyric/23409959/Ella+Fitzgerald/What+Now+My+Love',\n",
       " '/lyric/23409941/Ella+Fitzgerald/You+and+I',\n",
       " '/lyric/1646484/Ella+Fitzgerald/Alright%2C+Okay%2C+You+Win',\n",
       " '/lyric/1646481/Ella+Fitzgerald/Cabaret',\n",
       " '/lyric/1646485/Ella+Fitzgerald/People',\n",
       " '/lyric/1845839/Ella+Fitzgerald/They+Can%27t+Take+That+Away+from+Me+%5BTrio%5D',\n",
       " '/lyric/1844674/Ella+Fitzgerald/So+Danco+Samba',\n",
       " '/lyric/1735879/Ella+Fitzgerald/Betcha+Nickel',\n",
       " '/lyric/1735875/Ella+Fitzgerald/Organ+Grinder%27s+Swing',\n",
       " '/lyric/1420331/Ella+Fitzgerald/Do+I+Love+You%3F',\n",
       " '/lyric/958658/Ella+Fitzgerald/Hawaiian+War+Chant',\n",
       " '/lyric/2820414/Ella+Fitzgerald/%27Tain%27t+Nobody%27s+Bizness+If+I+Do',\n",
       " '/lyric/2820417/Ella+Fitzgerald/Day+by+Day',\n",
       " '/lyric/2820391/Ella+Fitzgerald/Love',\n",
       " '/lyric/17377017/Ella+Fitzgerald/Spring+Can+Really+Hang+You+Upthe+Most',\n",
       " '/lyric/1067062/Ella+Fitzgerald/A-Tisket%2C+A-Tasket+%5BLive%5D',\n",
       " '/lyric/1067070/Ella+Fitzgerald/Dream',\n",
       " '/lyric/1067068/Ella+Fitzgerald/Imagine+My+Frustration',\n",
       " '/lyric/1067055/Ella+Fitzgerald/Oh%2C+Lady+Be+Good+%5BScat+Version%5D',\n",
       " '/lyric/1067066/Ella+Fitzgerald/Pick+Yourself+Up',\n",
       " '/lyric/2446985/Ella+Fitzgerald/Guilty',\n",
       " '/lyric/2446962/Ella+Fitzgerald/He%27s+My+Guy',\n",
       " '/lyric/2446972/Ella+Fitzgerald/It%27s+Only+a+Paper+Moon+%5BTake+B%5D%5B%23%5D',\n",
       " '/lyric/2446988/Ella+Fitzgerald/That%27s+My+Desire',\n",
       " '/lyric/361051/Ella+Fitzgerald/I+Ain%27t+Got+Nothin%27+But+the+Blues',\n",
       " '/lyric/1334330/Ella+Fitzgerald/Gotta+Pebble+in+My+Shoe',\n",
       " '/lyric/1334327/Ella+Fitzgerald/Hallelujah',\n",
       " '/lyric/1334325/Ella+Fitzgerald/I+Got+a+Guy',\n",
       " '/lyric/2187925/Ella+Fitzgerald/It+Came+Upon+a+Midnight+Clear',\n",
       " '/lyric/4027350/Ella+Fitzgerald/O+Holy+Night',\n",
       " '/lyric/4027351/Ella+Fitzgerald/We+Three+Kings',\n",
       " '/lyric/2624660/Ella+Fitzgerald/Away+in+a+Manger',\n",
       " '/lyric/2714213/Ella+Fitzgerald/Baby%2C+What+Else+Can+I+Do%3F',\n",
       " '/lyric/2714219/Ella+Fitzgerald/Happy+Talk',\n",
       " '/lyric/2714220/Ella+Fitzgerald/I%27m+Gonna+Wash+That+Man+Right+Outa+My+Hair',\n",
       " '/lyric/2714201/Ella+Fitzgerald/Maybe',\n",
       " '/lyric/2714206/Ella+Fitzgerald/Please+Be+Kind',\n",
       " '/lyric/2714212/Ella+Fitzgerald/You+Leave+Me+Breathless',\n",
       " '/lyric/1378434/Ella+Fitzgerald/O+Little+Town+of+Bethlehem',\n",
       " '/lyric/2059118/Ella+Fitzgerald/I+Love+Paris',\n",
       " '/lyric/2648868/Ella+Fitzgerald/Gulf+Coast+Blues',\n",
       " '/lyric/1995382/Ella+Fitzgerald/Oops%21',\n",
       " '/lyric/1204035/Ella+Fitzgerald/They+All+Laughed',\n",
       " '/lyric/2151970/Chick+Webb%27s+Orchestra/Hallelujah+%5BLive%5D',\n",
       " '/lyric/2151961/Chick+Webb%27s+Orchestra/I+Want+the+Waiter+%28With+the+Water%29+%5BLive%5D',\n",
       " '/lyric/2051633/Belford+Hendrick%27s+Orchestra/Ask+a+Woman+Who+Knows',\n",
       " '/lyric/2051640/Ella+Fitzgerald/Don%27t+Explain',\n",
       " '/lyric/2051642/Ella+Fitzgerald/I+Can%27t+Face+the+Music',\n",
       " '/lyric/2051639/Ella+Fitzgerald/I%27ll+Close+My+Eyes',\n",
       " '/lyric/2051632/Harold+Mooney%27s+Orchestra/If+It%27s+the+Last+Thing+I+Do',\n",
       " '/lyric/2051641/Harold+Mooney%27s+Orchestra/Say+It+Isn%27t+So',\n",
       " '/lyric/4647359/Ella+Fitzgerald/Oh+Johnny',\n",
       " '/lyric/1301404/Ella+Fitzgerald/All+or+Nothing+at+All',\n",
       " '/lyric/1301408/Ella+Fitzgerald/Holiday+in+Harlem',\n",
       " '/lyric/1301405/Ella+Fitzgerald/If+You+Ever+Should+Leave',\n",
       " '/lyric/1301401/Ella+Fitzgerald/Shine',\n",
       " '/lyric/25234308/Ella+Fitzgerald/You%27ll+Have+to+Swing+It',\n",
       " '/lyric/1935765/Ella+Fitzgerald/The+First+Noel',\n",
       " '/lyric/27287508/Ella+Fitzgerald/You+Can%27t+Be+Mine+%28And+Someone+Else%27s+Too%29',\n",
       " '/lyric/2560511/Ella+Fitzgerald/Born+to+Be+Blue',\n",
       " '/lyric/1600522/Ella+Fitzgerald/Strictly+from+Dixie',\n",
       " '/lyric/1520990/Ella+Fitzgerald/Starlight+Hour',\n",
       " '/lyric/1304223/Ella+Fitzgerald/Silent+Night',\n",
       " '/lyric/16688034/Ella+Fitzgerald/Into+Each+Life+Some+Rain+MustFall',\n",
       " '/lyric/1490217/Ella+Fitzgerald/Easy+to+Love',\n",
       " '/lyric/1490233/Ella+Fitzgerald/I+Concentrate+on+You',\n",
       " '/lyric/1392141/Ella+Fitzgerald/St.+Louis+Blues+%5BLive%5D',\n",
       " '/lyric/1759008/Ella+Fitzgerald/Hark%21+The+Herald+Angels+Sing',\n",
       " '/lyric/1759028/Ella+Fitzgerald/Angels+We+Have+Heard+on+High',\n",
       " '/lyric/1759024/Ella+Fitzgerald/O+Come+All+Ye+Faithful',\n",
       " '/lyric/1361566/The+Delta+Rhythm+Boys/%28I+Love+You%29+For+Sentimental+Reasons',\n",
       " '/lyric/1361560/Ella+Fitzgerald/Baby%2C+It%27s+Cold+Outside',\n",
       " '/lyric/1361552/Ella+Fitzgerald/Can+Anyone+Explain%3F+%28No%2C+No%2C+No%21%29',\n",
       " '/lyric/1361565/The+Delta+Rhythm+Boys/Cry+You+Out+of+My+Heart',\n",
       " '/lyric/1361568/The+Mills+Brothers/Fairy+Tales',\n",
       " '/lyric/1361563/Ella+Fitzgerald/I%27ll+Never+Be+Free',\n",
       " '/lyric/1361556/Ella+Fitzgerald/I%27m+Making+Believe',\n",
       " '/lyric/1361559/Ella+Fitzgerald/Petootie+Pie',\n",
       " '/lyric/1361554/Ella+Fitzgerald/Who+Walks+in+When+I+Walk+Out%3F',\n",
       " '/lyric/1361553/Ella+Fitzgerald/Would+You+Like+to+Take+a+Walk',\n",
       " '/lyric/1472157/Ella+Fitzgerald/Bei+Mir+Bist+du+Sch%C3%B6n',\n",
       " '/lyric/1472159/Ella+Fitzgerald/The+Dipsy+Doodle',\n",
       " '/lyric/1472153/Ella+Fitzgerald/If+You+Only+Knew',\n",
       " '/lyric/4856897/Ella+Fitzgerald/I%27m+Thru+With+Love',\n",
       " '/lyric/4856901/Ella+Fitzgerald/I%27ve+Grown+Accustomed+to+His+Face',\n",
       " '/lyric/1441934/Ella+Fitzgerald/I+Got+Rhythm',\n",
       " '/lyric/1441930/Ella+Fitzgerald/I+Want+to+Be+Happy',\n",
       " '/lyric/8663970/Ella+Fitzgerald/Love+%26+Kisses',\n",
       " '/lyric/1437759/Ella+Fitzgerald/Embraceable+You',\n",
       " '/lyric/1437758/Ella+Fitzgerald/Funny+Face',\n",
       " '/lyric/1437748/Ella+Fitzgerald/He+Loves+and+She+Loves',\n",
       " '/lyric/1437757/Ella+Fitzgerald/The+Man+I+Love',\n",
       " '/lyric/1437754/Ella+Fitzgerald/My+One+and+Only',\n",
       " '/lyric/1437747/Ella+Fitzgerald/Someone+to+Watch+over+Me',\n",
       " '/lyric/8461061/Ella+Fitzgerald/Baby+Won%27t+You+Pleae+Come+Home',\n",
       " '/lyric/8461054/Ella+Fitzgerald/The+One+I+Love+Belongs+to+Somebody+Else',\n",
       " '/lyric/1748527/Ella+Fitzgerald/My+Man',\n",
       " '/lyric/1748526/Ella+Fitzgerald/Three+Little+Words',\n",
       " '/lyric/1490360/Ella+Fitzgerald/Oh%2C+Lady+Be+Good+%5BScat+Version%5D%5BLive%5D',\n",
       " '/lyric/1490359/Ella+Fitzgerald/Oh%2C+Lady+Be+Good+%5BSlow+Version%5D',\n",
       " '/lyric/34814192/Ella+Fitzgerald/A++Fine+Romance+%28with+Louis+Armstrong%29',\n",
       " '/lyric/2289738/Ella+Fitzgerald/So+Dan%C3%A7o+Samba+%28Jazz+Samba%29',\n",
       " '/lyric/16861082/Ella+Fitzgerald/Ain%27t+Nobody%27+Business+But+My+Own',\n",
       " '/lyric/2060591/Ella+Fitzgerald/Out+of+Nowhere',\n",
       " '/lyric/1736849/Ella+Fitzgerald/And+Her+Tears+Flowed+Like+Wine',\n",
       " '/lyric/1736830/Ella+Fitzgerald/Jim',\n",
       " '/lyric/1736836/Ella+Fitzgerald/Make+Love+to+Me',\n",
       " '/lyric/1736845/Ella+Fitzgerald/Once+Too+Often+%5BFrom+Pin-Up+Girl%5D',\n",
       " '/lyric/1736832/Ella+Fitzgerald/Somebody+Nobody+Loves',\n",
       " '/lyric/1736831/Ella+Fitzgerald/This+Love+of+Mine',\n",
       " '/lyric/1736846/Ella+Fitzgerald/Time+Alone+Will+Tell',\n",
       " '/lyric/1736833/Ella+Fitzgerald/You+Don%27t+Know+What+Love+Is',\n",
       " '/lyric/1798768/Bing+Crosby/Memphis+Blues',\n",
       " '/lyric/1806193/Ella+Fitzgerald/Easy+Living',\n",
       " '/lyric/1806194/Ella+Fitzgerald/Why+Don%27t+You+Do+Right%3F',\n",
       " '/lyric/1806189/Ella+Fitzgerald/You+Took+Advantage+of+Me',\n",
       " '/lyric/4316876/Bing+Crosby/Marshmallow+World',\n",
       " '/lyric/1698271/Ella+Fitzgerald/It+Might+as+Well+Be+Spring',\n",
       " '/lyric/2057248/Ella+Fitzgerald/Benny%27s+Coming+Home+on+Saturday',\n",
       " '/lyric/2057239/Ella+Fitzgerald/I%27m+the+Lonesomest+Gal+in+Town',\n",
       " '/lyric/2057241/Ella+Fitzgerald/My+Heart+and+I+Decided',\n",
       " '/lyric/25369558/Ella+Fitzgerald/Ill+Wind+%28You%27re+Blowin%27+Me+No+Good%29',\n",
       " '/lyric/1310236/Ella+Fitzgerald/April+in+Paris',\n",
       " '/lyric/1310226/Ella+Fitzgerald/Can%27t+We+Be+Friends%3F',\n",
       " '/lyric/1310240/Ella+Fitzgerald/Comes+Love',\n",
       " '/lyric/1310232/Ella+Fitzgerald/A+Foggy+Day',\n",
       " '/lyric/1310227/Ella+Fitzgerald/Isn%27t+This+a+Lovely+Day%3F',\n",
       " '/lyric/1310235/Ella+Fitzgerald/The+Nearness+of+You',\n",
       " '/lyric/1310271/Ella+Fitzgerald/Oh+Bess%2C+Oh+Where%27s+My+Bess%3F',\n",
       " '/lyric/1310272/Ella+Fitzgerald/Oh%2C+Lawd%2C+I%27m+on+My+Way%21',\n",
       " '/lyric/1310233/Ella+Fitzgerald/Stars+Fell+on+Alabama',\n",
       " '/lyric/1310231/Ella+Fitzgerald/Tenderly',\n",
       " '/lyric/1310247/Ella+Fitzgerald/These+Foolish+Things',\n",
       " '/lyric/1310230/Ella+Fitzgerald/Under+a+Blanket+of+Blue',\n",
       " '/lyric/5264823/Ella+Fitzgerald/Who+Walks+in+When+I+Walk+Out',\n",
       " '/lyric/2214225/Ella+Fitzgerald/Blue+Skies+%28Budella%29',\n",
       " '/lyric/2214214/Rich%2C+Buddy+%26+His+V-Disc+Speed+Demons/I%27ll+Always+Be+in+Love+with+You',\n",
       " '/lyric/2214215/Rich%2C+Buddy+%26+His+V-Disc+Speed+Demons/I%27ll+See+You+in+My+Dreams',\n",
       " '/lyric/2214208/Ella+Fitzgerald/A+Kiss+Goodnight',\n",
       " '/lyric/2430911/Ella+Fitzgerald/On+Green+Dolphin+Street-How+Am+I+to+Know-Just+Friends-I+Cried+for+You',\n",
       " '/lyric/3949413/Ella+Fitzgerald/Deep+in+the+Heart+of+the+South',\n",
       " '/lyric/3949407/Ella+Fitzgerald/I+Found+My+Yellow+Basket',\n",
       " '/lyric/2429130/Ella+Fitzgerald/Cotton+Tail+%5B%23%5D',\n",
       " '/lyric/2429128/Ella+Fitzgerald/Let%27s+Do+It+%28Let%27s+Fall+in+Love%29+%5B%23%5D',\n",
       " '/lyric/2429129/Ella+Fitzgerald/Satin+Doll+%5B%23%5D',\n",
       " '/lyric/2429189/Ella+Fitzgerald/So+Dan%C3%A7o+Samba+%28Jazz+Samba%29+%5B%23%5D',\n",
       " '/lyric/2429160/Ella+Fitzgerald/Thou+Swell+%5BIncomplete+Take%5D%5B%23%5D',\n",
       " '/lyric/2429162/Ella+Fitzgerald/Wives+and+Lovers+%5B%23%5D',\n",
       " '/lyric/1970245/Ella+Fitzgerald/I%27m+Glad+There+Is+You',\n",
       " '/lyric/1970250/Ella+Fitzgerald/People+Will+Say+We%27re+in+Love',\n",
       " '/lyric/2338240/Ella+Fitzgerald/Diga+Diga+Doo',\n",
       " '/lyric/2338232/Ella+Fitzgerald/Limehouse+Blues',\n",
       " '/lyric/1927248/Ella+Fitzgerald/Love+Walked+In',\n",
       " '/lyric/1211251/Ella+Fitzgerald/Chew%2C+Chew%2C+Chew+%28Your+Bubble+Gum%29',\n",
       " '/lyric/1211246/Ella+Fitzgerald/Cryin%27+Mood',\n",
       " '/lyric/1211247/Ella+Fitzgerald/Just+a+Simple+Melody',\n",
       " '/lyric/7623825/Ella+Fitzgerald/Pete+Kelly%27s+Blues+%5BFrom+Pete+Kelly%27s+Blues%5D',\n",
       " '/lyric/2508725/Ella+Fitzgerald/Pete+Kelly%27s+Blues',\n",
       " '/lyric/3671730/Bing+Crosby/Silver+Bells',\n",
       " '/lyric/2214494/Ella+Fitzgerald/%28Love+Is%29+The+Tender+Trap',\n",
       " '/lyric/1927284/Ella+Fitzgerald/I+Was+Doing+All+Right',\n",
       " '/lyric/1927275/Ella+Fitzgerald/Strike+Up+the+Band',\n",
       " '/lyric/2244437/Ella+Fitzgerald/It%27s+Wonderful',\n",
       " '/lyric/2244423/Ella+Fitzgerald/The+Muffin+Man',\n",
       " '/lyric/2244438/Ella+Fitzgerald/Saving+Myself+for+You',\n",
       " '/lyric/2244446/Ella+Fitzgerald/Shake+Down+the+Stars',\n",
       " '/lyric/13999272/Ella+Fitzgerald/Hard-Hearted+Hannah',\n",
       " '/lyric/2176141/Ella+Fitzgerald/Looking+for+a+Boy',\n",
       " '/lyric/2176143/Ella+Fitzgerald/A+Sunday+Kind+of+Love',\n",
       " '/lyric/2176145/Ella+Fitzgerald/Thanks+for+the+Memory',\n",
       " '/lyric/7555654/Ella+Fitzgerald/Sleep+My+Little+Jesus',\n",
       " '/lyric/2369560/Ella+Fitzgerald/Too+Close+for+Comfort',\n",
       " '/lyric/3275991/Ella+Fitzgerald/I%27ve+Got+a+Feeling+I%27m+Falling',\n",
       " '/lyric/3275997/Ella+Fitzgerald/It%27s+Too+Soon+to+Know',\n",
       " '/lyric/2921359/Ella+Fitzgerald/It%27s+My+Turn+Now',\n",
       " '/lyric/2959531/Savoy+Eight/I+Was+Doing+Alright',\n",
       " '/lyric/2959523/Ella+Fitzgerald/I%27m+Confessin%27',\n",
       " '/lyric/2959514/Ella+Fitzgerald/Into+Each+Life',\n",
       " '/lyric/2959513/Ella+Fitzgerald/Sing+Me+a+Swing+Song',\n",
       " '/lyric/3473107/Day+Dreamers/That+Old+Feeling',\n",
       " '/lyric/26687802/Ella+Fitzgerald/Good+Morning%2C+Heartache',\n",
       " '/lyric/26688185/Ella+Fitzgerald/Mad+About+the+Boy',\n",
       " '/lyric/26689108/Ella+Fitzgerald/Strange+Fruit',\n",
       " '/lyric/26682354/Ella+Fitzgerald/This+Bitter+Earth',\n",
       " '/lyric/26685730/Ella+Fitzgerald/What+a+Diff%27rence+a+Day+Made',\n",
       " '/lyric/16950249/Ella+Fitzgerald/Let+It+Snow%21+Let+It+Snow%21+LetIt+Snow%21',\n",
       " '/lyric/2734913/Ella+Fitzgerald/As+Time+Goes+By',\n",
       " '/lyric/2734908/Ella+Fitzgerald/Crazy+Rhythm',\n",
       " '/lyric/2734920/Ella+Fitzgerald/Dancing+in+the+Dark',\n",
       " '/lyric/2734916/Ella+Fitzgerald/Hello%2C+Young+Lovers',\n",
       " '/lyric/2734909/Ella+Fitzgerald/Medley%3A+This+Guy%27s+in+Love+with+You-I%27m+Gonna+Sit+Right+Down+and+Write',\n",
       " '/lyric/2734921/Ella+Fitzgerald/Raindrops+Keep+Falling+on+My+Head',\n",
       " '/lyric/2734912/Ella+Fitzgerald/Spinning+Wheel',\n",
       " '/lyric/2839184/Ella+Fitzgerald/Anything+Goes+%5BFrom+Anything+Goes%5D',\n",
       " '/lyric/2988386/Carson%2C+Tee+Trio/For+Once+in+My+Life',\n",
       " '/lyric/9288036/Ella+Fitzgerald/Don%27t+Worry+About+Me',\n",
       " '/lyric/9288012/Ella+Fitzgerald/Everytime+We+Say+Goodbye',\n",
       " '/lyric/9288124/Ella+Fitzgerald/I%27m+Gettin%27+Sentimental+Over+You',\n",
       " '/lyric/3348454/Ella+Fitzgerald/Vagabond+Dreams',\n",
       " '/lyric/15127968/Ella+Fitzgerald/A-Tisket+A-Tasket',\n",
       " '/lyric/4841904/Ella+Fitzgerald/Baby+Won%27t+You+Please+Come+Home',\n",
       " '/lyric/3086127/Ella+Fitzgerald/Bill+Bailey%2C+Won%27t+You+Come+Home%3F',\n",
       " '/lyric/27184440/Ella+Fitzgerald/Can+Anyone+Explain%3F+%5BSingle+Version%5D',\n",
       " '/lyric/4449441/Ella+Fitzgerald/All+My+Life-F.D.R.+Jones',\n",
       " '/lyric/3528280/Ella+Fitzgerald/%28Oh%21+Oh%21%29+What+Do+You+Know+About+Love%3F',\n",
       " '/lyric/4551295/Ella+Fitzgerald/Hallelujah%21',\n",
       " '/lyric/2636619/Ella+Fitzgerald/Because+of+Rain',\n",
       " '/lyric/2636629/Ella+Fitzgerald/Careless',\n",
       " '/lyric/2636622/Ella+Fitzgerald/Give+a+Little%2C+Get+a+Little',\n",
       " '/lyric/2636620/Ella+Fitzgerald/I+Don%27t+Stand+a+Ghost+of+a+Chance+with+You',\n",
       " '/lyric/2636631/Ella+Fitzgerald/Melancholy+Me',\n",
       " '/lyric/27184778/Ella+Fitzgerald/A+-Tisket%2C+a-Tasket',\n",
       " '/lyric/27184793/Ella+Fitzgerald/You+Can%27t+Lose+a+Broken+Heart+%5BSingle+Version%5D',\n",
       " '/lyric/14442220/Ella+Fitzgerald/C%27est+Si+Bon',\n",
       " '/lyric/14442216/Ella+Fitzgerald/Jeepers+Creepers',\n",
       " '/lyric/14442217/Ella+Fitzgerald/A+Kiss+to+Build+a+Dream+On',\n",
       " '/lyric/14442225/Ella+Fitzgerald/Rockin%27+Chair',\n",
       " '/lyric/14442233/Ella+Fitzgerald/La+Vie+en+Rose',\n",
       " '/lyric/14442232/Ella+Fitzgerald/Way+Down+Yonder+in+New+Orleans',\n",
       " '/lyric/14442218/Ella+Fitzgerald/When+the+Saints+Go+Marchin%27+In',\n",
       " '/lyric/4045325/Ella+Fitzgerald/This+Time+It%27s+Real',\n",
       " '/lyric/5157726/Ella+Fitzgerald/Sleigh+Ride',\n",
       " '/lyric/3546143/Ella+Fitzgerald/The+Jumpin%27+Jive+%5BHep+Hep%21%5D',\n",
       " '/lyric/3546148/Ella+Fitzgerald/The+Lamp+Is+Low',\n",
       " '/lyric/3546145/Ella+Fitzgerald/Well+All+Right+%28Tonight%27s+the+Night%29',\n",
       " '/lyric/3546137/Ella+Fitzgerald/The+Yodelin%27+Jive',\n",
       " '/lyric/5162676/Ella+Fitzgerald/I+Should+Care',\n",
       " '/lyric/4582142/Ella+Fitzgerald/Mr.+Paganini+Swing+for+Me',\n",
       " '/lyric/4309512/Ella+Fitzgerald/Como+Duele',\n",
       " '/lyric/6933897/Ella+Fitzgerald/All+Over+Nothing+at+All',\n",
       " '/lyric/4061955/Smith%2C+Charles/Back+in+Your+Own+Backyard',\n",
       " '/lyric/7370667/Ella+Fitzgerald/You%27ll+Have+to+Swing+It+%28%22MR.+Paganini%22%29',\n",
       " '/lyric/7693199/Ella+Fitzgerald/I%27m+Gonna+Wash+That+Man+Right+Outta+My+Hair',\n",
       " '/lyric/4774180/Ella+Fitzgerald/Dream+a+Little+Longer',\n",
       " '/lyric/4774166/Ella+Fitzgerald/Someone+Like+You',\n",
       " '/lyric/27628333/Ella+Fitzgerald/How+Deep+is+the+Ocean+%28How+High+is+the+Sky%29',\n",
       " '/lyric/9260523/Ella+Fitzgerald/Bei+Mir+Bist+du+Schoen',\n",
       " '/lyric/9260518/Ella+Fitzgerald/My+Wubba+Dolly',\n",
       " '/lyric/27227601/Carpenters/Karen-Ella+Medley',\n",
       " '/lyric/4893136/Ella+Fitzgerald/I+Can%27t+Give+You+Anything+But+Love',\n",
       " '/lyric/524492/The+Mills+Brothers/Dedicated+to+You',\n",
       " '/lyric/4671028/Ella+Fitzgerald/Exactly+Like+You',\n",
       " '/lyric/9919097/Ella+Fitzgerald/Rudolph%2C+The+Red-Nosed+Reindeer',\n",
       " '/lyric/27119305/Count+Basie/Smack+Dab+in+the+Middle',\n",
       " '/lyric/7578372/Ella+Fitzgerald/Flyin%27+Home',\n",
       " '/lyric/7578373/Ella+Fitzgerald/Lady+Be+Good',\n",
       " '/lyric/7578379/Ella+Fitzgerald/Oops',\n",
       " '/lyric/7578381/Ella+Fitzgerald/Who+Walks+in+When+You+Walk+Out',\n",
       " '/lyric/4941552/Ella+Fitzgerald/Bluesette+%5B%23%5D',\n",
       " '/lyric/4941555/Ella+Fitzgerald/Cherokee+%5B%23%5D',\n",
       " '/lyric/4941551/Ella+Fitzgerald/Gone+with+the+Wind+%5B%23%5D',\n",
       " '/lyric/4941547/Ella+Fitzgerald/I+Got+It+Bad+%28And+That+Ain%27t+Good%29-Sophisticated+Lady+%5B%23%5D',\n",
       " '/lyric/4941557/Ella+Fitzgerald/Mood+Indigo+%5B%23%5D',\n",
       " '/lyric/5062095/Ella+Fitzgerald/God+Be+With+You+Till+We+Meet+Again',\n",
       " '/lyric/5062091/Ella+Fitzgerald/The+Old+Rugged+Cross',\n",
       " '/lyric/5062098/Ella+Fitzgerald/What+a+Friend+We+Have+in+Jesus',\n",
       " '/lyric/4639274/Ella+Fitzgerald/Time+After+Time',\n",
       " '/lyric/8494862/Ella+Fitzgerald/%28If+You+Can%27t+Sing%29+You%27ll+Have+to+Swing+It+%28Mr.+Paganini%29',\n",
       " '/lyric/30172634/Ella+Fitzgerald/Star+Dust',\n",
       " '/lyric/4529847/Ella+Fitzgerald/Sugarfoot+Rag',\n",
       " '/lyric/5906603/Ella+Fitzgerald/Lazy+Day',\n",
       " '/lyric/27046359/Ella+Fitzgerald/Goody%2C+Goody',\n",
       " '/lyric/31004490/Frank+Sinatra/Put+Your+Dreams+Away+%28For+Another+Day%29',\n",
       " '/lyric/15774993/Ella+Fitzgerald/Rhythm+%26+Romance',\n",
       " '/lyric/5676881/Ella+Fitzgerald/Sing+Me+a+Sweet+Song+%28And+Let+Me+Dance%29',\n",
       " '/lyric/5675255/Ella+Fitzgerald/Flying+Home+%5BVocal+Version%5D',\n",
       " '/lyric/5729873/Ella+Fitzgerald/The+One+I+Love+%28Belongs+to+Somebody+Else%29',\n",
       " '/lyric/22181975/Ella+Fitzgerald/%28This+Is%29+My+Last+Affair',\n",
       " '/lyric/10117525/Ella+Fitzgerald/Hallelujah+%21',\n",
       " '/lyric/10117527/Ella+Fitzgerald/That+Rhythm+Man',\n",
       " '/lyric/6864895/Ella+Fitzgerald/A-Tisket%2C+A-Tisket',\n",
       " '/lyric/8505787/Bing+Crosby/Rudolph+the+Red+Nosed+Reindeer',\n",
       " '/lyric/7425491/Ella+Fitzgerald/%27Tain%27t+What+You+Do+%28It%27s+the+Way+That+Cha+Do+It%29',\n",
       " '/lyric/7425504/Ella+Fitzgerald/Flying+Home+I',\n",
       " '/lyric/7425516/Ella+Fitzgerald/How+High+the+Moon+I',\n",
       " '/lyric/7425521/Ella+Fitzgerald/Mr.+Paganini',\n",
       " '/lyric/15413965/Ella+Fitzgerald/Lets+Do+It+%28Lets+Fall+in+Love%29',\n",
       " '/lyric/15413961/Ella+Fitzgerald/Oh+Lady+Be+Good',\n",
       " '/lyric/12019477/Ella+Fitzgerald/You+Won%27t+Be+Satisfied',\n",
       " '/lyric/12019419/Ella+Fitzgerald/I%27ve+Got+a+Feelin%27+I%27m+Fallin%27',\n",
       " '/lyric/27011984/Ella+Fitzgerald/Dream+a+Little+Dream+of+Me+%5BSingle+Version%5D',\n",
       " '/lyric/27011980/Ella+Fitzgerald/Undecided+%5BSingle+Version%5D',\n",
       " '/lyric/18324587/Bing+Crosby/Rudolph+the+Red+Nosed+Reindeer+%5BLive%5D',\n",
       " ...]"
      ]
     },
     "execution_count": 1843,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "song_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1844,
   "metadata": {},
   "outputs": [],
   "source": [
    "# only take 100 Ella songs\n",
    "song_list = song_list[0:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1845,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create list of songs with HTML formatting\n",
    "lyrics_df = []\n",
    "for song in song_list:\n",
    "    url2 = f\"https://www.lyrics.com{song}\"\n",
    "    page = requests.get(url2, headers=headers)\n",
    "    soupier = BeautifulSoup(page.content, \"html.parser\")\n",
    "    lyrics_df.append(soupier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1846,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "It is only a paper moon\r\n",
      "Hanging over a cardboard sea\r\n",
      "But it wouldn't be make believe\r\n",
      "If you believe in me\r\n",
      "\r\n",
      "It is only a canvas sky\r\n",
      "Sailing over a muslin tree\r\n",
      "But it wouldn't be make believe \r\n",
      "If you believe in me\r\n",
      "\r\n",
      "Without your love\r\n",
      "It's a honky tonk parade\r\n",
      "Without your love\r\n",
      "It's a melody played \r\n",
      "On a penny arcade\r\n",
      "\r\n",
      "It's a Barnum and Bailey world\r\n",
      "Just as phony as it can be\r\n",
      "But it wouldn't be make believe\r\n",
      "If you believe in me\r\n",
      "\r\n",
      "Without your love\r\n",
      "It's a honky tonk parade\r\n",
      "Without your love\r\n",
      "It's a melody played\r\n",
      "On a penny arcade\r\n",
      "\r\n",
      "It's a Barnum and Bailey world\r\n",
      "Just as phony as it can be\r\n",
      "But it wouldn't be make believe\r\n",
      "If you believe in me\n",
      "I'm gonna wash that man right outa my hair,\r\n",
      "I'm gonna wash that man right outa my hair,\r\n",
      "I'm gonna wash that man right outa my hair,\r\n",
      "And send him on his way.\r\n",
      "\r\n",
      "I'm gonna wave that man right outa my arms,\r\n",
      "\r\n",
      "I'm gonna wave that man right outa my arms,\r\n",
      "I'm gonna wave that man right outa my arms,\r\n",
      "And send him on his way.\r\n",
      "\r\n",
      "Don't try to patch it up\r\n",
      "\r\n",
      "Tear it up, tear it up!\r\n",
      "\r\n",
      "Wash him out, dry him out,\r\n",
      "Push him out, fly him out,\r\n",
      "\r\n",
      "Cancel him and let him go!\r\n",
      "\r\n",
      "Yea, sister!\r\n",
      "\r\n",
      "I'm gonna wash that man right outa my hair,\r\n",
      "I'm gonna wash that man right outa my hair,\r\n",
      "I'm gonna wash that man right outa my hair,\r\n",
      "And send him on his way.\r\n",
      "\r\n",
      "If a man don't understand you,\r\n",
      "If you fly on separate beams,\r\n",
      "Waste no time, make a change,\r\n",
      "Ride that man right off your range.\r\n",
      "Rub him out of the roll call\r\n",
      "And drum him out of your dreams.\r\n",
      "\r\n",
      "Oho! If you laugh at different comics,\r\n",
      "If you root for different teams,\r\n",
      "Waste no time, weep no more,\r\n",
      "Show him what the door is for.\r\n",
      "Rub him out of the roll call\r\n",
      "And drum him out of your dreams.\r\n",
      "\r\n",
      "You can't light a fire when the woods are wet,\r\n",
      "\r\n",
      "No!\r\n",
      "\r\n",
      "You can't make a butterfly strong,\r\n",
      "\r\n",
      "Hmm, hmm!\r\n",
      "\r\n",
      "You can't fix an egg when it ain't quite good,\r\n",
      "\r\n",
      "And you can't fix a man when he's wrong!\r\n",
      "\r\n",
      "You can't put back a petal when it falls from a flower,\r\n",
      "Or sweeten up a fellow when he starts turnin' sour\r\n",
      "\r\n",
      "Oh no! Oh no!\r\n",
      "\r\n",
      "If his eyes get dull and fishy,\r\n",
      "When you look for glints and gleams,\r\n",
      "Waste no time,\r\n",
      "Make a switch,\r\n",
      "Drop him in the nearest ditch!\r\n",
      "Rub him out of the roll call,\r\n",
      "And drum him out of your dreams\r\n",
      "Oho! Oho!\r\n",
      "\r\n",
      "I went to wash that man right outa my hair,\r\n",
      "I went to wash that man right outa my hair,\r\n",
      "I went to wash that man right outa my hair,\r\n",
      "And sent him on his way.\r\n",
      "\r\n",
      "She went to wash that man right outa my hair,\r\n",
      "She went to wash that man right outa my hair,\r\n",
      "She went to wash that man right outa my hair,\r\n",
      "\r\n",
      "And send him on his way!\r\n",
      "\r\n",
      "\r\n",
      "\n",
      "Moonray\r\n",
      "Cast your spell upon my lover\r\n",
      "Under this starlit cover\r\n",
      "Use all your magic charms\r\n",
      "\r\n",
      "Oh, moonray\r\n",
      "Let your sweet enchantment blind you\r\n",
      "Then I shall wait to find you\r\n",
      "Here in my lonely arms\r\n",
      "\r\n",
      "Once we knew the joy\r\n",
      "Of girl in love with boy\r\n",
      "But he made a toy of romance\r\n",
      "\r\n",
      "So, moonray\r\n",
      "Put an end to all my sorrows\r\n",
      "Bless me with sweet tomorrows\r\n",
      "Bring back my love to me\r\n",
      "\r\n",
      "Once we knew the joy\r\n",
      "Of girl in love with boy\r\n",
      "But he made a toy of romance\r\n",
      "He made a toy of romance\r\n",
      "\r\n",
      "So, moonray\r\n",
      "Put an end to all my sorrows\r\n",
      "Bless me with sweet tomorrows\r\n",
      "Bring back my love to me\r\n",
      "Oh, sunrays, moonrays\r\n",
      "Bring back my love to me\n",
      "I never feel a thing is real\r\n",
      "When I'm away from you\r\n",
      "Out of your embrace\r\n",
      "The world's a temporary parking place\r\n",
      "Mmm, mm, mm, mm\r\n",
      "A bubble for a minute\r\n",
      "Mmm, mm, mm, mm\r\n",
      "You smile, the bubble has a rainbow in it\r\n",
      "Say, its only a paper moon\r\n",
      "Sailing over a cardboard sea\r\n",
      "But it wouldn't be make-believe\r\n",
      "If you believed in me\r\n",
      "Yes, it's only a canvas sky\r\n",
      "Hanging over a muslin tree\r\n",
      "But it wouldn't be make-believe\r\n",
      "If you believed in me\r\n",
      "Without your love\r\n",
      "It's a honky-tonk parade\r\n",
      "Without your love\r\n",
      "It's a melody played in a penny arcade\r\n",
      "It's a Barnum and Bailey world\r\n",
      "Just as phony as it can be\r\n",
      "But it wouldn't be make-believe\r\n",
      "If you believed in me\n",
      "I really can't stay\r\n",
      "But, baby, it's cold outside\r\n",
      "I got to go away\r\n",
      "But baby, it's cold outside\r\n",
      "This evening has been\r\n",
      "Been hoping that you'd drop in\r\n",
      "So very nice\r\n",
      "I'll hold your hands, they're just like ice\r\n",
      "\r\n",
      "My mother will start to worry\r\n",
      "Beautiful, what's your hurry?\r\n",
      "And father will be pacing the floor\r\n",
      "Listen to the fireplace roar\r\n",
      "So really I'd better scurry\r\n",
      "Beautiful, please don't hurry\r\n",
      "Well, maybe just a half a drink more\r\n",
      "Put some records on while I pour\r\n",
      "\r\n",
      "The neighbors might think\r\n",
      "But baby, it's bad out there\r\n",
      "Say, what's in this drink?\r\n",
      "No cabs to be had out there\r\n",
      "I wish I knew how\r\n",
      "Your eyes are like starlight now\r\n",
      "To break the spell\r\n",
      "I'll take your hat, your hair looks swell\r\n",
      "\r\n",
      "I ought to say no, no, no, Sir\r\n",
      "Mind if I move in closer\r\n",
      "At least I'm gonna say that I tried\r\n",
      "What's the sense of hurting my pride?\r\n",
      "I really can't stay\r\n",
      "Oh, baby don't hold out, baby\r\n",
      "Ahh, but it's cold outside\r\n",
      "\r\n",
      "I simply must go\r\n",
      "But, baby, it's cold outside\r\n",
      "The answer is no\r\n",
      "But, baby, it's cold outside\r\n",
      "This welcome has been\r\n",
      "How lucky that you dropped in\r\n",
      "So nice and warm\r\n",
      "Look out the window at that storm\r\n",
      "\r\n",
      "My sister will be suspicious\r\n",
      "Gosh, your lips look delicious\r\n",
      "My brother will be there at the door\r\n",
      "Waves upon a tropical shore\r\n",
      "My maiden aunt's mind is vicious\r\n",
      "Gosh, your lips are delicious\r\n",
      "Well, maybe just a cigarette more\r\n",
      "Never such a blizzard before\r\n",
      "\r\n",
      "I've got to get home\r\n",
      "But, baby, you'll freeze out there\r\n",
      "Say, lend me a comb\r\n",
      "It's up to your knees out there\r\n",
      "You've really been grand\r\n",
      "I thrill when you touch my hand\r\n",
      "But don't you see\r\n",
      "How can you do this thing to me?\r\n",
      "\r\n",
      "There's bound to be talk tomorrow\r\n",
      "Think of my life long sorrow\r\n",
      "At least there will plenty implied\r\n",
      "If you caught pneumonia and died\r\n",
      "I really can't stay\r\n",
      "Get over that old out, baby\r\n",
      "Ahh, but it's cold outside\r\n",
      "\r\n",
      "Where could you be going\r\n",
      "When the wind is blowing and it's cold outside?\r\n",
      "Baby, it's cold, cold outside\n",
      "All my life\r\n",
      "I've been waiting for you\r\n",
      "My wonderful one\r\n",
      "I've begun\r\n",
      "Living all my life\r\n",
      "\r\n",
      "All my love\r\n",
      "Has been waiting for you\r\n",
      "My life is sublime\r\n",
      "Now that I'm\r\n",
      "Giving all my love\r\n",
      "\r\n",
      "You seem so lovely, so far above me\r\n",
      "I'm almost afraid to look\r\n",
      "But I adore you, I pledge before you\r\n",
      "A heart that's an open book\r\n",
      "\r\n",
      "All my life\r\n",
      "Hold me close to your heart\r\n",
      "But all else above\r\n",
      "Hold my love\r\n",
      "Darling, just hold my love\n",
      "I'll be down to get you in a taxi honey\r\n",
      "Better be ready 'bout half past eight\r\n",
      "I mean don't be late\r\n",
      "Be there when the band starts playin'\r\n",
      "Remember when you get there honey\r\n",
      "Dance all over the floor\r\n",
      "Dance all over my shoes\r\n",
      "When the band plays the Jelly Roll blues\r\n",
      "Set 'em all alight\r\n",
      "\r\n",
      "At the darktown strutters ball\r\n",
      "I'll be down to get you in a push cart honey\r\n",
      "Better be ready 'bout half past eight\r\n",
      "I mean don't be late\r\n",
      "Be there when the band starts playin'\r\n",
      "\r\n",
      "'Member when you get there honey\r\n",
      "Shim sham wins them all\r\n",
      "Dance all over my shoes\r\n",
      "When the band plays the Jelly Roll's blues\r\n",
      "Set 'em all alight\r\n",
      "(At) the darktown strutters ball\n",
      "Everyone's saying you'll break my heart\r\n",
      "But I just can't agree\r\n",
      "'Cause I love you\r\n",
      "Everyone's wrong but me\r\n",
      "\r\n",
      "I keep repeating we'll never part\r\n",
      "They tell me wait and see\r\n",
      "Still, I love you\r\n",
      "Everyone's wrong but me\r\n",
      "\r\n",
      "Till the end of time\r\n",
      "This much I know is true\r\n",
      "Till the end of time\r\n",
      "I'll go on loving you, only you\r\n",
      "\r\n",
      "Tell them you love me right from the start\r\n",
      "And when they disagree\r\n",
      "Just you tell them\r\n",
      "Everyone was wrong but me\r\n",
      "\r\n",
      "'Cause I love you\r\n",
      "Everyone's wrong but me\r\n",
      "Oh, still, I love you\r\n",
      "Everyone's wrong but me\r\n",
      "\r\n",
      "Tell them you love me right from the start\r\n",
      "And when they disagree\r\n",
      "Just you tell them\r\n",
      "Everyone was wrong but me\r\n",
      "\r\n",
      "And when they disagree\r\n",
      "And when they disagree\r\n",
      "Just tell them\r\n",
      "That everyone's wrong but me\n",
      "I can't believe you really love me\r\n",
      "That I can call the sun to shine\r\n",
      "I'm so afraid there'll be\r\n",
      "Another after me\r\n",
      "Heart of mine\r\n",
      "And yet when I receive your letter\r\n",
      "I'm reassured by every line\r\n",
      "I hope they still hold true\r\n",
      "For me there's only you\r\n",
      "Heart of mine\r\n",
      "Are you on the level?\r\n",
      "Do you tell me lies?\r\n",
      "I'm between the devil\r\n",
      "And your deep blue haunting eyes\r\n",
      "I love you so I hate to lose you\r\n",
      "To me you're something really fine\r\n",
      "Don't ever change of heart\r\n",
      "Say we'll never part\r\n",
      "Heart of mine\n",
      "Love and kisses\r\n",
      "Never misses\r\n",
      "Making a heaven for two\r\n",
      "With a tender\r\n",
      "Sweet surrender\r\n",
      "Coming from someone like you\r\n",
      "\r\n",
      "Your perfection\r\n",
      "To affection\r\n",
      "Creates a perfect design\r\n",
      "Love has bound us\r\n",
      "Joy has found us\r\n",
      "Planning a future divine\r\n",
      "\r\n",
      "No indecision\r\n",
      "I know that my vision\r\n",
      "Is clear\r\n",
      "When you are near\r\n",
      "No need for sunlight\r\n",
      "For you are the one light\r\n",
      "I see\r\n",
      "So real to me\r\n",
      "\r\n",
      "Love and kisses\r\n",
      "That's what bliss is\r\n",
      "Lighting whatever you do\r\n",
      "Whole completeness\r\n",
      "Blessed sweetness\r\n",
      "Coming from someone like you\n",
      "Rhythm and romance\r\n",
      "Romance and rhythm\r\n",
      "Taught me to sparkle anew\r\n",
      "Brought me dream-of-able you\r\n",
      "Sweetheart\r\n",
      "\r\n",
      "Rhythm and romance\r\n",
      "Romance and rhythm\r\n",
      "An inconceivable pair\r\n",
      "That gave our budding affair\r\n",
      "Its start\r\n",
      "\r\n",
      "The stars gleam\r\n",
      "The moon beams\r\n",
      "The skies seem to smile\r\n",
      "The breeze flies\r\n",
      "A tree sighs\r\n",
      "Please stay around a while\r\n",
      "\r\n",
      "Rhythm and romance\r\n",
      "Romance and rhythm\r\n",
      "A combination so real\r\n",
      "An invitation to steal\r\n",
      "Your heart\r\n",
      "\r\n",
      "Now the stars gleam\r\n",
      "The moon beams\r\n",
      "The skies seem to smile\r\n",
      "Oh, the breeze flies\r\n",
      "A tree sighs\r\n",
      "Please, stay around a while\r\n",
      "\r\n",
      "Rhythm and romance\r\n",
      "Romance and rhythm\r\n",
      "A combination so real\r\n",
      "Oh, oh, an invitation to steal\r\n",
      "Your heart\n",
      "So you think I'll sit around and cry\r\n",
      "The day you say, \"Toodle-ooo, goodbye\"\r\n",
      "Oh yes?\r\n",
      "Take another guess\r\n",
      "\r\n",
      "Oh, you think no one can fill your shoes\r\n",
      "And when you're gone, then I'll have the blues\r\n",
      "Oh yes?\r\n",
      "Take another guess\r\n",
      "\r\n",
      "If you go your way\r\n",
      "Then I'll go my way\r\n",
      "And if you do as well as I do\r\n",
      "Honey, you'll do okay\r\n",
      "\r\n",
      "Oh, you think I'll die of loneliness\r\n",
      "And the deep blue sea is my next address\r\n",
      "Oh yes?\r\n",
      "Take another guess\r\n",
      "\r\n",
      "Don't ya hear me talkin' to ya?\r\n",
      "Take another guess\r\n",
      "\r\n",
      "If you think that I'll be blue\r\n",
      "Take another guess\r\n",
      "\r\n",
      "If you go your way\r\n",
      "Then I'll go my way\r\n",
      "And if you do as well as I do\r\n",
      "Honey, you'll do okay\r\n",
      "\r\n",
      "Oh, you think I'll die of loneliness\r\n",
      "And the deep blue sea is my next address\r\n",
      "Oh yes, oh yes, oh yes?\r\n",
      "Take another guess\n",
      "My fur coat's sold\r\n",
      "Oh Lord ain't it cold\r\n",
      "But I'm not gonna holler\r\n",
      "Cause I've still got a dollar\r\n",
      "And when I get low\r\n",
      "Oh, I get high\r\n",
      "\r\n",
      "My man walked out\r\n",
      "Now you know that ain't right\r\n",
      "He better watch out\r\n",
      "If I meet him tonight\r\n",
      "I said when I get low\r\n",
      "Oh, I get high\r\n",
      "\r\n",
      "All this hard luck in this town has found me\r\n",
      "Nobody knows but the troubles are all around me\r\n",
      "\r\n",
      "Oh, I'm all alone\r\n",
      "With no one to pet me\r\n",
      "My old rocking chair\r\n",
      "Ain't never gonna get me\r\n",
      "Cause when I get low\r\n",
      "Oh, I get high\r\n",
      "\r\n",
      "When I get low\r\n",
      "Oh, I get high\n",
      "You showed me the way\r\n",
      "When I was someone in distress\r\n",
      "A heart in search of happiness\r\n",
      "You showed me the way\r\n",
      "\r\n",
      "My skies were so gray\r\n",
      "I never knew I'd feel a thrill\r\n",
      "I couldn't dream a dream until\r\n",
      "You showed me the way\r\n",
      "\r\n",
      "The moment you found me\r\n",
      "The shadows around me\r\n",
      "Just disappeared from view\r\n",
      "The world became rosy\r\n",
      "Each corner so cozy\r\n",
      "Darling, all because of you\r\n",
      "\r\n",
      "You showed me the way\r\n",
      "And if I've learned that love can be\r\n",
      "A paradise for you and me\r\n",
      "Here's all I can say\r\n",
      "You showed me the way\r\n",
      "\r\n",
      "Oh, the moment you found me\r\n",
      "The shadows around me\r\n",
      "Just disappeared from view\r\n",
      "The world became rosy\r\n",
      "Each corner so cozy\r\n",
      "Darling, all because of you\r\n",
      "\r\n",
      "You showed me the way\r\n",
      "And if I've learned that love can be\r\n",
      "A paradise for you and me\r\n",
      "Here's all I can say\r\n",
      "Oh, you showed me the way\n",
      "Oh baby, won't you please come home?\r\n",
      "'Cause your mama's all alone\r\n",
      "I have tried in vain\r\n",
      "Never no more to call your name\r\n",
      "\r\n",
      "When you left, you broke my heart\r\n",
      "Because I never thought we'd part\r\n",
      "Every hour in the day you will hear me say\r\n",
      "Baby, won't you please come home?\r\n",
      "\r\n",
      "When you left, you broke my heart\r\n",
      "Because I never thought we'd part\r\n",
      "Every hour in the day you will hear me say\r\n",
      "Oh baby, my baby\r\n",
      "Baby, won't you please come home?\r\n",
      "'Cause your mama needs some lovin'\r\n",
      "Baby, won't you please come on home?\n",
      "Hello Ma! I done it again\r\n",
      "I got the funniest yen\r\n",
      "And before I knew it\r\n",
      "I was in somebody's arms\r\n",
      "\r\n",
      "Y'know, ma, how gentlemen are\r\n",
      "He took me out in his car\r\n",
      "And before I knew it\r\n",
      "We were surrounded by farms\r\n",
      "\r\n",
      "Then we spoke of the drought\r\n",
      "And we chatted about his old uncle Ben\r\n",
      "Then he asked for a kiss\r\n",
      "And I gave him a kiss and then, then\r\n",
      "\r\n",
      "Hello Ma! I done it again\r\n",
      "I got the funniest yen\r\n",
      "And before I knew it my heart said do it\r\n",
      "And I fell in love again\n",
      "My mommy told me\r\n",
      "If I was goody\r\n",
      "That she would buy me\r\n",
      "A wubba dolly\r\n",
      "\r\n",
      "So don't you tella\r\n",
      "I kissed a fella\r\n",
      "Or she won't buy me\r\n",
      "That wubba dolly\r\n",
      "\r\n",
      "I know\r\n",
      "I've been up to tricks\r\n",
      "Oh-oh\r\n",
      "I'm in a fix\r\n",
      "\r\n",
      "I want that dolly\r\n",
      "Indeed I do\r\n",
      "But what a fella\r\n",
      "I want him too\r\n",
      "\r\n",
      "Is it the fella or the dolly or the dolly or the fella or the fella or the dolly for you?\r\n",
      "Is it the fella or the dolly or the dolly or the fella, what are you gonna do\r\n",
      "\r\n",
      "I'll be a goodie\r\n",
      "Just watch and you'll see\r\n",
      "And she will buy me\r\n",
      "A wubba dolly\r\n",
      "\r\n",
      "Oh yes I'm sorry\r\n",
      "About the dolly\r\n",
      "Because we told her, woo hoo\r\n",
      "About this feller\r\n",
      "\r\n",
      "Boo hoo\r\n",
      "Oh why did you\r\n",
      "Oh boys\r\n",
      "I wouldn't do it to you\r\n",
      "\r\n",
      "Why did you tella\r\n",
      "I kissed a fella\r\n",
      "Now she won't buy me\r\n",
      "A wubba dolly\r\n",
      "\r\n",
      "We didn't tella\r\n",
      "You kissed a fella\r\n",
      "Oh goody-goody, and now she'll buy me\r\n",
      "That wubba dolly\r\n",
      "\r\n",
      "Oh look here comes my mommy\r\n",
      "And just look what she's got me\r\n",
      "My mammy bought me\r\n",
      "A little bitty wubba dolly\r\n",
      "\r\n",
      "She sho' did, she sho' did!\n",
      "Love makes me treat you the way that I do\r\n",
      " Baby, ain't I good to you\r\n",
      " Nothing in this world too good for a girl so good and true\r\n",
      " Whoa, baby, ain't I good to you\r\n",
      " I bought you a fur coat for Christmas\r\n",
      " And a diamond ring, yes I did\r\n",
      " And a big Cadillac car, and everything\r\n",
      " What makes me treat you the way that I do\r\n",
      " It must be love baby\r\n",
      " That's why I'm so good to you\r\n",
      " (bridge)\r\n",
      " I bought you a fur coat for Christmas\r\n",
      " And a diamond ring,\r\n",
      " And a great big Eldorado, and everything\r\n",
      " It must be love that makes me treat you the way that I do\r\n",
      " Gee,\r\n",
      " Baby ain't I good to you\n",
      "Woe is me\r\n",
      "I'm as blue as anyone can be\r\n",
      "I feel like a weepin' willow tree\r\n",
      "I'm in a cryin' mood\r\n",
      "\r\n",
      "Pair by pair\r\n",
      "I see happy lovers everywhere\r\n",
      "But the one I love don't seem to care\r\n",
      "I'm in a cryin' mood\r\n",
      "\r\n",
      "Each day I'm by my own-some\r\n",
      "Blue Mondays rain or shine\r\n",
      "I'll say this world is lonesome\r\n",
      "I'm just the lonesome kind\r\n",
      "\r\n",
      "Why, oh, why\r\n",
      "Did he have to go and say goodbye?\r\n",
      "Seems the moon is low and so am I\r\n",
      "I'm in a cryin' mood\r\n",
      "\r\n",
      "Each day I'm by my own-some\r\n",
      "Blue Mondays rain or shine\r\n",
      "I'll say this world is lonesome\r\n",
      "I'm just the lonesome kind\r\n",
      "\r\n",
      "Oh, why, oh, why\r\n",
      "Did he have to go and say goodbye?\r\n",
      "Seems the moon is low and so am I\r\n",
      "I'm in a cryin' mood\n",
      "When the bells all ring and the horns all blow\r\n",
      "And the couples we know are fondly kissing\r\n",
      "Will I be with you or will I be among the missing?\r\n",
      "\r\n",
      "Maybe it's much too early in the game\r\n",
      "Ah, but I thought I'd ask you just the same\r\n",
      "What are you doing New Year's, New Year's eve?\r\n",
      "\r\n",
      "Wonder whose arms will hold you good and tight\r\n",
      "When it's exactly twelve o'clock that night\r\n",
      "Welcoming in the New Year, New Year's Eve?\r\n",
      "\r\n",
      "Maybe I'm crazy to suppose\r\n",
      "I'd ever be the one you chose\r\n",
      "Out of the thousand invitations you received\r\n",
      "\r\n",
      "Ah, but in case I stand one little chance\r\n",
      "Here comes the jackpot question in advance\r\n",
      "What are you doing New Year's, New Year's Eve?\r\n",
      "\r\n",
      "Ah, but in case I stand one little chance\r\n",
      "Here comes the jackpot question in advance\r\n",
      "What are you doing New Year's, New Year's Eve?\r\n",
      "Oh, what are you doing New Year's, New Year's Eve?\n",
      "If anything happened to you\r\n",
      "I would lose every reason to live\r\n",
      "There's no thrill that life could give\r\n",
      "If anything happened to you\r\n",
      "\r\n",
      "If anything happened to love\r\n",
      "I would love every dream that I own\r\n",
      "Or how could I dream alone\r\n",
      "If anything happened to you?\r\n",
      "\r\n",
      "I know my heart will always choose you\r\n",
      "No one could take your place\r\n",
      "And so, if I should ever lose you\r\n",
      "I couldn't look my heart in the face\r\n",
      "\r\n",
      "Don't let anything happen to you\r\n",
      "I'd be lost if I found we were through\r\n",
      "So think what would happen to me\r\n",
      "If anything happened to you\r\n",
      "\r\n",
      "I know my heart will always choose you\r\n",
      "No one could take your place\r\n",
      "And so, if I should ever lose you\r\n",
      "I couldn't look my heart in the face\r\n",
      "\r\n",
      "Don't let anything happen to you\r\n",
      "I'd be lost if I found we were through\r\n",
      "So think what would happen to me\r\n",
      "If anything happened to you\r\n",
      "\r\n",
      "I'd be so alone and blue\r\n",
      "I don't know what I would do\r\n",
      "My love, if anything happened to you\n",
      "I feel a sudden urge to sing the kind of ditty that invokes the spring\r\n",
      "So, control your desire to curse while I crucify the verse\r\n",
      "This verse I've started seems to me the \"tin pan-tithesis\" of melody\r\n",
      "So to spare you all the pain, I'll skip the darn thing and sing the refrain\r\n",
      "\r\n",
      "The night is young, the skies are clear\r\n",
      "And if you want to go walkin', dear\r\n",
      "It's delightful, it's delicious, it's de-lovely\r\n",
      "\r\n",
      "I understand the reason why\r\n",
      "You're sentimental, 'cause so am I\r\n",
      "It's delightful, it's delicious, it's de-lovely\r\n",
      "\r\n",
      "You can tell at a glance what a swell night this is for romance\r\n",
      "You can hear, dear mother nature murmuring low \"let yourself go\"\r\n",
      "\r\n",
      "So please be sweet, my chickadee\r\n",
      "And when I kiss ya, just say to me\r\n",
      "\"it's delightful, it's delicious, it's delectable, it's delirious,\r\n",
      "It's dilemma, it's de limit, it's deluxe, it's de-lovely\"\r\n",
      "\r\n",
      "You can tell at a glance what a swell night this is for romance\r\n",
      "You can hear dear mother nature murmuring low \"let yourself go\"\r\n",
      "\r\n",
      "So please be sweet, my chickadee\r\n",
      "And when I kiss ya, just say to me\r\n",
      "\"it's delightful, it's delicious, it's delectable, it's delirious,\r\n",
      "It's dilemma, it's de limit, it's deluxe, it's de-lovely\"\n",
      "Sometimes when I'm down and alone\r\n",
      "I feel just like a child with out a home\r\n",
      "The love you give me keeps me hangin' on, honey\r\n",
      "All I'll ever need is you\r\n",
      "\r\n",
      "You're my first love, you're my last\r\n",
      "You're my future, you're my past\r\n",
      "Oh, loving you is all I ask, honey\r\n",
      "All I'll ever need is you\r\n",
      "\r\n",
      "Winters come and then they go\r\n",
      "And we watch the melting snow\r\n",
      "Sure, Summer follows Spring, all the things you do\r\n",
      "Give me a reason to build my world around you\r\n",
      "(World around you)\r\n",
      "\r\n",
      "Some men follow rainbows I am told\r\n",
      "Some men search for silver, some for gold\r\n",
      "But I found my treasures in my soul\r\n",
      "And all I'll ever need is you\r\n",
      "\r\n",
      "Without love I'd never find the way\r\n",
      "Through ups and downs of every single day\r\n",
      "And I won't sleep at night until you say\r\n",
      "Honey, all I'll ever need is you\r\n",
      "\r\n",
      "La, la, la, la, la, la\r\n",
      "The love you give me keeps me hangin' on\r\n",
      "Honey, all I'll ever need is you\r\n",
      "\r\n",
      "La, la, la, la, la, la\r\n",
      "But I found my treasures in my soul\r\n",
      "Honey, and all I'll ever need is you\r\n",
      "\r\n",
      "La, la, la, la, la, la\n",
      "Sweetheart if you should stray a million miles away\r\n",
      "I'll always be in love with you.\r\n",
      "Although you find more fish in someone else's dish\r\n",
      "I'll always be in love with you.\r\n",
      "\r\n",
      "I can't do any more, I tried so hard to please\r\n",
      "But let me thank you for those tender memories\r\n",
      "\r\n",
      "I wish you happiness, as for me sweetheart I guess\r\n",
      "I'll always be in love with you.\n",
      "I never knew the charm of spring\r\n",
      "I never met it face to face\r\n",
      "I never new my heart could sing\r\n",
      "I never missed a warm embrace\r\n",
      "\r\n",
      "Till April in Paris, chestnuts in blossom\r\n",
      "Holiday tables under the trees\r\n",
      "April in Paris, this is a feeling\r\n",
      "\r\n",
      "That no one can ever reprise\r\n",
      "I never knew the charm of spring\r\n",
      "I never met it face to face\r\n",
      "I never new my heart could sing\r\n",
      "I never missed a warm embrace\r\n",
      "\r\n",
      "Till April in Paris\r\n",
      "Whom can I run to\r\n",
      "What have you done to my heart\n",
      "Baby doll, you wonderful baby doll\r\n",
      "Let's go home and tell my mother\r\n",
      "That I found a baby brother\r\n",
      "\r\n",
      "I am taking you off the shelf\r\n",
      "And showing you off myself\r\n",
      "\r\n",
      "Can't you see it now?\r\n",
      "You're taking me walkin'\r\n",
      "Holding my hand\r\n",
      "Oh honey, there's no use talkin'\r\n",
      "You're a wonderful baby doll\r\n",
      "\r\n",
      "I am taking you off the shelf\r\n",
      "And showing you off myself\r\n",
      "\r\n",
      "Can't you see it now?\r\n",
      "You're taking me walkin'\r\n",
      "Holding my hand\r\n",
      "Oh honey, there's no use talkin'\r\n",
      "You're a wonderful baby doll\r\n",
      "\r\n",
      "A wonderful baby doll\n",
      "There's dew upon the ground\r\n",
      "And not a soul in sight;\r\n",
      "I'm walkin' by the river\r\n",
      "'Cause I'm meeting someone there tonight!\r\n",
      "I hear a distant sound,\r\n",
      "I see a far-off light;\r\n",
      "I'm walkin' by the river\r\n",
      "'Cause I'm meeting someone there tonight!\r\n",
      "\r\n",
      "The murmuring waters say\r\n",
      "There's no time to delay,\r\n",
      "So hurry on your way, my friend!\r\n",
      "If you don't get there soon,\r\n",
      "There may not be a moon\r\n",
      "To guide you to that happy end!\r\n",
      "\r\n",
      "My heart is riding high,\r\n",
      "My blues have taken flight,\r\n",
      "I'm walkin' by the river\r\n",
      "'Cause I'm meeting someone there tonight!\r\n",
      "\r\n",
      "My heart is riding high,\r\n",
      "My blues have taken flight,\r\n",
      "I'm walkin' by the river\r\n",
      "'Cause I'm meeting someone there tonight!\n",
      "Mister Paganini, please play my rhapsody\r\n",
      "And if you cannot play it, won't you sing it\r\n",
      "And if you can't sing it, you simply have to\r\n",
      "Swing it\r\n",
      "\r\n",
      "I said swing it\r\n",
      "Oh-oh-oh swing it\r\n",
      "And don't ding it\r\n",
      "Oh mister Paganini, we breathlessly await\r\n",
      "\r\n",
      "Your masterful d?tente, go-o on and sling it\r\n",
      "And if you can't sling it\r\n",
      "You'll simply have to swing it\r\n",
      "I said swing it\r\n",
      "\r\n",
      "And scattywahwah\r\n",
      "And wahdyscatla\r\n",
      "We've heard your repertoire and\r\n",
      "At the final bar\r\n",
      "\r\n",
      "We've greeted you with wild applause\r\n",
      "But what a great ovation\r\n",
      "Your interpretation\r\n",
      "Pat-scoodle-atty-doody yeah yeah yeah\r\n",
      "\r\n",
      "Oh Mister Paganini, now don't you be a meanie\r\n",
      "What have you up your sleeve, go on and spring it\r\n",
      "And if you can't spring it, you'll simply have to\r\n",
      "Swing it\n",
      "I've flown around the world in a plane\r\n",
      "I've settled revolutions in Spain\r\n",
      "The North Pole I have charted\r\n",
      "But I can't get started\r\n",
      "With you\r\n",
      "\r\n",
      "Around the golf course I'm under par\r\n",
      "And all the movies want me to star\r\n",
      "I've got a house, a show place\r\n",
      "But I get no place\r\n",
      "With you\r\n",
      "\r\n",
      "You're so supreme, lyrics I write of you\r\n",
      "Scheme just for a sight of you\r\n",
      "Dream both day and night of you\r\n",
      "And what good does it do?\r\n",
      "\r\n",
      "In 1929 I sold short\r\n",
      "In England I'm presented at court\r\n",
      "But you've got me downhearted\r\n",
      "'Cause I can't get started\r\n",
      "With you\r\n",
      "\r\n",
      "You're so supreme, lyrics I write of you\r\n",
      "Scheme just for a sight of you\r\n",
      "Dream both day and night of you\r\n",
      "And what good does it do?\n",
      "In old Savannah, I said Savannah\r\n",
      "The weather there is nice and warm\r\n",
      "The climate's of a Southern brand\r\n",
      "But here's what I don't understand\r\n",
      "\r\n",
      "They got a gal there, a pretty gal there\r\n",
      "Who's colder than an arctic storm\r\n",
      "Got a heart just like a stone\r\n",
      "Even ice men leave her alone\r\n",
      "\r\n",
      "They call her Hard-Hearted Hannah\r\n",
      "The Vamp of Savannah, the meanest gal in town\r\n",
      "Leather is tough, but Hannah's heart is tougher\r\n",
      "She's a gal who loves to see men suffer\r\n",
      "\r\n",
      "To tease them and thrill them, to torture and kill them\r\n",
      "Is her delight, they say; I saw her at the seashore with a great big pan\r\n",
      "There was Hannah, pouring water on a drowning man\r\n",
      "She's Hard-Hearted Hannah, the Vamp of Savannah, GA\r\n",
      "\r\n",
      "They call her Hard-Hearted Hannah\r\n",
      "The Vamp of Savannah, the meanest gal in town\r\n",
      "Talk of your cold, refrigerating mamas\r\n",
      "Brother, she's the polar bear's pajamas\r\n",
      "\r\n",
      "To tease them and thrill them, to torture and kill them\r\n",
      "Is her delight; they say an evening spent with Hannah sitting on your knees\r\n",
      "Is like traveling through Alaska in your B-V-D's\r\n",
      "She's Hard-Hearted Hannah, the Vamp of Savannah, GA\r\n",
      "\r\n",
      "Can you imagine a woman as cold as Hannah?\r\n",
      "She's got the right name, the Vamp of Savannah\r\n",
      "Anytime a woman can take a great big pan\r\n",
      "Start pouring water on a drowning man\r\n",
      "She's Hard-Hearted Hannah, the Vamp of Savannah, GA\r\n",
      "\r\n",
      "Oh, she's sweet as sour milk\n",
      "Papa loves mambo\r\n",
      "Mama loves mambo\r\n",
      "Look at 'em sway with it\r\n",
      "Gettin' so gay with it\r\n",
      "Shoutin' \"ole\" with it\r\n",
      "Wow (oh)\r\n",
      "\r\n",
      "Papa loves mambo \r\n",
      "(Papa loves mambo) \r\n",
      "Mama loves mambo\r\n",
      "(Mama loves mambo)\r\n",
      "Papa does great with it\r\n",
      "Swings like a gate with it\r\n",
      "Evens his weight with it, now\r\n",
      "\r\n",
      "He goes to, she goes fro\r\n",
      "He goes fast, she goes slow\r\n",
      "He goes left and she goes right\r\n",
      "(Papa's lookin' for mama, but mama is nowhere in sight)\r\n",
      "\r\n",
      "Papa loves mambo\r\n",
      "Mama loves mambo\r\n",
      "Havin' their fling again\r\n",
      "Younger than spring again\r\n",
      "Feelin' that zing again\r\n",
      "Wow (oh)\r\n",
      "\r\n",
      "Papa loves mambo \r\n",
      "(Papa loves mambo) \r\n",
      "Mama loves mambo\r\n",
      "(Mama loves mambo)\r\n",
      "Don't let her rumba and don't let her samba\r\n",
      "'Cause papa loves mama tonight (oh)\r\n",
      "\r\n",
      "(Papa loves mambo)\r\n",
      "(Mama loves mambo)\r\n",
      "\r\n",
      "(Papa loves mambo)\r\n",
      "(Mama loves mambo)\r\n",
      "\r\n",
      "He goes to, she goes fro\r\n",
      "He goes fast, she goes slow\r\n",
      "He goes left and she goes right\r\n",
      "(Papa's lookin' for mama, but mama is nowhere in sight, oh)\r\n",
      "\r\n",
      "Papa loves mambo \r\n",
      "(Papa loves mambo) \r\n",
      "Mama loves mambo\r\n",
      "(Mama loves mambo)\r\n",
      "Havin' their fling again\r\n",
      "Younger than spring again\r\n",
      "Feelin' that zing again\r\n",
      "Wow, oh\r\n",
      "\r\n",
      "(Papa loves mambo) \r\n",
      "Mambo papa\r\n",
      "(Mama loves mambo)\r\n",
      "Mambo mama\r\n",
      "(Don't let her rumba and don't let her samba)\r\n",
      "'Cause papa\r\n",
      "Loves a mambo tonight\n",
      "Moonlight and magnolia, starlight in your hair\r\n",
      "All the world a dream come true\r\n",
      "Did it really happen, was I really there\r\n",
      "Was I really there with you\r\n",
      " \r\n",
      "We lived our little drama, we kissed in a field of white\r\n",
      "And stars fell on Alabama last night\r\n",
      "I can't forget the glamor, your eyes held a tender light\r\n",
      "And stars fell on Alabama last night\r\n",
      "I never planned in my imagination a situation so heavenly\r\n",
      "A fairy land where no one else could enter\r\n",
      "And in the center just you and me, dear\r\n",
      "My heart beat like a hammer, my arms wound around you tight\r\n",
      "And stars fell on Alabama last night\r\n",
      " \r\n",
      "We lived our little drama, we kissed in a field of white\r\n",
      "And stars fell on Alabama last night\r\n",
      "I can't forget the glamor, your eyes held a tender light\r\n",
      "And stars fell on Alabama last night\r\n",
      "I never planned in my imagination a situation so heavenly\r\n",
      "A fairy land where no one else could enter\r\n",
      "And in the center just you and me, dear\r\n",
      "My heart beat like a hammer, my arms wound around you tight\n",
      "[Ella]\r\n",
      "Autumn in New York\r\n",
      "Why does it seem so inviting?\r\n",
      "Autumn in New York\r\n",
      "It spells the thrill of first-nighting\r\n",
      "\r\n",
      "Glittering crowds and shimmering clouds\r\n",
      "In canyons of steel\r\n",
      "They're making me feel I'm home\r\n",
      "\r\n",
      "It's autumn in New York\r\n",
      "That brings the promise of new love\r\n",
      "Autumn in New York\r\n",
      "Is often mingled with pain\r\n",
      "\r\n",
      "Dreamers with empty hands\r\n",
      "They sigh for exotic lands\r\n",
      "\r\n",
      "It's autumn in New York\r\n",
      "It's good to live it again\r\n",
      "\r\n",
      "[Louis]\r\n",
      "Autumn in New York\r\n",
      "The gleaming rooftops at sundown\r\n",
      "Oh, autumn in New York\r\n",
      "It lifts you up when you run down\r\n",
      "\r\n",
      "Yes, jaded roues and gay divorcees\r\n",
      "Who lunch at the Ritz\r\n",
      "Will tell you that it's divine\r\n",
      "\r\n",
      "This autumn in New York\r\n",
      "Transforms the slums into Mayfair\r\n",
      "Oh, autumn in New York\r\n",
      "You'll need no castles in Spain\r\n",
      "\r\n",
      "Yes, lovers that bless the dark\r\n",
      "On the benches in Central Park\r\n",
      "Greet autumn in New York\r\n",
      "It's good to live it again\r\n",
      "\r\n",
      "[Ella]\r\n",
      "Autumn in New York\r\n",
      "That brings the promise of new love\r\n",
      "Autumn in New York\r\n",
      "Is often mingled with pain\r\n",
      "\r\n",
      "Dreamers with empty hands\r\n",
      "They sigh for exotic lands\r\n",
      "\r\n",
      "It's autumn in New York\r\n",
      "It's good to live it again\n",
      "Savoy, the home of sweet romance,\r\n",
      "Savoy, it wins you with a glance,\r\n",
      "Savoy, gives happy feet a chance to dance.\r\n",
      "\r\n",
      "Your old form just like a clinging vine,\r\n",
      "Your lips so warm and sweet as wine,\r\n",
      "Your cheek so soft and close to mine, divine.\r\n",
      "\r\n",
      "How my heart is singing,\r\n",
      "While the band is swinging,\r\n",
      "I'm never tired of romping,\r\n",
      "And stomping with you at the Savoy.\r\n",
      "What joy - a perfect holiday,\r\n",
      "Savoy, where we can glide and sway,\r\n",
      "Savoy, let me stomp away with you;\r\n",
      "\r\n",
      "The home of sweet romance,\r\n",
      "It wins you at a glance,\r\n",
      "Gives happy feet a chance to dance.\r\n",
      "Just like a clinging vine,\r\n",
      "So soft and sweet as wine,\r\n",
      "So soft and close to mine, divine.\r\n",
      "\r\n",
      "How my heart is singing,\r\n",
      "While the band is swinging,\r\n",
      "I'm never, never, never tired of romping,\r\n",
      "And stomping with you at the Savoy.\r\n",
      "What joy - a perfect holiday,\r\n",
      "Savoy, where we can glide and sway,\r\n",
      "Savoy, let me stomp away with you;\n",
      "The weather is frightening\r\n",
      "The thunder and lightning\r\n",
      "Seem to be having their way\r\n",
      "But as far as I'm concerned\r\n",
      "It's a lovely day\r\n",
      "\r\n",
      "The turn in the weather\r\n",
      "Will keep us together\r\n",
      "So I can honestly say\r\n",
      "That as far as I'm concerned\r\n",
      "It's a lovely day\r\n",
      "And everything's okay\r\n",
      "\r\n",
      "Isn't this a lovely day\r\n",
      "To be caught in the rain?\r\n",
      "You were going on your way\r\n",
      "Now you've got to remain\r\n",
      "\r\n",
      "Just as you were going\r\n",
      "Leaving me all at sea\r\n",
      "The clouds broke\r\n",
      "They broke and, oh\r\n",
      "What a break for me\r\n",
      "\r\n",
      "I can see the sun up high\r\n",
      "Though we're caught in the storm\r\n",
      "I can see where you and I\r\n",
      "Could be cozy and warm\r\n",
      "\r\n",
      "Let the rain pitter-patter\r\n",
      "But it really doesn't matter\r\n",
      "If the skies are gray\r\n",
      "Long as I can be with you\r\n",
      "It's a lovely day\n",
      "Do I love you, do I?\n",
      "Doesn't one and one make two?\n",
      "Do I love you do I?\n",
      "Does July need a sky of blue?\n",
      "Would I miss you, would I\n",
      "If you ever should go away?\n",
      "If the sun should desert the day\n",
      "What would life be?\n",
      "\n",
      "Will I leave you, never?\n",
      "Could the ocean leave the shore?\n",
      "Will I worship you forever?\n",
      "Isn't heaven forevermore?\n",
      "Do I love you, do I?\n",
      "Oh, my dear it's so easy to see\n",
      "Don't you know I do, don't I show you I do?\n",
      "Just as you love me\n",
      "\n",
      "Will I leave you, never?\n",
      "Could the ocean leave the shore?\n",
      "Will I worship you forever?\n",
      "Isn't heaven forevermore?\n",
      "Do I love you, do I?\n",
      "Oh, my dear, it's so easy to see\n",
      "Don't you know I do, don't I show you I do?\n",
      "Just as you love me\n",
      "Sad times, may follow your tracks\n",
      "Bad times, may bar you from Sak's\n",
      "At times, when Satan in slacks\n",
      "Breaks down your self-control\n",
      "\n",
      "Maybe, as often it goes\n",
      "Your Abie, may tire of his rose\n",
      "So baby, this rule I propose\n",
      "Always have an ace in the hole\n",
      "\n",
      "Sad times, may follow your tracks\n",
      "Bad times, may bar you from Sak's\n",
      "At times, when Satan in slacks\n",
      "Breaks down your self control\n",
      "\n",
      "Maybe, as often it goes\n",
      "Your Abie, may tire of his rose\n",
      "So baby, this rule I propose\n",
      "Always have an ace in the hole\n",
      "\n",
      "Always have an ace in the hole\n",
      "Wildcat kelley, lookin' mighty pale\n",
      "Was standin' by the sherrif's side\n",
      "And when the sherrif said \"I'm sendin you to jail\n",
      "Wildcat raised his head and cried\n",
      "\n",
      "Oh, give me land, lots of land under starry skies above\n",
      "Don't fence me in\n",
      "Let me ride through the wide-open country that I love\n",
      "Don't fence me in\n",
      "Let me be by myself in the evenin' breeze\n",
      "Listen to the murmur of the cottonwood trees\n",
      "Send me off forever, but I ask you, please\n",
      "Don't fence me in\n",
      "\n",
      "Just turn me loose, let me straddle my ol' saddle underneath the western skies\n",
      "On my cayuse, let me wander over yonder 'till I see the mountains rise\n",
      "\n",
      "I want to ride to the ridge where the west commences\n",
      "Gaze at the moon 'till I lose my senses\n",
      "I can't look at hobbles and I can't stand fences\n",
      "Don't fence me in\n",
      "\n",
      "Wildcat kelley, back again in town\n",
      "Was standin by his sweetheart's side\n",
      "And when his sweetheart said \"come on, let's settle down\n",
      "Wildcat raised his head and cried\n",
      "\n",
      "Oh, give me land, lots of land under starry skies above\n",
      "Don't fence me in\n",
      "Let me ride through the wide open country that I love\n",
      "Don't fence me in\n",
      "Let me be by myself in the evenin' breeze\n",
      "Listen to the murmur of the cottonwood trees\n",
      "Send me off forever but I ask you please\n",
      "Don't fence me in\n",
      "\n",
      "Just turn me loose, let me straddle my ol' saddle underneath the western skies\n",
      "On my cayuse, let me wander over yonder 'till I see the mountains rise\n",
      "\n",
      "I want to ride to the ridge where the west commences\n",
      "Gaze at the moon 'till I lose my senses\n",
      "Can't look at hobbles and I can't stand fences\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Don't fence me in\n",
      "I've got you under my skin\n",
      "I've got you deep in the heart of me\n",
      "So deep in my heart that you're really a part of me\n",
      "I've got you under my skin\n",
      "\n",
      "I'd tried so not to give in\n",
      "I said to myself this affair never will go so well\n",
      "But why should I try to resist when, darling, I know so well\n",
      "I've got you under my skin\n",
      "\n",
      "I'd sacrifice anything, come what might\n",
      "For the sake of having you near\n",
      "In spite of a warning voice that comes in the night\n",
      "And repeats and repeats in my ear\n",
      "Don't you know little fool\n",
      "You never can win\n",
      "Use your mentality, wake up to reality\n",
      "But each time that I do just the thought of you makes me stop\n",
      "Before I begin\n",
      "'Cause I've got you under my skin\n",
      "\n",
      "I would sacrifice anything come what might\n",
      "For the sake of having you near\n",
      "In spite of the warning voice that comes in the night\n",
      "And repeats how it yells in my ear\n",
      "Don't you know, little fool\n",
      "You never can win\n",
      "Use your mentality, wke up to reality\n",
      "But each time I do just the thought of you makes me stop\n",
      "Before I begin\n",
      "'Cause I've got you under my skin\n",
      "I've got you under my skin\n",
      "It's the wrong time, and the wrong place\n",
      "Though your face is charming, it's the wrong face\n",
      "It's not his face, but such a charming face\n",
      "That it's all right with me\n",
      "\n",
      "It's the wrong song, in the wrong style\n",
      "Though your smile is lovely, it's the wrong smile\n",
      "It's not his smile, but such a lovely smile\n",
      "That it's all right with me\n",
      "\n",
      "You can't know how happy I am that we met\n",
      "I'm strangely attracted to you\n",
      "There's someone I'm trying so hard to forget\n",
      "Don't you want to forget someone, too?\n",
      "\n",
      "It's the wrong game, with the wrong chips\n",
      "Though your lips are tempting, they're the wrong lips\n",
      "They're not his lips, but they're such tempting lips\n",
      "That, if some night, you are free\n",
      "Dear, it's all right, yes, it's all right with me\n",
      "\n",
      "You can't know how happy I am that we met\n",
      "I'm strangely attracted to you\n",
      "There's someone I'm trying so hard to forget\n",
      "Don't you want to forget someone, too?\n",
      "\n",
      "It's the wrong game, with the wrong chips\n",
      "Though your lips are tempting, they're the wrong lips\n",
      "They're not his lips, but they're such tempting lips\n",
      "That, if some night, you are free\n",
      "Dear, it's all right, it's all right with me\n",
      "I feel a sudden urge to sing\n",
      "The kind of ditty that invokes the spring\n",
      "So, control your desire to curse\n",
      "While I crucify the verse\n",
      "This verse I've started seems to me\n",
      "The \"tin pan-tithesis\" of melody\n",
      "So to spare you all the pain\n",
      "I'll skip the darn thing and sing the refrain\n",
      "\n",
      "The night is young, the skies are clear\n",
      "And if you want to go walkin', dear\n",
      "It's delightful, it's delicious, it's de-lovely\n",
      "\n",
      "I understand the reason why\n",
      "You're sentimental, 'cause so am I\n",
      "It's delightful, it's delicious, it's de-lovely\n",
      "\n",
      "You can tell at a glance what a swell night this is for romance\n",
      "You can hear, dear mother nature murmuring low \"let yourself go\"\n",
      "\n",
      "So please be sweet, my chickadee\n",
      "And when I kiss ya, just say to me\n",
      "\"It's delightful, it's delicious, it's delectable, it's delirious\n",
      "It's dilemma, it's de limit, it's deluxe, it's de-lovely\"\n",
      "\n",
      "You can tell at a glance what a swell night this is for romance\n",
      "You can hear dear mother nature murmuring low \"let yourself go\"\n",
      "\n",
      "So please be sweet, my chickadee\n",
      "And when I kiss ya, just say to me\n",
      "\"It's delightful, it's delicious, it's delectable, it's delirious\n",
      "It's dilemma, it's de limit, it's deluxe, it's de-lovely\"\n",
      "Like the beat, beat, beat of the tom-tom\r\n",
      "When the jungle shadows fall\r\n",
      "Like the tick, tick, tock of the stately clock\r\n",
      "As it stands against the wall\r\n",
      "\r\n",
      "Like the drip, drip, drip of the raindrops\r\n",
      "When the summer shower is through\r\n",
      "So a voice within me keeps repeating you, you, you\r\n",
      "\r\n",
      "Night and day, you are the one\r\n",
      "Only you beneath the moon or under the sun\r\n",
      "Whether near to me or far\r\n",
      "It's no matter, darling, where you are\r\n",
      "I think of you\r\n",
      "\r\n",
      "Night and day, day and night, why is it so\r\n",
      "That this longing for you follows wherever I go?\r\n",
      "In the roaring traffic's boom\r\n",
      "In the silence of my lonely room\r\n",
      "\r\n",
      "I think of you\r\n",
      "Night and day, night and day\r\n",
      "Under the hide of me\r\n",
      "There's an, oh, such a hungry yearning burning inside of me\r\n",
      "\r\n",
      "And its torment won't be through\r\n",
      "'Till you let me spend my life making love to you\r\n",
      "Day and night, night and day\r\n",
      "\r\n",
      "Night and day\r\n",
      "Under the hide of me\r\n",
      "There's an, oh, such a hungry yearning burning inside of me\r\n",
      "And its torment won't be through\r\n",
      "'Till you let me spend my life making love to you\r\n",
      "Day and night, night and day\n",
      "Life's great, life's grand\n",
      "Future, all planned\n",
      "No more clouds in the sky\n",
      "How'm I ridin', I'm ridin' high\n",
      "\n",
      "Someone, I love\n",
      "Mad for, my love\n",
      "So long, Jonah, goodbye\n",
      "How'm I ridin', I'm ridin' high\n",
      "\n",
      "Floating, on a starlit ceiling\n",
      "Doting, on the cards I'm dealing\n",
      "Gloating, because I'm feeling so hap-hap-happy, I'm slap-happy\n",
      "So ring bells, sing songs\n",
      "Blow horns, beat gongs\n",
      "Our love, never will die\n",
      "How'm I ridin', I'm ridin' high\n",
      "\n",
      "Someone, I love\n",
      "Mad for, my love\n",
      "So long, Jonah, goodbye\n",
      "How'm I ridin', I'm ridin' high\n",
      "\n",
      "Floating, on a starlit ceiling\n",
      "Doting, on the cards I'm dealing\n",
      "Gloating, because I'm feeling so hap-hap-happy, I'm slap-happy\n",
      "So ring bells, sing songs\n",
      "Blow horns, beat gongs\n",
      "Our love, never will die\n",
      "How'm I ridin', I'm ridin' high\n",
      "What is this thing called love?\n",
      "This funny thing called love?\n",
      "Just who can solve its mystery?\n",
      "Why should it make a fool of me?\n",
      "\n",
      "I saw you there one wonderful day\n",
      "You took my heart and threw it away\n",
      "That's why I ask the lord in heaven above\n",
      "What is this thing called love?\n",
      "\n",
      "I saw you there one wonderful day\n",
      "You took my heart and threw it away\n",
      "That's why I ask the lord in heaven above\n",
      "What is this thing called love?\n",
      "Why can't you behave?\n",
      "Oh, why can't you behave?\n",
      "After all the things you told me\n",
      "And the promises that you gave\n",
      "Oh, why can't you behave?\n",
      "\n",
      "Why can't you be good?\n",
      "And do just as you should?\n",
      "Won't you turn that new leaf over\n",
      "So your baby can be your slave?\n",
      "Oh, why can't you behave?\n",
      "\n",
      "There's a farm I know near my old home town\n",
      "Where we two can go and try settling down\n",
      "There, I'll care for you forever\n",
      "'Cause you're all in the world I crave\n",
      "But why can't you behave?\n",
      "\n",
      "There's a farm I know near my old home town\n",
      "Where we two can go and try settling down\n",
      "There, I'll care for you forever\n",
      "'Cause you're all in the world I crave\n",
      "But why can't you, oh why can't you\n",
      "Oh, why can't you behave?\n",
      "At words poetic I'm so pathetic\n",
      "That I always have found it best\n",
      "Instead of getting 'em off my chest\n",
      "To let 'em rest, unexpressed\n",
      "I hate parading my serenading\n",
      "As I'll probably miss a bar\n",
      "But if this ditty is not so pretty\n",
      "At least it'll tell you how great you are\n",
      "\n",
      "You're the top, you're the Collisseum\n",
      "You're the top, you're the Louvre Museum\n",
      "You're the melody from a symphony by Strauss\n",
      "You're a Bendel bonnet, a Shakespeare sonnet, you're Mickey Mouse\n",
      "\n",
      "You're the Nile, you're the Tower of Pisa\n",
      "You're the smile of the Mona Lisa\n",
      "I'm a worthless check, a total wreck, a flop\n",
      "But if baby, I'm the bottom, you're the top\n",
      "\n",
      "You're the top, you're Mahatma Gandhi\n",
      "You're the top, you're Napoleon brandy\n",
      "You're the purple light of a summer night in Spain\n",
      "You're the National Gallery, you're Garbo's salary, you're cellophane\n",
      "\n",
      "You're sublime, you're a turkey dinner\n",
      "You're the time of the Derby Winner\n",
      "I'm a toy balloon that's fated soon to pop\n",
      "But if baby, I'm the bottom, you're the top\n",
      "\n",
      "You're the top, you're a Waldorf salad\n",
      "You're the top, you're a Berlin ballad\n",
      "You're the nimble tread of the feet of Fred Astaire\n",
      "You're an O'Neal drama, you're Whistler's mama, you're camembert\n",
      "\n",
      "You're a rose, you're inferno's Dante\n",
      "You're the nose, on the great Durante\n",
      "I'm a lazy lout who is just about to stop\n",
      "But if baby, I'm the bottom, you're the top\n",
      "Whenever skies look grey to me\r\n",
      "And trouble begins to brew\r\n",
      "Whenever the winter winds\r\n",
      "Begin to blow\r\n",
      "I concentrate on you\r\n",
      "\r\n",
      "When fortune cries nay, nay to me\r\n",
      "And people declare \"you're through\"\r\n",
      "Whenever the blues becomes my only song\r\n",
      "I concentrate on you\r\n",
      "\r\n",
      "On your smile to sweet so tender\r\n",
      "When first my kiss you deny\r\n",
      "On the love in your eyes\r\n",
      "When you surrender\r\n",
      "And once again our arms intertwine\r\n",
      "\r\n",
      "And so when wise men say to me\r\n",
      "That loves young dreams never come true\r\n",
      "To prove that even wise men can be wrong\r\n",
      "I concentrate on you\n",
      "Birds do it, bees do it\r\n",
      "Even educated fleas do it\r\n",
      "Let's do it, let's fall in love\r\n",
      "\r\n",
      "In Spain, the best upper sets do it\r\n",
      "Lithuanians and Letts do it\r\n",
      "Let's do it, let's fall in love\r\n",
      "\r\n",
      "The Dutch in old Amsterdam do it\r\n",
      "Not to mention the Finns\r\n",
      "Folks in Siam do it; think of Siamese twins\r\n",
      "\r\n",
      "Some Argentines without means do it\r\n",
      "People say in Boston even beans do it\r\n",
      "Let's do it, let's fall in love\r\n",
      "\r\n",
      "Romantic sponges, they say, do it\r\n",
      "Oysters down in oyster bay do it\r\n",
      "Let's do it, let's fall in love\r\n",
      "\r\n",
      "Cold cape cod clams 'gainst their wish do it\r\n",
      "Even lazy jellyfish do it\r\n",
      "Let's do it, let's fall in love\r\n",
      "\r\n",
      "Electric eels, I might add, do it\r\n",
      "Though it shocks 'em I know\r\n",
      "Why ask if shad do it? Waiter, bring me shad roe\r\n",
      "\r\n",
      "In shallow shoals English soles do it\r\n",
      "Goldfish in the privacy of bowls do it\r\n",
      "Let's do it, let's fall in love\n",
      "At words poetic, I'm so pathetic \r\n",
      "That I always have found it best, \r\n",
      "Instead of getting 'em off my chest, \r\n",
      "To let 'em rest unexpressed, \r\n",
      "I hate parading my serenading \r\n",
      "As I'll probably miss a bar, \r\n",
      "But if this ditty is not so pretty \r\n",
      "At least it'll tell you \r\n",
      "How great you are. \r\n",
      "\r\n",
      "You're the top! \r\n",
      "You're the Coliseum. \r\n",
      "You're the top! \r\n",
      "You're the Louver Museum. \r\n",
      "You're a melody from a symphony by Strauss \r\n",
      "You're a Bendel bonnet, \r\n",
      "A Shakespeare's sonnet, \r\n",
      "You're Mickey Mouse. \r\n",
      "You're the Nile, \r\n",
      "You're the Tower of Pisa, \r\n",
      "You're the smile on the Mona Lisa \r\n",
      "I'm a worthless check, a total wreck, a flop, \r\n",
      "But if, baby, I'm the bottom you're the top! \r\n",
      "\r\n",
      "Your words poetic are not pathetic. \r\n",
      "On the other hand, babe, you shine, \r\n",
      "And I can feel after every line \r\n",
      "A thrill divine \r\n",
      "Down my spine. \r\n",
      "Now gifted humans like Vincent Youmans \r\n",
      "Might think that your song is bad, \r\n",
      "But I got a notion \r\n",
      "I'll second the motion \r\n",
      "And this is what I'm going to add; \r\n",
      "\r\n",
      "You're the top! \r\n",
      "You're Mahatma Gandhi. \r\n",
      "You're the top! \r\n",
      "You're Napoleon Brandy. \r\n",
      "You're the purple light \r\n",
      "Of a summer night in Spain, \r\n",
      "You're the National Gallery \r\n",
      "You're Garbo's salary, \r\n",
      "You're cellophane. \r\n",
      "You're sublime, \r\n",
      "You're turkey dinner, \r\n",
      "You're the time, the time of a Derby winner \r\n",
      "I'm a toy balloon that's fated soon to pop \r\n",
      "But if, baby, I'm the bottom, \r\n",
      "You're the top! \r\n",
      "\r\n",
      "You're the top! \r\n",
      "You're an arrow collar \r\n",
      "You're the top! \r\n",
      "You're a Coolidge dollar, \r\n",
      "You're the nimble tread \r\n",
      "Of the feet of Fred Astaire, \r\n",
      "You're an O'Neill drama, \r\n",
      "\r\n",
      "You're Whistler's mama! \r\n",
      "\r\n",
      "You're camembert. \r\n",
      "\r\n",
      "You're a rose, \r\n",
      "You're Inferno's Dante, \r\n",
      "\r\n",
      "You're the nose \r\n",
      "On the great Durante. \r\n",
      "I'm just in a way, \r\n",
      "As the French would say, \"de trop\". \r\n",
      "But if, baby, I'm the bottom, \r\n",
      "You're the top! \r\n",
      "\r\n",
      "You're the top! \r\n",
      "You're a dance in Bali. \r\n",
      "You're the top! \r\n",
      "You're a hot tamale. \r\n",
      "You're an angel, you, \r\n",
      "Simply too, too, too diveen, \r\n",
      "You're a Boticcelli, \r\n",
      "You're Keats, \r\n",
      "You're Shelly! \r\n",
      "\r\n",
      "You're Ovaltine! \r\n",
      "You're a boom, \r\n",
      "You're the dam at Boulder, \r\n",
      "You're the moon, \r\n",
      "Over Mae West's shoulder, \r\n",
      "I'm the nominee of the G.O.P. \r\n",
      "\r\n",
      "Or GOP! \r\n",
      "\r\n",
      "But if, baby, I'm the bottom, \r\n",
      "You're the top! \r\n",
      "\r\n",
      "You're the top! \r\n",
      "You're a Waldorf salad. \r\n",
      "You're the top! \r\n",
      "You're a Berlin ballad. \r\n",
      "You're the boats that glide \r\n",
      "On the sleepy Zuider Zee, \r\n",
      "You're an old Dutch master, \r\n",
      "\r\n",
      "You're Lady Astor, \r\n",
      "You're broccoli! \r\n",
      "You're romance, \r\n",
      "You're the steppes of Russia, \r\n",
      "You're the pants, on a Roxy usher, \r\n",
      "I'm a broken doll, a fol-de-rol, a blop, \r\n",
      "\r\n",
      "But if, baby, I'm the bottom, \r\n",
      "You're the top!\n",
      "Love makes me treat you the way that I do\n",
      "Gee, baby, ain't I good to you\n",
      "There's nothing too good for a girl, so true\n",
      "Mama, ain't I good to you\n",
      "\n",
      "Yes, I bought you furs for Christmas\n",
      "And a diamond ring\n",
      "A big Cadillac car and everything\n",
      "Love makes me treat you the way I do\n",
      "Gee, baby, ain't I good to you\n",
      "\n",
      "Love makes me treat you the way that I do\n",
      "Gee, baby, ain't I good to you\n",
      "There's nothing too good for a boy, that's so true\n",
      "Gee, ain't I good to you\n",
      "\n",
      "Bought you some cashmeres for Christmas\n",
      "A diamond ring\n",
      "A Mark 7 car, and everything\n",
      "Love makes me treat you the way that I do\n",
      "Gee baby, ain't I good to you\n",
      "\n",
      "Love makes me treat you the way that I do\n",
      "Gee baby, ain't I good to you\n",
      "There's nothing too good for a boy that's so true\n",
      "Baby, baby, ain't I good to you\n",
      "\n",
      "Bought you some crazy sport shirts\n",
      "You had your fling\n",
      "A Mercedes Benz sport car and everything\n",
      "Love makes me treat you the way that I do\n",
      "Gee baby, ain't I good to you\n",
      "\n",
      "Get me paying taxes of what I gave to you\n",
      "Gee baby, ain't I good to you\n",
      "Ella:   The tables are empty\r\n",
      "The dance floor's deserted\r\n",
      "You play the same love song\r\n",
      "It's the tenth time you've heard it\r\n",
      "\r\n",
      "That's the beginning\r\n",
      "Just one of the clues\r\n",
      "You've had your first lesson\r\n",
      "In learnin' the Blues\r\n",
      "\r\n",
      "The cigarettes you light\r\n",
      "One after another\r\n",
      "Won't help you forget him\r\n",
      "And the way that you loved him\r\n",
      "\r\n",
      "You're only burning\r\n",
      "A torch you can't lose\r\n",
      "But you're on the right track\r\n",
      "For learnin' the blues\r\n",
      "\r\n",
      "When you're at home alone\r\n",
      "The blues will taunt you constantly\r\n",
      "When you're out in a crowd\r\n",
      "The Blues will haunt your memory\r\n",
      "\r\n",
      "The nights when you don't sleep\r\n",
      "The whole night you're cryin'\r\n",
      "But you can't forget him\r\n",
      "Soon you even stop tryin'\r\n",
      "\r\n",
      "You walk the floor\r\n",
      "And wear out your shoes\r\n",
      "When you feel your heart break\r\n",
      "You're learnin the blues\r\n",
      "\r\n",
      "Louis:   Yes, the tables are empty\r\n",
      "The dance floor's deserted\r\n",
      "And You play the same love song, Whoa, yes\r\n",
      "It's the tenth time you've heard it, yes\r\n",
      "\r\n",
      "Man, it's the beginnin'\r\n",
      "Just one of those cluessssss\r\n",
      "You've had your first lesson, Whoa, yes\r\n",
      "In learnin' the Blues\r\n",
      "\r\n",
      "Man, The cigarettes that you light, Whoa, yessum\r\n",
      "One after another, you Tellin' me brother\r\n",
      "Won't help you to forget her, Whoa, no\r\n",
      "And the way that you love her\r\n",
      "\r\n",
      "You only burnin'\r\n",
      "A torch that you can't lose, Yeah\r\n",
      "But you on the right tracks, Brother, ha ha ha hahaha\r\n",
      "For learnin' the blues\r\n",
      "\r\n",
      "D'ya See that Ella?\r\n",
      "\r\n",
      "Now lookahere\r\n",
      "When you at home alone\r\n",
      "The blues will taunt you constantly, yessuh\r\n",
      "Ba dit dit deet\r\n",
      "And when you're out in a crowd\r\n",
      "The Blues will haunt your memories\r\n",
      "Bah da doh doh zet\r\n",
      "\r\n",
      "The nights when you don't sleep, Yes, ha ha ha\r\n",
      "The whole night you cryin'\r\n",
      "But you can't forget her, oh yes\r\n",
      "Soon you even stop tryin'\r\n",
      "\r\n",
      "Man, you walk the floor\r\n",
      "And wear out your shoes, sss\r\n",
      "When you feel your heart break, yeah brother\r\n",
      "That's when you're learning the blues\r\n",
      "\r\n",
      "Yes\r\n",
      "When you at home alone, the blues will taunt you constantly, yes\r\n",
      "\r\n",
      "And when you're out in a crowd, the Blues will haunt your memories\r\n",
      "\r\n",
      "The nights when you don't sleep, hmm, Ella\r\n",
      "Ella:  The whole night you're crying\r\n",
      "Louis:  Yeah, but you can't forget her\r\n",
      "Ella:  Soon you even stop trying\r\n",
      "\r\n",
      "Louis: Yes Man, you'll walk the floor, that's when it's rough\r\n",
      "And wear out that last pair a' treaders, ha ha\r\n",
      "Together:   When you feel your   \r\n",
      "heart break\r\n",
      "\r\n",
      "You're learnin the blues\n",
      "You're bound to fall for the bugle call;\r\n",
      "You're gonna brag 'bout the Bugle Call Rag.\r\n",
      "Thin or fat, young or old;\r\n",
      "Shake their shoulders bold.\r\n",
      "You're bound to fall for the bugle call;\r\n",
      "You're gonna brag 'bout the Bugle Call Rag.\r\n",
      "Hold me baby; Let's syncopate to that blue melody;\r\n",
      "Just hesitate while a break they take Shh!\r\n",
      "While we're dancing please hold me tight; step lively don't lag.\r\n",
      " \r\n",
      "\r\n",
      "\n",
      "Up in the mornin' and out to school\r\n",
      "The teacher is teachin' the Golden Rule\r\n",
      "American history and practical math\r\n",
      "You studyin' hard and hopin' to pass\r\n",
      "Workin' your fingers right down to the bone\r\n",
      "And the guy behind you won't leave you alone\r\n",
      "\r\n",
      "Ring, ring goes the bell\r\n",
      "The cook in the lunch room's ready to sell\r\n",
      "You're lucky if you can find a seat\r\n",
      "You're fortunate if you have time to eat\r\n",
      "Back in the classroom, open your books\r\n",
      "Keep up the teacher, don't know how mean she looks\r\n",
      "\r\n",
      "Soon as three o'clock rolls around\r\n",
      "You finally lay your burden down\r\n",
      "Close up your books, get out of your seat\r\n",
      "Down the halls and into the street\r\n",
      "Up to the corner and 'round the bend\r\n",
      "Right to the juke joint, you go in\r\n",
      "\r\n",
      "Drop the coin right into the slot\r\n",
      "You're gotta hear somethin' that's really hot\r\n",
      "With the one you love, you're makin' romance\r\n",
      "All day long you been wantin' to dance\r\n",
      "Feeling the music from head to toe\r\n",
      "'Round and 'round and 'round we go\r\n",
      "\r\n",
      "Hail, hail, rock and roll\r\n",
      "Deliver me from the days of old\r\n",
      "Long live rock and roll\r\n",
      "The beat of the drums, loud and bold\r\n",
      "Rock, rock, rock and roll\r\n",
      "The feelin' is there, body and soul\n",
      "I must confess what you say is true\r\n",
      "I had a rendezvous with somebody new\r\n",
      "That's the only one I ever had\r\n",
      "Baby, baby, don'cha go away mad\r\n",
      "\r\n",
      "Cheatin' shows and it never goes\r\n",
      "You got a reason to be mad I suppose\r\n",
      "But she only was a passin' fad\r\n",
      "Baby, don't you be mad\r\n",
      "\r\n",
      "Her kind's a dime a dozen\r\n",
      "And that's not the kind I want\r\n",
      "Who'd ever dream your cousin\r\n",
      "Would wander into that restaurant?\r\n",
      "\r\n",
      "I understand that you feel upset\r\n",
      "What do you say that you forgive and forget?\r\n",
      "Come on and kiss me just to show you're glad\r\n",
      "Baby, baby, don'cha go away mad\r\n",
      "\r\n",
      "Now, her kind's a dime a dozen\r\n",
      "I should've passed her by\r\n",
      "Who'd ever dream your cousin\r\n",
      "Would come along and give us the eye?\r\n",
      "\r\n",
      "I understand that you feel upset\r\n",
      "What do you say that you forgive and forget?\r\n",
      "Come on and kiss me just to show you're glad\r\n",
      "Baby, don'cha go away mad\r\n",
      "\r\n",
      "Understand that you're quite upset\r\n",
      "What do you say that you forgive and forget?\r\n",
      "Come on and kiss me just to show you're glad\r\n",
      "Baby, baby, baby, baby, baby, baby, baby\r\n",
      "Baby, baby, baby, don'cha go 'way mad\r\n",
      "Now, don'cha go away mad\n",
      "Gonna take a sentimental journey\r\n",
      "Gonna set my heart at ease\r\n",
      "Gonna make a sentimental journey\r\n",
      "To renew old memories\r\n",
      "\r\n",
      "Got my bag, got my reservation\r\n",
      "Spent each dime I could afford\r\n",
      "Like a child in wild anticipation\r\n",
      "Long to hear that \"All aboard\"\r\n",
      "\r\n",
      "Seven--that's the time we leave--at seven\r\n",
      "I'll be waitin' up for heaven\r\n",
      "Countin' every mile of railroad track\r\n",
      "That takes me back\r\n",
      "\r\n",
      "Never thought my heart could be so yearny\r\n",
      "Why did I decide to roam?\r\n",
      "Gotta take that sentimental journey\r\n",
      "Sentimental journey home\r\n",
      "\r\n",
      "Sentimental journey\n",
      "He's stone cold dead in the market\r\n",
      "He's stone cold dead in the market\r\n",
      "He's stone cold dead in the market\r\n",
      "I killed nobody but my husband\r\n",
      "\r\n",
      "Last night I went out drinking\r\n",
      "When I came home I gave her a beating\r\n",
      "So she ? the rolling pin and went to work on my head\r\n",
      "Until she bash it in\r\n",
      "\r\n",
      "I lie cold dead in the market\r\n",
      "Stone cold dead in the market\r\n",
      "I lie cold dead in the market\r\n",
      "She killed nobody but her husband\r\n",
      "\r\n",
      "I lick 'im wit' thee pot and thee fryin' pan\r\n",
      "I lick 'im wit' thee pot and thee fryin' pan\r\n",
      "I lick 'im wit' thee pot and thee fryin' pan\r\n",
      "And if I kill him, he had it coming\r\n",
      "\r\n",
      "Man,\r\n",
      "He's stone cold dead in the market\r\n",
      "He's stone cold dead in the market\r\n",
      "He's stone cold dead in the market\r\n",
      "I killed nobody but my husband\r\n",
      "\r\n",
      "My family they're swearin' to kill her\r\n",
      "My family they're swearin' to kill her\r\n",
      "His family they're swearin' to kill me\r\n",
      "And if I kill him, he had it coming\r\n",
      "\r\n",
      "Here I lie cold dead in the market\r\n",
      "Cold dead in the market\r\n",
      "I lie cold dead in the market\r\n",
      "She kill nobody but her husband\r\n",
      "\r\n",
      "There is one thing that I am sure\r\n",
      "He ain't goin' to beat me no more\r\n",
      "So I tell ya that I doesn't care \r\n",
      "If I was to die in the electric chair\r\n",
      "\r\n",
      "Man\r\n",
      "He's stone cold dead in the market\r\n",
      "He's stone cold dead in the market\r\n",
      "He's stone cold dead in the market\r\n",
      "I killed nobody but my husband\r\n",
      "\r\n",
      "Hey child, I'm coming back and bash your head one more time\r\n",
      "\r\n",
      "No, no no man you can't do that\r\n",
      "\r\n",
      "He's stone cold dead in the market (murderer)\r\n",
      "He's stone cold dead in the market (da criminal)\r\n",
      "He's stone cold dead in the market\r\n",
      "I killed nobody but my husband\n",
      "I tremble at your touch\r\n",
      "I know I shouldn't\r\n",
      "But that's the way it is\r\n",
      "\r\n",
      "I want you oh-so much\r\n",
      "I know I shouldn't\r\n",
      "But that's the way it is\r\n",
      "\r\n",
      "I can see so clearly\r\n",
      "That we are worlds apart\r\n",
      "But when you are near me\r\n",
      "I can't see beyond my heart\r\n",
      "\r\n",
      "I worship at your shrine\r\n",
      "You said I shouldn't\r\n",
      "But that's the way it is\r\n",
      "\r\n",
      "I begged you to be mine\r\n",
      "I said I wouldn't\r\n",
      "But that's the way it is\r\n",
      "\r\n",
      "I love you forever\r\n",
      "Though it may never be\r\n",
      "But that's the way it is\r\n",
      "With a guy like me\r\n",
      "\r\n",
      "I tremble at your touch\r\n",
      "I know I shouldn't\r\n",
      "But that's the way it is\r\n",
      "\r\n",
      "I want you oh-so much\r\n",
      "I know I shouldn't\r\n",
      "But that's the way it is\r\n",
      "\r\n",
      "I can see so clearly\r\n",
      "That we are worlds apart\r\n",
      "But, oh, when you are near me\r\n",
      "I can't see beyond my heart\r\n",
      "\r\n",
      "I worship at your shrine\r\n",
      "You said I shouldn't\r\n",
      "But that's the way it is\r\n",
      "\r\n",
      "I begged you to be mine\r\n",
      "I said I wouldn't\r\n",
      "But that's the way it is\r\n",
      "\r\n",
      "I'll love you forever\r\n",
      "Though it may never be\r\n",
      "But that's the way it is\r\n",
      "With people like you and me\n",
      "I saw you strolling by your solitary\r\n",
      "Am I nosy? Very, very\r\n",
      "I'd like to be a juicy huckleberry\r\n",
      "What you're after is a gal\r\n",
      "We're both in luck for introductions\r\n",
      "Are not necessary\r\n",
      "\r\n",
      "Mmm, would you like to take walk?\r\n",
      "Mmm, do you think it's gonna rain?\r\n",
      "Mmm, how about a sasparilla?\r\n",
      "Gee, the moon is yeller\r\n",
      "Sump'n good'll come from that\r\n",
      "\r\n",
      "Mmm, have you heard the latest song?\r\n",
      "Mmm, it's a very pretty strain\r\n",
      "Mmm, don't you feel a little thrilly?\r\n",
      "Gee, it's getting chilly\r\n",
      "Sump'n good'll come from that\r\n",
      "\r\n",
      "When you're strolling though the wherezis\r\n",
      "You need a whozis to lean upon\r\n",
      "But when you have no whozis\r\n",
      "To hug and whatzis, gosh, darn\r\n",
      "\r\n",
      "Mmm, would you like to take walk?\r\n",
      "Mmm, do you think it's gonna rain?\r\n",
      "Mmm, ain't you tired of the talkies?\r\n",
      "I prefer the walkies\r\n",
      "Sump'n good'll come from that\r\n",
      "\r\n",
      "My little heart is full of palpitation\r\n",
      "What I need is consolation\r\n",
      "I'd like to stage a little celebration\r\n",
      "In the moonlight, right away\r\n",
      "I'll feel all pep't if you'll accept\r\n",
      "My friendly invitation\r\n",
      "\r\n",
      "Mmm, would you like to take walk?\r\n",
      "Mmm, do you think it's gonna rain?\r\n",
      "Mmm, how about a sasparilla?\r\n",
      "Gee, the moon is yeller\r\n",
      "Sump'n good'll come from that\r\n",
      "\r\n",
      "Mmm, have you heard the latest song?\r\n",
      "Mmm, it's a very pretty strain\r\n",
      "Mmm, don't you feel a little thrilly?\r\n",
      "Gee, it's getting chilly\r\n",
      "Sump'n good'll come from that\r\n",
      "\r\n",
      "When you're strolling though the wherezis\r\n",
      "You need a whozis to lean upon\r\n",
      "But when you have no whozis\r\n",
      "To hug and whatzis, gosh, darn\r\n",
      "\r\n",
      "Mmm, would you like to take walk?\r\n",
      "Mmm, do you think it's gonna rain?\r\n",
      "Mmm, ain't you tired of the talkies?\r\n",
      "I prefer the walkies\r\n",
      "Sump'n good'll come from that\n",
      "You won't be satisfied until you break my heart\r\n",
      "You're never satisfied until the teardrops start\r\n",
      "I tried to shower you with lovin' kisses\r\n",
      "But all i ever get from you is naggin' & braggin',\r\n",
      "My poor heart is raggin'\r\n",
      "\r\n",
      "The way you toss my heart around's a cryin' shame\r\n",
      "I'll bet you wouldn't like it if i did the same\r\n",
      "You're only happy tearin' all my dreams apart\r\n",
      "You won't be satisfied until you break my heart\r\n",
      "\r\n",
      "The way you toss my heart around's a cryin' shame\r\n",
      "I'll bet you wouldn't like it if i did the same\r\n",
      "You're only happy tearin' all of my dreams apart\r\n",
      "Unless you hurt me and you'd know that i'd cried\r\n",
      "It doesn't seem as though you'll ever be satisfied\n",
      "Autumn in New York\n",
      "Why does it seem so inviting\n",
      "Autumn in New York\n",
      "It spells the thrill of first nighting\n",
      "\n",
      "Glittering crowds and shimmering clouds\n",
      "In canyons of steel\n",
      "They're making me feel I'm home\n",
      "\n",
      "It's autumn in New York\n",
      "That brings the promise of new love\n",
      "Autumn in New York\n",
      "Is often mingled with pain\n",
      "\n",
      "Dreamers with empty hands\n",
      "They sigh for exotic lands\n",
      "It's autumn in New York\n",
      "It's good to live it again\n",
      "\n",
      "Autumn in New York\n",
      "The gleaming rooftops at sundown\n",
      "Oh, autumn in New York\n",
      "It lifts you up when you run down\n",
      "\n",
      "Yes, jaded roues and gay divorcees\n",
      "Who lunch at the Ritz\n",
      "Will tell you that it's divine\n",
      "\n",
      "This autumn in New York\n",
      "Transforms the slums into Mayfair\n",
      "Oh, autumn in New York\n",
      "You'll need no castles in Spain\n",
      "\n",
      "Yes, lovers that bless the dark\n",
      "On the benches in Central Park\n",
      "Greet autumn in New York\n",
      "It's good to live it again\n",
      "\n",
      "Autumn in New York\n",
      "That brings the promise of new love\n",
      "Autumn in New York\n",
      "Is often mingled with pain\n",
      "\n",
      "Dreamers with empty hands\n",
      "They sigh for exotic lands\n",
      "It's autumn in New York\n",
      "It's good to live it again\n",
      "April skies are in your eyes\n",
      "But darling, don't be blue\n",
      "Don't cry, oh honey, please\n",
      "Don't be that way\n",
      "\n",
      "Clouds in the sky\n",
      "Should never make you feel that way\n",
      "The rain will bring the violets of May\n",
      "Tears are in vain, so honey, please\n",
      "Don't be that way\n",
      "\n",
      "As long as we see it through\n",
      "You'll have me, I'll have you\n",
      "Sweetheart, tomorrow is another day\n",
      "Don't break my heart, oh honey, please\n",
      "Don't be that way\n",
      "\n",
      "Don't cry, oh honey, please\n",
      "Don't be that way\n",
      "Clouds in the sky\n",
      "Should never make you feel that way\n",
      "The rain will bring the violets of May\n",
      "Tears in vain, so honey, please\n",
      "Don't be that way\n",
      "\n",
      "As long as we will see it through\n",
      "You'll have me and I'll have you\n",
      "Sweetheart, tomorrow is another day\n",
      "Don't break my heart, oh honey, please\n",
      "Don't be that way\n",
      "\n",
      "Don't cry\n",
      "(Don't cry, don't cry)\n",
      "Oh honey, please\n",
      "Don't be that way\n",
      "(Oh honey, please)\n",
      "(Don't be that way)\n",
      "\n",
      "Clouds in the sky\n",
      "(Dig those crazy sky)\n",
      "Should never make you feel that way\n",
      "(So don't be that way)\n",
      "\n",
      "Dig the rain\n",
      "(Pitter, pitter, pitter, pitter patter)\n",
      "Bring the violets of May\n",
      "(Pitter patter of the rain drops)\n",
      "\n",
      "Tears in vain\n",
      "(Tears, tears)\n",
      "So honey, please\n",
      "Don't be that way\n",
      "(Don't be that way)\n",
      "\n",
      "As long as we will see it through\n",
      "Oh baby, you'll have me and I'll have you\n",
      "Sweetheart, tomorrow is another day\n",
      "(Tomorrow is another day)\n",
      "\n",
      "Don't break my heart\n",
      "Oh honey, please\n",
      "Don't be that way\n",
      "Look here, baby don't cry\n",
      "Oh honey, please\n",
      "Don't be that way\n",
      "Clouds in the sky\n",
      "Should never make you feel that way\n",
      "\n",
      "Yeah, don't cry\n",
      "Honey, please don't be that way\n",
      "Clouds in the sky\n",
      "Oh honey, please\n",
      "Don't be that way\n",
      "(No, I'll never be that way)\n",
      "Love makes me treat you the way that I do\n",
      "Gee, baby, ain't I good to you\n",
      "There's nothing too good for a girl, so true\n",
      "Mama, ain't I good to you\n",
      "\n",
      "Yes, I bought you furs for Christmas\n",
      "And a diamond ring\n",
      "A big Cadillac car and everything\n",
      "Love makes me treat you the way I do\n",
      "Gee, baby, ain't I good to you\n",
      "\n",
      "Love makes me treat you the way that I do\n",
      "Gee, baby, ain't I good to you\n",
      "There's nothing too good for a boy, that's so true\n",
      "Gee, ain't I good to you\n",
      "\n",
      "Bought you some cashmeres for Christmas\n",
      "A diamond ring\n",
      "A Mark 7 car, and everything\n",
      "Love makes me treat you the way that I do\n",
      "Gee baby, ain't I good to you\n",
      "\n",
      "Love makes me treat you the way that I do\n",
      "Gee baby, ain't I good to you\n",
      "There's nothing too good for a boy that's so true\n",
      "Baby, baby, ain't I good to you\n",
      "\n",
      "Bought you some crazy sport shirts\n",
      "You had your fling\n",
      "A Mercedes Benz sport car and everything\n",
      "Love makes me treat you the way that I do\n",
      "Gee baby, ain't I good to you\n",
      "\n",
      "Get me paying taxes of what I gave to you\n",
      "Gee baby, ain't I good to you\n",
      "Think of what you're losing\n",
      "By constantly refusing to dance with me\n",
      "You'd be the idol of France with me\n",
      "And yet you stand there\n",
      "And shake your foolish head dramatically\n",
      "While I wait here so ecstatically\n",
      "You just look and say emphatically\n",
      "\n",
      "Not this season, yes that's the reason\n",
      "I won't dance, don't ask me\n",
      "I won't dance, don't ask me\n",
      "I won't dance, madam, with you\n",
      "My heart won't let my feet\n",
      "Do things they should do\n",
      "\n",
      "You know what, you're lovely\n",
      "And so what, you're still lovely\n",
      "But oh, what you do to me\n",
      "I'm like an ocean wave that's bumped on the shore\n",
      "I feel so absolutely stumped on the floor\n",
      "\n",
      "Yes, when you dance you're charming and you're gentle\n",
      "Especially when you do the continental\n",
      "But this feeling isn't purely mental\n",
      "For heaven rest us, I'm not asbestos\n",
      "\n",
      "And that's why\n",
      "I won't dance, why should I\n",
      "I won't dance, how could I\n",
      "I won't dance, merci beaucoup\n",
      "I know that music leads the way to romance\n",
      "So if I hold you in my arms, I won't dance\n",
      "\n",
      "I won't dance, don't ask me\n",
      "I won't dance, don't ask me\n",
      "I won't dance, monsieur, with you\n",
      "My heart won't let my feet\n",
      "Do things they should do\n",
      "\n",
      "You know what, you're handsome\n",
      "And so what, you're handsome\n",
      "But oh, what you do to me\n",
      "I'm like an ocean wave that's bumped on the shore\n",
      "I feel so absolutely stumped on the floor\n",
      "\n",
      "When you dance you're charming and you're gentle\n",
      "Especially when you do the continental\n",
      "But this feeling isn't purely mental\n",
      "For heaven rest us, I'm not asbestos\n",
      "\n",
      "And that's why\n",
      "I won't dance, why should I\n",
      "I won't dance, how could I\n",
      "I won't dance, merci beaucoup\n",
      "I know that music leads the way to romance\n",
      "So if I hold you in my arms, I won't dance\n",
      "\n",
      "I won't dance, don't ask me\n",
      "I won't dance, don't ask me\n",
      "I will not dance, madame, with you\n",
      "Yes, my heart won't let my feet do things they should do\n",
      "\n",
      "You know what, you're kinda lovely\n",
      "And so what, I'm lovely\n",
      "But oh, what you do to me\n",
      "I'm like an ocean wave that's bumped on the shore\n",
      "I feel so absolutely stumped on the floor\n",
      "\n",
      "When you dance you're charming and you're gentle\n",
      "Especially when you do the continental\n",
      "But this feeling isn't purely mental\n",
      "For heaven rest us, I'm not asbestos, honey\n",
      "\n",
      "And that's why\n",
      "I won't dance, why should I\n",
      "I won't dance, how could I\n",
      "I won't dance, merci beaucoup\n",
      "I know that music leads the way to romance\n",
      "So if I hold you in my arms, I won't dance\n",
      "The tables are empty\n",
      "The dance floor's deserted\n",
      "You play the same love song\n",
      "It's the tenth time you've heard it\n",
      "\n",
      "That's the beginning\n",
      "Just one of the clues\n",
      "You've had your first lesson\n",
      "In learnin' the Blues\n",
      "\n",
      "The cigarettes you light\n",
      "One after another\n",
      "Won't help you forget him\n",
      "And the way that you loved him\n",
      "\n",
      "You're only burning\n",
      "A torch you can't lose\n",
      "But you're on the right track\n",
      "For learnin' the blues\n",
      "\n",
      "When you're at home alone\n",
      "The Blues will taunt you constantly\n",
      "When you're out in a crowd\n",
      "The Blues will haunt your memory\n",
      "\n",
      "The nights when you don't sleep\n",
      "The whole night you're cryin'\n",
      "But you can't forget him\n",
      "Soon you even stop tryin'\n",
      "\n",
      "You walk the floor\n",
      "And wear out your shoes\n",
      "When you feel your heart break\n",
      "You're learnin' the blues\n",
      "\n",
      "Yes, the tables are empty\n",
      "The dance floor's deserted\n",
      "And you play the same love song, whoa, yes\n",
      "It's the tenth time you've heard it, yes\n",
      "\n",
      "Man, it's the beginnin'\n",
      "Just one of those clues\n",
      "You've had your first lesson, whoa, yes\n",
      "In learnin' the Blues\n",
      "\n",
      "Man, the cigarettes that you light, whoa, yessum\n",
      "One after another, you tellin' me brother\n",
      "Won't help you to forget her, whoa, no\n",
      "And the way that you love her\n",
      "\n",
      "You only burnin'\n",
      "A torch that you can't lose, yeah\n",
      "But you on the right tracks, brother\n",
      "For learnin' the blues\n",
      "\n",
      "D'ya see that Ella\n",
      "\n",
      "Now lookahere\n",
      "When you at home alone\n",
      "The blues will taunt you constantly, yessuh\n",
      "Ba dit dit deet\n",
      "And when you're out in a crowd\n",
      "The Blues will haunt your memories\n",
      "Bah da doh doh zet\n",
      "\n",
      "The nights when you don't sleep, yes\n",
      "The whole night you cryin'\n",
      "But you can't forget her, oh yes\n",
      "Soon you even stop tryin'\n",
      "\n",
      "Man, you walk the floor\n",
      "And wear out your shoes\n",
      "When you feel your heart break, yeah brother\n",
      "That's when you're learning the blues\n",
      "\n",
      "Yes\n",
      "When you at home alone\n",
      "The blues will taunt you constantly, yes\n",
      "And when you're out in a crowd\n",
      "The Blues will haunt your memories\n",
      "\n",
      "The nights when you don't sleep, hmm, Ella\n",
      "The whole night you're crying\n",
      "Yeah, but you can't forget her\n",
      "Soon you even stop trying\n",
      "\n",
      "Yes man, you'll walk the floor\n",
      "that's when it's rough\n",
      "And wear out that last pair a' treaders\n",
      "When you feel your heart break\n",
      "You're learnin the blues\n",
      "Things have come to a pretty pass\n",
      "Our romance is growing flat\n",
      "For you like this and the other\n",
      "While I go for this and that\n",
      "\n",
      "Goodness knows what the end will be\n",
      "Oh I don't know where I'm at\n",
      "It looks as if we two will never be one\n",
      "Something must be done\n",
      "\n",
      "You say either and I say either\n",
      "You say neither and I say neither\n",
      "Either, either neither, neither\n",
      "Let's call the whole thing off\n",
      "\n",
      "You like potato and I like potahto\n",
      "You like tomato and I like tomahto\n",
      "Potato, potahto, tomato, tomahto\n",
      "Let's call the whole thing off\n",
      "\n",
      "But oh, if we call the whole thing off\n",
      "Then we must part\n",
      "And oh, if we ever part\n",
      "then that might break my heart\n",
      "\n",
      "So if you like pyjamas and I like pyjahmas\n",
      "I'll wear pyjamas and give up pyajahmas\n",
      "For we know we need each other so we\n",
      "Better call the whole thing off\n",
      "Let's call the whole thing off\n",
      "\n",
      "You say laughter and I say larfter\n",
      "You say after and I say arfter\n",
      "Laughter, larfter after arfter\n",
      "Let's call the whole thing off\n",
      "\n",
      "You like vanilla and I like vanella\n",
      "You saspiralla, and I saspirella\n",
      "Vanilla vanella chocolate strawberry\n",
      "Let's call the whole thing off\n",
      "\n",
      "But oh if we call the whole thing off\n",
      "then we must part\n",
      "And oh, if we ever part,\n",
      "then that might break my heart\n",
      "\n",
      "So if you go for oysters and I go for ersters\n",
      "I'll order oysters and cancel the ersters\n",
      "For we know we need each other so we\n",
      "Better call the calling off off\n",
      "Let's call the whole thing off\n",
      "\n",
      "You say either (and you say either)\n",
      "You say neither (and you say neither)\n",
      "Either, (either), neither (neither)\n",
      "Let's call the whole thing off\n",
      "\n",
      "You like potato (and you like potahto)\n",
      "You like tomato (and you like tomahto)\n",
      "Potato (potahto), tomato (tomahto)\n",
      "Let's call the whole thing off\n",
      "\n",
      "But oh, if we call the whole thing off\n",
      "Then we must part\n",
      "And oh, if we ever part\n",
      "then that might break my heart\n",
      "\n",
      "So if you like pyjamas (pyjahmas)\n",
      "I'll wear pyjamas (you got pyajahmas)\n",
      "For we know we need each other so we\n",
      "Better call the calling off off\n",
      "Let's call the whole thing off\n",
      "Let's call the whole thing off\n",
      "Savoy, the home of sweet romance\n",
      "Savoy, it wins you at a glance\n",
      "Savoy, gives happy feet a chance to dance\n",
      "Your old form just like a clinging vine\n",
      "Your lips so warm and sweet as wine\n",
      "Your cheek so soft and close to mine, divine\n",
      "\n",
      "How my heart is singing\n",
      "While the band is swinging\n",
      "Never tired of romping\n",
      "And stomping with you at the Savoy\n",
      "\n",
      "What joy, a perfect holiday\n",
      "Savoy, where we can glide and sway\n",
      "Savoy, let me stomp away with you\n",
      "\n",
      "Boo ba di ba di di bo bo bo\n",
      "\n",
      "(Savoy) the home of sweet romance\n",
      "(Savoy)  wins you at a glance\n",
      "(Swing it Ella) happy feet\n",
      "A chance to dance at the Savoy\n",
      "Like a clinging vine\n",
      "So warm and sweet as wine\n",
      "And close to mine, divine\n",
      "\n",
      "How my heart is singing\n",
      "While the band is swinging\n",
      "I'm never tired of romping\n",
      "And stomping with you at the Savoy\n",
      "\n",
      "(Savoy) a perfect holiday\n",
      "Where we can glide and sway\n",
      "Let me stomp away with you\n",
      "\n",
      "Da ba da ba di da doo loop\n",
      "\n",
      "What joy to be together at Savoy\n",
      "Romping and stomping with you at the Savoy\n",
      "Never tired of romping\n",
      "And stomping with you\n",
      "While the band is romping\n",
      "What do we do, what do we do\n",
      "\n",
      "Jump, jump, jump, jump, swing at the Savoy\n",
      "Romp, romp, romp, romp, romp at the Savoy\n",
      "\n",
      "Could be was it\n",
      "Atlantic city\n",
      "Lord we would talk about that night\n",
      "Yeah we're talking about some boy\n",
      "Bet to the Savoy\n",
      "Bet to the Savoy\n",
      "To the Savoy\n",
      "Never romping stomp away\n",
      "We're shakin' at the Savoy\n",
      "You shake my hand\n",
      "After one whole quart of brandy\r\n",
      "Like a daisy, I'm awake\r\n",
      "With no Bromo-Seltzer handy\r\n",
      "I don't even shake\r\n",
      "\r\n",
      "Men are not a new sensation\r\n",
      "I've done pretty well I think\r\n",
      "But this half-pint imitation\r\n",
      "Put me on the blink\r\n",
      "\r\n",
      "I'm wild again, beguiled again\r\n",
      "A simpering, whimpering child again\r\n",
      "Bewitched, bothered and bewildered, am I\r\n",
      "\r\n",
      "Couldn't sleep and wouldn't sleep\r\n",
      "When love came and told me, I shouldn't sleep\r\n",
      "Bewitched, bothered and bewildered, am I\r\n",
      "\r\n",
      "Lost my heart, but what of it\r\n",
      "He is cold I agree\r\n",
      "He can laugh, but I love it\r\n",
      "Although the laugh's on me\r\n",
      "\r\n",
      "I'll sing to him, each spring to him\r\n",
      "And long, for the day when I'll cling to him\r\n",
      "Bewitched, bothered and bewildered, am I\r\n",
      "\r\n",
      "He's a fool and don't I know it\r\n",
      "But a fool can have his charms\r\n",
      "I'm in love and don't I show it\r\n",
      "Like a babe in arms\r\n",
      "\r\n",
      "Love's the same old sad sensation\r\n",
      "Lately I've not slept a wink\r\n",
      "Since this half-pint imitation\r\n",
      "Put me on the blink\r\n",
      "\r\n",
      "I've sinned a lot, I'm mean a lot\r\n",
      "But I'm like sweet seventeen a lot\r\n",
      "Bewitched, bothered and bewildered, am I\r\n",
      "\r\n",
      "I'll sing to him, each spring to him\r\n",
      "And worship the trousers that cling to him\r\n",
      "Bewitched, bothered and bewildered, am I\r\n",
      "\r\n",
      "When he talks, he is seeking\r\n",
      "Words to get off his chest\r\n",
      "Horizontally speaking, he's at his very best\r\n",
      "\r\n",
      "Vexed again, perplexed again\r\n",
      "Thank God, I can be oversexed again\r\n",
      "Bewitched, bothered and bewildered, am I\r\n",
      "\r\n",
      "Wise at last, my eyes at last, \r\n",
      "Are cutting you down to your size at last\r\n",
      "Bewitched, bothered and bewildered, no more\r\n",
      "\r\n",
      "Burned a lot, but learned a lot\r\n",
      "And now\n",
      "It's the wrong time and the wrong place\r\n",
      "Though your face is charming, it's the wrong face\r\n",
      "It's not her face, but such a charming face\r\n",
      "That it's all right with me\r\n",
      "\r\n",
      "It's the wrong song in the wrong style\r\n",
      "Though your smile is lovely, it's the wrong smile\r\n",
      "It's not her smile, but such a lovely smile\r\n",
      "So it's all right with me\r\n",
      "\r\n",
      "You can't know how happy I am that we've met\r\n",
      "I'm strangely attracted to you\r\n",
      "There's someone I'm trying so hard to forget\r\n",
      "Don't you want to forget someone too?\r\n",
      "\r\n",
      "It's the wrong game with the wrong chips\r\n",
      "Though your lips are tempting, they're the wrong lips\r\n",
      "They're not her lips, but they're such tempting lips\r\n",
      "That if some night you're free\r\n",
      "Dear, it's all right\r\n",
      "Yes, it's all right with me\n",
      "Music, play \r\n",
      "Something dreamy for dancing \r\n",
      "While we're here romancing \r\n",
      "It's love's holiday \r\n",
      "And love will be our guide \r\n",
      "\r\n",
      "Close your eyes \r\n",
      "When you open them, dear \r\n",
      "I'll be right here by your side \r\n",
      "So\r\n",
      "\r\n",
      "Close your eyes \r\n",
      "Rest your head on my shoulder and sleep \r\n",
      "Close your eyes \r\n",
      "And I will close mine \r\n",
      "\r\n",
      "Close your eyes \r\n",
      "Let's pretend that we're both counting sheep \r\n",
      "Close your eyes \r\n",
      "This is divine \r\n",
      "\r\n",
      "Music, play \r\n",
      "Something dreamy for dancing \r\n",
      "While were here romancing \r\n",
      "It's love's holiday \r\n",
      "And love will be our guide\r\n",
      "\r\n",
      "Close your eyes \r\n",
      "When you open them, dear \r\n",
      "I'll be near by your side \r\n",
      "So won't you close your eyes?\n",
      "Black cats creep across my path\r\n",
      "Until I'm almost mad\r\n",
      "I must have 'roused the devil's wrath\r\n",
      "'Cause all my luck is bad\r\n",
      "I make a date for golf and you can bet your life it rains\r\n",
      "I try to give a party and the guy upstairs complains\r\n",
      "I guess I'll go through life just catching colds and missin' trains\r\n",
      "\r\n",
      "Everything happens to me\r\n",
      "I never miss a thing\r\n",
      "I've had the measles and the mumps\r\n",
      "And every time I play an ace\r\n",
      "My partner always trumps\r\n",
      "Guess I'm just a fool who never looks before he jumps\r\n",
      "\r\n",
      "Everything happens to me\r\n",
      "At first my heart thought you could break this jinx for me\r\n",
      "That love would turn the trick to end despair\r\n",
      "But know I just can't fool this head that thinks for me\r\n",
      "I've mortgaged all my castles in the air\r\n",
      "I've telegraphed and phoned\r\n",
      "I send an 'Airmail Special' too\r\n",
      "Your answer was 'Goodbye'\r\n",
      "And there was even postage due\r\n",
      "I fell in love just once\r\n",
      "And then it had to be with you\r\n",
      "\r\n",
      "Everything happens to me\n",
      "'Neath the stars, at bazaars\r\n",
      "Often I've had to caress men\r\n",
      "Five or ten, dollars then, I'd collect from all those yes-men\r\n",
      "Don't be sad, I must add, that they meant no more than chess-men\r\n",
      "\r\n",
      "Darling, can't you see?\r\n",
      "'Twas for charity?\r\n",
      "Though these lips have made slips, it was never really serious\r\n",
      "Who'd have thought, I'd be brought to a state that's so delirious?\r\n",
      "\r\n",
      "I could cry salty tears\r\n",
      "Where have I been all these years?\r\n",
      "Little wow, tell me now\r\n",
      "How long has this been goin' on?\r\n",
      "\r\n",
      "There were chills up my spine\r\n",
      "And some thrills I can't define\r\n",
      "Listen sweet, I repeat\r\n",
      "How long has this been goin' on?\r\n",
      "\r\n",
      "Oh, I feel that I could melt\r\n",
      "Into heaven I'm hurled\r\n",
      "I know how columbus felt\r\n",
      "Finding another world\r\n",
      "\r\n",
      "Kiss me once, then once more\r\n",
      "What a dunce I was before\r\n",
      "What a break, for heaven's sake\r\n",
      "How long has this been goin' on?\r\n",
      "\r\n",
      "Kiss me twice, once more, thrice, make it four\r\n",
      "\r\n",
      "What a break, for heaven's sake\r\n",
      "How long has this been goin' on?\n",
      "I've been listening to the sounds of the night\r\n",
      "Waiting for you to come around and hold me tight\r\n",
      "I've been wanting you right here by my side\r\n",
      "\r\n",
      "I don't care what you've gotta do\r\n",
      "Just get here in a rush\r\n",
      "Every part of me aches for you\r\n",
      "It keeps getting stronger; I hunger, I long for you touch\r\n",
      "\r\n",
      "[Chorus]\r\n",
      "Hurry home\r\n",
      "I'm counting the minutes until you are in my arms\r\n",
      "Hurry home as fast as you can, baby\r\n",
      "I'll be here ready to hold you; don't take it slow\r\n",
      "Won't ya hurry home to me?\r\n",
      "\r\n",
      "I miss the way you laugh off the blues\r\n",
      "The way you're there to listen when I need you to\r\n",
      "And, baby, how I'm needing you now\r\n",
      "\r\n",
      "I know that you'll be coming soon\r\n",
      "It's taking way too long\r\n",
      "I asked the man up in the moon\r\n",
      "To send you to me instantly back to where you belong\r\n",
      "\r\n",
      "[Chorus]\r\n",
      "\r\n",
      "And when you come back, when you walk through that door\n",
      "guess there's nothing to do\r\n",
      "And nothing to say,\r\n",
      "But simply go on my way\r\n",
      "And call it a day.\r\n",
      "\r\n",
      "I guess I'm ready to go\r\n",
      "Right back on the shelf,\r\n",
      "Because at last I've learned\r\n",
      "Where you're concerned,\r\n",
      "I've just been fooling myself.\r\n",
      "\r\n",
      "I never had a chance,\r\n",
      "I thought you cared for me,\r\n",
      "But now I see I never had a chance.\r\n",
      "I never had a chance.\r\n",
      "Though you never told me so,\r\n",
      "Somehow I know I never had a chance.\r\n",
      "\r\n",
      "I knew we'd have to part,\r\n",
      "For I could always reach your lips\r\n",
      "But I could never reach your heart.\r\n",
      "My dream about romance\r\n",
      "Ended in a friendly chat.\r\n",
      "But more than that,\r\n",
      "I never had a chance.\r\n",
      "\r\n",
      "I never had a chance,\r\n",
      "I thought you cared for me,\r\n",
      "But now I see I never had a chance.\r\n",
      "I never had a chance.\r\n",
      "Though you never told me so,\r\n",
      "Somehow I know I never had a chance.\r\n",
      "\r\n",
      "I knew we'd have to part,\r\n",
      "For I could always reach your lips\r\n",
      "But I could never reach your heart.\r\n",
      "My dream about romance\r\n",
      "Ended in a friendly chat.\r\n",
      "But more than that,\r\n",
      "I never had a chance.\n",
      "I took a trip on a train, and I thought about you\r\n",
      "I passed a shadowy lane, and I thought about you\r\n",
      "Two or three cars parked under the stars, a windin' stream\r\n",
      "Moon shining down on some little town\r\n",
      "And with each beam, the same old dream\r\n",
      "And every stop that we made, oh I thought about you\r\n",
      "And when I pulled down the shade, then I really felt blue\r\n",
      "I peaked through the crack and looked at the track\r\n",
      "The one goin' back to you, and what did I do?\r\n",
      "I thought about you\r\n",
      "\r\n",
      "There were two or three cars parked under the stars, a windin' stream\r\n",
      "Moon shining down on some little town\r\n",
      "And with each beam, the same old dream\r\n",
      "\r\n",
      "And then I peaked through the crack and I looked at that track\r\n",
      "The one goin' back to you, and what did I do?\r\n",
      "I thought about you\n",
      "I'll never be the same\r\n",
      "Stars have lost their meaning for me\r\n",
      "I'll never be the same\r\n",
      "Nothing's what it once use to be\r\n",
      "And when the songbirds that sing\r\n",
      "Tell me it's spring \r\n",
      "I can't believe their song\r\n",
      "Once love was king but kings can be wrong\r\n",
      "I'll never be the same\r\n",
      "There is such an ache in my heart\r\n",
      "Never be the same since we're apart\r\n",
      "Though there's a lot that a smile may hide\r\n",
      "I know down deep inside\r\n",
      "I'll never be the same never be the same again\r\n",
      " \r\n",
      "I'll never be the same\r\n",
      "Stars have lost their meaning for me\r\n",
      "I'll never be the same\r\n",
      "Nothing's what it once use to be\r\n",
      "And when the songbirds that sing\r\n",
      "Tell me it's spring \r\n",
      "I can't believe their song\r\n",
      "Once love was king but kings can be wrong\r\n",
      "I'll never be the same\r\n",
      "There is such an ache in my heart\r\n",
      "Never be the same since we're apart\r\n",
      "Though there's a lot that a smile may hide\r\n",
      "I know down deep inside\n",
      "Lately, I find myself gazing at stars\r\n",
      "Hearing guitars like someone in love\r\n",
      "Sometimes the things I do astound me\r\n",
      "Mostly whenever you're around me\r\n",
      "Lately I seem to walk as though I had wings\r\n",
      "Bump into things like someone in love\r\n",
      "Each time I look at you\r\n",
      "I'm limp as a glove\r\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "And feeling like someone in love\n",
      "Like a ship at sea, I'm just lost in a fog\r\n",
      "My mind is hazy, my thoughts are blue\r\n",
      "Guess I'll always be kinda\r\n",
      "Lost in a fog without you\r\n",
      "\r\n",
      "[Chorus]\r\n",
      "Waitin' night and day like a bump on a log\r\n",
      "I'm goin' crazy; what can I do?\r\n",
      "Help me find my way\r\n",
      "'Cause I'm lost in a fog without you\r\n",
      "\r\n",
      "It was sunny every day\r\n",
      "The sky was fair above\r\n",
      "But you took the light away\r\n",
      "The day you took your love\r\n",
      "\r\n",
      "Only fools like me could be tossed in a bog\r\n",
      "I've got a heartache I never knew\r\n",
      "Guess I'll always be kinda\r\n",
      "Lost in a fog without you\r\n",
      "\r\n",
      "Like a ship at sea, I'm lost in a fog\r\n",
      "My mind is hazy, my thoughts are blue\r\n",
      "Guess I'll always be kinda\r\n",
      "Lost in a fog without you\r\n",
      "\r\n",
      "[Chorus]\r\n",
      "\r\n",
      "It was sunny every day\r\n",
      "The sky was fair above\r\n",
      "But you took the light away\r\n",
      "The day you took your love\r\n",
      "\r\n",
      "Only fools like me could be tossed in a bog\r\n",
      "I've got a heartache I never knew\r\n",
      "Guess I'll always be kinda\r\n",
      "Lost in a fog without you\n",
      "Whether you are here or yonder, \r\n",
      "Whether you are false or true\r\n",
      "Whether you remain or wander, \r\n",
      "I'm growing fonder of you\r\n",
      "Even though your friends forsake you, \r\n",
      "Even though you don't succeed\r\n",
      "Wouldn't I be glad to take you, \r\n",
      "Give you the break you need\r\n",
      "\r\n",
      "More than you know, more than you know\r\n",
      "Girl of my heart, I love you so\r\n",
      "Lately I find you're on my mind\r\n",
      "More than you know\r\n",
      "\r\n",
      "Whether you're right, whether you're wrong\r\n",
      "Girl of my heart, I'll string along\r\n",
      "You need me so\r\n",
      "Much more than you'll ever know (ever know)        \r\n",
      "Loving you the way that I do      \r\n",
      "  \r\n",
      "There's nothing I can do about it        \r\n",
      "Loving may be all you can give        \r\n",
      "But baby I can't live without it\r\n",
      "Oh, how I'd cry, oh, how I'd cry\r\n",
      "If you got tired and said \"Good-bye\"\r\n",
      "\r\n",
      "More than I'd show\r\n",
      "More than you'd ever know\n",
      "Love was blown away by the night wind\r\n",
      "And the dream we shared fell apart\r\n",
      "Now I'm all alone in the night wind\r\n",
      "Wind that brought the blues to my heart\r\n",
      "\r\n",
      "Yesterday my arms were around you\r\n",
      "And your lips revealed you were mine\r\n",
      "Then the angry wind came and found you\r\n",
      "Came to end the moment divine\r\n",
      "\r\n",
      "Oh the night wind seems to haunt me\r\n",
      "Seems to taunt me now that you don't want me\r\n",
      "Why is lover's lane filled with shadows\r\n",
      "Stars no longer shine up above\r\n",
      "\r\n",
      "I'll be waiting there in the shadows\r\n",
      "'Til the night wind brings back our love\r\n",
      "Oh the night wind seems to haunt me\r\n",
      "Seems to taunt me now that you don't, you don't want me\r\n",
      "\r\n",
      "Why is lover's lane filled with shadows\r\n",
      "Stars no longer shine up above\r\n",
      "I'll be waiting there in the shadows\r\n",
      "'Til the night wind brings back our love\r\n",
      "\r\n",
      "I'll be waiting there, let you know I care\r\n",
      "'Til that night wind brings back our love\n",
      "What is so rare as a day in June?\r\n",
      "'Till now we have never been told\r\n",
      "The old question's answered by one that is new\r\n",
      "What is so rare, dear, as you?\r\n",
      " \r\n",
      "So rare, you're like the fragrance of blossoms fair\r\n",
      "Sweet as a breath of air\r\n",
      "Fresh with the morning dew\r\n",
      "So rare You're like the sparkle of old champagne\r\n",
      "Orchids in cellophane \r\n",
      "Couldn't compare to you \r\n",
      "You are perfection you're my idea \r\n",
      "Of angels singing the Ave Maria\r\n",
      "For you're an angel, I breathe and live you\r\n",
      "With every beat of the heart that I give you \r\n",
      "So rare, This is a heaven on earth we share\r\n",
      "Caring the way we care\r\n",
      "Ours is a love so rare\r\n",
      " \r\n",
      "So rare, You have the warmth of a Schubert air\r\n",
      "Charming and debonaire\r\n",
      "Those are the words for you\r\n",
      "So rare You have a way that's beyond compare\r\n",
      "That \"one in a million\" air\r\n",
      "In everything you do\r\n",
      "You have that something, that certain manner\r\n",
      "You thrill me more than the \"Star Spangled Banner\"\r\n",
      "You stage a love scene, so sweetly tender\r\n",
      "And in that love scene I gladly surrender\r\n",
      "So rare, to have a future like yours to share\r\n",
      "Sweetheart the way we care\r\n",
      "\n",
      "You look at me and wonder\r\n",
      "You look at me and doubt\r\n",
      "Darling, your eyes are asking\r\n",
      "\"Will the flame burn out?\"\r\n",
      "\r\n",
      "No one is sure of sunshine\r\n",
      "No one is sure of dawn\r\n",
      "But I am sure\r\n",
      "My love will live on and on\r\n",
      "\r\n",
      "I'll be tired of you\r\n",
      "When stars are tired of gleaming\r\n",
      "When I am tired of dreaming\r\n",
      "Then I'll be tired of you\r\n",
      "\r\n",
      "This I know is true\r\n",
      "When winds are tired of blowing\r\n",
      "When grass is tired of growing\r\n",
      "Then I'll be tired of you\r\n",
      "\r\n",
      "Beyond the years till day is night\r\n",
      "Till wrong is right, till birds refuse to sing\r\n",
      "Beyond the years the echo of my only love\r\n",
      "Will still be whispering, whispering\r\n",
      "\r\n",
      "If my throbbing heart\r\n",
      "Should ever start repeating\r\n",
      "That it is tired of beating\r\n",
      "Then I'll be tired of you\n",
      "Oh, there's a lull in my life \r\n",
      "It's just a void and empty space \r\n",
      "When you are not in my embrace\r\n",
      "Oh, there's a lull In my life \r\n",
      "The moment that you go away \r\n",
      "There is no night, there is no day\r\n",
      "The clock stops ticking\r\n",
      "The world stops turning\r\n",
      "Everything stops but the flame in my heart \r\n",
      "That keeps burning, burning\r\n",
      "Oh, oh, oh\r\n",
      "There's a lull In my life \r\n",
      "No matter how I may pretend\r\n",
      "I know that you alone can end\n",
      "No tears, no fears\r\n",
      "Remember there's always tomorrow\r\n",
      "So what if we have to part\r\n",
      "We'll be together again\r\n",
      "\r\n",
      "Your kiss, your smile\r\n",
      "Are memories I'll treasure forever\r\n",
      "So try thinking with your heart\r\n",
      "We'll be together again\r\n",
      "\r\n",
      "[Chorus]\r\n",
      "Times when I know you'll be lonesome\r\n",
      "Times when I know you'll be sad\r\n",
      "Don't let temptation surround you\r\n",
      "Don't let the blues make you bad\r\n",
      "\r\n",
      "Some day, some way\r\n",
      "We both have a lifetime before us\r\n",
      "For parting is not goodbye\r\n",
      "We'll be together again\r\n",
      "\r\n",
      "[Chorus]\n",
      "I'm trying to explain to friends, dear\r\n",
      "The reasons we two are apart\r\n",
      "I know what to tell our friends, dear\r\n",
      "But what can I tell my heart?\r\n",
      "\r\n",
      "It's easy to say to strangers\r\n",
      "That we played the game from the start\r\n",
      "It's easy to lie to strangers\r\n",
      "But what will I tell my heart?\r\n",
      "\r\n",
      "When I smile to hide all the tears inside\r\n",
      "What an ache it will be bring\r\n",
      "Then I'll wander home to a telephone\r\n",
      "That forgot how to ring, ring, ring\r\n",
      "\r\n",
      "I'm telling you'll soon be back, dear\r\n",
      "To fool the whole town may be smart\r\n",
      "I'll tell them you'll soon be back, dear\r\n",
      "But what will I tell my heart?\r\n",
      "\r\n",
      "\r\n",
      "I could say that you'll soon be back, dear\r\n",
      "To fool the whole town may be smart\r\n",
      "I'll tell them you'll soon be back, dear\r\n",
      "But what will I tell my heart?\n",
      "What's new?\r\n",
      "How is the world treating you?\r\n",
      "You haven't changed a bit\r\n",
      "Handsome as ever I must admit\r\n",
      "\r\n",
      "What's new?\r\n",
      "How did that romance come through?\r\n",
      "We haven't met since then\r\n",
      "Gee, but it's nice to see you again\r\n",
      "\r\n",
      "What's new?\r\n",
      "Probably I'm boring you\r\n",
      "But seeing you is grand\r\n",
      "And you were sweet to offer your hand\r\n",
      "I understand\r\n",
      "\r\n",
      "Adieu\r\n",
      "Pardon my asking what's new\r\n",
      "Of course you couldn't know\r\n",
      "I haven't changed\r\n",
      "I still love you so\r\n",
      "\r\n",
      "Adieu\r\n",
      "Pardon my asking what's new\r\n",
      "Of course you couldn't know\r\n",
      "I haven't changed\r\n",
      "I still love you so\n",
      "Oh, there's a lull in my life \r\n",
      "It's just a void and empty space \r\n",
      "When you are not in my embrace\r\n",
      "Oh, there's a lull In my life \r\n",
      "The moment that you go away \r\n",
      "There is no night, there is no day\r\n",
      "The clock stops ticking\r\n",
      "The world stops turning\r\n",
      "Everything stops but the flame in my heart \r\n",
      "That keeps burning, burning\r\n",
      "Oh, oh, oh\r\n",
      "There's a lull In my life \r\n",
      "No matter how I may pretend\r\n",
      "I know that you alone can end\n",
      "No tears\r\n",
      "No fears\r\n",
      "Remember there's always tomorrow\r\n",
      "So what if we have to part\r\n",
      "We'll be together again\r\n",
      "\r\n",
      "Your kiss\r\n",
      "Your smile\r\n",
      "Are memories I'll treasure forever\r\n",
      "So try thinking with your heart\r\n",
      "We'll be together again\r\n",
      "\r\n",
      "[Chorus]\r\n",
      "Times when I know you'll be lonesome\r\n",
      "Times when I know you'll be sad\r\n",
      "Don't let temptation surround you\r\n",
      "Don't let the blues make you bad\r\n",
      "\r\n",
      "Some day\r\n",
      "Some way\r\n",
      "We both have a lifetime before us\r\n",
      "For parting is not goodbye\r\n",
      "We'll be together again.\r\n",
      "\r\n",
      "[Chorus]\n",
      "When she wakes up this morning and turns to kiss me\r\n",
      "She'll find I let her sleep cause we talked so late last night\r\n",
      "She'll know I kissed her face gently till my returning\r\n",
      "And when she finds the rose on my pillow I know she'll smile\r\n",
      "Her amazing love unending is so much more than I am worthy of\r\n",
      "If the rose could speak my feelings she'd know I cherished her amazing love\r\n",
      "\r\n",
      "If I call her a little late she forgives me\r\n",
      "Her voice does not betray she's spent another day alone\r\n",
      "She softly thanks me for the rose and says I miss you\r\n",
      "And then I can feel her smiling on the phone\r\n",
      "Her amazing love\n",
      "Do I want to be with you\r\n",
      "As the years come and go?\r\n",
      "Only forever\r\n",
      "If you care to know\r\n",
      "\r\n",
      "Would I grant all your wishes\r\n",
      "And be proud of the task\r\n",
      "Only forever\r\n",
      "If someone should ask\r\n",
      "\r\n",
      "How long would it take me\r\n",
      "To be near if you beckon?\r\n",
      "Off hand I would figure\r\n",
      "Less than a second\r\n",
      "\r\n",
      "Do you think I'll remember\r\n",
      "How you looked when you smile?\r\n",
      "Only forever\r\n",
      "That's puttin' it mild\r\n",
      "\r\n",
      "How long would it take me\r\n",
      "To be near if you beckon?\r\n",
      "Off hand I would figure\r\n",
      "Less than a second\r\n",
      "\r\n",
      "Do you think I'll remember\r\n",
      "How you looked when you smile?\r\n",
      "Only forever\r\n",
      "That's puttin' it mild\n",
      "Be wise, be smart, behave, my heart\r\n",
      "Don't upset your cart when she's so close\r\n",
      "Be soft, be sweet, but be discreet\r\n",
      "Don't go off your beat; she's so close for comfort\r\n",
      "\r\n",
      "Too close, too close for comfort; please, not again\r\n",
      "Too close, too close to know just when to say when\r\n",
      "Be firm, be fair, be sure, beware\r\n",
      "On your guard, take care, while there's such temptation\r\n",
      "\r\n",
      "One thing leads to another, too late to run for cover\r\n",
      "She's much too close for comfort now\r\n",
      "\r\n",
      "Too close, too close for comfort; please, not again\r\n",
      "Too close, too close to know just when to say when\r\n",
      "So be firm and be fair, be sure, beware\r\n",
      "On your guard, take care, while there's such temptation\r\n",
      "\r\n",
      "One thing leads to another, too late to run for cover\r\n",
      "She's much too close for comfort now\r\n",
      "Too close, much too close\r\n",
      "She's much too close for comfort now\n",
      "All too soon\r\n",
      "We had to part\r\n",
      "The moment you had touched my heart\r\n",
      "And with you went my dream\r\n",
      "\r\n",
      "All too soon\r\n",
      "All too sweet\r\n",
      "Was our affair\r\n",
      "And you put all the sweetness there\r\n",
      "\r\n",
      "What a shame that it's gone\r\n",
      "All too soon\r\n",
      "I knew the strange delights\r\n",
      "That only you in love could bring\r\n",
      "\r\n",
      "And as I reached the heights\r\n",
      "The bottom fell from everything\r\n",
      "You should know as well as I\r\n",
      "Our love deserves another try\r\n",
      "\r\n",
      "For we whispered goodbye\r\n",
      "All too soon\r\n",
      "Too soon\n",
      "Driftin' Dreamin'\r\n",
      "In an Azure mood,\r\n",
      "Stardust gleamin' \r\n",
      "Thru my solitude:\r\n",
      "Here in my seclusion, \r\n",
      "You're a blue illusion \r\n",
      "While I'm in this Azure interlude.\r\n",
      "I'm not wanted I'm so all alone;\r\n",
      "Always haunted\r\n",
      "By the dreams I own;\r\n",
      "But, though Im tormented\r\n",
      "I must be contented \r\n",
      "Driftin' Dreamin' \r\n",
      "In an Azure mood!\r\n",
      "Driftin' Dreamin'\r\n",
      "In an Azure mood,\r\n",
      "Star dust gleamin'\r\n",
      "Thru my solitude:\r\n",
      "Here in my seclusion, \r\n",
      "You're a blue illusion\r\n",
      "While I'm in this Azure interlude!\r\n",
      "\n",
      "While other lovers sing your praisesin phases deftly lyrical. \r\n",
      "I'm a cat who's better at a scat songthat's satirical\r\n",
      "In begging for your hand, sweet chick I hope you'll understand this lick.\r\n",
      "My love to you I bring on account a you can sing \r\n",
      "Bli-Blip Varthy Flam flam flam Hipideedleada Baaaaaaaaaaimp\r\n",
      "My love for you in true on account a you can do \r\n",
      "Bli-Blip Varthy Flam flam flam Hipideedleada Baaaaaaaaaaimp\r\n",
      "My poor heart gives a start like a Jitter Bug just won't stop\r\n",
      "Mix your crooning with my spooning and let me blow my top.\r\n",
      "Your love to me I've sworn on account a mine is your'n\r\n",
      "Bli-Blip Varthy Flam flam flam Hipideedleada Baaaaaaaaaaimp.\r\n",
      "My love to you I bring on account a you can sing \r\n",
      "Bli-Blip Varthy Flam flam flam Hipideedleada Baaaaaaaaaaimp\r\n",
      "My love for you in true on account a you can do \r\n",
      "Bli-Blip Varthy Flam flam flam Hipideedleada Baaaaaaaaaaimp\r\n",
      "My poor heart gives a start like a Jitter Bug just won't stop\r\n",
      "Mix your crooning with my spooning and let me blow my top.\r\n",
      "Your love to me I've sworn on account a mine is your'n\r\n",
      "Bli-Blip Varthy Flam flam flam Hipideedleada Baaaaaaaaaaimp.\r\n",
      "\n",
      "I was a stranger in the city\r\n",
      "Out of town were the people I knew\r\n",
      "I had that feeling of self-pity\r\n",
      "What to do, what to do, what to do?\r\n",
      "The outlook was decidedly blue\r\n",
      "\r\n",
      "But as I walked through the foggy streets alone\r\n",
      "It turned out to be the luckiest day I've known\r\n",
      "\r\n",
      "A foggy day, in London town\r\n",
      "Had me low, had me down\r\n",
      "I viewed the morning with much alarm\r\n",
      "British museum had lost it's charm\r\n",
      "\r\n",
      "How long I wondered\r\n",
      "Could this thing last\r\n",
      "But the age of miracles hadn't past\r\n",
      "For, suddenly, I saw you there\r\n",
      "And through foggy London town\r\n",
      "The sun was shining everywhere\r\n",
      "\r\n",
      "For, suddenly, I saw you there\r\n",
      "And through foggy London town\r\n",
      "The sun was shining everywhere\r\n",
      "\r\n",
      "Everywhere\r\n",
      "Everywhere\r\n",
      "Everywhere\n",
      "Come on, wail\r\n",
      "Wail, cotton tail\r\n",
      "Benny Webster, come on and blow for me\r\n",
      "\r\n",
      "That's cotton tail\n",
      "Someone told someone and someone told you\r\n",
      "But they wouldn't hurt you, not much\r\n",
      "Since everyone spread the story \r\n",
      "With his own little personal touch\r\n",
      " \r\n",
      "Do nothin' till you hear from me\r\n",
      "Pay no attention to what's said\r\n",
      "Why people tear the seam of anyone's dream\r\n",
      "Is over my head\r\n",
      "Do nothin' till you hear from me\r\n",
      "At least consider our romance\r\n",
      "If you should take the word of others you've heard\r\n",
      "I haven't a chance\r\n",
      "True I've been seen with someone new\r\n",
      "But does that mean that I'm untrue\r\n",
      "When we're apart the words in my heart\r\n",
      "Reveal how I feel about you\r\n",
      "Some kiss may cloud my memory\r\n",
      "And other arms may hold a thrill\r\n",
      "But please do nothin' till you hear it from me\r\n",
      "And you never will\r\n",
      "Do nothin' till you hear from me\r\n",
      " \r\n",
      "Do nothin' till you hear from me\r\n",
      "Pay no attention to what's said\r\n",
      "Why people tear the seam of anyone's dream \r\n",
      "Is over my head\r\n",
      "Do nothin' till you hear from me\r\n",
      "At least consider our romance\r\n",
      "If you should take the word of others you've heard\r\n",
      "I haven't a chance\r\n",
      "True I've been seen with someone new\r\n",
      "But does that mean that I'm untrue\r\n",
      "When we're apart the words in my heart\r\n",
      "Reveal how I feel about you\r\n",
      "Some kiss may cloud my memory\r\n",
      "And other arms may hold a thrill\r\n",
      "But please do nothin' till you hear it from me\r\n",
      "And you never will\r\n",
      "\n",
      "Missed the Saturday dance\r\n",
      "Heard they crowded the floor\r\n",
      "Couldn't bear it without you\r\n",
      "Don't get around much anymore\r\n",
      " \r\n",
      "Though I'd visit the club\r\n",
      "Got as far as the door\r\n",
      "They'd have asked me about you\r\n",
      "Don't get around much anymore\r\n",
      " \r\n",
      "Darling, I guess my mind's more at ease\r\n",
      "But nevertheless why stir up memories?\r\n",
      " \r\n",
      "Been invited on dates\r\n",
      "Might have gone but what for?\r\n",
      "Awf'lly diff'rent without you\r\n",
      "Don't get around much anymore\n",
      "Drop me off in Harlem\r\n",
      "Any place in Harlem\r\n",
      "There's someone waiting there\r\n",
      "Who makes it seem like Heaven up in Harlem\r\n",
      "\r\n",
      "I don't want your Dixie\r\n",
      "You can keep your Dixie\r\n",
      "There's no one down in Dixie\r\n",
      "Who can take me 'way from my hot Harlem\r\n",
      "\r\n",
      "Harlem has those southern skies,\r\n",
      "They're in my baby's smile, \r\n",
      "I idolize my baby's eyes\r\n",
      "And classy up-town style\r\n",
      "\r\n",
      "If Harlem moved to China,\r\n",
      "I know of nothing finer,\r\n",
      "Than to stow away on a 'plane some day\r\n",
      "And have them drop me off in Harlem\r\n",
      "\r\n",
      "Harlem has those southern skies,\r\n",
      "They're in my baby's smile \r\n",
      "I idolize my baby's eyes\r\n",
      "And classy up-town style\r\n",
      "\r\n",
      "If Harlem moved to China,\r\n",
      "I know of nothing finer,\r\n",
      "Than to stow away on a 'plane some day\r\n",
      "And have them drop me off in Harlem\r\n",
      "\r\n",
      "If Harlem moved to China\r\n",
      "I know nothing finer than to be in Harlem\n",
      "You left me a horse from Texas,\r\n",
      "A house with installments due,\r\n",
      "A letter with lots of x-s\r\n",
      "Everything but you.\r\n",
      "\r\n",
      "You left me some beans from Boston,\r\n",
      "A bicycle built for two,\r\n",
      "A memory to get lost in,\r\n",
      "Everything but you.\r\n",
      "\r\n",
      "Each day was so gay and so daring,\r\n",
      "I loved every breathtaking minute,\r\n",
      "For how could I know I was sharing\r\n",
      "A kiss without a future in it.\r\n",
      "\r\n",
      "You left me a dream to room with,\r\n",
      "A coffee pot from Peru,\r\n",
      "A knife and fork to spoon with,\r\n",
      "Everything but you.\r\n",
      "\r\n",
      "You left me a horse from Texas,\r\n",
      "A house with installments due,\r\n",
      "A letter with lots of x-s\r\n",
      "Everything but you.\r\n",
      "\r\n",
      "You left me some beans from Boston,\r\n",
      "A bicycle built for two,\r\n",
      "A memory to get lost in,\r\n",
      "Everything but you.\r\n",
      "\r\n",
      "Each day was so gay and so daring,\r\n",
      "I loved every breathtaking minute,\r\n",
      "For how could I know I was sharing\r\n",
      "A kiss without a future in it.\r\n",
      "\r\n",
      "You left me a dream to room with,\r\n",
      "A coffee pot from Peru,\r\n",
      "A knife and fork to spoon with,\r\n",
      "Everything but you.\r\n",
      "\r\n",
      "Everything but you.\r\n",
      "You left me everything, everything but you.\n",
      "My one and only,\r\n",
      "What am I gonna do if you turn me down\r\n",
      "When I'm so crazy over you?\r\n",
      "\r\n",
      "I'd be so lonely\r\n",
      "Where am I gonna go if you turn me down\r\n",
      "Why blacken all my skies of blue?\r\n",
      "\r\n",
      "I tell you, I'm not asking any miracle\r\n",
      "It can be done, it can be done\r\n",
      "I know a clergyman who will grow lyrical\r\n",
      "And make us one, and make us one\r\n",
      "\r\n",
      "So, my one and only\r\n",
      "There isn't a reason why you should turn me down\r\n",
      "When I'm so crazy over you\r\n",
      "\r\n",
      "I tell you, I'm not asking any miracle\r\n",
      "It can be done, it can be done\r\n",
      "I know a clergyman who will grow lyrical\r\n",
      "And make us one, and make us one\r\n",
      "\r\n",
      "So, my one and only\r\n",
      "There isn't a reason why you should turn me down\r\n",
      "When I'm so crazy over you\r\n",
      "\r\n",
      "Oh, I'm so crazy over you\n"
     ]
    }
   ],
   "source": [
    "# collect just text\n",
    "list_ella = []\n",
    "for item in lyrics_df:\n",
    "    for pre in item.findAll(\"pre\", class_=\"lyric-body\"): \n",
    "        print(pre.text)\n",
    "        list_ella.append(pre.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1847,
   "metadata": {},
   "outputs": [],
   "source": [
    "vectorizer = CountVectorizer(stop_words = stop_words, ngram_range=(1,2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1848,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<100x6132 sparse matrix of type '<class 'numpy.int64'>'\n",
       "\twith 8956 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 1848,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# vectorize ella\n",
    "X_ella = vectorizer.fit_transform(list_ella)\n",
    "X_ella"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1849,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6132"
      ]
     },
     "execution_count": 1849,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create a list of words used in Ella songs\n",
    "words_ella = vectorizer.get_feature_names()\n",
    "len(words_ella)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1850,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  (0, 769)\t0.07077693728910173\n",
      "  (0, 449)\t0.07077693728910173\n",
      "  (0, 135)\t0.07077693728910173\n",
      "  (0, 890)\t0.059914821678509256\n",
      "  (0, 1216)\t0.2142435654712591\n",
      "  (0, 57)\t0.5021754544339154\n",
      "  (0, 129)\t0.07077693728910173\n",
      "  (0, 934)\t0.05749916948703317\n",
      "  (0, 874)\t0.07077693728910173\n",
      "  (0, 715)\t0.07077693728910173\n",
      "  (0, 1124)\t0.06277193180423943\n",
      "  (0, 494)\t0.14155387457820345\n",
      "  (0, 1098)\t0.14155387457820345\n",
      "  (0, 771)\t0.14155387457820345\n",
      "  (0, 673)\t0.11081327275722253\n",
      "  (0, 805)\t0.13253750397840747\n",
      "  (0, 787)\t0.14155387457820345\n",
      "  (0, 13)\t0.14155387457820345\n",
      "  (0, 44)\t0.14155387457820345\n",
      "  (0, 35)\t0.14155387457820345\n",
      "  (0, 793)\t0.14155387457820345\n",
      "  (0, 770)\t0.07077693728910173\n",
      "  (0, 136)\t0.07077693728910173\n",
      "  (0, 891)\t0.07077693728910173\n",
      "  (0, 1217)\t0.2831077491564069\n",
      "  :\t:\n",
      "  (97, 1014)\t0.3504737579513438\n",
      "  (97, 498)\t0.1752368789756719\n",
      "  (98, 694)\t0.21108948527497182\n",
      "  (98, 571)\t0.21108948527497182\n",
      "  (98, 381)\t0.17869364446779606\n",
      "  (98, 562)\t0.6917539878176413\n",
      "  (98, 613)\t0.17148905498945816\n",
      "  (98, 499)\t0.21108948527497182\n",
      "  (98, 393)\t0.18721486520599773\n",
      "  (98, 615)\t0.21108948527497182\n",
      "  (98, 861)\t0.19764399651932607\n",
      "  (98, 93)\t0.21108948527497182\n",
      "  (98, 47)\t0.21108948527497182\n",
      "  (98, 627)\t0.19764399651932607\n",
      "  (98, 681)\t0.18721486520599773\n",
      "  (98, 813)\t0.21108948527497182\n",
      "  (99, 419)\t0.2429646368257398\n",
      "  (99, 601)\t0.15030522129834384\n",
      "  (99, 929)\t0.11434987735739548\n",
      "  (99, 209)\t0.5216591612063249\n",
      "  (99, 832)\t0.25133736466444356\n",
      "  (99, 1140)\t0.5435750794224274\n",
      "  (99, 514)\t0.2847480544887238\n",
      "  (99, 18)\t0.3006104425966877\n",
      "  (99, 648)\t0.3210606176434579\n"
     ]
    }
   ],
   "source": [
    "bag_of_words_ella = pipeline.fit_transform(list_ella)\n",
    "print(bag_of_words_ella)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1851,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "words_ella = pd.DataFrame(words_ella)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1853,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# sum words across all songs\n",
    "all_songs_ella = sum(bag_of_words_ella[0:99])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1854,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  (0, 648)\t0.15710787853760536\n",
      "  (0, 618)\t0.518618054217922\n",
      "  (0, 462)\t0.7844849213702478\n",
      "  (0, 429)\t0.27208624845011964\n",
      "  (0, 778)\t0.27208624845011964\n",
      "  (0, 579)\t0.27208624845011964\n",
      "  (0, 1178)\t0.27208624845011964\n",
      "  (0, 239)\t0.27208624845011964\n",
      "  (0, 32)\t0.27208624845011964\n",
      "  (0, 652)\t0.27208624845011964\n",
      "  (0, 83)\t0.27208624845011964\n",
      "  (0, 566)\t0.27208624845011964\n",
      "  (0, 1029)\t0.27208624845011964\n",
      "  (0, 1062)\t0.27208624845011964\n",
      "  (0, 570)\t0.27208624845011964\n",
      "  (0, 872)\t0.27208624845011964\n",
      "  (0, 544)\t0.27208624845011964\n",
      "  (0, 603)\t0.27208624845011964\n",
      "  (0, 542)\t0.27208624845011964\n",
      "  (0, 1087)\t0.5441724969002393\n",
      "  (0, 171)\t0.27208624845011964\n",
      "  (0, 471)\t0.27208624845011964\n",
      "  (0, 1075)\t0.27208624845011964\n",
      "  (0, 1132)\t0.27208624845011964\n",
      "  (0, 361)\t0.27208624845011964\n",
      "  :\t:\n",
      "  (0, 645)\t0.6648293246840778\n",
      "  (0, 526)\t0.2216097748946926\n",
      "  (0, 1159)\t0.2216097748946926\n",
      "  (0, 967)\t0.2216097748946926\n",
      "  (0, 315)\t0.2216097748946926\n",
      "  (0, 577)\t0.2216097748946926\n",
      "  (0, 700)\t0.2216097748946926\n",
      "  (0, 236)\t0.2216097748946926\n",
      "  (0, 182)\t0.2216097748946926\n",
      "  (0, 1007)\t0.2216097748946926\n",
      "  (0, 1080)\t0.2216097748946926\n",
      "  (0, 1212)\t0.2216097748946926\n",
      "  (0, 1008)\t0.2216097748946926\n",
      "  (0, 1142)\t0.2216097748946926\n",
      "  (0, 1006)\t0.2216097748946926\n",
      "  (0, 346)\t0.2216097748946926\n",
      "  (0, 473)\t0.2216097748946926\n",
      "  (0, 528)\t0.2216097748946926\n",
      "  (0, 120)\t0.2216097748946926\n",
      "  (0, 121)\t0.2216097748946926\n",
      "  (0, 576)\t0.2216097748946926\n",
      "  (0, 668)\t0.2216097748946926\n",
      "  (0, 815)\t0.2216097748946926\n",
      "  (0, 539)\t0.2216097748946926\n",
      "  (0, 942)\t0.31208521964963465\n"
     ]
    }
   ],
   "source": [
    "print(all_songs_ella)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1859,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       " 0.22831327647810182,\n",
       " 0.22831327647810182,\n",
       " 0.26648912378474354,\n",
       " ...]"
      ]
     },
     "execution_count": 1859,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# extract array from csr matrix formatting\n",
    "array = []\n",
    "for i in range(0,1269):\n",
    "    array.append(all_songs_ella[0,i])\n",
    "\n",
    "array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1860,
   "metadata": {},
   "outputs": [],
   "source": [
    "ella_words_count = pd.DataFrame(array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1861,
   "metadata": {},
   "outputs": [],
   "source": [
    "words_ella['count'] = ella_words_count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1862,
   "metadata": {},
   "outputs": [],
   "source": [
    "words_ella.rename(columns={0:'words_ella'},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1863,
   "metadata": {
    "scrolled": true
   },
   "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>words_ella</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>726</th>\n",
       "      <td>cause delightful</td>\n",
       "      <td>2.686646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1221</th>\n",
       "      <td>deluxe lovely</td>\n",
       "      <td>2.576299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>breathtaking minute</td>\n",
       "      <td>1.956837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1070</th>\n",
       "      <td>cryin</td>\n",
       "      <td>1.954589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1082</th>\n",
       "      <td>da ba</td>\n",
       "      <td>1.933722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>ave</td>\n",
       "      <td>1.919967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>bowls</td>\n",
       "      <td>1.862527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1108</th>\n",
       "      <td>dancing hold</td>\n",
       "      <td>1.803547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>body</td>\n",
       "      <td>1.801409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>blop</td>\n",
       "      <td>1.774495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>away boo</td>\n",
       "      <td>1.769947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>alarm british</td>\n",
       "      <td>1.763646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>960</th>\n",
       "      <td>coming man</td>\n",
       "      <td>1.751890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>contented driftin</td>\n",
       "      <td>1.724750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>baby brother</td>\n",
       "      <td>1.724615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>alight</td>\n",
       "      <td>1.714377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1076</th>\n",
       "      <td>crying yeah</td>\n",
       "      <td>1.695431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>blues way</td>\n",
       "      <td>1.687795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>724</th>\n",
       "      <td>caught storm</td>\n",
       "      <td>1.626018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>band</td>\n",
       "      <td>1.620606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>baby oh</td>\n",
       "      <td>1.598202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>begged</td>\n",
       "      <td>1.570623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>black cats</td>\n",
       "      <td>1.562492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>923</th>\n",
       "      <td>collisseum louvre</td>\n",
       "      <td>1.549337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>belong chorus</td>\n",
       "      <td>1.546958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>chorus come</td>\n",
       "      <td>1.524065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1073</th>\n",
       "      <td>cryin shame</td>\n",
       "      <td>1.520663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>blues make</td>\n",
       "      <td>1.509236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>873</th>\n",
       "      <td>close close</td>\n",
       "      <td>1.481488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>613</th>\n",
       "      <td>brought blues</td>\n",
       "      <td>1.476857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6102</th>\n",
       "      <td>yesterday arms</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6103</th>\n",
       "      <td>yonder</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6104</th>\n",
       "      <td>yonder false</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6105</th>\n",
       "      <td>yonder till</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6106</th>\n",
       "      <td>york</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6107</th>\n",
       "      <td>york brings</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6108</th>\n",
       "      <td>york does</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6109</th>\n",
       "      <td>york gleaming</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6110</th>\n",
       "      <td>york good</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6111</th>\n",
       "      <td>york lifts</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6112</th>\n",
       "      <td>york mingled</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6113</th>\n",
       "      <td>york need</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6114</th>\n",
       "      <td>york spells</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6115</th>\n",
       "      <td>york transforms</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6116</th>\n",
       "      <td>youmans</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6117</th>\n",
       "      <td>youmans think</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6118</th>\n",
       "      <td>young</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6119</th>\n",
       "      <td>young dreams</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6120</th>\n",
       "      <td>young old</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6121</th>\n",
       "      <td>young skies</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6122</th>\n",
       "      <td>younger</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6123</th>\n",
       "      <td>younger spring</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6124</th>\n",
       "      <td>zee</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6125</th>\n",
       "      <td>zee old</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6126</th>\n",
       "      <td>zet</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6127</th>\n",
       "      <td>zet nights</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6128</th>\n",
       "      <td>zing</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6129</th>\n",
       "      <td>zing wow</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6130</th>\n",
       "      <td>zuider</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6131</th>\n",
       "      <td>zuider zee</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6132 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               words_ella     count\n",
       "726      cause delightful  2.686646\n",
       "1221        deluxe lovely  2.576299\n",
       "574   breathtaking minute  1.956837\n",
       "1070                cryin  1.954589\n",
       "1082                da ba  1.933722\n",
       "183                   ave  1.919967\n",
       "538                 bowls  1.862527\n",
       "1108         dancing hold  1.803547\n",
       "492                  body  1.801409\n",
       "440                  blop  1.774495\n",
       "192              away boo  1.769947\n",
       "76          alarm british  1.763646\n",
       "960            coming man  1.751890\n",
       "989     contented driftin  1.724750\n",
       "225          baby brother  1.724615\n",
       "79                 alight  1.714377\n",
       "1076          crying yeah  1.695431\n",
       "484             blues way  1.687795\n",
       "724          caught storm  1.626018\n",
       "269                  band  1.620606\n",
       "240               baby oh  1.598202\n",
       "320                begged  1.570623\n",
       "419            black cats  1.562492\n",
       "923     collisseum louvre  1.549337\n",
       "359         belong chorus  1.546958\n",
       "831           chorus come  1.524065\n",
       "1073          cryin shame  1.520663\n",
       "477            blues make  1.509236\n",
       "873           close close  1.481488\n",
       "613         brought blues  1.476857\n",
       "...                   ...       ...\n",
       "6102       yesterday arms       NaN\n",
       "6103               yonder       NaN\n",
       "6104         yonder false       NaN\n",
       "6105          yonder till       NaN\n",
       "6106                 york       NaN\n",
       "6107          york brings       NaN\n",
       "6108            york does       NaN\n",
       "6109        york gleaming       NaN\n",
       "6110            york good       NaN\n",
       "6111           york lifts       NaN\n",
       "6112         york mingled       NaN\n",
       "6113            york need       NaN\n",
       "6114          york spells       NaN\n",
       "6115      york transforms       NaN\n",
       "6116              youmans       NaN\n",
       "6117        youmans think       NaN\n",
       "6118                young       NaN\n",
       "6119         young dreams       NaN\n",
       "6120            young old       NaN\n",
       "6121          young skies       NaN\n",
       "6122              younger       NaN\n",
       "6123       younger spring       NaN\n",
       "6124                  zee       NaN\n",
       "6125              zee old       NaN\n",
       "6126                  zet       NaN\n",
       "6127           zet nights       NaN\n",
       "6128                 zing       NaN\n",
       "6129             zing wow       NaN\n",
       "6130               zuider       NaN\n",
       "6131           zuider zee       NaN\n",
       "\n",
       "[6132 rows x 2 columns]"
      ]
     },
     "execution_count": 1863,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "words_ella.sort_values('count',ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plot things"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1864,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_ella_words = words_ella.sort_values('count',ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1870,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,6))\n",
    "plt.title('Top Ella Word Usage')\n",
    "plt.ylabel('Count')\n",
    "plt.xticks(rotation=45,size=10)\n",
    "plt.xlabel('Word')\n",
    "plt.bar(x = top_ella_words['words_ella'],height = top_ella_words['count'],color='green')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1866,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_cat_words = words_cat.sort_values('count',ascending=False).head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1871,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,6))\n",
    "plt.title('Top Cat Word Usage')\n",
    "plt.ylabel('Count')\n",
    "plt.xlabel('Word')\n",
    "plt.xticks(rotation=45,size=10)\n",
    "plt.bar(x = top_cat_words['word_cat'],height = top_cat_words['count'],color= 'black')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pretty Wordclouds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 768,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image, ImageDraw, ImageFont\n",
    "from wordcloud import WordCloud, STOPWORDS "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2638,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/glynismattheisen/Desktop/Spiced'"
      ]
     },
     "execution_count": 2638,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2646,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask1 = np.array(Image.open('my_image.png'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2641,
   "metadata": {},
   "outputs": [],
   "source": [
    "long_ella_list = ''.join(list_ella)\n",
    "long_ella_list=long_ella_list.lower()\n",
    "long_ella_list = re.sub(\"\\.|\\,|\\?|\\r|\\n|<br>|<i>|</i>|<div>|<\\div>|\\-\", \" \", long_ella_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2642,
   "metadata": {},
   "outputs": [],
   "source": [
    "long_cat_list = ''.join(list_cat)\n",
    "long_cat_list=long_cat_list.lower()\n",
    "long_cat_list = re.sub(\"\\.|\\,|\\?|\\r|\\n|<br>|<i>|</i>|<div>|<\\div>|\\-\", \" \", long_cat_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2643,
   "metadata": {},
   "outputs": [],
   "source": [
    "def grey_color_func(word, font_size, position, orientation, random_state=None,\n",
    "                    **kwargs):\n",
    "    return \"hsl(1800, 200%%, %d%%)\" % random.randint(60, 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2647,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_wordcloud(text): \n",
    "    wordcloud = WordCloud(background_color='grey', mask= mask1, max_words=100, relative_scaling = 1.0).generate(text)\n",
    "    plt.figure(figsize=(15,6))\n",
    "    plt.imshow(wordcloud.recolor(color_func=grey_color_func, random_state=3))\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2648,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ella\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cat\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('Ella')\n",
    "generate_wordcloud(long_ella_list)\n",
    "print('Cat')\n",
    "generate_wordcloud(long_cat_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1885,
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_frame = pd.DataFrame(list_cat, columns = ['song'])\n",
    "cat_frame['artist'] = 'Cat Stevens'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1886,
   "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>song</th>\n",
       "      <th>artist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Now maybe you're right and maybe you're wrong ...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Now that I've lost everything to you\\r\\nYou sa...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Time rise \\r\\nTime fall \\r\\nTime leaves you no...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Well I think it's fine, building jumbo planes....</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>There's a yellow flower by your bed\\r\\nSadly d...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                song       artist\n",
       "0  Now maybe you're right and maybe you're wrong ...  Cat Stevens\n",
       "1  Now that I've lost everything to you\\r\\nYou sa...  Cat Stevens\n",
       "2  Time rise \\r\\nTime fall \\r\\nTime leaves you no...  Cat Stevens\n",
       "3  Well I think it's fine, building jumbo planes....  Cat Stevens\n",
       "4  There's a yellow flower by your bed\\r\\nSadly d...  Cat Stevens"
      ]
     },
     "execution_count": 1886,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_frame.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1887,
   "metadata": {},
   "outputs": [],
   "source": [
    "ella_frame = pd.DataFrame(list_ella, columns =['song'])\n",
    "ella_frame['artist'] = 'Ella Fitzgerald'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1888,
   "metadata": {},
   "outputs": [],
   "source": [
    "# combine ella song df with cat song df and label artist in new column\n",
    "frame = pd.concat([cat_frame,ella_frame])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1914,
   "metadata": {
    "scrolled": true
   },
   "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>song</th>\n",
       "      <th>artist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Now maybe you're right and maybe you're wrong ...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Now that I've lost everything to you\\r\\nYou sa...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Time rise \\r\\nTime fall \\r\\nTime leaves you no...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Well I think it's fine, building jumbo planes....</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>There's a yellow flower by your bed\\r\\nSadly d...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[Chorus]\\r\\nI see a road, and I want to go hom...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Baby, I've never had a single thing in my life...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>I was cold and so alone, but I couldn't help b...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Getting hung up all day on smiles\\r\\nWalking d...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>When I speak to the flowers in my backyard\\r\\n...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>I've been demoralized too many times \\r\\nBut n...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Getting hung up all day on smiles\\r\\nWalking d...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>School is out now we're gonna have some fun.\\r...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>In the blackness of the night \\r\\nI seem to wa...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>I'm going home to the town where i was born\\r\\...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>While lookin' into my drawer only yesterday \\r...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>I'm so sleepy, yeah \\r\\nI'm so sleepy, yeah \\r...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Slowly let me tell you a story of a tree \\r\\nA...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>You cut me deep, \\r\\nBut now I'm gonna see you...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Well here comes my wife \\r\\nAnd that's the sto...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>I work in the mornin', i work in the night\\r\\n...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>The view from the top can be oh so very lonely...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>I know I think a lot \\r\\nBut somehow it just d...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>And in the morning when you fill my eyes \\r\\nI...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>I used to trust nobody, trusting even less the...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Oh yeah,\\r\\nI wish I knew, I wish I knew \\r\\nW...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Back up on the mended road \\r\\nI pause \\r\\nTak...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Yes, I've got a mona bone jakon\\r\\nBut it won'...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Yes I'm going to be a pop star. \\r\\nYes I'm go...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Trouble \\r\\nOh trouble, set me free \\r\\nI have...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>'Neath the stars, at bazaars\\r\\nOften I've had...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>I've been listening to the sounds of the night...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>guess there's nothing to do\\r\\nAnd nothing to ...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>I took a trip on a train, and I thought about ...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>I'll never be the same\\r\\nStars have lost thei...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Lately, I find myself gazing at stars\\r\\nHeari...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Like a ship at sea, I'm just lost in a fog\\r\\n...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Whether you are here or yonder, \\r\\nWhether yo...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Love was blown away by the night wind\\r\\nAnd t...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>What is so rare as a day in June?\\r\\n'Till now...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>You look at me and wonder\\r\\nYou look at me an...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Oh, there's a lull in my life \\r\\nIt's just a ...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>No tears, no fears\\r\\nRemember there's always ...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>I'm trying to explain to friends, dear\\r\\nThe ...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>What's new?\\r\\nHow is the world treating you?\\...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Oh, there's a lull in my life \\r\\nIt's just a ...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>No tears\\r\\nNo fears\\r\\nRemember there's alway...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>When she wakes up this morning and turns to ki...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Do I want to be with you\\r\\nAs the years come ...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Be wise, be smart, behave, my heart\\r\\nDon't u...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>All too soon\\r\\nWe had to part\\r\\nThe moment y...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Driftin' Dreamin'\\r\\nIn an Azure mood,\\r\\nStar...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>While other lovers sing your praisesin phases ...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>I was a stranger in the city\\r\\nOut of town we...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Come on, wail\\r\\nWail, cotton tail\\r\\nBenny We...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Someone told someone and someone told you\\r\\nB...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Missed the Saturday dance\\r\\nHeard they crowde...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Drop me off in Harlem\\r\\nAny place in Harlem\\r...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>You left me a horse from Texas,\\r\\nA house wit...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>My one and only,\\r\\nWhat am I gonna do if you ...</td>\n",
       "      <td>Ella Fitzgerald</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>284 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 song           artist\n",
       "0   Now maybe you're right and maybe you're wrong ...      Cat Stevens\n",
       "1   Now that I've lost everything to you\\r\\nYou sa...      Cat Stevens\n",
       "2   Time rise \\r\\nTime fall \\r\\nTime leaves you no...      Cat Stevens\n",
       "3   Well I think it's fine, building jumbo planes....      Cat Stevens\n",
       "4   There's a yellow flower by your bed\\r\\nSadly d...      Cat Stevens\n",
       "5   [Chorus]\\r\\nI see a road, and I want to go hom...      Cat Stevens\n",
       "6   Baby, I've never had a single thing in my life...      Cat Stevens\n",
       "7   I was cold and so alone, but I couldn't help b...      Cat Stevens\n",
       "8   Getting hung up all day on smiles\\r\\nWalking d...      Cat Stevens\n",
       "9   When I speak to the flowers in my backyard\\r\\n...      Cat Stevens\n",
       "10  I've been demoralized too many times \\r\\nBut n...      Cat Stevens\n",
       "11  Getting hung up all day on smiles\\r\\nWalking d...      Cat Stevens\n",
       "12  School is out now we're gonna have some fun.\\r...      Cat Stevens\n",
       "13  In the blackness of the night \\r\\nI seem to wa...      Cat Stevens\n",
       "14  I'm going home to the town where i was born\\r\\...      Cat Stevens\n",
       "15  While lookin' into my drawer only yesterday \\r...      Cat Stevens\n",
       "16  I'm so sleepy, yeah \\r\\nI'm so sleepy, yeah \\r...      Cat Stevens\n",
       "17  Slowly let me tell you a story of a tree \\r\\nA...      Cat Stevens\n",
       "18  You cut me deep, \\r\\nBut now I'm gonna see you...      Cat Stevens\n",
       "19  Well here comes my wife \\r\\nAnd that's the sto...      Cat Stevens\n",
       "20  I work in the mornin', i work in the night\\r\\n...      Cat Stevens\n",
       "21  The view from the top can be oh so very lonely...      Cat Stevens\n",
       "22  I know I think a lot \\r\\nBut somehow it just d...      Cat Stevens\n",
       "23  And in the morning when you fill my eyes \\r\\nI...      Cat Stevens\n",
       "24  I used to trust nobody, trusting even less the...      Cat Stevens\n",
       "25  Oh yeah,\\r\\nI wish I knew, I wish I knew \\r\\nW...      Cat Stevens\n",
       "26  Back up on the mended road \\r\\nI pause \\r\\nTak...      Cat Stevens\n",
       "27  Yes, I've got a mona bone jakon\\r\\nBut it won'...      Cat Stevens\n",
       "28  Yes I'm going to be a pop star. \\r\\nYes I'm go...      Cat Stevens\n",
       "29  Trouble \\r\\nOh trouble, set me free \\r\\nI have...      Cat Stevens\n",
       "..                                                ...              ...\n",
       "70  'Neath the stars, at bazaars\\r\\nOften I've had...  Ella Fitzgerald\n",
       "71  I've been listening to the sounds of the night...  Ella Fitzgerald\n",
       "72  guess there's nothing to do\\r\\nAnd nothing to ...  Ella Fitzgerald\n",
       "73  I took a trip on a train, and I thought about ...  Ella Fitzgerald\n",
       "74  I'll never be the same\\r\\nStars have lost thei...  Ella Fitzgerald\n",
       "75  Lately, I find myself gazing at stars\\r\\nHeari...  Ella Fitzgerald\n",
       "76  Like a ship at sea, I'm just lost in a fog\\r\\n...  Ella Fitzgerald\n",
       "77  Whether you are here or yonder, \\r\\nWhether yo...  Ella Fitzgerald\n",
       "78  Love was blown away by the night wind\\r\\nAnd t...  Ella Fitzgerald\n",
       "79  What is so rare as a day in June?\\r\\n'Till now...  Ella Fitzgerald\n",
       "80  You look at me and wonder\\r\\nYou look at me an...  Ella Fitzgerald\n",
       "81  Oh, there's a lull in my life \\r\\nIt's just a ...  Ella Fitzgerald\n",
       "82  No tears, no fears\\r\\nRemember there's always ...  Ella Fitzgerald\n",
       "83  I'm trying to explain to friends, dear\\r\\nThe ...  Ella Fitzgerald\n",
       "84  What's new?\\r\\nHow is the world treating you?\\...  Ella Fitzgerald\n",
       "85  Oh, there's a lull in my life \\r\\nIt's just a ...  Ella Fitzgerald\n",
       "86  No tears\\r\\nNo fears\\r\\nRemember there's alway...  Ella Fitzgerald\n",
       "87  When she wakes up this morning and turns to ki...  Ella Fitzgerald\n",
       "88  Do I want to be with you\\r\\nAs the years come ...  Ella Fitzgerald\n",
       "89  Be wise, be smart, behave, my heart\\r\\nDon't u...  Ella Fitzgerald\n",
       "90  All too soon\\r\\nWe had to part\\r\\nThe moment y...  Ella Fitzgerald\n",
       "91  Driftin' Dreamin'\\r\\nIn an Azure mood,\\r\\nStar...  Ella Fitzgerald\n",
       "92  While other lovers sing your praisesin phases ...  Ella Fitzgerald\n",
       "93  I was a stranger in the city\\r\\nOut of town we...  Ella Fitzgerald\n",
       "94  Come on, wail\\r\\nWail, cotton tail\\r\\nBenny We...  Ella Fitzgerald\n",
       "95  Someone told someone and someone told you\\r\\nB...  Ella Fitzgerald\n",
       "96  Missed the Saturday dance\\r\\nHeard they crowde...  Ella Fitzgerald\n",
       "97  Drop me off in Harlem\\r\\nAny place in Harlem\\r...  Ella Fitzgerald\n",
       "98  You left me a horse from Texas,\\r\\nA house wit...  Ella Fitzgerald\n",
       "99  My one and only,\\r\\nWhat am I gonna do if you ...  Ella Fitzgerald\n",
       "\n",
       "[284 rows x 2 columns]"
      ]
     },
     "execution_count": 1914,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2159,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipeline = Pipeline([\n",
    "    ('vect', CountVectorizer(stop_words = stop_words, ngram_range=(1,2),min_df = 0.02,max_df = 0.1)),\n",
    "    ('tfidf', TfidfTransformer())\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2160,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = frame['song']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2161,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = frame['artist']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2162,
   "metadata": {},
   "outputs": [],
   "source": [
    "# split train and test data\n",
    "X_train, X_test, y_train, y_test = train_test_split(x,y, random_state = 42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2163,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train_fit = pipeline.fit_transform(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2164,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True)"
      ]
     },
     "execution_count": 2164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fit train data\n",
    "m = MultinomialNB()\n",
    "m.fit(X_train_fit,y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2165,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test = pipeline.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2166,
   "metadata": {},
   "outputs": [],
   "source": [
    "prediction = m.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2167,
   "metadata": {},
   "outputs": [],
   "source": [
    "accuracy = round((m.score(X_test,y_test)*100),2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2168,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy for Naive Bayes model: 88.73%\n"
     ]
    }
   ],
   "source": [
    "print('Accuracy for Naive Bayes model: ' +str(accuracy) + '%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2169,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "prediction = pd.DataFrame(prediction, columns = ['artist'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2170,
   "metadata": {},
   "outputs": [],
   "source": [
    "artist = {\"Cat Stevens\": 1, \"Ella Fitzgerald\":0}\n",
    "for data in prediction:\n",
    "    prediction['artist'] = prediction['artist'].map(artist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2171,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "y_test = pd.DataFrame(y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2172,
   "metadata": {},
   "outputs": [],
   "source": [
    "for data in y_test:\n",
    "    y_test['artist'] = y_test['artist'].map(artist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2173,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100.0"
      ]
     },
     "execution_count": 2173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import recall_score\n",
    "recall = round((recall_score(y_test, prediction))*100, 2)\n",
    "recall"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2175,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cross Validation Scores: [0.77272727 0.76744186 0.80952381 0.76190476 0.83333333]\n"
     ]
    }
   ],
   "source": [
    "print(\"Cross Validation Scores: \" + str(cross_val_score(estimator = m, cv = 5, X = X_train_fit, y= y_train)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2609,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'numpy.ndarray' object is not callable",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-2609-20965e0d128a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mconfusion_matrix\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconfusion_matrix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my_test\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprediction\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconfusion_matrix\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: 'numpy.ndarray' object is not callable"
     ]
    }
   ],
   "source": [
    "confusion_matrix = confusion_matrix(y_test, prediction)\n",
    "print(confusion_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2177,
   "metadata": {},
   "outputs": [],
   "source": [
    "TN = confusion_matrix[0][0]\n",
    "TP = confusion_matrix[1][1]\n",
    "FN = confusion_matrix[1][0]\n",
    "FP = confusion_matrix[0][1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2178,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True Negatives: 15 -- True Positives: 48 -- False Negatives: 0 -- False Positives: 8\n"
     ]
    }
   ],
   "source": [
    "print(\"True Negatives: \" + str(TN),\n",
    "     \"-- True Positives: \" + str(TP), \"-- False Negatives: \" + str(FN), \"-- False Positives: \" + str(FP))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2614,
   "metadata": {},
   "outputs": [],
   "source": [
    "precision = round(((TP/(TP+FP))*100),2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2174,
   "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>Variable</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Score</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>100.00</th>\n",
       "      <td>Recall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88.73</th>\n",
       "      <td>Accuracy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85.71</th>\n",
       "      <td>Precision</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Variable\n",
       "Score            \n",
       "100.00     Recall\n",
       "88.73    Accuracy\n",
       "85.71   Precision"
      ]
     },
     "execution_count": 2174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " results = pd.DataFrame({\n",
    "    'Variable': ['Accuracy','Precision','Recall'],\n",
    "    'Score': [accuracy,precision,recall]})\n",
    "result_df = results.sort_values(by='Score', ascending=False)\n",
    "result_df = result_df.set_index('Score')\n",
    "result_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PROB Diff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2594,
   "metadata": {},
   "outputs": [],
   "source": [
    "# array 1 v array 2 words that tip balance in direction of one artist v another\n",
    "probdiff = m.feature_log_prob_[0] - m.feature_log_prob_[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2595,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 6.50841608e-01, -8.06483068e-02,  9.01618040e-01, -2.25632547e-02,\n",
       "        3.32682368e-01, -1.00777452e+00, -6.21547908e-01, -7.91659461e-01,\n",
       "       -7.25380935e-01, -6.10271948e-01,  3.77114778e-01,  8.17788973e-01,\n",
       "       -5.54793810e-01,  7.78357608e-01,  3.72847377e-01, -1.56778473e-01,\n",
       "       -1.24527846e+00,  4.97109141e-01,  1.90256622e-01,  3.91071109e-01,\n",
       "       -7.26631822e-01,  3.91168657e-01, -2.88834215e-01,  5.06086116e-01,\n",
       "        4.69050112e-01, -7.23982145e-01, -7.07293558e-01, -1.14938439e+00,\n",
       "        3.11625081e-01,  3.43140435e-01,  2.36455848e-01, -6.21023753e-01,\n",
       "       -4.54900189e-01,  4.58452722e-01, -7.17293490e-01,  3.36401972e-01,\n",
       "       -3.61073263e-01,  4.36188933e-01, -4.59363767e-01,  4.31730761e-01,\n",
       "       -4.35768543e-01,  5.95636033e-01, -2.58853267e-01, -3.61809660e-01,\n",
       "        3.09299859e-01, -4.86589594e-01, -3.59300285e-01,  1.85865416e-01,\n",
       "        3.77488557e-01, -4.49294152e-01,  7.22433901e-01,  4.20764913e-01,\n",
       "        9.27717872e-01, -1.39319850e-01,  1.95181211e-01, -9.62236241e-01,\n",
       "        5.62758284e-01, -2.13391394e-01,  1.74768462e-01, -1.38956026e-02,\n",
       "       -3.83947154e-01, -2.25298624e-01, -3.56233150e-01,  1.13145730e-01,\n",
       "        2.68235286e-01,  5.41298680e-01, -3.90389638e-01, -6.80196530e-01,\n",
       "        8.84097387e-01, -4.89691718e-01,  4.72068786e-06,  3.92074298e-01,\n",
       "       -1.36178636e+00, -1.38373179e-01,  1.62007717e-01,  1.79318679e-01,\n",
       "        5.00129807e-01,  2.49943926e-01,  8.89849662e-02, -1.01014612e+00,\n",
       "       -7.40030238e-01,  3.55319067e-01,  8.50389795e-01,  4.26514312e-01,\n",
       "        4.33684272e-01, -7.17833765e-01, -9.43127496e-02,  4.87533365e-01,\n",
       "        4.01819329e-02, -4.26415043e-01,  8.91990409e-04,  1.28628873e-02,\n",
       "        1.04372116e+00,  8.67095992e-02,  1.48245164e-02, -5.31545220e-01,\n",
       "        1.71492079e-01,  9.22386479e-02, -4.60676559e-01, -7.81772925e-02,\n",
       "       -6.81378521e-01,  2.44770358e-01, -6.78549067e-02, -5.43287037e-02,\n",
       "       -2.83746219e-02,  1.35935285e-01,  7.83616786e-03, -8.98159081e-01,\n",
       "       -2.22918879e-01, -6.69844743e-01,  3.56920510e-01,  4.70058290e-01,\n",
       "        3.39513396e-01, -4.81053418e-01,  3.91382971e-01, -2.66295635e-01,\n",
       "        4.02010528e-01,  7.92414146e-01,  1.33442846e-01, -4.91578895e-01,\n",
       "        9.45252514e-01, -3.50709587e-01,  1.10887159e+00,  1.59936670e-01,\n",
       "       -1.15368249e-01,  1.65818891e-02, -1.96900375e-02,  2.55827314e-01,\n",
       "        1.86104932e-01, -7.66784175e-02,  4.53621761e-01,  1.46940101e-01,\n",
       "        4.77463266e-01,  9.24143770e-02, -9.16450828e-01, -7.70579419e-02,\n",
       "       -1.66186865e-01,  2.47876513e-01, -7.05735769e-03, -7.35126639e-02,\n",
       "        2.58526404e-01,  4.31750048e-01, -9.11131508e-03, -4.27014754e-01,\n",
       "       -7.66967630e-01, -4.78466837e-01,  6.73103548e-01,  6.57846505e-02,\n",
       "        2.05809102e-01, -2.88357370e-01, -9.02291755e-01, -3.39703563e-01,\n",
       "        4.20864557e-01,  2.51912782e-01,  3.55971179e-01, -6.51067326e-01,\n",
       "        7.40098175e-01,  5.11363289e-01, -2.77173930e-01,  5.76456602e-01,\n",
       "        2.55235637e-01,  7.40675867e-01,  3.94761731e-02, -7.22795133e-01,\n",
       "       -7.81973784e-01, -1.32815518e-01, -1.95864519e-01,  1.72441273e-01,\n",
       "        3.34174541e-01,  7.54735945e-01,  6.85558682e-01,  5.44575560e-01,\n",
       "        8.31514818e-01,  9.01006733e-02,  1.22666707e-01,  6.59903875e-01,\n",
       "        3.14650244e-01,  1.78755610e-01,  7.34122842e-02,  6.49649876e-01,\n",
       "        5.15968923e-01, -4.12106483e-01,  3.41008828e-01, -1.00807102e+00,\n",
       "        3.60164865e-01,  6.48833283e-01,  5.56207895e-01,  2.81500996e-01,\n",
       "        8.20697077e-01, -2.43940937e-01,  9.68578879e-01,  3.98276558e-01,\n",
       "       -8.61772550e-02,  9.40559925e-02, -2.37216512e-01,  5.30474944e-01,\n",
       "        9.13063324e-01, -1.38555310e-01,  4.98243370e-01, -9.59821776e-01,\n",
       "        5.32127570e-01, -1.23429204e-01, -9.77793388e-02, -5.01387966e-02,\n",
       "       -3.82302583e-01, -2.90008926e-01, -2.00206164e-01,  6.58025549e-01,\n",
       "       -3.56455907e-01,  4.56862527e-01, -1.04960068e+00, -1.04523827e+00,\n",
       "       -4.30602442e-02, -1.16635464e-01,  4.47536268e-01,  4.24930915e-01,\n",
       "       -2.48464895e-01, -1.92476451e-01,  2.94331826e-01,  3.29978929e-01,\n",
       "       -2.07907223e-01,  6.39429530e-01, -2.35234080e-01,  7.26212066e-01,\n",
       "        1.41228861e-01,  1.83542838e-01, -8.28120741e-01,  3.59502798e-02,\n",
       "       -2.62863297e-01,  1.37078358e-01, -5.46917696e-01, -1.17085709e-01,\n",
       "        1.90427668e-02, -3.52234929e-02, -5.76866734e-01, -6.29931674e-01,\n",
       "        1.47019580e-01,  2.13541204e-01,  3.73247131e-02, -2.97765693e-01,\n",
       "       -1.84710766e-01, -2.55572779e-01, -3.39240791e-02,  8.77976771e-01,\n",
       "        3.04889350e-01, -1.20090828e-01,  3.49266373e-01, -5.08667191e-01,\n",
       "       -6.59667998e-01, -5.14547066e-01, -2.56814398e-01,  3.04836697e-01,\n",
       "        4.06886389e-01,  1.09448487e-01, -6.63232447e-01, -3.67653312e-01,\n",
       "       -6.89038094e-01,  4.37580667e-01, -2.52388097e-01,  2.10178931e-01,\n",
       "       -8.99191203e-01,  1.85736855e-01,  1.21309392e+00,  1.97549266e-02,\n",
       "       -1.41615029e+00, -7.64206640e-01, -1.38519423e-01,  3.42401994e-01,\n",
       "        3.67114480e-01,  4.08698565e-01, -3.23513056e-01,  1.52294746e-01,\n",
       "        5.45477050e-01, -9.26304078e-02,  4.11573420e-01,  4.05921024e-01,\n",
       "       -3.88008515e-01,  3.48653006e-01, -4.32080025e-01,  8.47988905e-02,\n",
       "       -4.36198410e-01, -4.15527241e-01, -5.84904523e-01,  3.27275184e-01,\n",
       "        3.47940127e-01, -5.19124983e-01, -8.76932775e-02,  6.96665375e-01,\n",
       "       -1.30887412e+00, -1.18981589e-01, -4.15684621e-02,  5.93785000e-01,\n",
       "        4.24593379e-01, -8.69552326e-01,  1.53598057e-01,  7.22771835e-02,\n",
       "        8.14313221e-01, -1.25857388e-01, -8.70146623e-01,  2.78177944e-01,\n",
       "       -9.42590027e-01,  2.67985133e-01,  2.08250819e-01, -7.00169565e-01,\n",
       "       -1.20743959e-01,  1.21218889e-01, -5.13384450e-01, -3.97416695e-01,\n",
       "        4.70864716e-02, -2.02588217e-01, -1.06727434e-02,  4.65365827e-01,\n",
       "       -8.35235909e-02,  7.14967580e-02,  2.31359101e-01, -3.78423403e-01,\n",
       "       -3.81326758e-01,  5.47797408e-01,  7.52236246e-02, -2.79587790e-01,\n",
       "       -2.69204858e-01, -2.54654806e-01,  2.54069641e-01,  4.76987346e-01,\n",
       "        4.25913793e-01, -6.16844152e-01, -1.09528893e+00, -3.96817474e-01,\n",
       "        5.53756059e-01, -6.08018435e-01, -2.83608306e-01,  7.22137810e-01,\n",
       "       -4.58017820e-01, -1.10774964e-01, -6.00361695e-01, -7.12970729e-01,\n",
       "       -4.28579462e-01, -2.99306527e-01, -6.00510352e-01,  5.65778361e-01,\n",
       "       -6.91094969e-01, -1.58398488e-02, -6.68306067e-01, -5.12906366e-01,\n",
       "        3.17576617e-01,  1.09744380e-01,  6.82890213e-02,  3.11157335e-02,\n",
       "        1.88515840e-01,  6.45547286e-02, -5.30917150e-01,  4.63747346e-02,\n",
       "        7.25499063e-01,  8.40855227e-02, -1.35890374e-01,  3.20981178e-01,\n",
       "       -2.34868505e-01, -4.22602330e-01,  8.04742586e-01,  5.07545543e-01,\n",
       "        5.60421896e-01,  1.27830101e-01,  3.61075189e-01,  1.86999751e-01,\n",
       "        2.30399629e-01, -1.16026998e-01, -2.95870118e-01,  6.05947417e-01,\n",
       "       -1.04897648e-01,  9.61104338e-02, -1.09404555e-01, -3.23937471e-01,\n",
       "        1.72997663e-01,  1.76505213e-01,  5.75969313e-01, -2.52250330e-02,\n",
       "       -2.02185368e-01,  7.53799753e-01,  9.07854535e-01,  3.62094661e-01,\n",
       "       -3.40657852e-01, -9.60008674e-01, -8.46684486e-01,  5.25873543e-01,\n",
       "       -4.48283668e-02,  3.33825313e-01,  7.28184428e-01])"
      ]
     },
     "execution_count": 2595,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "probdiff"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2596,
   "metadata": {},
   "outputs": [],
   "source": [
    "vect = CountVectorizer(stop_words = stop_words, ngram_range=(1,2),min_df = 0.02,max_df = 0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2597,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<213x387 sparse matrix of type '<class 'numpy.int64'>'\n",
       "\twith 3472 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 2597,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vect.fit_transform(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2598,
   "metadata": {},
   "outputs": [],
   "source": [
    "words = vect.vocabulary_.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2599,
   "metadata": {},
   "outputs": [],
   "source": [
    "words = []\n",
    "for key in vect.vocabulary_.keys():\n",
    "    words.append(key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2600,
   "metadata": {},
   "outputs": [],
   "source": [
    "words.sort()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2601,
   "metadata": {},
   "outputs": [],
   "source": [
    "words = words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2602,
   "metadata": {},
   "outputs": [],
   "source": [
    "s = pd.Series(probdiff,index = words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2603,
   "metadata": {},
   "outputs": [],
   "source": [
    "s.sort_values(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2607,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "romance    -1.416150\n",
       "dear       -1.361786\n",
       "skies      -1.308874\n",
       "believe    -1.245278\n",
       "blues      -1.149384\n",
       "thrill     -1.095289\n",
       "melody     -1.049601\n",
       "memories   -1.045238\n",
       "divine     -1.010146\n",
       "lips       -1.008071\n",
       "dtype: float64"
      ]
     },
     "execution_count": 2607,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# most Ella\n",
    "s.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2608,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dark         0.884097\n",
       "ah           0.901618\n",
       "work         0.907855\n",
       "love love    0.913063\n",
       "children     0.927718\n",
       "god          0.945253\n",
       "looking      0.968579\n",
       "everybody    1.043721\n",
       "going        1.108872\n",
       "road         1.213094\n",
       "dtype: float64"
      ]
     },
     "execution_count": 2608,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# most cat\n",
    "s.tail(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Scatter Text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2592,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scattertext as st\n",
    "import spacy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2589,
   "metadata": {},
   "outputs": [],
   "source": [
    "head = frame.head(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2590,
   "metadata": {},
   "outputs": [],
   "source": [
    "tail = frame.tail(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2591,
   "metadata": {},
   "outputs": [],
   "source": [
    "body = head.append(tail)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2593,
   "metadata": {
    "scrolled": true
   },
   "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>song</th>\n",
       "      <th>artist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Now maybe you're right and maybe you're wrong ...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Now that I've lost everything to you\\r\\nYou sa...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Time rise \\r\\nTime fall \\r\\nTime leaves you no...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Well I think it's fine, building jumbo planes....</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>There's a yellow flower by your bed\\r\\nSadly d...</td>\n",
       "      <td>Cat Stevens</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                song       artist\n",
       "0  Now maybe you're right and maybe you're wrong ...  Cat Stevens\n",
       "1  Now that I've lost everything to you\\r\\nYou sa...  Cat Stevens\n",
       "2  Time rise \\r\\nTime fall \\r\\nTime leaves you no...  Cat Stevens\n",
       "3  Well I think it's fine, building jumbo planes....  Cat Stevens\n",
       "4  There's a yellow flower by your bed\\r\\nSadly d...  Cat Stevens"
      ]
     },
     "execution_count": 2593,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Data frame to graph\n",
    "body.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2575,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Turn it into a Scattertext Corpus \n",
    "nlp = spacy.load('en') # set nlp\n",
    "corpus = st.CorpusFromPandas(body, category_col='artist', text_col='song',nlp=nlp).build() # process and build corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2576,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['banapple', 'bitterblue', 'wubba', 'varthy', 'hipideedleada',\n",
      "       'baaaaaaaaaaimp', 'moonshadow', 'whozis', 'tomahto', 'potahto',\n",
      "       'moonray', 'gon', 'flam', 'dupa', 'learnin', 'outa', 'jakon', 'majiks',\n",
      "       'swearin', 'fryin', 'palming', 'romping', 'driftin', 'drywood',\n",
      "       'larfter', 'izitso', 'yessum', 'windin', 'lookahere', 'vanella',\n",
      "       'arfter', 'wherezis', 'treaders', 'pyajahmas', 'gleamin', 'thrilly',\n",
      "       'pyjahmas', 'lilywhite', 'nighting', 'sasparilla', 'whatzis',\n",
      "       'tithesis', 'ersters', 'cashmeres', 'cryin', 'dyin', 'ridin', 'pitter',\n",
      "       'darktown', 'strutters'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "# words that differentiate corpus frol general English corpus\n",
    "print(corpus.get_scaled_f_scores_vs_background().index[:50])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2577,
   "metadata": {},
   "outputs": [],
   "source": [
    "# build dataframe from term frequency\n",
    "term_freq_df = corpus.get_term_freq_df()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2578,
   "metadata": {},
   "outputs": [],
   "source": [
    "# scale 0-1 based on frequency\n",
    "term_freq_df['Cat Score'] = corpus.get_scaled_f_scores('Cat Stevens')\n",
    "term_freq_df['Ella Score'] = corpus.get_scaled_f_scores('Ella Fitzgerald')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2584,
   "metadata": {
    "scrolled": true
   },
   "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>Cat Stevens freq</th>\n",
       "      <th>Ella Fitzgerald freq</th>\n",
       "      <th>Cat Score</th>\n",
       "      <th>Ella Score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>term</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>now</th>\n",
       "      <td>84</td>\n",
       "      <td>28</td>\n",
       "      <td>0.970264</td>\n",
       "      <td>0.029736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>maybe</th>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>0.773856</td>\n",
       "      <td>0.226144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>you</th>\n",
       "      <td>690</td>\n",
       "      <td>926</td>\n",
       "      <td>0.120917</td>\n",
       "      <td>0.879083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>'re</th>\n",
       "      <td>96</td>\n",
       "      <td>206</td>\n",
       "      <td>0.075984</td>\n",
       "      <td>0.924016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>right</th>\n",
       "      <td>17</td>\n",
       "      <td>45</td>\n",
       "      <td>0.064139</td>\n",
       "      <td>0.935861</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Cat Stevens freq  Ella Fitzgerald freq  Cat Score  Ella Score\n",
       "term                                                                \n",
       "now                  84                    28   0.970264    0.029736\n",
       "maybe                14                     6   0.773856    0.226144\n",
       "you                 690                   926   0.120917    0.879083\n",
       "'re                  96                   206   0.075984    0.924016\n",
       "right                17                    45   0.064139    0.935861"
      ]
     },
     "execution_count": 2584,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "term_freq_df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2580,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cat Words:\n",
      "Index(['want to', 'yeah', 'want', 'coming', 'going', 'i love', 'ready', 'na',\n",
      "       'bad', 'live'],\n",
      "      dtype='object', name='term')\n"
     ]
    }
   ],
   "source": [
    "# Most characteristic Cat Stevens words\n",
    "print('Cat Words:')\n",
    "print(term_freq_df.sort_values(by='Cat Score', ascending=False).index[:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2581,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ella Words:\n",
      "Index([''re the', 'blues', 'new', 'when you', 'the blues', 'the way',\n",
      "       'romance', 'dance', 'my heart', 'you 're'],\n",
      "      dtype='object', name='term')\n"
     ]
    }
   ],
   "source": [
    "# Most characteristic Ella Fitzgerald words\n",
    "print('Ella Words:')\n",
    "print(term_freq_df.sort_values(by='Ella Score', ascending=False).index[:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2586,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "682940"
      ]
     },
     "execution_count": 2586,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Produce HTML ScatterText Plot\n",
    "html = st.produce_scattertext_explorer(corpus,category='Cat Stevens', category_name='Cat Stevens', not_category_name='Ella Fitzgerald', width_in_pixels=1000)\n",
    "open(\"Artist.html\", 'wb').write(html.encode('utf-8'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2126,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import LatentDirichletAllocation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2132,
   "metadata": {},
   "outputs": [],
   "source": [
    "# LDA can only use raw term counts for LDA because it is a probabilistic graphical model\n",
    "tf_vectorizer = CountVectorizer(max_df=0.1, min_df=0.02, stop_words='english')\n",
    "tf = tf_vectorizer.fit_transform(list_cat)\n",
    "tf_feature_names = tf_vectorizer.get_feature_names()\n",
    "\n",
    "no_topics = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2133,
   "metadata": {},
   "outputs": [],
   "source": [
    "lda = LatentDirichletAllocation(max_iter=5, learning_method='online', learning_offset=50.,random_state=0).fit(tf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2134,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display_topics(model, feature_names, no_top_words):\n",
    "   for topic_idx, topic in enumerate(model.components_):\n",
    "       print(\"Topic %d:\" % (topic_idx) )\n",
    "       print(\" \".join([feature_names[i]\n",
    "                       for i in topic.argsort()[:-no_top_words - 1:-1]]) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2135,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Topic 0:\n",
      "awful money town ain wish talk paid chorus children city\n",
      "Topic 1:\n",
      "son bed work new train break years money run cares\n",
      "Topic 2:\n",
      "woman headed bad looking everybody kinds child coming said wild\n",
      "Topic 3:\n",
      "ready yeah dog maybe loving did ain wrong getting knows\n",
      "Topic 4:\n",
      "hurt wind kind didn door looking till change leave left\n",
      "Topic 5:\n",
      "reach school yeah moment knows end chorus soul friend today\n",
      "Topic 6:\n",
      "la great lady laugh coming star yeah bit low house\n",
      "Topic 7:\n",
      "morning remember late wish days gotta tomorrow play yeah try\n",
      "Topic 8:\n",
      "peace train thing lose new young words change happy ah\n",
      "Topic 9:\n",
      "gas blame gun ah inside boy try hope kind times\n"
     ]
    }
   ],
   "source": [
    "##Display results\n",
    "no_top_words = 10\n",
    "display_topics(lda, tf_feature_names, no_top_words)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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