beatles-vs-stones-analysis.ipynb

   1 {
   2  "cells": [
   3   {
   4    "cell_type": "markdown",
   5    "metadata": {},
   6    "source": [
   7     "# Sad songs<a name=\"top\"></a>\n",
   8     "\n",
   9     "This is a replication of the [fitteR happieR](http://rcharlie.com/2017-02-16-fitteR-happieR/) post which attempted to find the most depressing Radiohead song.\n",
  10     "\n",
  11     "I've redone it here, using tools available in TM351.\n",
  12     "\n",
  13     "I'm also on a bit of a Beatles jag, so I've also done the analysis for Beatles songs.\n",
  14     "\n",
  15     "http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0115255#s5\n",
  16     "https://www.discogs.com/developers/#page:database,header:database-artist-releases\n",
  17     "http://data.discogs.com/\n",
  18     "\n",
  19     "\n",
  20     "Also look at [How to make a racist AI without really trying](https://gist.github.com/rspeer/ef750e7e407e04894cb3b78a82d66aed), which has some good links for sentiment analysis.\n",
  21     "\n",
  22     "\n",
  23     "## Contents: Data analysis\n",
  24     "* [Analysis](#analysis)\n",
  25     "* [Sentiment](#sentiment)\n",
  26     "* [Gloom index](#gloomindex)\n",
  27     "* [Revised gloom index](#revisedgloomindex)\n",
  28     "* [Contrasting songs](#valencenegcontrast)\n",
  29     "* [Gloom per album](#gloomperalbum)\n",
  30     "* [Complexity per album](#complexityovertime)\n",
  31     "\n",
  32     "### [Conclusion](#conclusion)"
  33    ]
  34   },
  35   {
  36    "cell_type": "code",
  37    "execution_count": 1,
  38    "metadata": {
  39     "run_control": {
  40      "read_only": false
  41     }
  42    },
  43    "outputs": [],
  44    "source": [
  45     "import pandas as pd\n",
  46     "import numpy as np\n",
  47     "import matplotlib\n",
  48     "import matplotlib.pyplot as plt\n",
  49     "%matplotlib inline  \n",
  50     "import urllib.request\n",
  51     "import urllib.parse\n",
  52     "import urllib.error\n",
  53     "import json\n",
  54     "import base64\n",
  55     "import configparser\n",
  56     "from bs4 import BeautifulSoup\n",
  57     "import re\n",
  58     "import pymongo\n",
  59     "from datetime import datetime\n",
  60     "import time\n",
  61     "import collections\n",
  62     "import editdistance"
  63    ]
  64   },
  65   {
  66    "cell_type": "markdown",
  67    "metadata": {},
  68    "source": [
  69     "We'll use MongoDB to store the data, to save keeping it all in memory, and mean we don't have to recapture all the data to to a different analysis."
  70    ]
  71   },
  72   {
  73    "cell_type": "code",
  74    "execution_count": 2,
  75    "metadata": {},
  76    "outputs": [],
  77    "source": [
  78     "# Open a connection to the Mongo server\n",
  79     "client = pymongo.MongoClient('mongodb://localhost:27017/')"
  80    ]
  81   },
  82   {
  83    "cell_type": "code",
  84    "execution_count": 3,
  85    "metadata": {},
  86    "outputs": [],
  87    "source": [
  88     "# Create a database and a collections within it.\n",
  89     "songs_db = client.songs\n",
  90     "albums = songs_db.albums\n",
  91     "tracks = songs_db.tracks\n",
  92     "genius_tracks = songs_db.gtracks"
  93    ]
  94   },
  95   {
  96    "cell_type": "markdown",
  97    "metadata": {},
  98    "source": [
  99     "API keys and the like are kept in a configuration file, which is read here.\n",
 100     "\n",
 101     "You'll need to create a web API key for Spotify and Genius. "
 102    ]
 103   },
 104   {
 105    "cell_type": "code",
 106    "execution_count": 4,
 107    "metadata": {},
 108    "outputs": [
 109     {
 110      "data": {
 111       "text/plain": [
 112        "['app_name', 'client_id', 'client_secret', 'redirect_uri', 'token']"
 113       ]
 114      },
 115      "execution_count": 4,
 116      "metadata": {},
 117      "output_type": "execute_result"
 118     }
 119    ],
 120    "source": [
 121     "config = configparser.ConfigParser()\n",
 122     "config.read('secrets.ini')\n",
 123     "[k for k in config['genius']]"
 124    ]
 125   },
 126   {
 127    "cell_type": "code",
 128    "execution_count": 6,
 129    "metadata": {
 130     "collapsed": true
 131    },
 132    "outputs": [],
 133    "source": [
 134     "## How to write the config file. Fill in the details, and create a different config section for Spotify.\n",
 135     "# config['genius'] = {}\n",
 136     "# config['genius']['app_name'] = 'xxx'\n",
 137     "# config['genius']['client_id'] = 'xxx'\n",
 138     "# config['genius']['client_secret'] = 'xxx'\n",
 139     "# config['genius']['token'] = 'xxx'\n",
 140     "# with open('secrets.ini', 'w') as configfile:\n",
 141     "#     config.write(configfile)"
 142    ]
 143   },
 144   {
 145    "cell_type": "code",
 146    "execution_count": 13,
 147    "metadata": {},
 148    "outputs": [],
 149    "source": [
 150     "stones_id = '22bE4uQ6baNwSHPVcDxLCe'\n",
 151     "beatles_id = '3WrFJ7ztbogyGnTHbHJFl2'\n",
 152     "radiohead_id = '4Z8W4fKeB5YxbusRsdQVPb'"
 153    ]
 154   },
 155   {
 156    "cell_type": "code",
 157    "execution_count": 10,
 158    "metadata": {},
 159    "outputs": [
 160     {
 161      "data": {
 162       "text/plain": [
 163        "'4Z8W4fKeB5YxbusRsdQVPb'"
 164       ]
 165      },
 166      "execution_count": 10,
 167      "metadata": {},
 168      "output_type": "execute_result"
 169     }
 170    ],
 171    "source": [
 172     "radiohead_id = albums.find_one({'artist_name': 'Radiohead'})['artist_id']\n",
 173     "radiohead_id"
 174    ]
 175   },
 176   {
 177    "cell_type": "code",
 178    "execution_count": 11,
 179    "metadata": {},
 180    "outputs": [
 181     {
 182      "data": {
 183       "text/plain": [
 184        "'3WrFJ7ztbogyGnTHbHJFl2'"
 185       ]
 186      },
 187      "execution_count": 11,
 188      "metadata": {},
 189      "output_type": "execute_result"
 190     }
 191    ],
 192    "source": [
 193     "beatles_id = albums.find_one({'artist_name': 'The Beatles'})['artist_id']\n",
 194     "beatles_id"
 195    ]
 196   },
 197   {
 198    "cell_type": "code",
 199    "execution_count": 12,
 200    "metadata": {},
 201    "outputs": [
 202     {
 203      "data": {
 204       "text/plain": [
 205        "'22bE4uQ6baNwSHPVcDxLCe'"
 206       ]
 207      },
 208      "execution_count": 12,
 209      "metadata": {},
 210      "output_type": "execute_result"
 211     }
 212    ],
 213    "source": [
 214     "stones_id = albums.find_one({'artist_name': 'The Rolling Stones'})['artist_id']\n",
 215     "stones_id"
 216    ]
 217   },
 218   {
 219    "cell_type": "markdown",
 220    "metadata": {},
 221    "source": [
 222     "# Analysis<a name=\"analysis\"></a>\n",
 223     "Finally, we can get to the analysis of the data!\n",
 224     "\n",
 225     "First, what are the lowest-valence songs, and what's the distribution of valences?\n",
 226     "\n",
 227     "* [Top](#top)"
 228    ]
 229   },
 230   {
 231    "cell_type": "code",
 232    "execution_count": 14,
 233    "metadata": {},
 234    "outputs": [
 235     {
 236      "data": {
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 254        "    <tr style=\"text-align: right;\">\n",
 255        "      <th></th>\n",
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 263        "    <tr>\n",
 264        "      <th>0</th>\n",
 265        "      <td>2l4gWzhTj7Yt1IvMTWnSgF</td>\n",
 266        "      <td>The Rolling Stones</td>\n",
 267        "      <td>Martin Scorsese Intro - Live At The Beacon The...</td>\n",
 268        "      <td>NaN</td>\n",
 269        "    </tr>\n",
 270        "    <tr>\n",
 271        "      <th>1</th>\n",
 272        "      <td>0y2gwbLt4rT57AqVWanxrS</td>\n",
 273        "      <td>The Rolling Stones</td>\n",
 274        "      <td>Show Intro - Live In Ireland / 1965</td>\n",
 275        "      <td>NaN</td>\n",
 276        "    </tr>\n",
 277        "    <tr>\n",
 278        "      <th>2</th>\n",
 279        "      <td>1AVrv7FD10FoKW38oBiKRg</td>\n",
 280        "      <td>Radiohead</td>\n",
 281        "      <td>Bloom (Blawan Rmx)</td>\n",
 282        "      <td>0.0325</td>\n",
 283        "    </tr>\n",
 284        "    <tr>\n",
 285        "      <th>3</th>\n",
 286        "      <td>2Ax0tajnMzn8bB0jkmGNCK</td>\n",
 287        "      <td>The Rolling Stones</td>\n",
 288        "      <td>Band Introductions - Live At The Beacon Theatr...</td>\n",
 289        "      <td>0.0351</td>\n",
 290        "    </tr>\n",
 291        "    <tr>\n",
 292        "      <th>4</th>\n",
 293        "      <td>4rkGGQEqxHIXVJ4oXjOHgF</td>\n",
 294        "      <td>George Martin</td>\n",
 295        "      <td>Sea Of Holes - Remastered 2009</td>\n",
 296        "      <td>0.0352</td>\n",
 297        "    </tr>\n",
 298        "    <tr>\n",
 299        "      <th>5</th>\n",
 300        "      <td>1n2pCKUiJW7hxFUpbsjuUZ</td>\n",
 301        "      <td>The Rolling Stones</td>\n",
 302        "      <td>Charlie's Intro To Little Red Rooster - Live I...</td>\n",
 303        "      <td>0.0357</td>\n",
 304        "    </tr>\n",
 305        "    <tr>\n",
 306        "      <th>6</th>\n",
 307        "      <td>6HazgW4PjOxihpQPAAnLya</td>\n",
 308        "      <td>Jimi Hendrix</td>\n",
 309        "      <td>Outro - Star Spangled Banner - Live - 2009 Re-...</td>\n",
 310        "      <td>0.0367</td>\n",
 311        "    </tr>\n",
 312        "    <tr>\n",
 313        "      <th>7</th>\n",
 314        "      <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
 315        "      <td>Radiohead</td>\n",
 316        "      <td>True Love Waits</td>\n",
 317        "      <td>0.0378</td>\n",
 318        "    </tr>\n",
 319        "    <tr>\n",
 320        "      <th>8</th>\n",
 321        "      <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
 322        "      <td>Radiohead</td>\n",
 323        "      <td>We Suck Young Blood</td>\n",
 324        "      <td>0.0378</td>\n",
 325        "    </tr>\n",
 326        "    <tr>\n",
 327        "      <th>9</th>\n",
 328        "      <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
 329        "      <td>The Beatles</td>\n",
 330        "      <td>Blue Jay Way - Remastered 2009</td>\n",
 331        "      <td>0.0380</td>\n",
 332        "    </tr>\n",
 333        "    <tr>\n",
 334        "      <th>10</th>\n",
 335        "      <td>66Pyms4pYaHEcPHZ7DdMbE</td>\n",
 336        "      <td>Radiohead</td>\n",
 337        "      <td>TKOL (Altrice Rmx)</td>\n",
 338        "      <td>0.0383</td>\n",
 339        "    </tr>\n",
 340        "    <tr>\n",
 341        "      <th>11</th>\n",
 342        "      <td>3gKuywOm38axM8sJGq6Laq</td>\n",
 343        "      <td>Radiohead</td>\n",
 344        "      <td>MK 1</td>\n",
 345        "      <td>0.0391</td>\n",
 346        "    </tr>\n",
 347        "    <tr>\n",
 348        "      <th>12</th>\n",
 349        "      <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
 350        "      <td>Radiohead</td>\n",
 351        "      <td>The Tourist</td>\n",
 352        "      <td>0.0400</td>\n",
 353        "    </tr>\n",
 354        "    <tr>\n",
 355        "      <th>13</th>\n",
 356        "      <td>0tKuiKb2mazZYdA6fPP7kI</td>\n",
 357        "      <td>Radiohead</td>\n",
 358        "      <td>Good Evening Mrs Magpie (Modeselektor RMX)</td>\n",
 359        "      <td>0.0413</td>\n",
 360        "    </tr>\n",
 361        "    <tr>\n",
 362        "      <th>14</th>\n",
 363        "      <td>2PbwmAMaxIBIWis8XLViat</td>\n",
 364        "      <td>George Martin</td>\n",
 365        "      <td>Sea Of Monsters - Remastered 2009</td>\n",
 366        "      <td>0.0422</td>\n",
 367        "    </tr>\n",
 368        "    <tr>\n",
 369        "      <th>15</th>\n",
 370        "      <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
 371        "      <td>Radiohead</td>\n",
 372        "      <td>Motion Picture Soundtrack</td>\n",
 373        "      <td>0.0425</td>\n",
 374        "    </tr>\n",
 375        "    <tr>\n",
 376        "      <th>16</th>\n",
 377        "      <td>2uYSbsxAMmK1awUl06T7ix</td>\n",
 378        "      <td>Radiohead</td>\n",
 379        "      <td>MK 2</td>\n",
 380        "      <td>0.0437</td>\n",
 381        "    </tr>\n",
 382        "    <tr>\n",
 383        "      <th>17</th>\n",
 384        "      <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
 385        "      <td>Radiohead</td>\n",
 386        "      <td>Go Slowly</td>\n",
 387        "      <td>0.0453</td>\n",
 388        "    </tr>\n",
 389        "    <tr>\n",
 390        "      <th>18</th>\n",
 391        "      <td>5olWalQH1oVza5D6xJg4oX</td>\n",
 392        "      <td>Radiohead</td>\n",
 393        "      <td>Sail To The Moon</td>\n",
 394        "      <td>0.0458</td>\n",
 395        "    </tr>\n",
 396        "    <tr>\n",
 397        "      <th>19</th>\n",
 398        "      <td>49JPfRfsAfjWYRN6lbC3my</td>\n",
 399        "      <td>George Martin</td>\n",
 400        "      <td>Pepperland Laid Waste - Remastered 2009</td>\n",
 401        "      <td>0.0459</td>\n",
 402        "    </tr>\n",
 403        "  </tbody>\n",
 404        "</table>\n",
 405        "</div>"
 406       ],
 407       "text/plain": [
 408        "                       _id         artist_name  \\\n",
 409        "0   2l4gWzhTj7Yt1IvMTWnSgF  The Rolling Stones   \n",
 410        "1   0y2gwbLt4rT57AqVWanxrS  The Rolling Stones   \n",
 411        "2   1AVrv7FD10FoKW38oBiKRg           Radiohead   \n",
 412        "3   2Ax0tajnMzn8bB0jkmGNCK  The Rolling Stones   \n",
 413        "4   4rkGGQEqxHIXVJ4oXjOHgF       George Martin   \n",
 414        "5   1n2pCKUiJW7hxFUpbsjuUZ  The Rolling Stones   \n",
 415        "6   6HazgW4PjOxihpQPAAnLya        Jimi Hendrix   \n",
 416        "7   01ZpFhrMMqKPVCwyqXneVp           Radiohead   \n",
 417        "8   53RYTfkLiyZuUZHwJC3Wmm           Radiohead   \n",
 418        "9   0ttMfoND7IQqFSMVOPkELC         The Beatles   \n",
 419        "10  66Pyms4pYaHEcPHZ7DdMbE           Radiohead   \n",
 420        "11  3gKuywOm38axM8sJGq6Laq           Radiohead   \n",
 421        "12  75YUnz58ajMo2VIIuUFvOV           Radiohead   \n",
 422        "13  0tKuiKb2mazZYdA6fPP7kI           Radiohead   \n",
 423        "14  2PbwmAMaxIBIWis8XLViat       George Martin   \n",
 424        "15  0COiZ7ncho2yi4HotbzgPv           Radiohead   \n",
 425        "16  2uYSbsxAMmK1awUl06T7ix           Radiohead   \n",
 426        "17  4gq2bc2770XvbJdEtfUbmw           Radiohead   \n",
 427        "18  5olWalQH1oVza5D6xJg4oX           Radiohead   \n",
 428        "19  49JPfRfsAfjWYRN6lbC3my       George Martin   \n",
 429        "\n",
 430        "                                                 name  valence  \n",
 431        "0   Martin Scorsese Intro - Live At The Beacon The...      NaN  \n",
 432        "1                 Show Intro - Live In Ireland / 1965      NaN  \n",
 433        "2                                  Bloom (Blawan Rmx)   0.0325  \n",
 434        "3   Band Introductions - Live At The Beacon Theatr...   0.0351  \n",
 435        "4                      Sea Of Holes - Remastered 2009   0.0352  \n",
 436        "5   Charlie's Intro To Little Red Rooster - Live I...   0.0357  \n",
 437        "6   Outro - Star Spangled Banner - Live - 2009 Re-...   0.0367  \n",
 438        "7                                     True Love Waits   0.0378  \n",
 439        "8                                 We Suck Young Blood   0.0378  \n",
 440        "9                      Blue Jay Way - Remastered 2009   0.0380  \n",
 441        "10                                 TKOL (Altrice Rmx)   0.0383  \n",
 442        "11                                               MK 1   0.0391  \n",
 443        "12                                        The Tourist   0.0400  \n",
 444        "13         Good Evening Mrs Magpie (Modeselektor RMX)   0.0413  \n",
 445        "14                  Sea Of Monsters - Remastered 2009   0.0422  \n",
 446        "15                          Motion Picture Soundtrack   0.0425  \n",
 447        "16                                               MK 2   0.0437  \n",
 448        "17                                          Go Slowly   0.0453  \n",
 449        "18                                   Sail To The Moon   0.0458  \n",
 450        "19            Pepperland Laid Waste - Remastered 2009   0.0459  "
 451       ]
 452      },
 453      "execution_count": 14,
 454      "metadata": {},
 455      "output_type": "execute_result"
 456     }
 457    ],
 458    "source": [
 459     "pd.DataFrame(list(tracks.find({}, \n",
 460     "                              ['artist_name', 'name', 'valence'], \n",
 461     "                              sort=[('valence', pymongo.ASCENDING)], limit=20)))"
 462    ]
 463   },
 464   {
 465    "cell_type": "markdown",
 466    "metadata": {},
 467    "source": [
 468     "Just the Beatles songs."
 469    ]
 470   },
 471   {
 472    "cell_type": "code",
 473    "execution_count": 15,
 474    "metadata": {},
 475    "outputs": [
 476     {
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 519        "      <th>108</th>\n",
 520        "      <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
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 522        "      <td>Revolution 9 - Remastered 2009</td>\n",
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 527        "      <td>27YZJHyTTDIurMqDu1v2ef</td>\n",
 528        "      <td>The Beatles</td>\n",
 529        "      <td>Long, Long, Long - Remastered 2009</td>\n",
 530        "      <td>0.1350</td>\n",
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 532        "    <tr>\n",
 533        "      <th>0</th>\n",
 534        "      <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
 535        "      <td>The Beatles</td>\n",
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 537        "      <td>0.1530</td>\n",
 538        "    </tr>\n",
 539        "    <tr>\n",
 540        "      <th>132</th>\n",
 541        "      <td>3ZFBeIyP41HhnALjxWy1pR</td>\n",
 542        "      <td>The Beatles</td>\n",
 543        "      <td>A Day In The Life - Remastered 2009</td>\n",
 544        "      <td>0.1620</td>\n",
 545        "    </tr>\n",
 546        "    <tr>\n",
 547        "      <th>65</th>\n",
 548        "      <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
 549        "      <td>The Beatles</td>\n",
 550        "      <td>Because - Remastered 2009</td>\n",
 551        "      <td>0.1620</td>\n",
 552        "    </tr>\n",
 553        "    <tr>\n",
 554        "      <th>43</th>\n",
 555        "      <td>7iABnSNZciNepqGtjMQxxd</td>\n",
 556        "      <td>The Beatles</td>\n",
 557        "      <td>Come Together - Remastered 2015</td>\n",
 558        "      <td>0.1780</td>\n",
 559        "    </tr>\n",
 560        "    <tr>\n",
 561        "      <th>58</th>\n",
 562        "      <td>0MKqeOVdZcUFGJvWpGCKbG</td>\n",
 563        "      <td>The Beatles</td>\n",
 564        "      <td>Come Together - Remastered 2009</td>\n",
 565        "      <td>0.1790</td>\n",
 566        "    </tr>\n",
 567        "    <tr>\n",
 568        "      <th>79</th>\n",
 569        "      <td>4gUUfLOH38XYU5Q3b2K4Go</td>\n",
 570        "      <td>The Beatles</td>\n",
 571        "      <td>It's All Too Much - Remastered 2009</td>\n",
 572        "      <td>0.1920</td>\n",
 573        "    </tr>\n",
 574        "  </tbody>\n",
 575        "</table>\n",
 576        "</div>"
 577       ],
 578       "text/plain": [
 579        "                        _id  artist_name  \\\n",
 580        "112  0ttMfoND7IQqFSMVOPkELC  The Beatles   \n",
 581        "146  0agoaPIy92gPZ6zRhqXarE  The Beatles   \n",
 582        "108  6ZrPbHp9kRmQj1tGLvna8U  The Beatles   \n",
 583        "103  27YZJHyTTDIurMqDu1v2ef  The Beatles   \n",
 584        "0    2ucFulEWapRAmTn7l6f5Q7  The Beatles   \n",
 585        "132  3ZFBeIyP41HhnALjxWy1pR  The Beatles   \n",
 586        "65   4cLoL5KPfE1hAwfsO84FX7  The Beatles   \n",
 587        "43   7iABnSNZciNepqGtjMQxxd  The Beatles   \n",
 588        "58   0MKqeOVdZcUFGJvWpGCKbG  The Beatles   \n",
 589        "79   4gUUfLOH38XYU5Q3b2K4Go  The Beatles   \n",
 590        "\n",
 591        "                                       name  valence  \n",
 592        "112          Blue Jay Way - Remastered 2009   0.0380  \n",
 593        "146  Tomorrow Never Knows - Remastered 2009   0.0556  \n",
 594        "108          Revolution 9 - Remastered 2009   0.0963  \n",
 595        "103      Long, Long, Long - Remastered 2009   0.1350  \n",
 596        "0          Wild Honey Pie - Remastered 2009   0.1530  \n",
 597        "132     A Day In The Life - Remastered 2009   0.1620  \n",
 598        "65                Because - Remastered 2009   0.1620  \n",
 599        "43          Come Together - Remastered 2015   0.1780  \n",
 600        "58          Come Together - Remastered 2009   0.1790  \n",
 601        "79      It's All Too Much - Remastered 2009   0.1920  "
 602       ]
 603      },
 604      "execution_count": 15,
 605      "metadata": {},
 606      "output_type": "execute_result"
 607     }
 608    ],
 609    "source": [
 610     "beatles_df = pd.DataFrame(list(tracks.find({'artist_id': beatles_id}, \n",
 611     "                              ['artist_name', 'name', 'valence'])))\n",
 612     "beatles_df.sort_values('valence').head(10)"
 613    ]
 614   },
 615   {
 616    "cell_type": "markdown",
 617    "metadata": {},
 618    "source": [
 619     "And plot the valences.."
 620    ]
 621   },
 622   {
 623    "cell_type": "code",
 624    "execution_count": 16,
 625    "metadata": {},
 626    "outputs": [
 627     {
 628      "data": {
 629       "text/plain": [
 630        "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b9fcc400>"
 631       ]
 632      },
 633      "execution_count": 16,
 634      "metadata": {},
 635      "output_type": "execute_result"
 636     },
 637     {
 638      "data": {
 639       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nklSEgS5JRfwffCMceoPPhboAAAAASUVORK5CYII=\n",
 640       "text/plain": [
 641        "<matplotlib.figure.Figure at 0x7fa7b9fe0860>"
 642       ]
 643      },
 644      "metadata": {},
 645      "output_type": "display_data"
 646     }
 647    ],
 648    "source": [
 649     "beatles_df['valence'].hist()"
 650    ]
 651   },
 652   {
 653    "cell_type": "code",
 654    "execution_count": 19,
 655    "metadata": {},
 656    "outputs": [
 657     {
 658      "data": {
 659       "text/html": [
 660        "<div>\n",
 661        "<style>\n",
 662        "    .dataframe thead tr:only-child th {\n",
 663        "        text-align: right;\n",
 664        "    }\n",
 665        "\n",
 666        "    .dataframe thead th {\n",
 667        "        text-align: left;\n",
 668        "    }\n",
 669        "\n",
 670        "    .dataframe tbody tr th {\n",
 671        "        vertical-align: top;\n",
 672        "    }\n",
 673        "</style>\n",
 674        "<table border=\"1\" class=\"dataframe\">\n",
 675        "  <thead>\n",
 676        "    <tr style=\"text-align: right;\">\n",
 677        "      <th></th>\n",
 678        "      <th>_id</th>\n",
 679        "      <th>artist_name</th>\n",
 680        "      <th>name</th>\n",
 681        "      <th>valence</th>\n",
 682        "    </tr>\n",
 683        "  </thead>\n",
 684        "  <tbody>\n",
 685        "    <tr>\n",
 686        "      <th>6</th>\n",
 687        "      <td>2Ax0tajnMzn8bB0jkmGNCK</td>\n",
 688        "      <td>The Rolling Stones</td>\n",
 689        "      <td>Band Introductions - Live At The Beacon Theatr...</td>\n",
 690        "      <td>0.0351</td>\n",
 691        "    </tr>\n",
 692        "    <tr>\n",
 693        "      <th>12</th>\n",
 694        "      <td>1n2pCKUiJW7hxFUpbsjuUZ</td>\n",
 695        "      <td>The Rolling Stones</td>\n",
 696        "      <td>Charlie's Intro To Little Red Rooster - Live I...</td>\n",
 697        "      <td>0.0357</td>\n",
 698        "    </tr>\n",
 699        "    <tr>\n",
 700        "      <th>129</th>\n",
 701        "      <td>1dTX9ivyAhFJLR1f2pk9Kv</td>\n",
 702        "      <td>The Rolling Stones</td>\n",
 703        "      <td>Out Of Tears - 2009 Re-Mastered Digital Version</td>\n",
 704        "      <td>0.1280</td>\n",
 705        "    </tr>\n",
 706        "    <tr>\n",
 707        "      <th>138</th>\n",
 708        "      <td>6j3En9AD8FEAQQhhtkKBR9</td>\n",
 709        "      <td>The Rolling Stones</td>\n",
 710        "      <td>Continental Drift - Live - 2009 Re-Mastered Di...</td>\n",
 711        "      <td>0.1290</td>\n",
 712        "    </tr>\n",
 713        "    <tr>\n",
 714        "      <th>273</th>\n",
 715        "      <td>388ll2SEjDO9LZIXXyKtjh</td>\n",
 716        "      <td>The Rolling Stones</td>\n",
 717        "      <td>Little Rain</td>\n",
 718        "      <td>0.1370</td>\n",
 719        "    </tr>\n",
 720        "    <tr>\n",
 721        "      <th>109</th>\n",
 722        "      <td>1qEGxs60ntxuenj27BnRkF</td>\n",
 723        "      <td>The Rolling Stones</td>\n",
 724        "      <td>How Can I Stop - 2009 Digital Remaster</td>\n",
 725        "      <td>0.1690</td>\n",
 726        "    </tr>\n",
 727        "    <tr>\n",
 728        "      <th>106</th>\n",
 729        "      <td>1Wfdb6cNBPdpoZYniHfL7o</td>\n",
 730        "      <td>The Rolling Stones</td>\n",
 731        "      <td>Always Suffering - 2009 Digital Remaster</td>\n",
 732        "      <td>0.1740</td>\n",
 733        "    </tr>\n",
 734        "    <tr>\n",
 735        "      <th>234</th>\n",
 736        "      <td>7G6Z0sDe39MFjTaA0XfCtw</td>\n",
 737        "      <td>The Rolling Stones</td>\n",
 738        "      <td>I Can't Quit You Baby</td>\n",
 739        "      <td>0.1790</td>\n",
 740        "    </tr>\n",
 741        "    <tr>\n",
 742        "      <th>100</th>\n",
 743        "      <td>7tWJEqPI5Jpie3NhtbWks6</td>\n",
 744        "      <td>The Rolling Stones</td>\n",
 745        "      <td>Already Over Me - 2009 Digital Remaster</td>\n",
 746        "      <td>0.1790</td>\n",
 747        "    </tr>\n",
 748        "    <tr>\n",
 749        "      <th>83</th>\n",
 750        "      <td>07U5DnoRtB0DSlonXx2jym</td>\n",
 751        "      <td>The Rolling Stones</td>\n",
 752        "      <td>When The Whip Comes Down - Live Licks Tour - 2...</td>\n",
 753        "      <td>0.1820</td>\n",
 754        "    </tr>\n",
 755        "  </tbody>\n",
 756        "</table>\n",
 757        "</div>"
 758       ],
 759       "text/plain": [
 760        "                        _id         artist_name  \\\n",
 761        "6    2Ax0tajnMzn8bB0jkmGNCK  The Rolling Stones   \n",
 762        "12   1n2pCKUiJW7hxFUpbsjuUZ  The Rolling Stones   \n",
 763        "129  1dTX9ivyAhFJLR1f2pk9Kv  The Rolling Stones   \n",
 764        "138  6j3En9AD8FEAQQhhtkKBR9  The Rolling Stones   \n",
 765        "273  388ll2SEjDO9LZIXXyKtjh  The Rolling Stones   \n",
 766        "109  1qEGxs60ntxuenj27BnRkF  The Rolling Stones   \n",
 767        "106  1Wfdb6cNBPdpoZYniHfL7o  The Rolling Stones   \n",
 768        "234  7G6Z0sDe39MFjTaA0XfCtw  The Rolling Stones   \n",
 769        "100  7tWJEqPI5Jpie3NhtbWks6  The Rolling Stones   \n",
 770        "83   07U5DnoRtB0DSlonXx2jym  The Rolling Stones   \n",
 771        "\n",
 772        "                                                  name  valence  \n",
 773        "6    Band Introductions - Live At The Beacon Theatr...   0.0351  \n",
 774        "12   Charlie's Intro To Little Red Rooster - Live I...   0.0357  \n",
 775        "129    Out Of Tears - 2009 Re-Mastered Digital Version   0.1280  \n",
 776        "138  Continental Drift - Live - 2009 Re-Mastered Di...   0.1290  \n",
 777        "273                                        Little Rain   0.1370  \n",
 778        "109             How Can I Stop - 2009 Digital Remaster   0.1690  \n",
 779        "106           Always Suffering - 2009 Digital Remaster   0.1740  \n",
 780        "234                              I Can't Quit You Baby   0.1790  \n",
 781        "100            Already Over Me - 2009 Digital Remaster   0.1790  \n",
 782        "83   When The Whip Comes Down - Live Licks Tour - 2...   0.1820  "
 783       ]
 784      },
 785      "execution_count": 19,
 786      "metadata": {},
 787      "output_type": "execute_result"
 788     }
 789    ],
 790    "source": [
 791     "stones_df = pd.DataFrame(list(tracks.find({'artist_id': stones_id}, \n",
 792     "                              ['artist_name', 'name', 'valence'])))\n",
 793     "stones_df.sort_values('valence').head(10)"
 794    ]
 795   },
 796   {
 797    "cell_type": "code",
 798    "execution_count": 20,
 799    "metadata": {},
 800    "outputs": [
 801     {
 802      "data": {
 803       "text/plain": [
 804        "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b8608b38>"
 805       ]
 806      },
 807      "execution_count": 20,
 808      "metadata": {},
 809      "output_type": "execute_result"
 810     },
 811     {
 812      "data": {
 813       "image/png": 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MfHje8+Cepj+HFvNa8EpRSSrCK0UlqQgDXZKKMNAlqQgDXZKKMNAlqQgDXZKKMNAlqQgD\nXZKK+F/iiQTb7ExEKwAAAABJRU5ErkJggg==\n",
 814       "text/plain": [
 815        "<matplotlib.figure.Figure at 0x7fa7b867a0f0>"
 816       ]
 817      },
 818      "metadata": {},
 819      "output_type": "display_data"
 820     }
 821    ],
 822    "source": [
 823     "stones_df['valence'].hist()"
 824    ]
 825   },
 826   {
 827    "cell_type": "code",
 828    "execution_count": 17,
 829    "metadata": {},
 830    "outputs": [
 831     {
 832      "data": {
 833       "text/html": [
 834        "<div>\n",
 835        "<style>\n",
 836        "    .dataframe thead tr:only-child th {\n",
 837        "        text-align: right;\n",
 838        "    }\n",
 839        "\n",
 840        "    .dataframe thead th {\n",
 841        "        text-align: left;\n",
 842        "    }\n",
 843        "\n",
 844        "    .dataframe tbody tr th {\n",
 845        "        vertical-align: top;\n",
 846        "    }\n",
 847        "</style>\n",
 848        "<table border=\"1\" class=\"dataframe\">\n",
 849        "  <thead>\n",
 850        "    <tr style=\"text-align: right;\">\n",
 851        "      <th></th>\n",
 852        "      <th>_id</th>\n",
 853        "      <th>artist_name</th>\n",
 854        "      <th>name</th>\n",
 855        "      <th>valence</th>\n",
 856        "    </tr>\n",
 857        "  </thead>\n",
 858        "  <tbody>\n",
 859        "    <tr>\n",
 860        "      <th>14</th>\n",
 861        "      <td>1AVrv7FD10FoKW38oBiKRg</td>\n",
 862        "      <td>Radiohead</td>\n",
 863        "      <td>Bloom (Blawan Rmx)</td>\n",
 864        "      <td>0.0325</td>\n",
 865        "    </tr>\n",
 866        "    <tr>\n",
 867        "      <th>84</th>\n",
 868        "      <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
 869        "      <td>Radiohead</td>\n",
 870        "      <td>We Suck Young Blood</td>\n",
 871        "      <td>0.0378</td>\n",
 872        "    </tr>\n",
 873        "    <tr>\n",
 874        "      <th>58</th>\n",
 875        "      <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
 876        "      <td>Radiohead</td>\n",
 877        "      <td>True Love Waits</td>\n",
 878        "      <td>0.0378</td>\n",
 879        "    </tr>\n",
 880        "    <tr>\n",
 881        "      <th>13</th>\n",
 882        "      <td>66Pyms4pYaHEcPHZ7DdMbE</td>\n",
 883        "      <td>Radiohead</td>\n",
 884        "      <td>TKOL (Altrice Rmx)</td>\n",
 885        "      <td>0.0383</td>\n",
 886        "    </tr>\n",
 887        "    <tr>\n",
 888        "      <th>20</th>\n",
 889        "      <td>3gKuywOm38axM8sJGq6Laq</td>\n",
 890        "      <td>Radiohead</td>\n",
 891        "      <td>MK 1</td>\n",
 892        "      <td>0.0391</td>\n",
 893        "    </tr>\n",
 894        "    <tr>\n",
 895        "      <th>121</th>\n",
 896        "      <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
 897        "      <td>Radiohead</td>\n",
 898        "      <td>The Tourist</td>\n",
 899        "      <td>0.0400</td>\n",
 900        "    </tr>\n",
 901        "    <tr>\n",
 902        "      <th>15</th>\n",
 903        "      <td>0tKuiKb2mazZYdA6fPP7kI</td>\n",
 904        "      <td>Radiohead</td>\n",
 905        "      <td>Good Evening Mrs Magpie (Modeselektor RMX)</td>\n",
 906        "      <td>0.0413</td>\n",
 907        "    </tr>\n",
 908        "    <tr>\n",
 909        "      <th>109</th>\n",
 910        "      <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
 911        "      <td>Radiohead</td>\n",
 912        "      <td>Motion Picture Soundtrack</td>\n",
 913        "      <td>0.0425</td>\n",
 914        "    </tr>\n",
 915        "    <tr>\n",
 916        "      <th>21</th>\n",
 917        "      <td>2uYSbsxAMmK1awUl06T7ix</td>\n",
 918        "      <td>Radiohead</td>\n",
 919        "      <td>MK 2</td>\n",
 920        "      <td>0.0437</td>\n",
 921        "    </tr>\n",
 922        "    <tr>\n",
 923        "      <th>70</th>\n",
 924        "      <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
 925        "      <td>Radiohead</td>\n",
 926        "      <td>Go Slowly</td>\n",
 927        "      <td>0.0453</td>\n",
 928        "    </tr>\n",
 929        "  </tbody>\n",
 930        "</table>\n",
 931        "</div>"
 932       ],
 933       "text/plain": [
 934        "                        _id artist_name  \\\n",
 935        "14   1AVrv7FD10FoKW38oBiKRg   Radiohead   \n",
 936        "84   53RYTfkLiyZuUZHwJC3Wmm   Radiohead   \n",
 937        "58   01ZpFhrMMqKPVCwyqXneVp   Radiohead   \n",
 938        "13   66Pyms4pYaHEcPHZ7DdMbE   Radiohead   \n",
 939        "20   3gKuywOm38axM8sJGq6Laq   Radiohead   \n",
 940        "121  75YUnz58ajMo2VIIuUFvOV   Radiohead   \n",
 941        "15   0tKuiKb2mazZYdA6fPP7kI   Radiohead   \n",
 942        "109  0COiZ7ncho2yi4HotbzgPv   Radiohead   \n",
 943        "21   2uYSbsxAMmK1awUl06T7ix   Radiohead   \n",
 944        "70   4gq2bc2770XvbJdEtfUbmw   Radiohead   \n",
 945        "\n",
 946        "                                           name  valence  \n",
 947        "14                           Bloom (Blawan Rmx)   0.0325  \n",
 948        "84                          We Suck Young Blood   0.0378  \n",
 949        "58                              True Love Waits   0.0378  \n",
 950        "13                           TKOL (Altrice Rmx)   0.0383  \n",
 951        "20                                         MK 1   0.0391  \n",
 952        "121                                 The Tourist   0.0400  \n",
 953        "15   Good Evening Mrs Magpie (Modeselektor RMX)   0.0413  \n",
 954        "109                   Motion Picture Soundtrack   0.0425  \n",
 955        "21                                         MK 2   0.0437  \n",
 956        "70                                    Go Slowly   0.0453  "
 957       ]
 958      },
 959      "execution_count": 17,
 960      "metadata": {},
 961      "output_type": "execute_result"
 962     }
 963    ],
 964    "source": [
 965     "radiohead_df = pd.DataFrame(list(tracks.find({'artist_id': radiohead_id}, \n",
 966     "                              ['artist_name', 'name', 'valence'])))\n",
 967     "radiohead_df.sort_values('valence').head(10)"
 968    ]
 969   },
 970   {
 971    "cell_type": "code",
 972    "execution_count": 18,
 973    "metadata": {},
 974    "outputs": [
 975     {
 976      "data": {
 977       "text/plain": [
 978        "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b9f1d7f0>"
 979       ]
 980      },
 981      "execution_count": 18,
 982      "metadata": {},
 983      "output_type": "execute_result"
 984     },
 985     {
 986      "data": {
 987       "image/png": 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 988       "text/plain": [
 989        "<matplotlib.figure.Figure at 0x7fa7b9eb7470>"
 990       ]
 991      },
 992      "metadata": {},
 993      "output_type": "display_data"
 994     }
 995    ],
 996    "source": [
 997     "radiohead_df['valence'].hist()"
 998    ]
 999   },
1000   {
1001    "cell_type": "markdown",
1002    "metadata": {},
1003    "source": [
1004     "And now plot both on the same chart, to clearly show that Radiohead songs are generally lower-valence than The Beatles."
1005    ]
1006   },
1007   {
1008    "cell_type": "code",
1009    "execution_count": 21,
1010    "metadata": {},
1011    "outputs": [
1012     {
1013      "data": {
1014       "text/plain": [
1015        "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b85a9438>"
1016       ]
1017      },
1018      "execution_count": 21,
1019      "metadata": {},
1020      "output_type": "execute_result"
1021     },
1022     {
1023      "data": {
1024       "image/png": 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6zLwHOH2eVa4F/ir77gUuiojppq/fRqA3uUXAs+tk5tPAU8ALW6itLRu9TcIh+v9Kl6K2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\n",
1025       "text/plain": [
1026        "<matplotlib.figure.Figure at 0x7fa7b869a390>"
1027       ]
1028      },
1029      "metadata": {},
1030      "output_type": "display_data"
1031     }
1032    ],
1033    "source": [
1034     "beatles_df['valence'].hist(alpha=0.5, color='blue')\n",
1035     "stones_df['valence'].hist(alpha=0.5, color='red')\n",
1036     "radiohead_df['valence'].hist(alpha=0.5, color='green')"
1037    ]
1038   },
1039   {
1040    "cell_type": "markdown",
1041    "metadata": {},
1042    "source": [
1043     "### Sentiment<a name=\"sentiment\"></a>\n",
1044     "We can now look at the sentiment scores for the lyrics. We start by looking at the most negative songs for each artist.\n",
1045     "\n",
1046     "* [Top](#top)"
1047    ]
1048   },
1049   {
1050    "cell_type": "code",
1051    "execution_count": 22,
1052    "metadata": {
1053     "scrolled": true
1054    },
1055    "outputs": [
1056     {
1057      "data": {
1058       "text/html": [
1059        "<div>\n",
1060        "<style>\n",
1061        "    .dataframe thead tr:only-child th {\n",
1062        "        text-align: right;\n",
1063        "    }\n",
1064        "\n",
1065        "    .dataframe thead th {\n",
1066        "        text-align: left;\n",
1067        "    }\n",
1068        "\n",
1069        "    .dataframe tbody tr th {\n",
1070        "        vertical-align: top;\n",
1071        "    }\n",
1072        "</style>\n",
1073        "<table border=\"1\" class=\"dataframe\">\n",
1074        "  <thead>\n",
1075        "    <tr style=\"text-align: right;\">\n",
1076        "      <th></th>\n",
1077        "      <th>_id</th>\n",
1078        "      <th>artist_name</th>\n",
1079        "      <th>name</th>\n",
1080        "      <th>neg</th>\n",
1081        "      <th>neutral</th>\n",
1082        "      <th>pos</th>\n",
1083        "      <th>valence</th>\n",
1084        "    </tr>\n",
1085        "  </thead>\n",
1086        "  <tbody>\n",
1087        "    <tr>\n",
1088        "      <th>87</th>\n",
1089        "      <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
1090        "      <td>The Beatles</td>\n",
1091        "      <td>I'm So Tired - Remastered 2009</td>\n",
1092        "      <td>0.892489</td>\n",
1093        "      <td>0.146302</td>\n",
1094        "      <td>0.107511</td>\n",
1095        "      <td>0.6300</td>\n",
1096        "    </tr>\n",
1097        "    <tr>\n",
1098        "      <th>61</th>\n",
1099        "      <td>6gLmFcRwyQCQT23Df2Re9G</td>\n",
1100        "      <td>The Beatles</td>\n",
1101        "      <td>I Want You (She's So Heavy) - Remastered 2009</td>\n",
1102        "      <td>0.882642</td>\n",
1103        "      <td>0.091819</td>\n",
1104        "      <td>0.117358</td>\n",
1105        "      <td>0.4160</td>\n",
1106        "    </tr>\n",
1107        "    <tr>\n",
1108        "      <th>106</th>\n",
1109        "      <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
1110        "      <td>The Beatles</td>\n",
1111        "      <td>Revolution 9 - Remastered 2009</td>\n",
1112        "      <td>0.873285</td>\n",
1113        "      <td>0.172322</td>\n",
1114        "      <td>0.126715</td>\n",
1115        "      <td>0.0963</td>\n",
1116        "    </tr>\n",
1117        "    <tr>\n",
1118        "      <th>185</th>\n",
1119        "      <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
1120        "      <td>The Beatles</td>\n",
1121        "      <td>Everybody's Trying To Be My Baby - Remastered ...</td>\n",
1122        "      <td>0.866985</td>\n",
1123        "      <td>0.914332</td>\n",
1124        "      <td>0.133015</td>\n",
1125        "      <td>0.9370</td>\n",
1126        "    </tr>\n",
1127        "    <tr>\n",
1128        "      <th>16</th>\n",
1129        "      <td>79QDgDoBbS7pCrOjIH7ByA</td>\n",
1130        "      <td>The Beatles</td>\n",
1131        "      <td>Everybody’s Trying To Be My Baby - Live / Bonu...</td>\n",
1132        "      <td>0.866985</td>\n",
1133        "      <td>0.914332</td>\n",
1134        "      <td>0.133015</td>\n",
1135        "      <td>0.6390</td>\n",
1136        "    </tr>\n",
1137        "    <tr>\n",
1138        "      <th>52</th>\n",
1139        "      <td>4311wT21Et0q3vepFwXjTu</td>\n",
1140        "      <td>The Beatles</td>\n",
1141        "      <td>One After 909 - Remastered 2009</td>\n",
1142        "      <td>0.865737</td>\n",
1143        "      <td>0.158470</td>\n",
1144        "      <td>0.134263</td>\n",
1145        "      <td>0.9040</td>\n",
1146        "    </tr>\n",
1147        "    <tr>\n",
1148        "      <th>147</th>\n",
1149        "      <td>3QbhVaulXxTyuAxHY3Pa5N</td>\n",
1150        "      <td>The Beatles</td>\n",
1151        "      <td>You Won't See Me - Remastered 2009</td>\n",
1152        "      <td>0.864585</td>\n",
1153        "      <td>0.247226</td>\n",
1154        "      <td>0.135415</td>\n",
1155        "      <td>0.4620</td>\n",
1156        "    </tr>\n",
1157        "    <tr>\n",
1158        "      <th>194</th>\n",
1159        "      <td>3Aqo28W4LLAolYpN3duVJl</td>\n",
1160        "      <td>The Beatles</td>\n",
1161        "      <td>I'll Cry Instead - Remastered 2009</td>\n",
1162        "      <td>0.863772</td>\n",
1163        "      <td>0.160516</td>\n",
1164        "      <td>0.136228</td>\n",
1165        "      <td>0.9610</td>\n",
1166        "    </tr>\n",
1167        "    <tr>\n",
1168        "      <th>91</th>\n",
1169        "      <td>3OSi8ehmSWLTD5KatlzX8r</td>\n",
1170        "      <td>The Beatles</td>\n",
1171        "      <td>Don't Pass Me By - Remastered 2009</td>\n",
1172        "      <td>0.857831</td>\n",
1173        "      <td>0.120676</td>\n",
1174        "      <td>0.142169</td>\n",
1175        "      <td>0.9480</td>\n",
1176        "    </tr>\n",
1177        "    <tr>\n",
1178        "      <th>133</th>\n",
1179        "      <td>3wAOX1N5M0ta3QNsokmhJV</td>\n",
1180        "      <td>The Beatles</td>\n",
1181        "      <td>I'm Only Sleeping - Remastered 2009</td>\n",
1182        "      <td>0.857651</td>\n",
1183        "      <td>0.269800</td>\n",
1184        "      <td>0.142349</td>\n",
1185        "      <td>0.7000</td>\n",
1186        "    </tr>\n",
1187        "  </tbody>\n",
1188        "</table>\n",
1189        "</div>"
1190       ],
1191       "text/plain": [
1192        "                        _id  artist_name  \\\n",
1193        "87   3VgxeWOGdUYvtX1j8C9VyV  The Beatles   \n",
1194        "61   6gLmFcRwyQCQT23Df2Re9G  The Beatles   \n",
1195        "106  6ZrPbHp9kRmQj1tGLvna8U  The Beatles   \n",
1196        "185  3EbGioQyKyf4dycuiPOg3k  The Beatles   \n",
1197        "16   79QDgDoBbS7pCrOjIH7ByA  The Beatles   \n",
1198        "52   4311wT21Et0q3vepFwXjTu  The Beatles   \n",
1199        "147  3QbhVaulXxTyuAxHY3Pa5N  The Beatles   \n",
1200        "194  3Aqo28W4LLAolYpN3duVJl  The Beatles   \n",
1201        "91   3OSi8ehmSWLTD5KatlzX8r  The Beatles   \n",
1202        "133  3wAOX1N5M0ta3QNsokmhJV  The Beatles   \n",
1203        "\n",
1204        "                                                  name       neg   neutral  \\\n",
1205        "87                      I'm So Tired - Remastered 2009  0.892489  0.146302   \n",
1206        "61       I Want You (She's So Heavy) - Remastered 2009  0.882642  0.091819   \n",
1207        "106                     Revolution 9 - Remastered 2009  0.873285  0.172322   \n",
1208        "185  Everybody's Trying To Be My Baby - Remastered ...  0.866985  0.914332   \n",
1209        "16   Everybody’s Trying To Be My Baby - Live / Bonu...  0.866985  0.914332   \n",
1210        "52                     One After 909 - Remastered 2009  0.865737  0.158470   \n",
1211        "147                 You Won't See Me - Remastered 2009  0.864585  0.247226   \n",
1212        "194                 I'll Cry Instead - Remastered 2009  0.863772  0.160516   \n",
1213        "91                  Don't Pass Me By - Remastered 2009  0.857831  0.120676   \n",
1214        "133                I'm Only Sleeping - Remastered 2009  0.857651  0.269800   \n",
1215        "\n",
1216        "          pos  valence  \n",
1217        "87   0.107511   0.6300  \n",
1218        "61   0.117358   0.4160  \n",
1219        "106  0.126715   0.0963  \n",
1220        "185  0.133015   0.9370  \n",
1221        "16   0.133015   0.6390  \n",
1222        "52   0.134263   0.9040  \n",
1223        "147  0.135415   0.4620  \n",
1224        "194  0.136228   0.9610  \n",
1225        "91   0.142169   0.9480  \n",
1226        "133  0.142349   0.7000  "
1227       ]
1228      },
1229      "execution_count": 22,
1230      "metadata": {},
1231      "output_type": "execute_result"
1232     }
1233    ],
1234    "source": [
1235     "pipeline = [\n",
1236     "    {'$match': {'lyrics': {'$exists': True}, 'sentiment': {'$exists': True}, 'valence': {'$exists': True},\n",
1237     "               'artist_id': beatles_id}},\n",
1238     "    {'$project': {'artist_name': '$artist_name',\n",
1239     "                  'name': '$name',\n",
1240     "                  'valence': '$valence',\n",
1241     "                  'neg': '$sentiment.probability.neg',\n",
1242     "                  'neutral': '$sentiment.probability.neutral',\n",
1243     "                  'pos': '$sentiment.probability.pos'}}\n",
1244     "]\n",
1245     "beatles_df = pd.DataFrame(list(tracks.aggregate(pipeline)))\n",
1246     "beatles_df.sort_values('neg', ascending=False).head(10)"
1247    ]
1248   },
1249   {
1250    "cell_type": "code",
1251    "execution_count": 23,
1252    "metadata": {
1253     "scrolled": true
1254    },
1255    "outputs": [
1256     {
1257      "data": {
1258       "text/html": [
1259        "<div>\n",
1260        "<style>\n",
1261        "    .dataframe thead tr:only-child th {\n",
1262        "        text-align: right;\n",
1263        "    }\n",
1264        "\n",
1265        "    .dataframe thead th {\n",
1266        "        text-align: left;\n",
1267        "    }\n",
1268        "\n",
1269        "    .dataframe tbody tr th {\n",
1270        "        vertical-align: top;\n",
1271        "    }\n",
1272        "</style>\n",
1273        "<table border=\"1\" class=\"dataframe\">\n",
1274        "  <thead>\n",
1275        "    <tr style=\"text-align: right;\">\n",
1276        "      <th></th>\n",
1277        "      <th>_id</th>\n",
1278        "      <th>artist_name</th>\n",
1279        "      <th>name</th>\n",
1280        "      <th>neg</th>\n",
1281        "      <th>neutral</th>\n",
1282        "      <th>pos</th>\n",
1283        "      <th>valence</th>\n",
1284        "    </tr>\n",
1285        "  </thead>\n",
1286        "  <tbody>\n",
1287        "    <tr>\n",
1288        "      <th>114</th>\n",
1289        "      <td>6QPaiM2qBKKAYNd8WiSR7u</td>\n",
1290        "      <td>The Rolling Stones</td>\n",
1291        "      <td>You Got Me Rocking - 2009 Re-Mastered Digital ...</td>\n",
1292        "      <td>0.904388</td>\n",
1293        "      <td>0.202058</td>\n",
1294        "      <td>0.095612</td>\n",
1295        "      <td>0.643</td>\n",
1296        "    </tr>\n",
1297        "    <tr>\n",
1298        "      <th>55</th>\n",
1299        "      <td>4sLirGgpkyL3RSdr13q3wd</td>\n",
1300        "      <td>The Rolling Stones</td>\n",
1301        "      <td>She Saw Me Coming - 2009 Re-Mastered Digital V...</td>\n",
1302        "      <td>0.885088</td>\n",
1303        "      <td>0.121018</td>\n",
1304        "      <td>0.114912</td>\n",
1305        "      <td>0.852</td>\n",
1306        "    </tr>\n",
1307        "    <tr>\n",
1308        "      <th>62</th>\n",
1309        "      <td>2L5stllrpcxflppsrTKG2c</td>\n",
1310        "      <td>The Rolling Stones</td>\n",
1311        "      <td>Look What The Cat Dragged In - 2009 Re-Mastere...</td>\n",
1312        "      <td>0.883536</td>\n",
1313        "      <td>0.148691</td>\n",
1314        "      <td>0.116464</td>\n",
1315        "      <td>0.548</td>\n",
1316        "    </tr>\n",
1317        "    <tr>\n",
1318        "      <th>26</th>\n",
1319        "      <td>7DgRvvPcJlxks2lNpudsuT</td>\n",
1320        "      <td>The Rolling Stones</td>\n",
1321        "      <td>Petrol Blues</td>\n",
1322        "      <td>0.877526</td>\n",
1323        "      <td>0.259467</td>\n",
1324        "      <td>0.122474</td>\n",
1325        "      <td>0.432</td>\n",
1326        "    </tr>\n",
1327        "    <tr>\n",
1328        "      <th>124</th>\n",
1329        "      <td>3Bz8qzOdHrXlo9ySAqHy97</td>\n",
1330        "      <td>The Rolling Stones</td>\n",
1331        "      <td>Baby Break It Down - 2009 Re-Mastered Digital ...</td>\n",
1332        "      <td>0.866306</td>\n",
1333        "      <td>0.218643</td>\n",
1334        "      <td>0.133694</td>\n",
1335        "      <td>0.767</td>\n",
1336        "    </tr>\n",
1337        "    <tr>\n",
1338        "      <th>239</th>\n",
1339        "      <td>61IKhUU0ZJ9Ba4GpjlDPju</td>\n",
1340        "      <td>The Rolling Stones</td>\n",
1341        "      <td>Everybody Needs Somebody To Love - Live In Ire...</td>\n",
1342        "      <td>0.861867</td>\n",
1343        "      <td>0.113604</td>\n",
1344        "      <td>0.138133</td>\n",
1345        "      <td>0.361</td>\n",
1346        "    </tr>\n",
1347        "    <tr>\n",
1348        "      <th>11</th>\n",
1349        "      <td>6362zAWHGgbrQaoeCFZpuO</td>\n",
1350        "      <td>The Rolling Stones</td>\n",
1351        "      <td>Lies - Remastered</td>\n",
1352        "      <td>0.861410</td>\n",
1353        "      <td>0.133335</td>\n",
1354        "      <td>0.138590</td>\n",
1355        "      <td>0.582</td>\n",
1356        "    </tr>\n",
1357        "    <tr>\n",
1358        "      <th>211</th>\n",
1359        "      <td>3WqR7lRoHEvG0ExkAqBkPj</td>\n",
1360        "      <td>The Rolling Stones</td>\n",
1361        "      <td>Lies - Remastered</td>\n",
1362        "      <td>0.861410</td>\n",
1363        "      <td>0.133335</td>\n",
1364        "      <td>0.138590</td>\n",
1365        "      <td>0.546</td>\n",
1366        "    </tr>\n",
1367        "    <tr>\n",
1368        "      <th>134</th>\n",
1369        "      <td>5uDR4WhcUD331UouwbR0A2</td>\n",
1370        "      <td>The Rolling Stones</td>\n",
1371        "      <td>Factory Girl - Live - 2009 Re-Mastered Digital...</td>\n",
1372        "      <td>0.860445</td>\n",
1373        "      <td>0.874621</td>\n",
1374        "      <td>0.139555</td>\n",
1375        "      <td>0.737</td>\n",
1376        "    </tr>\n",
1377        "    <tr>\n",
1378        "      <th>67</th>\n",
1379        "      <td>55XOZpymv9A70smv1fL5zr</td>\n",
1380        "      <td>The Rolling Stones</td>\n",
1381        "      <td>Rocks Off - Live Licks Tour - 2009 Re-Mastered...</td>\n",
1382        "      <td>0.857748</td>\n",
1383        "      <td>0.131998</td>\n",
1384        "      <td>0.142252</td>\n",
1385        "      <td>0.190</td>\n",
1386        "    </tr>\n",
1387        "  </tbody>\n",
1388        "</table>\n",
1389        "</div>"
1390       ],
1391       "text/plain": [
1392        "                        _id         artist_name  \\\n",
1393        "114  6QPaiM2qBKKAYNd8WiSR7u  The Rolling Stones   \n",
1394        "55   4sLirGgpkyL3RSdr13q3wd  The Rolling Stones   \n",
1395        "62   2L5stllrpcxflppsrTKG2c  The Rolling Stones   \n",
1396        "26   7DgRvvPcJlxks2lNpudsuT  The Rolling Stones   \n",
1397        "124  3Bz8qzOdHrXlo9ySAqHy97  The Rolling Stones   \n",
1398        "239  61IKhUU0ZJ9Ba4GpjlDPju  The Rolling Stones   \n",
1399        "11   6362zAWHGgbrQaoeCFZpuO  The Rolling Stones   \n",
1400        "211  3WqR7lRoHEvG0ExkAqBkPj  The Rolling Stones   \n",
1401        "134  5uDR4WhcUD331UouwbR0A2  The Rolling Stones   \n",
1402        "67   55XOZpymv9A70smv1fL5zr  The Rolling Stones   \n",
1403        "\n",
1404        "                                                  name       neg   neutral  \\\n",
1405        "114  You Got Me Rocking - 2009 Re-Mastered Digital ...  0.904388  0.202058   \n",
1406        "55   She Saw Me Coming - 2009 Re-Mastered Digital V...  0.885088  0.121018   \n",
1407        "62   Look What The Cat Dragged In - 2009 Re-Mastere...  0.883536  0.148691   \n",
1408        "26                                        Petrol Blues  0.877526  0.259467   \n",
1409        "124  Baby Break It Down - 2009 Re-Mastered Digital ...  0.866306  0.218643   \n",
1410        "239  Everybody Needs Somebody To Love - Live In Ire...  0.861867  0.113604   \n",
1411        "11                                   Lies - Remastered  0.861410  0.133335   \n",
1412        "211                                  Lies - Remastered  0.861410  0.133335   \n",
1413        "134  Factory Girl - Live - 2009 Re-Mastered Digital...  0.860445  0.874621   \n",
1414        "67   Rocks Off - Live Licks Tour - 2009 Re-Mastered...  0.857748  0.131998   \n",
1415        "\n",
1416        "          pos  valence  \n",
1417        "114  0.095612    0.643  \n",
1418        "55   0.114912    0.852  \n",
1419        "62   0.116464    0.548  \n",
1420        "26   0.122474    0.432  \n",
1421        "124  0.133694    0.767  \n",
1422        "239  0.138133    0.361  \n",
1423        "11   0.138590    0.582  \n",
1424        "211  0.138590    0.546  \n",
1425        "134  0.139555    0.737  \n",
1426        "67   0.142252    0.190  "
1427       ]
1428      },
1429      "execution_count": 23,
1430      "metadata": {},
1431      "output_type": "execute_result"
1432     }
1433    ],
1434    "source": [
1435     "pipeline = [\n",
1436     "    {'$match': {'lyrics': {'$exists': True}, 'sentiment': {'$exists': True}, 'valence': {'$exists': True},\n",
1437     "               'artist_id': stones_id}},\n",
1438     "    {'$project': {'artist_name': '$artist_name',\n",
1439     "                  'name': '$name',\n",
1440     "                  'valence': '$valence',\n",
1441     "                  'neg': '$sentiment.probability.neg',\n",
1442     "                  'neutral': '$sentiment.probability.neutral',\n",
1443     "                  'pos': '$sentiment.probability.pos'}}\n",
1444     "]\n",
1445     "stones_df = pd.DataFrame(list(tracks.aggregate(pipeline)))\n",
1446     "stones_df.sort_values('neg', ascending=False).head(10)"
1447    ]
1448   },
1449   {
1450    "cell_type": "code",
1451    "execution_count": 24,
1452    "metadata": {
1453     "scrolled": true
1454    },
1455    "outputs": [
1456     {
1457      "data": {
1458       "text/html": [
1459        "<div>\n",
1460        "<style>\n",
1461        "    .dataframe thead tr:only-child th {\n",
1462        "        text-align: right;\n",
1463        "    }\n",
1464        "\n",
1465        "    .dataframe thead th {\n",
1466        "        text-align: left;\n",
1467        "    }\n",
1468        "\n",
1469        "    .dataframe tbody tr th {\n",
1470        "        vertical-align: top;\n",
1471        "    }\n",
1472        "</style>\n",
1473        "<table border=\"1\" class=\"dataframe\">\n",
1474        "  <thead>\n",
1475        "    <tr style=\"text-align: right;\">\n",
1476        "      <th></th>\n",
1477        "      <th>_id</th>\n",
1478        "      <th>artist_name</th>\n",
1479        "      <th>name</th>\n",
1480        "      <th>neg</th>\n",
1481        "      <th>neutral</th>\n",
1482        "      <th>pos</th>\n",
1483        "      <th>valence</th>\n",
1484        "    </tr>\n",
1485        "  </thead>\n",
1486        "  <tbody>\n",
1487        "    <tr>\n",
1488        "      <th>101</th>\n",
1489        "      <td>11qDTSr3Dj4TkPnBcIOqEJ</td>\n",
1490        "      <td>Radiohead</td>\n",
1491        "      <td>Vegetable</td>\n",
1492        "      <td>0.883291</td>\n",
1493        "      <td>0.170371</td>\n",
1494        "      <td>0.116709</td>\n",
1495        "      <td>0.399</td>\n",
1496        "    </tr>\n",
1497        "    <tr>\n",
1498        "      <th>49</th>\n",
1499        "      <td>38WL6GlG9NHFiQS6JxV84r</td>\n",
1500        "      <td>Radiohead</td>\n",
1501        "      <td>Myxomatosis</td>\n",
1502        "      <td>0.864921</td>\n",
1503        "      <td>0.261355</td>\n",
1504        "      <td>0.135079</td>\n",
1505        "      <td>0.560</td>\n",
1506        "    </tr>\n",
1507        "    <tr>\n",
1508        "      <th>97</th>\n",
1509        "      <td>2zYmvi3w2T8a9Ckrv21bvW</td>\n",
1510        "      <td>Radiohead</td>\n",
1511        "      <td>Stop Whispering</td>\n",
1512        "      <td>0.855982</td>\n",
1513        "      <td>0.188600</td>\n",
1514        "      <td>0.144018</td>\n",
1515        "      <td>0.279</td>\n",
1516        "    </tr>\n",
1517        "    <tr>\n",
1518        "      <th>34</th>\n",
1519        "      <td>1w8QCSDH4QobcQeT4uMKLm</td>\n",
1520        "      <td>Radiohead</td>\n",
1521        "      <td>4 Minute Warning</td>\n",
1522        "      <td>0.854820</td>\n",
1523        "      <td>0.516574</td>\n",
1524        "      <td>0.145180</td>\n",
1525        "      <td>0.219</td>\n",
1526        "    </tr>\n",
1527        "    <tr>\n",
1528        "      <th>83</th>\n",
1529        "      <td>3aDUSpF3LexOr1lFKvPV2h</td>\n",
1530        "      <td>Radiohead</td>\n",
1531        "      <td>The Bends</td>\n",
1532        "      <td>0.854244</td>\n",
1533        "      <td>0.533823</td>\n",
1534        "      <td>0.145756</td>\n",
1535        "      <td>0.315</td>\n",
1536        "    </tr>\n",
1537        "    <tr>\n",
1538        "      <th>103</th>\n",
1539        "      <td>48IEDejXX5LH8TAC3VIGpc</td>\n",
1540        "      <td>Radiohead</td>\n",
1541        "      <td>I Can't</td>\n",
1542        "      <td>0.849730</td>\n",
1543        "      <td>0.265375</td>\n",
1544        "      <td>0.150270</td>\n",
1545        "      <td>0.269</td>\n",
1546        "    </tr>\n",
1547        "    <tr>\n",
1548        "      <th>75</th>\n",
1549        "      <td>3SVAN3BRByDmHOhKyIDxfC</td>\n",
1550        "      <td>Radiohead</td>\n",
1551        "      <td>Karma Police</td>\n",
1552        "      <td>0.846129</td>\n",
1553        "      <td>0.100438</td>\n",
1554        "      <td>0.153871</td>\n",
1555        "      <td>0.311</td>\n",
1556        "    </tr>\n",
1557        "    <tr>\n",
1558        "      <th>89</th>\n",
1559        "      <td>4dPKQxaraW6CG1rTBzV6DW</td>\n",
1560        "      <td>Radiohead</td>\n",
1561        "      <td>My Iron Lung</td>\n",
1562        "      <td>0.845080</td>\n",
1563        "      <td>0.190863</td>\n",
1564        "      <td>0.154920</td>\n",
1565        "      <td>0.643</td>\n",
1566        "    </tr>\n",
1567        "    <tr>\n",
1568        "      <th>24</th>\n",
1569        "      <td>5SdmtFbNOD7Qej6jFCHkOM</td>\n",
1570        "      <td>Radiohead</td>\n",
1571        "      <td>Faust Arp</td>\n",
1572        "      <td>0.838532</td>\n",
1573        "      <td>0.167778</td>\n",
1574        "      <td>0.161468</td>\n",
1575        "      <td>0.224</td>\n",
1576        "    </tr>\n",
1577        "    <tr>\n",
1578        "      <th>46</th>\n",
1579        "      <td>77SPrxY5gn6VPrKPGrfLnM</td>\n",
1580        "      <td>Radiohead</td>\n",
1581        "      <td>There, There</td>\n",
1582        "      <td>0.835541</td>\n",
1583        "      <td>0.135951</td>\n",
1584        "      <td>0.164459</td>\n",
1585        "      <td>0.726</td>\n",
1586        "    </tr>\n",
1587        "  </tbody>\n",
1588        "</table>\n",
1589        "</div>"
1590       ],
1591       "text/plain": [
1592        "                        _id artist_name              name       neg   neutral  \\\n",
1593        "101  11qDTSr3Dj4TkPnBcIOqEJ   Radiohead         Vegetable  0.883291  0.170371   \n",
1594        "49   38WL6GlG9NHFiQS6JxV84r   Radiohead       Myxomatosis  0.864921  0.261355   \n",
1595        "97   2zYmvi3w2T8a9Ckrv21bvW   Radiohead   Stop Whispering  0.855982  0.188600   \n",
1596        "34   1w8QCSDH4QobcQeT4uMKLm   Radiohead  4 Minute Warning  0.854820  0.516574   \n",
1597        "83   3aDUSpF3LexOr1lFKvPV2h   Radiohead         The Bends  0.854244  0.533823   \n",
1598        "103  48IEDejXX5LH8TAC3VIGpc   Radiohead           I Can't  0.849730  0.265375   \n",
1599        "75   3SVAN3BRByDmHOhKyIDxfC   Radiohead      Karma Police  0.846129  0.100438   \n",
1600        "89   4dPKQxaraW6CG1rTBzV6DW   Radiohead      My Iron Lung  0.845080  0.190863   \n",
1601        "24   5SdmtFbNOD7Qej6jFCHkOM   Radiohead         Faust Arp  0.838532  0.167778   \n",
1602        "46   77SPrxY5gn6VPrKPGrfLnM   Radiohead      There, There  0.835541  0.135951   \n",
1603        "\n",
1604        "          pos  valence  \n",
1605        "101  0.116709    0.399  \n",
1606        "49   0.135079    0.560  \n",
1607        "97   0.144018    0.279  \n",
1608        "34   0.145180    0.219  \n",
1609        "83   0.145756    0.315  \n",
1610        "103  0.150270    0.269  \n",
1611        "75   0.153871    0.311  \n",
1612        "89   0.154920    0.643  \n",
1613        "24   0.161468    0.224  \n",
1614        "46   0.164459    0.726  "
1615       ]
1616      },
1617      "execution_count": 24,
1618      "metadata": {},
1619      "output_type": "execute_result"
1620     }
1621    ],
1622    "source": [
1623     "pipeline = [\n",
1624     "    {'$match': {'lyrics': {'$exists': True}, 'sentiment': {'$exists': True}, 'valence': {'$exists': True},\n",
1625     "               'artist_id': radiohead_id}},\n",
1626     "    {'$project': {'artist_name': '$artist_name',\n",
1627     "                  'name': '$name',\n",
1628     "                  'valence': '$valence',\n",
1629     "                  'neg': '$sentiment.probability.neg',\n",
1630     "                  'neutral': '$sentiment.probability.neutral',\n",
1631     "                  'pos': '$sentiment.probability.pos'}}\n",
1632     "]\n",
1633     "radiohead_df = pd.DataFrame(list(tracks.aggregate(pipeline)))\n",
1634     "radiohead_df.sort_values('neg', ascending=False).head(10)"
1635    ]
1636   },
1637   {
1638    "cell_type": "markdown",
1639    "metadata": {},
1640    "source": [
1641     "Plot the valence/negativity scatter plot, using blue for The Beatles, red for The Rolling Stones, and green for Radiohead.\n",
1642     "\n",
1643     "If valence and negativity are correlated, I'd expect to see a trend from high negativity/low valence to low negativity/high valence."
1644    ]
1645   },
1646   {
1647    "cell_type": "code",
1648    "execution_count": 26,
1649    "metadata": {},
1650    "outputs": [
1651     {
1652      "data": {
1653       "image/png": 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CIodGUanE269h5iWVHoEAbl3/ZEulN+dEo6EXNjlGbA3eoltpcBlzzOOwgmAe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\ngg==\n",
1654       "text/plain": [
1655        "<matplotlib.figure.Figure at 0x7fa7b847a588>"
1656       ]
1657      },
1658      "metadata": {},
1659      "output_type": "display_data"
1660     }
1661    ],
1662    "source": [
1663     "plt.scatter(beatles_df['valence'], beatles_df['neg'], color='blue')\n",
1664     "plt.scatter(stones_df['valence'], stones_df['neg'], color='red')\n",
1665     "plt.scatter(radiohead_df['valence'], radiohead_df['neg'], color='green')\n",
1666     "plt.xlabel('Valence')\n",
1667     "plt.ylabel('Sentiment negativity')\n",
1668     "plt.show()"
1669    ]
1670   },
1671   {
1672    "cell_type": "markdown",
1673    "metadata": {},
1674    "source": [
1675     "Neutrality, I think, is to do with the confidence in the classification."
1676    ]
1677   },
1678   {
1679    "cell_type": "code",
1680    "execution_count": 27,
1681    "metadata": {},
1682    "outputs": [
1683     {
1684      "data": {
1685       "image/png": 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2MTZf9l137mL1vZut7nAfjlU+osxNsQvc7GKHikfTAythDJwaELiWOAjJc8ZY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\nCQWHw+Fw5HBCweFwOBw5/n/eX2ZI2EXIegAAAABJRU5ErkJggg==\n",
1686       "text/plain": [
1687        "<matplotlib.figure.Figure at 0x7fa7b8374550>"
1688       ]
1689      },
1690      "metadata": {},
1691      "output_type": "display_data"
1692     }
1693    ],
1694    "source": [
1695     "plt.scatter(beatles_df['neutral'], beatles_df['neg'], color='blue')\n",
1696     "plt.scatter(stones_df['neutral'], stones_df['neg'], color='red')\n",
1697     "plt.scatter(radiohead_df['neutral'], radiohead_df['neg'], color='green')\n",
1698     "plt.xlabel('Sentiment neutrality')\n",
1699     "plt.ylabel('Sentiment negativity')\n",
1700     "plt.show()"
1701    ]
1702   },
1703   {
1704    "cell_type": "markdown",
1705    "metadata": {},
1706    "source": [
1707     "This plot shows that most songs have a low neutrality, so express a clear sentiment in the lyrics. Let's plot the distribution of \"neutral\" scores to highlight this."
1708    ]
1709   },
1710   {
1711    "cell_type": "code",
1712    "execution_count": 28,
1713    "metadata": {},
1714    "outputs": [
1715     {
1716      "data": {
1717       "text/plain": [
1718        "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b81b1ba8>"
1719       ]
1720      },
1721      "execution_count": 28,
1722      "metadata": {},
1723      "output_type": "execute_result"
1724     },
1725     {
1726      "data": {
1727       "image/png": 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ri7dAkKTCjUzQR8RlEXE0Io5FxA0LHD8rIm6rjh+KiC3D7+Xg9DHe90bEfRHx9Yg4GBEv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\n",
1728       "text/plain": [
1729        "<matplotlib.figure.Figure at 0x7fa7b8187438>"
1730       ]
1731      },
1732      "metadata": {},
1733      "output_type": "display_data"
1734     }
1735    ],
1736    "source": [
1737     "beatles_df['neutral'].hist(alpha=0.5, color='blue')\n",
1738     "stones_df['neutral'].hist(alpha=0.5, color='red')\n",
1739     "radiohead_df['neutral'].hist(alpha=0.5, color='green')"
1740    ]
1741   },
1742   {
1743    "cell_type": "markdown",
1744    "metadata": {},
1745    "source": [
1746     "### Gloom index<a name=\"gloomindex\"></a>\n",
1747     "Let's recreate the \"gloom index\" idea from the original post and see what it tells us. Bear in mind that I'm using the sentiment negativity score, not the fraction of \"sad\" words.\n",
1748     "\n",
1749     "* [Top](#top)"
1750    ]
1751   },
1752   {
1753    "cell_type": "code",
1754    "execution_count": 30,
1755    "metadata": {},
1756    "outputs": [
1757     {
1758      "data": {
1759       "text/html": [
1760        "<div>\n",
1761        "<style>\n",
1762        "    .dataframe thead tr:only-child th {\n",
1763        "        text-align: right;\n",
1764        "    }\n",
1765        "\n",
1766        "    .dataframe thead th {\n",
1767        "        text-align: left;\n",
1768        "    }\n",
1769        "\n",
1770        "    .dataframe tbody tr th {\n",
1771        "        vertical-align: top;\n",
1772        "    }\n",
1773        "</style>\n",
1774        "<table border=\"1\" class=\"dataframe\">\n",
1775        "  <thead>\n",
1776        "    <tr style=\"text-align: right;\">\n",
1777        "      <th></th>\n",
1778        "      <th>_id</th>\n",
1779        "      <th>artist_name</th>\n",
1780        "      <th>gloom</th>\n",
1781        "      <th>lyrical_density</th>\n",
1782        "      <th>name</th>\n",
1783        "      <th>neg</th>\n",
1784        "      <th>valence</th>\n",
1785        "    </tr>\n",
1786        "  </thead>\n",
1787        "  <tbody>\n",
1788        "    <tr>\n",
1789        "      <th>584</th>\n",
1790        "      <td>61IKhUU0ZJ9Ba4GpjlDPju</td>\n",
1791        "      <td>The Rolling Stones</td>\n",
1792        "      <td>5.285310</td>\n",
1793        "      <td>10.523385</td>\n",
1794        "      <td>Everybody Needs Somebody To Love - Live In Ire...</td>\n",
1795        "      <td>0.861867</td>\n",
1796        "      <td>0.3610</td>\n",
1797        "    </tr>\n",
1798        "    <tr>\n",
1799        "      <th>360</th>\n",
1800        "      <td>7DgRvvPcJlxks2lNpudsuT</td>\n",
1801        "      <td>The Rolling Stones</td>\n",
1802        "      <td>1.989127</td>\n",
1803        "      <td>2.886214</td>\n",
1804        "      <td>Petrol Blues</td>\n",
1805        "      <td>0.877526</td>\n",
1806        "      <td>0.4320</td>\n",
1807        "    </tr>\n",
1808        "    <tr>\n",
1809        "      <th>282</th>\n",
1810        "      <td>66cuLvkHsW7dNkfNk6gQP9</td>\n",
1811        "      <td>Radiohead</td>\n",
1812        "      <td>1.505262</td>\n",
1813        "      <td>1.991725</td>\n",
1814        "      <td>A Wolf At the Door</td>\n",
1815        "      <td>0.793363</td>\n",
1816        "      <td>0.3630</td>\n",
1817        "    </tr>\n",
1818        "    <tr>\n",
1819        "      <th>354</th>\n",
1820        "      <td>624njB7Ny3mlA46QokEin9</td>\n",
1821        "      <td>The Rolling Stones</td>\n",
1822        "      <td>1.494305</td>\n",
1823        "      <td>1.966968</td>\n",
1824        "      <td>No Spare Parts</td>\n",
1825        "      <td>0.854950</td>\n",
1826        "      <td>0.5480</td>\n",
1827        "    </tr>\n",
1828        "    <tr>\n",
1829        "      <th>526</th>\n",
1830        "      <td>6KfP8KsoS4I7aSpOvG0ZxE</td>\n",
1831        "      <td>The Rolling Stones</td>\n",
1832        "      <td>1.493590</td>\n",
1833        "      <td>2.348402</td>\n",
1834        "      <td>Twenty Flight Rock - Live - 2009 Re-Mastered D...</td>\n",
1835        "      <td>0.780128</td>\n",
1836        "      <td>0.6250</td>\n",
1837        "    </tr>\n",
1838        "    <tr>\n",
1839        "      <th>231</th>\n",
1840        "      <td>2Iccm3cKBQHWt5yk0yX9nh</td>\n",
1841        "      <td>The Beatles</td>\n",
1842        "      <td>1.479822</td>\n",
1843        "      <td>2.192747</td>\n",
1844        "      <td>Please Please Me - Remastered 2009</td>\n",
1845        "      <td>0.835533</td>\n",
1846        "      <td>0.7080</td>\n",
1847        "    </tr>\n",
1848        "    <tr>\n",
1849        "      <th>8</th>\n",
1850        "      <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
1851        "      <td>The Beatles</td>\n",
1852        "      <td>1.475037</td>\n",
1853        "      <td>1.853118</td>\n",
1854        "      <td>Ticket To Ride - Live / Remastered</td>\n",
1855        "      <td>0.825439</td>\n",
1856        "      <td>0.4050</td>\n",
1857        "    </tr>\n",
1858        "    <tr>\n",
1859        "      <th>505</th>\n",
1860        "      <td>6ncZ7LP1NY4IOp2zQLPOPX</td>\n",
1861        "      <td>The Rolling Stones</td>\n",
1862        "      <td>1.415919</td>\n",
1863        "      <td>1.704903</td>\n",
1864        "      <td>Fight - Remastered 2009</td>\n",
1865        "      <td>0.841745</td>\n",
1866        "      <td>0.4450</td>\n",
1867        "    </tr>\n",
1868        "    <tr>\n",
1869        "      <th>466</th>\n",
1870        "      <td>6j3En9AD8FEAQQhhtkKBR9</td>\n",
1871        "      <td>The Rolling Stones</td>\n",
1872        "      <td>1.405004</td>\n",
1873        "      <td>3.749956</td>\n",
1874        "      <td>Continental Drift - Live - 2009 Re-Mastered Di...</td>\n",
1875        "      <td>0.408216</td>\n",
1876        "      <td>0.1290</td>\n",
1877        "    </tr>\n",
1878        "    <tr>\n",
1879        "      <th>255</th>\n",
1880        "      <td>5SdmtFbNOD7Qej6jFCHkOM</td>\n",
1881        "      <td>Radiohead</td>\n",
1882        "      <td>1.398920</td>\n",
1883        "      <td>1.411166</td>\n",
1884        "      <td>Faust Arp</td>\n",
1885        "      <td>0.838532</td>\n",
1886        "      <td>0.2240</td>\n",
1887        "    </tr>\n",
1888        "    <tr>\n",
1889        "      <th>495</th>\n",
1890        "      <td>5KOVxb4tOeZsqf4e8zWxb7</td>\n",
1891        "      <td>The Rolling Stones</td>\n",
1892        "      <td>1.398919</td>\n",
1893        "      <td>1.704903</td>\n",
1894        "      <td>Fight</td>\n",
1895        "      <td>0.841745</td>\n",
1896        "      <td>0.4790</td>\n",
1897        "    </tr>\n",
1898        "    <tr>\n",
1899        "      <th>92</th>\n",
1900        "      <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
1901        "      <td>The Beatles</td>\n",
1902        "      <td>1.393697</td>\n",
1903        "      <td>1.708599</td>\n",
1904        "      <td>I'm So Tired - Remastered 2009</td>\n",
1905        "      <td>0.892489</td>\n",
1906        "      <td>0.6300</td>\n",
1907        "    </tr>\n",
1908        "    <tr>\n",
1909        "      <th>593</th>\n",
1910        "      <td>31KuT5lcyp6NlDBjp3EVTp</td>\n",
1911        "      <td>The Rolling Stones</td>\n",
1912        "      <td>1.337550</td>\n",
1913        "      <td>1.571730</td>\n",
1914        "      <td>The Last Time - Live In Ireland / 1965</td>\n",
1915        "      <td>0.839551</td>\n",
1916        "      <td>0.4840</td>\n",
1917        "    </tr>\n",
1918        "    <tr>\n",
1919        "      <th>404</th>\n",
1920        "      <td>55XOZpymv9A70smv1fL5zr</td>\n",
1921        "      <td>The Rolling Stones</td>\n",
1922        "      <td>1.332593</td>\n",
1923        "      <td>1.162859</td>\n",
1924        "      <td>Rocks Off - Live Licks Tour - 2009 Re-Mastered...</td>\n",
1925        "      <td>0.857748</td>\n",
1926        "      <td>0.1900</td>\n",
1927        "    </tr>\n",
1928        "    <tr>\n",
1929        "      <th>369</th>\n",
1930        "      <td>3jhHx1k3hweq3lunTHp79w</td>\n",
1931        "      <td>The Rolling Stones</td>\n",
1932        "      <td>1.283822</td>\n",
1933        "      <td>1.635406</td>\n",
1934        "      <td>She Was Hot - Live At The Beacon Theatre, New ...</td>\n",
1935        "      <td>0.782287</td>\n",
1936        "      <td>0.4940</td>\n",
1937        "    </tr>\n",
1938        "    <tr>\n",
1939        "      <th>111</th>\n",
1940        "      <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
1941        "      <td>The Beatles</td>\n",
1942        "      <td>1.270327</td>\n",
1943        "      <td>0.874479</td>\n",
1944        "      <td>Revolution 9 - Remastered 2009</td>\n",
1945        "      <td>0.873285</td>\n",
1946        "      <td>0.0963</td>\n",
1947        "    </tr>\n",
1948        "    <tr>\n",
1949        "      <th>77</th>\n",
1950        "      <td>5H9q6ctIlamkqukdTrNt3k</td>\n",
1951        "      <td>The Beatles</td>\n",
1952        "      <td>1.261539</td>\n",
1953        "      <td>2.616693</td>\n",
1954        "      <td>Her Majesty - Remastered 2009</td>\n",
1955        "      <td>0.556608</td>\n",
1956        "      <td>0.4900</td>\n",
1957        "    </tr>\n",
1958        "    <tr>\n",
1959        "      <th>314</th>\n",
1960        "      <td>3aDUSpF3LexOr1lFKvPV2h</td>\n",
1961        "      <td>Radiohead</td>\n",
1962        "      <td>1.239768</td>\n",
1963        "      <td>1.100731</td>\n",
1964        "      <td>The Bends</td>\n",
1965        "      <td>0.854244</td>\n",
1966        "      <td>0.3150</td>\n",
1967        "    </tr>\n",
1968        "    <tr>\n",
1969        "      <th>413</th>\n",
1970        "      <td>07HQyzxsGis1aZrKgXvVcV</td>\n",
1971        "      <td>Solomon Burke</td>\n",
1972        "      <td>1.238045</td>\n",
1973        "      <td>0.958644</td>\n",
1974        "      <td>Everybody Needs Somebody To Love - Live Licks ...</td>\n",
1975        "      <td>0.861867</td>\n",
1976        "      <td>0.2120</td>\n",
1977        "    </tr>\n",
1978        "    <tr>\n",
1979        "      <th>27</th>\n",
1980        "      <td>0mNQUZEATk2uItMUtiLWK5</td>\n",
1981        "      <td>The Beatles</td>\n",
1982        "      <td>1.213645</td>\n",
1983        "      <td>1.615224</td>\n",
1984        "      <td>A Hard Day's Night - Remastered 2015</td>\n",
1985        "      <td>0.833309</td>\n",
1986        "      <td>0.7520</td>\n",
1987        "    </tr>\n",
1988        "  </tbody>\n",
1989        "</table>\n",
1990        "</div>"
1991       ],
1992       "text/plain": [
1993        "                        _id         artist_name     gloom  lyrical_density  \\\n",
1994        "584  61IKhUU0ZJ9Ba4GpjlDPju  The Rolling Stones  5.285310        10.523385   \n",
1995        "360  7DgRvvPcJlxks2lNpudsuT  The Rolling Stones  1.989127         2.886214   \n",
1996        "282  66cuLvkHsW7dNkfNk6gQP9           Radiohead  1.505262         1.991725   \n",
1997        "354  624njB7Ny3mlA46QokEin9  The Rolling Stones  1.494305         1.966968   \n",
1998        "526  6KfP8KsoS4I7aSpOvG0ZxE  The Rolling Stones  1.493590         2.348402   \n",
1999        "231  2Iccm3cKBQHWt5yk0yX9nh         The Beatles  1.479822         2.192747   \n",
2000        "8    0GRplBEB2FWCKutwMmS6nY         The Beatles  1.475037         1.853118   \n",
2001        "505  6ncZ7LP1NY4IOp2zQLPOPX  The Rolling Stones  1.415919         1.704903   \n",
2002        "466  6j3En9AD8FEAQQhhtkKBR9  The Rolling Stones  1.405004         3.749956   \n",
2003        "255  5SdmtFbNOD7Qej6jFCHkOM           Radiohead  1.398920         1.411166   \n",
2004        "495  5KOVxb4tOeZsqf4e8zWxb7  The Rolling Stones  1.398919         1.704903   \n",
2005        "92   3VgxeWOGdUYvtX1j8C9VyV         The Beatles  1.393697         1.708599   \n",
2006        "593  31KuT5lcyp6NlDBjp3EVTp  The Rolling Stones  1.337550         1.571730   \n",
2007        "404  55XOZpymv9A70smv1fL5zr  The Rolling Stones  1.332593         1.162859   \n",
2008        "369  3jhHx1k3hweq3lunTHp79w  The Rolling Stones  1.283822         1.635406   \n",
2009        "111  6ZrPbHp9kRmQj1tGLvna8U         The Beatles  1.270327         0.874479   \n",
2010        "77   5H9q6ctIlamkqukdTrNt3k         The Beatles  1.261539         2.616693   \n",
2011        "314  3aDUSpF3LexOr1lFKvPV2h           Radiohead  1.239768         1.100731   \n",
2012        "413  07HQyzxsGis1aZrKgXvVcV       Solomon Burke  1.238045         0.958644   \n",
2013        "27   0mNQUZEATk2uItMUtiLWK5         The Beatles  1.213645         1.615224   \n",
2014        "\n",
2015        "                                                  name       neg  valence  \n",
2016        "584  Everybody Needs Somebody To Love - Live In Ire...  0.861867   0.3610  \n",
2017        "360                                       Petrol Blues  0.877526   0.4320  \n",
2018        "282                                 A Wolf At the Door  0.793363   0.3630  \n",
2019        "354                                     No Spare Parts  0.854950   0.5480  \n",
2020        "526  Twenty Flight Rock - Live - 2009 Re-Mastered D...  0.780128   0.6250  \n",
2021        "231                 Please Please Me - Remastered 2009  0.835533   0.7080  \n",
2022        "8                   Ticket To Ride - Live / Remastered  0.825439   0.4050  \n",
2023        "505                            Fight - Remastered 2009  0.841745   0.4450  \n",
2024        "466  Continental Drift - Live - 2009 Re-Mastered Di...  0.408216   0.1290  \n",
2025        "255                                          Faust Arp  0.838532   0.2240  \n",
2026        "495                                              Fight  0.841745   0.4790  \n",
2027        "92                      I'm So Tired - Remastered 2009  0.892489   0.6300  \n",
2028        "593             The Last Time - Live In Ireland / 1965  0.839551   0.4840  \n",
2029        "404  Rocks Off - Live Licks Tour - 2009 Re-Mastered...  0.857748   0.1900  \n",
2030        "369  She Was Hot - Live At The Beacon Theatre, New ...  0.782287   0.4940  \n",
2031        "111                     Revolution 9 - Remastered 2009  0.873285   0.0963  \n",
2032        "77                       Her Majesty - Remastered 2009  0.556608   0.4900  \n",
2033        "314                                          The Bends  0.854244   0.3150  \n",
2034        "413  Everybody Needs Somebody To Love - Live Licks ...  0.861867   0.2120  \n",
2035        "27                A Hard Day's Night - Remastered 2015  0.833309   0.7520  "
2036       ]
2037      },
2038      "execution_count": 30,
2039      "metadata": {},
2040      "output_type": "execute_result"
2041     }
2042    ],
2043    "source": [
2044     "pipeline = [\n",
2045     "    {'$match': {'lyrics': {'$exists': True}, 'sentiment': {'$exists': True}, 'valence': {'$exists': True}}},\n",
2046     "    {'$project': {'artist_name': '$artist_name',\n",
2047     "                  'name': '$name',\n",
2048     "                  'valence': '$valence',\n",
2049     "                  'neg': '$sentiment.probability.neg',\n",
2050     "                  'lyrical_density': '$lyrical_density',\n",
2051     "                  'gloom': {'$divide': [{'$add': [{'$subtract': [1, '$valence']},\n",
2052     "                                                  {'$multiply': ['$sentiment.probability.neg', \n",
2053     "                                                                 {'$add': ['$lyrical_density', 1]}]}]}, \n",
2054     "                                        2]}}}]\n",
2055     "results = pd.DataFrame(list(tracks.aggregate(pipeline)))\n",
2056     "results.sort_values('gloom', ascending=False).head(20)"
2057    ]
2058   },
2059   {
2060    "cell_type": "markdown",
2061    "metadata": {},
2062    "source": [
2063     "Interestingly, the gloomiest songs seem pretty evenly spread between artists."
2064    ]
2065   },
2066   {
2067    "cell_type": "code",
2068    "execution_count": 31,
2069    "metadata": {},
2070    "outputs": [
2071     {
2072      "data": {
2073       "text/html": [
2074        "<div>\n",
2075        "<style>\n",
2076        "    .dataframe thead tr:only-child th {\n",
2077        "        text-align: right;\n",
2078        "    }\n",
2079        "\n",
2080        "    .dataframe thead th {\n",
2081        "        text-align: left;\n",
2082        "    }\n",
2083        "\n",
2084        "    .dataframe tbody tr th {\n",
2085        "        vertical-align: top;\n",
2086        "    }\n",
2087        "</style>\n",
2088        "<table border=\"1\" class=\"dataframe\">\n",
2089        "  <thead>\n",
2090        "    <tr style=\"text-align: right;\">\n",
2091        "      <th></th>\n",
2092        "      <th>_id</th>\n",
2093        "      <th>artist_name</th>\n",
2094        "      <th>gloom</th>\n",
2095        "      <th>lyrical_density</th>\n",
2096        "      <th>name</th>\n",
2097        "      <th>neg</th>\n",
2098        "      <th>valence</th>\n",
2099        "    </tr>\n",
2100        "  </thead>\n",
2101        "  <tbody>\n",
2102        "    <tr>\n",
2103        "      <th>51</th>\n",
2104        "      <td>66cuLvkHsW7dNkfNk6gQP9</td>\n",
2105        "      <td>Radiohead</td>\n",
2106        "      <td>1.505262</td>\n",
2107        "      <td>1.991725</td>\n",
2108        "      <td>A Wolf At the Door</td>\n",
2109        "      <td>0.793363</td>\n",
2110        "      <td>0.3630</td>\n",
2111        "    </tr>\n",
2112        "    <tr>\n",
2113        "      <th>24</th>\n",
2114        "      <td>5SdmtFbNOD7Qej6jFCHkOM</td>\n",
2115        "      <td>Radiohead</td>\n",
2116        "      <td>1.398920</td>\n",
2117        "      <td>1.411166</td>\n",
2118        "      <td>Faust Arp</td>\n",
2119        "      <td>0.838532</td>\n",
2120        "      <td>0.2240</td>\n",
2121        "    </tr>\n",
2122        "    <tr>\n",
2123        "      <th>83</th>\n",
2124        "      <td>3aDUSpF3LexOr1lFKvPV2h</td>\n",
2125        "      <td>Radiohead</td>\n",
2126        "      <td>1.239768</td>\n",
2127        "      <td>1.100731</td>\n",
2128        "      <td>The Bends</td>\n",
2129        "      <td>0.854244</td>\n",
2130        "      <td>0.3150</td>\n",
2131        "    </tr>\n",
2132        "    <tr>\n",
2133        "      <th>13</th>\n",
2134        "      <td>0eZN5WsQfmNFICHuw59Zfz</td>\n",
2135        "      <td>Radiohead</td>\n",
2136        "      <td>1.150902</td>\n",
2137        "      <td>0.705463</td>\n",
2138        "      <td>Glass Eyes</td>\n",
2139        "      <td>0.800195</td>\n",
2140        "      <td>0.0629</td>\n",
2141        "    </tr>\n",
2142        "    <tr>\n",
2143        "      <th>98</th>\n",
2144        "      <td>3ovbSnT5NNhl1gzMcw1NRZ</td>\n",
2145        "      <td>Radiohead</td>\n",
2146        "      <td>1.142115</td>\n",
2147        "      <td>1.151468</td>\n",
2148        "      <td>Thinking About You</td>\n",
2149        "      <td>0.791660</td>\n",
2150        "      <td>0.4190</td>\n",
2151        "    </tr>\n",
2152        "    <tr>\n",
2153        "      <th>85</th>\n",
2154        "      <td>045sp2JToyTaaKyXkGejPy</td>\n",
2155        "      <td>Radiohead</td>\n",
2156        "      <td>1.090813</td>\n",
2157        "      <td>0.581341</td>\n",
2158        "      <td>Fake Plastic Trees</td>\n",
2159        "      <td>0.827542</td>\n",
2160        "      <td>0.1270</td>\n",
2161        "    </tr>\n",
2162        "    <tr>\n",
2163        "      <th>84</th>\n",
2164        "      <td>5jafMI8FLibnjkYTZ33m0c</td>\n",
2165        "      <td>Radiohead</td>\n",
2166        "      <td>1.082242</td>\n",
2167        "      <td>0.858319</td>\n",
2168        "      <td>High And Dry</td>\n",
2169        "      <td>0.820356</td>\n",
2170        "      <td>0.3600</td>\n",
2171        "    </tr>\n",
2172        "    <tr>\n",
2173        "      <th>102</th>\n",
2174        "      <td>4D6ZExVvYLZxhcAvifX5px</td>\n",
2175        "      <td>Radiohead</td>\n",
2176        "      <td>1.074047</td>\n",
2177        "      <td>0.749795</td>\n",
2178        "      <td>Prove Yourself</td>\n",
2179        "      <td>0.815006</td>\n",
2180        "      <td>0.2780</td>\n",
2181        "    </tr>\n",
2182        "    <tr>\n",
2183        "      <th>88</th>\n",
2184        "      <td>4SE81CrzH0qPA8KHqM9Syz</td>\n",
2185        "      <td>Radiohead</td>\n",
2186        "      <td>1.064914</td>\n",
2187        "      <td>0.856048</td>\n",
2188        "      <td>Just</td>\n",
2189        "      <td>0.809154</td>\n",
2190        "      <td>0.3720</td>\n",
2191        "    </tr>\n",
2192        "    <tr>\n",
2193        "      <th>74</th>\n",
2194        "      <td>4aOAzvRdOsZSwZIgwcdeL0</td>\n",
2195        "      <td>Radiohead</td>\n",
2196        "      <td>1.063868</td>\n",
2197        "      <td>0.524102</td>\n",
2198        "      <td>Let Down</td>\n",
2199        "      <td>0.825887</td>\n",
2200        "      <td>0.1310</td>\n",
2201        "    </tr>\n",
2202        "  </tbody>\n",
2203        "</table>\n",
2204        "</div>"
2205       ],
2206       "text/plain": [
2207        "                        _id artist_name     gloom  lyrical_density  \\\n",
2208        "51   66cuLvkHsW7dNkfNk6gQP9   Radiohead  1.505262         1.991725   \n",
2209        "24   5SdmtFbNOD7Qej6jFCHkOM   Radiohead  1.398920         1.411166   \n",
2210        "83   3aDUSpF3LexOr1lFKvPV2h   Radiohead  1.239768         1.100731   \n",
2211        "13   0eZN5WsQfmNFICHuw59Zfz   Radiohead  1.150902         0.705463   \n",
2212        "98   3ovbSnT5NNhl1gzMcw1NRZ   Radiohead  1.142115         1.151468   \n",
2213        "85   045sp2JToyTaaKyXkGejPy   Radiohead  1.090813         0.581341   \n",
2214        "84   5jafMI8FLibnjkYTZ33m0c   Radiohead  1.082242         0.858319   \n",
2215        "102  4D6ZExVvYLZxhcAvifX5px   Radiohead  1.074047         0.749795   \n",
2216        "88   4SE81CrzH0qPA8KHqM9Syz   Radiohead  1.064914         0.856048   \n",
2217        "74   4aOAzvRdOsZSwZIgwcdeL0   Radiohead  1.063868         0.524102   \n",
2218        "\n",
2219        "                   name       neg  valence  \n",
2220        "51   A Wolf At the Door  0.793363   0.3630  \n",
2221        "24            Faust Arp  0.838532   0.2240  \n",
2222        "83            The Bends  0.854244   0.3150  \n",
2223        "13           Glass Eyes  0.800195   0.0629  \n",
2224        "98   Thinking About You  0.791660   0.4190  \n",
2225        "85   Fake Plastic Trees  0.827542   0.1270  \n",
2226        "84         High And Dry  0.820356   0.3600  \n",
2227        "102      Prove Yourself  0.815006   0.2780  \n",
2228        "88                 Just  0.809154   0.3720  \n",
2229        "74             Let Down  0.825887   0.1310  "
2230       ]
2231      },
2232      "execution_count": 31,
2233      "metadata": {},
2234      "output_type": "execute_result"
2235     }
2236    ],
2237    "source": [
2238     "pipeline = [\n",
2239     "    {'$match': {'lyrics': {'$exists': True}, 'sentiment': {'$exists': True}, 'valence': {'$exists': True},\n",
2240     "               'artist_id': radiohead_id}},\n",
2241     "    {'$project': {'artist_name': '$artist_name',\n",
2242     "                  'name': '$name',\n",
2243     "                  'valence': '$valence',\n",
2244     "                  'neg': '$sentiment.probability.neg',\n",
2245     "                  'lyrical_density': '$lyrical_density',\n",
2246     "                  'gloom': {'$divide': [{'$add': [{'$subtract': [1, '$valence']},\n",
2247     "                                                  {'$multiply': ['$sentiment.probability.neg', \n",
2248     "                                                                 {'$add': ['$lyrical_density', 1]}]}]}, \n",
2249     "                                        2]}}}]\n",
2250     "results = pd.DataFrame(list(tracks.aggregate(pipeline)))\n",
2251     "results.sort_values('gloom', ascending=False).head(10)"
2252    ]
2253   },
2254   {
2255    "cell_type": "markdown",
2256    "metadata": {},
2257    "source": [
2258     "These, in theory, are the most depressing Radiohead songs. For information, the [fitteR happieR songs](http://rcharlie.com/2017-02-16-fitteR-happieR/) were:\n",
2259     "\n",
2260     "  | gloom_index|               track_name\n",
2261     "--|------------|--------------------------|\n",
2262     "1 |        1.00 |           True Love Waits\n",
2263     "2 |        6.46 |        Give Up The Ghost\n",
2264     "3 |        9.35 | Motion Picture Soundtrack\n",
2265     "4 |       13.70 |                 Let Down\n",
2266     "5 |       14.15 |             Pyramid Song\n",
2267     "6 |       14.57 |  Exit Music (For a Film)\n",
2268     "7 |       15.29 |          Dollars & Cents\n",
2269     "8 |       15.69 |              High And Dry\n",
2270     "9 |       15.80 | Tinker Tailor Soldier ...\n",
2271     "10|       16.03 |                Videotape\n",
2272     "\n",
2273     "...which has only two songs in common, \"High and Dry\" and \"Let Down\". I'm not convinced by this analysis.\n",
2274     "\n",
2275     "What does the same analysis say for The Beatles?"
2276    ]
2277   },
2278   {
2279    "cell_type": "code",
2280    "execution_count": 32,
2281    "metadata": {},
2282    "outputs": [
2283     {
2284      "data": {
2285       "text/html": [
2286        "<div>\n",
2287        "<style>\n",
2288        "    .dataframe thead tr:only-child th {\n",
2289        "        text-align: right;\n",
2290        "    }\n",
2291        "\n",
2292        "    .dataframe thead th {\n",
2293        "        text-align: left;\n",
2294        "    }\n",
2295        "\n",
2296        "    .dataframe tbody tr th {\n",
2297        "        vertical-align: top;\n",
2298        "    }\n",
2299        "</style>\n",
2300        "<table border=\"1\" class=\"dataframe\">\n",
2301        "  <thead>\n",
2302        "    <tr style=\"text-align: right;\">\n",
2303        "      <th></th>\n",
2304        "      <th>_id</th>\n",
2305        "      <th>artist_name</th>\n",
2306        "      <th>gloom</th>\n",
2307        "      <th>lyrical_density</th>\n",
2308        "      <th>name</th>\n",
2309        "      <th>neg</th>\n",
2310        "      <th>valence</th>\n",
2311        "    </tr>\n",
2312        "  </thead>\n",
2313        "  <tbody>\n",
2314        "    <tr>\n",
2315        "      <th>219</th>\n",
2316        "      <td>2Iccm3cKBQHWt5yk0yX9nh</td>\n",
2317        "      <td>The Beatles</td>\n",
2318        "      <td>1.479822</td>\n",
2319        "      <td>2.192747</td>\n",
2320        "      <td>Please Please Me - Remastered 2009</td>\n",
2321        "      <td>0.835533</td>\n",
2322        "      <td>0.7080</td>\n",
2323        "    </tr>\n",
2324        "    <tr>\n",
2325        "      <th>4</th>\n",
2326        "      <td>0GRplBEB2FWCKutwMmS6nY</td>\n",
2327        "      <td>The Beatles</td>\n",
2328        "      <td>1.475037</td>\n",
2329        "      <td>1.853118</td>\n",
2330        "      <td>Ticket To Ride - Live / Remastered</td>\n",
2331        "      <td>0.825439</td>\n",
2332        "      <td>0.4050</td>\n",
2333        "    </tr>\n",
2334        "    <tr>\n",
2335        "      <th>87</th>\n",
2336        "      <td>3VgxeWOGdUYvtX1j8C9VyV</td>\n",
2337        "      <td>The Beatles</td>\n",
2338        "      <td>1.393697</td>\n",
2339        "      <td>1.708599</td>\n",
2340        "      <td>I'm So Tired - Remastered 2009</td>\n",
2341        "      <td>0.892489</td>\n",
2342        "      <td>0.6300</td>\n",
2343        "    </tr>\n",
2344        "    <tr>\n",
2345        "      <th>106</th>\n",
2346        "      <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
2347        "      <td>The Beatles</td>\n",
2348        "      <td>1.270327</td>\n",
2349        "      <td>0.874479</td>\n",
2350        "      <td>Revolution 9 - Remastered 2009</td>\n",
2351        "      <td>0.873285</td>\n",
2352        "      <td>0.0963</td>\n",
2353        "    </tr>\n",
2354        "    <tr>\n",
2355        "      <th>72</th>\n",
2356        "      <td>5H9q6ctIlamkqukdTrNt3k</td>\n",
2357        "      <td>The Beatles</td>\n",
2358        "      <td>1.261539</td>\n",
2359        "      <td>2.616693</td>\n",
2360        "      <td>Her Majesty - Remastered 2009</td>\n",
2361        "      <td>0.556608</td>\n",
2362        "      <td>0.4900</td>\n",
2363        "    </tr>\n",
2364        "    <tr>\n",
2365        "      <th>23</th>\n",
2366        "      <td>0mNQUZEATk2uItMUtiLWK5</td>\n",
2367        "      <td>The Beatles</td>\n",
2368        "      <td>1.213645</td>\n",
2369        "      <td>1.615224</td>\n",
2370        "      <td>A Hard Day's Night - Remastered 2015</td>\n",
2371        "      <td>0.833309</td>\n",
2372        "      <td>0.7520</td>\n",
2373        "    </tr>\n",
2374        "    <tr>\n",
2375        "      <th>110</th>\n",
2376        "      <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
2377        "      <td>The Beatles</td>\n",
2378        "      <td>1.212148</td>\n",
2379        "      <td>0.799772</td>\n",
2380        "      <td>Blue Jay Way - Remastered 2009</td>\n",
2381        "      <td>0.812490</td>\n",
2382        "      <td>0.0380</td>\n",
2383        "    </tr>\n",
2384        "    <tr>\n",
2385        "      <th>159</th>\n",
2386        "      <td>5ou2BiQ9FxIYkxsYvYHpAT</td>\n",
2387        "      <td>The Beatles</td>\n",
2388        "      <td>1.210378</td>\n",
2389        "      <td>1.648037</td>\n",
2390        "      <td>Help! - Remastered 2009</td>\n",
2391        "      <td>0.823915</td>\n",
2392        "      <td>0.7610</td>\n",
2393        "    </tr>\n",
2394        "    <tr>\n",
2395        "      <th>10</th>\n",
2396        "      <td>1alcPfZWUHh01l4Fnoo5Jt</td>\n",
2397        "      <td>The Beatles</td>\n",
2398        "      <td>1.203416</td>\n",
2399        "      <td>1.332561</td>\n",
2400        "      <td>Help! - Live / Remastered</td>\n",
2401        "      <td>0.823915</td>\n",
2402        "      <td>0.5150</td>\n",
2403        "    </tr>\n",
2404        "    <tr>\n",
2405        "      <th>27</th>\n",
2406        "      <td>1dfuJYDSIc41cw5RPsaCF1</td>\n",
2407        "      <td>The Beatles</td>\n",
2408        "      <td>1.187438</td>\n",
2409        "      <td>1.651824</td>\n",
2410        "      <td>Help! - Remastered 2015</td>\n",
2411        "      <td>0.823915</td>\n",
2412        "      <td>0.8100</td>\n",
2413        "    </tr>\n",
2414        "  </tbody>\n",
2415        "</table>\n",
2416        "</div>"
2417       ],
2418       "text/plain": [
2419        "                        _id  artist_name     gloom  lyrical_density  \\\n",
2420        "219  2Iccm3cKBQHWt5yk0yX9nh  The Beatles  1.479822         2.192747   \n",
2421        "4    0GRplBEB2FWCKutwMmS6nY  The Beatles  1.475037         1.853118   \n",
2422        "87   3VgxeWOGdUYvtX1j8C9VyV  The Beatles  1.393697         1.708599   \n",
2423        "106  6ZrPbHp9kRmQj1tGLvna8U  The Beatles  1.270327         0.874479   \n",
2424        "72   5H9q6ctIlamkqukdTrNt3k  The Beatles  1.261539         2.616693   \n",
2425        "23   0mNQUZEATk2uItMUtiLWK5  The Beatles  1.213645         1.615224   \n",
2426        "110  0ttMfoND7IQqFSMVOPkELC  The Beatles  1.212148         0.799772   \n",
2427        "159  5ou2BiQ9FxIYkxsYvYHpAT  The Beatles  1.210378         1.648037   \n",
2428        "10   1alcPfZWUHh01l4Fnoo5Jt  The Beatles  1.203416         1.332561   \n",
2429        "27   1dfuJYDSIc41cw5RPsaCF1  The Beatles  1.187438         1.651824   \n",
2430        "\n",
2431        "                                     name       neg  valence  \n",
2432        "219    Please Please Me - Remastered 2009  0.835533   0.7080  \n",
2433        "4      Ticket To Ride - Live / Remastered  0.825439   0.4050  \n",
2434        "87         I'm So Tired - Remastered 2009  0.892489   0.6300  \n",
2435        "106        Revolution 9 - Remastered 2009  0.873285   0.0963  \n",
2436        "72          Her Majesty - Remastered 2009  0.556608   0.4900  \n",
2437        "23   A Hard Day's Night - Remastered 2015  0.833309   0.7520  \n",
2438        "110        Blue Jay Way - Remastered 2009  0.812490   0.0380  \n",
2439        "159               Help! - Remastered 2009  0.823915   0.7610  \n",
2440        "10              Help! - Live / Remastered  0.823915   0.5150  \n",
2441        "27                Help! - Remastered 2015  0.823915   0.8100  "
2442       ]
2443      },
2444      "execution_count": 32,
2445      "metadata": {},
2446      "output_type": "execute_result"
2447     }
2448    ],
2449    "source": [
2450     "pipeline = [\n",
2451     "    {'$match': {'lyrics': {'$exists': True}, 'sentiment': {'$exists': True}, 'valence': {'$exists': True},\n",
2452     "               'artist_id': beatles_id}},\n",
2453     "    {'$project': {'artist_name': '$artist_name',\n",
2454     "                  'name': '$name',\n",
2455     "                  'valence': '$valence',\n",
2456     "                  'neg': '$sentiment.probability.neg',\n",
2457     "                  'lyrical_density': '$lyrical_density',\n",
2458     "                  'gloom': {'$divide': [{'$add': [{'$subtract': [1, '$valence']},\n",
2459     "                                                  {'$multiply': ['$sentiment.probability.neg', \n",
2460     "                                                                 {'$add': ['$lyrical_density', 1]}]}]}, \n",
2461     "                                        2]}}}]\n",
2462     "results = pd.DataFrame(list(tracks.aggregate(pipeline)))\n",
2463     "results.sort_values('gloom', ascending=False).head(10)"
2464    ]
2465   },
2466   {
2467    "cell_type": "code",
2468    "execution_count": 33,
2469    "metadata": {},
2470    "outputs": [
2471     {
2472      "data": {
2473       "text/html": [
2474        "<div>\n",
2475        "<style>\n",
2476        "    .dataframe thead tr:only-child th {\n",
2477        "        text-align: right;\n",
2478        "    }\n",
2479        "\n",
2480        "    .dataframe thead th {\n",
2481        "        text-align: left;\n",
2482        "    }\n",
2483        "\n",
2484        "    .dataframe tbody tr th {\n",
2485        "        vertical-align: top;\n",
2486        "    }\n",
2487        "</style>\n",
2488        "<table border=\"1\" class=\"dataframe\">\n",
2489        "  <thead>\n",
2490        "    <tr style=\"text-align: right;\">\n",
2491        "      <th></th>\n",
2492        "      <th>_id</th>\n",
2493        "      <th>artist_name</th>\n",
2494        "      <th>gloom</th>\n",
2495        "      <th>lyrical_density</th>\n",
2496        "      <th>name</th>\n",
2497        "      <th>neg</th>\n",
2498        "      <th>valence</th>\n",
2499        "    </tr>\n",
2500        "  </thead>\n",
2501        "  <tbody>\n",
2502        "    <tr>\n",
2503        "      <th>239</th>\n",
2504        "      <td>61IKhUU0ZJ9Ba4GpjlDPju</td>\n",
2505        "      <td>The Rolling Stones</td>\n",
2506        "      <td>5.285310</td>\n",
2507        "      <td>10.523385</td>\n",
2508        "      <td>Everybody Needs Somebody To Love - Live In Ire...</td>\n",
2509        "      <td>0.861867</td>\n",
2510        "      <td>0.361</td>\n",
2511        "    </tr>\n",
2512        "    <tr>\n",
2513        "      <th>26</th>\n",
2514        "      <td>7DgRvvPcJlxks2lNpudsuT</td>\n",
2515        "      <td>The Rolling Stones</td>\n",
2516        "      <td>1.989127</td>\n",
2517        "      <td>2.886214</td>\n",
2518        "      <td>Petrol Blues</td>\n",
2519        "      <td>0.877526</td>\n",
2520        "      <td>0.432</td>\n",
2521        "    </tr>\n",
2522        "    <tr>\n",
2523        "      <th>20</th>\n",
2524        "      <td>624njB7Ny3mlA46QokEin9</td>\n",
2525        "      <td>The Rolling Stones</td>\n",
2526        "      <td>1.494305</td>\n",
2527        "      <td>1.966968</td>\n",
2528        "      <td>No Spare Parts</td>\n",
2529        "      <td>0.854950</td>\n",
2530        "      <td>0.548</td>\n",
2531        "    </tr>\n",
2532        "    <tr>\n",
2533        "      <th>187</th>\n",
2534        "      <td>6KfP8KsoS4I7aSpOvG0ZxE</td>\n",
2535        "      <td>The Rolling Stones</td>\n",
2536        "      <td>1.493590</td>\n",
2537        "      <td>2.348402</td>\n",
2538        "      <td>Twenty Flight Rock - Live - 2009 Re-Mastered D...</td>\n",
2539        "      <td>0.780128</td>\n",
2540        "      <td>0.625</td>\n",
2541        "    </tr>\n",
2542        "    <tr>\n",
2543        "      <th>166</th>\n",
2544        "      <td>6ncZ7LP1NY4IOp2zQLPOPX</td>\n",
2545        "      <td>The Rolling Stones</td>\n",
2546        "      <td>1.415919</td>\n",
2547        "      <td>1.704903</td>\n",
2548        "      <td>Fight - Remastered 2009</td>\n",
2549        "      <td>0.841745</td>\n",
2550        "      <td>0.445</td>\n",
2551        "    </tr>\n",
2552        "    <tr>\n",
2553        "      <th>127</th>\n",
2554        "      <td>6j3En9AD8FEAQQhhtkKBR9</td>\n",
2555        "      <td>The Rolling Stones</td>\n",
2556        "      <td>1.405004</td>\n",
2557        "      <td>3.749956</td>\n",
2558        "      <td>Continental Drift - Live - 2009 Re-Mastered Di...</td>\n",
2559        "      <td>0.408216</td>\n",
2560        "      <td>0.129</td>\n",
2561        "    </tr>\n",
2562        "    <tr>\n",
2563        "      <th>156</th>\n",
2564        "      <td>5KOVxb4tOeZsqf4e8zWxb7</td>\n",
2565        "      <td>The Rolling Stones</td>\n",
2566        "      <td>1.398919</td>\n",
2567        "      <td>1.704903</td>\n",
2568        "      <td>Fight</td>\n",
2569        "      <td>0.841745</td>\n",
2570        "      <td>0.479</td>\n",
2571        "    </tr>\n",
2572        "    <tr>\n",
2573        "      <th>248</th>\n",
2574        "      <td>31KuT5lcyp6NlDBjp3EVTp</td>\n",
2575        "      <td>The Rolling Stones</td>\n",
2576        "      <td>1.337550</td>\n",
2577        "      <td>1.571730</td>\n",
2578        "      <td>The Last Time - Live In Ireland / 1965</td>\n",
2579        "      <td>0.839551</td>\n",
2580        "      <td>0.484</td>\n",
2581        "    </tr>\n",
2582        "    <tr>\n",
2583        "      <th>67</th>\n",
2584        "      <td>55XOZpymv9A70smv1fL5zr</td>\n",
2585        "      <td>The Rolling Stones</td>\n",
2586        "      <td>1.332593</td>\n",
2587        "      <td>1.162859</td>\n",
2588        "      <td>Rocks Off - Live Licks Tour - 2009 Re-Mastered...</td>\n",
2589        "      <td>0.857748</td>\n",
2590        "      <td>0.190</td>\n",
2591        "    </tr>\n",
2592        "    <tr>\n",
2593        "      <th>35</th>\n",
2594        "      <td>3jhHx1k3hweq3lunTHp79w</td>\n",
2595        "      <td>The Rolling Stones</td>\n",
2596        "      <td>1.283822</td>\n",
2597        "      <td>1.635406</td>\n",
2598        "      <td>She Was Hot - Live At The Beacon Theatre, New ...</td>\n",
2599        "      <td>0.782287</td>\n",
2600        "      <td>0.494</td>\n",
2601        "    </tr>\n",
2602        "  </tbody>\n",
2603        "</table>\n",
2604        "</div>"
2605       ],
2606       "text/plain": [
2607        "                        _id         artist_name     gloom  lyrical_density  \\\n",
2608        "239  61IKhUU0ZJ9Ba4GpjlDPju  The Rolling Stones  5.285310        10.523385   \n",
2609        "26   7DgRvvPcJlxks2lNpudsuT  The Rolling Stones  1.989127         2.886214   \n",
2610        "20   624njB7Ny3mlA46QokEin9  The Rolling Stones  1.494305         1.966968   \n",
2611        "187  6KfP8KsoS4I7aSpOvG0ZxE  The Rolling Stones  1.493590         2.348402   \n",
2612        "166  6ncZ7LP1NY4IOp2zQLPOPX  The Rolling Stones  1.415919         1.704903   \n",
2613        "127  6j3En9AD8FEAQQhhtkKBR9  The Rolling Stones  1.405004         3.749956   \n",
2614        "156  5KOVxb4tOeZsqf4e8zWxb7  The Rolling Stones  1.398919         1.704903   \n",
2615        "248  31KuT5lcyp6NlDBjp3EVTp  The Rolling Stones  1.337550         1.571730   \n",
2616        "67   55XOZpymv9A70smv1fL5zr  The Rolling Stones  1.332593         1.162859   \n",
2617        "35   3jhHx1k3hweq3lunTHp79w  The Rolling Stones  1.283822         1.635406   \n",
2618        "\n",
2619        "                                                  name       neg  valence  \n",
2620        "239  Everybody Needs Somebody To Love - Live In Ire...  0.861867    0.361  \n",
2621        "26                                        Petrol Blues  0.877526    0.432  \n",
2622        "20                                      No Spare Parts  0.854950    0.548  \n",
2623        "187  Twenty Flight Rock - Live - 2009 Re-Mastered D...  0.780128    0.625  \n",
2624        "166                            Fight - Remastered 2009  0.841745    0.445  \n",
2625        "127  Continental Drift - Live - 2009 Re-Mastered Di...  0.408216    0.129  \n",
2626        "156                                              Fight  0.841745    0.479  \n",
2627        "248             The Last Time - Live In Ireland / 1965  0.839551    0.484  \n",
2628        "67   Rocks Off - Live Licks Tour - 2009 Re-Mastered...  0.857748    0.190  \n",
2629        "35   She Was Hot - Live At The Beacon Theatre, New ...  0.782287    0.494  "
2630       ]
2631      },
2632      "execution_count": 33,
2633      "metadata": {},
2634      "output_type": "execute_result"
2635     }
2636    ],
2637    "source": [
2638     "pipeline = [\n",
2639     "    {'$match': {'lyrics': {'$exists': True}, 'sentiment': {'$exists': True}, 'valence': {'$exists': True},\n",
2640     "               'artist_id': stones_id}},\n",
2641     "    {'$project': {'artist_name': '$artist_name',\n",
2642     "                  'name': '$name',\n",
2643     "                  'valence': '$valence',\n",
2644     "                  'neg': '$sentiment.probability.neg',\n",
2645     "                  'lyrical_density': '$lyrical_density',\n",
2646     "                  'gloom': {'$divide': [{'$add': [{'$subtract': [1, '$valence']},\n",
2647     "                                                  {'$multiply': ['$sentiment.probability.neg', \n",
2648     "                                                                 {'$add': ['$lyrical_density', 1]}]}]}, \n",
2649     "                                        2]}}}]\n",
2650     "results = pd.DataFrame(list(tracks.aggregate(pipeline)))\n",
2651     "results.sort_values('gloom', ascending=False).head(10)"
2652    ]
2653   },
2654   {
2655    "cell_type": "markdown",
2656    "metadata": {},
2657    "source": [
2658     "### Revised gloom index<a name=\"revisedgloomindex\"></a>\n",
2659     "I don't like the calculation for gloom index. If the point of \"lyrical density\" is to scale the gloom index between valence and sentiment, depending on how many words are in the song. Let's do that weighting properly.\n",
2660     "\n",
2661     "$$gloom = \\frac{(1 - normedLyricDensity)\\times(1 - valence) + normedLyricDensity \\times negativity }{2}$$\n",
2662     "\n",
2663     "* [Top](#top)"
2664    ]
2665   },
2666   {
2667    "cell_type": "code",
2668    "execution_count": 34,
2669    "metadata": {
2670     "scrolled": true
2671    },
2672    "outputs": [
2673     {
2674      "data": {
2675       "text/html": [
2676        "<div>\n",
2677        "<style>\n",
2678        "    .dataframe thead tr:only-child th {\n",
2679        "        text-align: right;\n",
2680        "    }\n",
2681        "\n",
2682        "    .dataframe thead th {\n",
2683        "        text-align: left;\n",
2684        "    }\n",
2685        "\n",
2686        "    .dataframe tbody tr th {\n",
2687        "        vertical-align: top;\n",
2688        "    }\n",
2689        "</style>\n",
2690        "<table border=\"1\" class=\"dataframe\">\n",
2691        "  <thead>\n",
2692        "    <tr style=\"text-align: right;\">\n",
2693        "      <th></th>\n",
2694        "      <th>_id</th>\n",
2695        "      <th>artist_name</th>\n",
2696        "      <th>lyrical_density</th>\n",
2697        "      <th>name</th>\n",
2698        "      <th>neg</th>\n",
2699        "      <th>valence</th>\n",
2700        "      <th>scaled_ld</th>\n",
2701        "      <th>gloom</th>\n",
2702        "    </tr>\n",
2703        "  </thead>\n",
2704        "  <tbody>\n",
2705        "    <tr>\n",
2706        "      <th>249</th>\n",
2707        "      <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
2708        "      <td>Radiohead</td>\n",
2709        "      <td>0.218723</td>\n",
2710        "      <td>True Love Waits</td>\n",
2711        "      <td>0.532206</td>\n",
2712        "      <td>0.0378</td>\n",
2713        "      <td>0.012017</td>\n",
2714        "      <td>0.478516</td>\n",
2715        "    </tr>\n",
2716        "    <tr>\n",
2717        "      <th>312</th>\n",
2718        "      <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
2719        "      <td>Radiohead</td>\n",
2720        "      <td>0.248061</td>\n",
2721        "      <td>The Tourist</td>\n",
2722        "      <td>0.667864</td>\n",
2723        "      <td>0.0400</td>\n",
2724        "      <td>0.014830</td>\n",
2725        "      <td>0.477834</td>\n",
2726        "    </tr>\n",
2727        "    <tr>\n",
2728        "      <th>275</th>\n",
2729        "      <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
2730        "      <td>Radiohead</td>\n",
2731        "      <td>0.276367</td>\n",
2732        "      <td>We Suck Young Blood</td>\n",
2733        "      <td>0.535358</td>\n",
2734        "      <td>0.0378</td>\n",
2735        "      <td>0.017543</td>\n",
2736        "      <td>0.477356</td>\n",
2737        "    </tr>\n",
2738        "    <tr>\n",
2739        "      <th>261</th>\n",
2740        "      <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
2741        "      <td>Radiohead</td>\n",
2742        "      <td>0.201546</td>\n",
2743        "      <td>Go Slowly</td>\n",
2744        "      <td>0.723774</td>\n",
2745        "      <td>0.0453</td>\n",
2746        "      <td>0.010370</td>\n",
2747        "      <td>0.476153</td>\n",
2748        "    </tr>\n",
2749        "    <tr>\n",
2750        "      <th>115</th>\n",
2751        "      <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
2752        "      <td>The Beatles</td>\n",
2753        "      <td>0.799772</td>\n",
2754        "      <td>Blue Jay Way - Remastered 2009</td>\n",
2755        "      <td>0.812490</td>\n",
2756        "      <td>0.0380</td>\n",
2757        "      <td>0.067726</td>\n",
2758        "      <td>0.475937</td>\n",
2759        "    </tr>\n",
2760        "    <tr>\n",
2761        "      <th>271</th>\n",
2762        "      <td>5olWalQH1oVza5D6xJg4oX</td>\n",
2763        "      <td>Radiohead</td>\n",
2764        "      <td>0.216752</td>\n",
2765        "      <td>Sail To The Moon</td>\n",
2766        "      <td>0.605798</td>\n",
2767        "      <td>0.0458</td>\n",
2768        "      <td>0.011828</td>\n",
2769        "      <td>0.475040</td>\n",
2770        "    </tr>\n",
2771        "    <tr>\n",
2772        "      <th>300</th>\n",
2773        "      <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
2774        "      <td>Radiohead</td>\n",
2775        "      <td>0.349157</td>\n",
2776        "      <td>Motion Picture Soundtrack</td>\n",
2777        "      <td>0.576808</td>\n",
2778        "      <td>0.0425</td>\n",
2779        "      <td>0.024522</td>\n",
2780        "      <td>0.474082</td>\n",
2781        "    </tr>\n",
2782        "    <tr>\n",
2783        "      <th>259</th>\n",
2784        "      <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
2785        "      <td>Radiohead</td>\n",
2786        "      <td>0.382643</td>\n",
2787        "      <td>Videotape</td>\n",
2788        "      <td>0.652962</td>\n",
2789        "      <td>0.0468</td>\n",
2790        "      <td>0.027733</td>\n",
2791        "      <td>0.472437</td>\n",
2792        "    </tr>\n",
2793        "    <tr>\n",
2794        "      <th>248</th>\n",
2795        "      <td>3cual6JOG286qZJmCxKRAT</td>\n",
2796        "      <td>Radiohead</td>\n",
2797        "      <td>0.332577</td>\n",
2798        "      <td>Tinker Tailor Soldier Sailor Rich Man Poor Man...</td>\n",
2799        "      <td>0.477322</td>\n",
2800        "      <td>0.0517</td>\n",
2801        "      <td>0.022933</td>\n",
2802        "      <td>0.468750</td>\n",
2803        "    </tr>\n",
2804        "    <tr>\n",
2805        "      <th>208</th>\n",
2806        "      <td>4sLGaMl33I6mcsk7u4xHAU</td>\n",
2807        "      <td>Radiohead</td>\n",
2808        "      <td>0.146307</td>\n",
2809        "      <td>Codex</td>\n",
2810        "      <td>0.637942</td>\n",
2811        "      <td>0.0629</td>\n",
2812        "      <td>0.005074</td>\n",
2813        "      <td>0.467791</td>\n",
2814        "    </tr>\n",
2815        "  </tbody>\n",
2816        "</table>\n",
2817        "</div>"
2818       ],
2819       "text/plain": [
2820        "                        _id  artist_name  lyrical_density  \\\n",
2821        "249  01ZpFhrMMqKPVCwyqXneVp    Radiohead         0.218723   \n",
2822        "312  75YUnz58ajMo2VIIuUFvOV    Radiohead         0.248061   \n",
2823        "275  53RYTfkLiyZuUZHwJC3Wmm    Radiohead         0.276367   \n",
2824        "261  4gq2bc2770XvbJdEtfUbmw    Radiohead         0.201546   \n",
2825        "115  0ttMfoND7IQqFSMVOPkELC  The Beatles         0.799772   \n",
2826        "271  5olWalQH1oVza5D6xJg4oX    Radiohead         0.216752   \n",
2827        "300  0COiZ7ncho2yi4HotbzgPv    Radiohead         0.349157   \n",
2828        "259  3uxhyRdWVXp7GQvERQl6fA    Radiohead         0.382643   \n",
2829        "248  3cual6JOG286qZJmCxKRAT    Radiohead         0.332577   \n",
2830        "208  4sLGaMl33I6mcsk7u4xHAU    Radiohead         0.146307   \n",
2831        "\n",
2832        "                                                  name       neg  valence  \\\n",
2833        "249                                    True Love Waits  0.532206   0.0378   \n",
2834        "312                                        The Tourist  0.667864   0.0400   \n",
2835        "275                                We Suck Young Blood  0.535358   0.0378   \n",
2836        "261                                          Go Slowly  0.723774   0.0453   \n",
2837        "115                     Blue Jay Way - Remastered 2009  0.812490   0.0380   \n",
2838        "271                                   Sail To The Moon  0.605798   0.0458   \n",
2839        "300                          Motion Picture Soundtrack  0.576808   0.0425   \n",
2840        "259                                          Videotape  0.652962   0.0468   \n",
2841        "248  Tinker Tailor Soldier Sailor Rich Man Poor Man...  0.477322   0.0517   \n",
2842        "208                                              Codex  0.637942   0.0629   \n",
2843        "\n",
2844        "     scaled_ld     gloom  \n",
2845        "249   0.012017  0.478516  \n",
2846        "312   0.014830  0.477834  \n",
2847        "275   0.017543  0.477356  \n",
2848        "261   0.010370  0.476153  \n",
2849        "115   0.067726  0.475937  \n",
2850        "271   0.011828  0.475040  \n",
2851        "300   0.024522  0.474082  \n",
2852        "259   0.027733  0.472437  \n",
2853        "248   0.022933  0.468750  \n",
2854        "208   0.005074  0.467791  "
2855       ]
2856      },
2857      "execution_count": 34,
2858      "metadata": {},
2859      "output_type": "execute_result"
2860     }
2861    ],
2862    "source": [
2863     "pipeline = [\n",
2864     "    {'$match': {'lyrics': {'$exists': True}, 'sentiment': {'$exists': True}, 'valence': {'$exists': True}}},\n",
2865     "    {'$project': {'artist_name': '$artist_name',\n",
2866     "                  'name': '$name',\n",
2867     "                  'valence': '$valence',\n",
2868     "                  'neg': '$sentiment.probability.neg',\n",
2869     "                  'lyrical_density': '$lyrical_density'}}]\n",
2870     "results = pd.DataFrame(list(tracks.aggregate(pipeline)))\n",
2871     "\n",
2872     "# Use pandas to scale the lyrical density values to the range 0 -1\n",
2873     "results['scaled_ld'] = (results['lyrical_density'] - results['lyrical_density'].min()) / \\\n",
2874     "    (results['lyrical_density'].max() - results['lyrical_density'].min())\n",
2875     "\n",
2876     "# Define a Python function to calculate the revised gloom index\n",
2877     "def gloom(row):\n",
2878     "    w_valence = (1 - row['valence']) * (1 - row['scaled_ld'])\n",
2879     "    w_neg = row['neg'] * row['scaled_ld']\n",
2880     "    return (w_valence + w_neg) / 2\n",
2881     "\n",
2882     "# Apply this function to create a new column\n",
2883     "results['gloom'] = results.apply(gloom, axis=1)\n",
2884     "\n",
2885     "# Push the results back into the database\n",
2886     "for row in results.itertuples():\n",
2887     "    tracks.update_one({'_id': row[1]}, {'$set': {'gloom': row.gloom}})\n",
2888     "\n",
2889     "results.sort_values('gloom', ascending=False).head(10)"
2890    ]
2891   },
2892   {
2893    "cell_type": "code",
2894    "execution_count": 35,
2895    "metadata": {},
2896    "outputs": [
2897     {
2898      "data": {
2899       "text/html": [
2900        "<div>\n",
2901        "<style>\n",
2902        "    .dataframe thead tr:only-child th {\n",
2903        "        text-align: right;\n",
2904        "    }\n",
2905        "\n",
2906        "    .dataframe thead th {\n",
2907        "        text-align: left;\n",
2908        "    }\n",
2909        "\n",
2910        "    .dataframe tbody tr th {\n",
2911        "        vertical-align: top;\n",
2912        "    }\n",
2913        "</style>\n",
2914        "<table border=\"1\" class=\"dataframe\">\n",
2915        "  <thead>\n",
2916        "    <tr style=\"text-align: right;\">\n",
2917        "      <th></th>\n",
2918        "      <th>_id</th>\n",
2919        "      <th>artist_name</th>\n",
2920        "      <th>lyrical_density</th>\n",
2921        "      <th>name</th>\n",
2922        "      <th>neg</th>\n",
2923        "      <th>valence</th>\n",
2924        "      <th>scaled_ld</th>\n",
2925        "      <th>gloom</th>\n",
2926        "    </tr>\n",
2927        "  </thead>\n",
2928        "  <tbody>\n",
2929        "    <tr>\n",
2930        "      <th>249</th>\n",
2931        "      <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
2932        "      <td>Radiohead</td>\n",
2933        "      <td>0.218723</td>\n",
2934        "      <td>True Love Waits</td>\n",
2935        "      <td>0.532206</td>\n",
2936        "      <td>0.0378</td>\n",
2937        "      <td>0.012017</td>\n",
2938        "      <td>0.478516</td>\n",
2939        "    </tr>\n",
2940        "    <tr>\n",
2941        "      <th>312</th>\n",
2942        "      <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
2943        "      <td>Radiohead</td>\n",
2944        "      <td>0.248061</td>\n",
2945        "      <td>The Tourist</td>\n",
2946        "      <td>0.667864</td>\n",
2947        "      <td>0.0400</td>\n",
2948        "      <td>0.014830</td>\n",
2949        "      <td>0.477834</td>\n",
2950        "    </tr>\n",
2951        "    <tr>\n",
2952        "      <th>275</th>\n",
2953        "      <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
2954        "      <td>Radiohead</td>\n",
2955        "      <td>0.276367</td>\n",
2956        "      <td>We Suck Young Blood</td>\n",
2957        "      <td>0.535358</td>\n",
2958        "      <td>0.0378</td>\n",
2959        "      <td>0.017543</td>\n",
2960        "      <td>0.477356</td>\n",
2961        "    </tr>\n",
2962        "    <tr>\n",
2963        "      <th>261</th>\n",
2964        "      <td>4gq2bc2770XvbJdEtfUbmw</td>\n",
2965        "      <td>Radiohead</td>\n",
2966        "      <td>0.201546</td>\n",
2967        "      <td>Go Slowly</td>\n",
2968        "      <td>0.723774</td>\n",
2969        "      <td>0.0453</td>\n",
2970        "      <td>0.010370</td>\n",
2971        "      <td>0.476153</td>\n",
2972        "    </tr>\n",
2973        "    <tr>\n",
2974        "      <th>271</th>\n",
2975        "      <td>5olWalQH1oVza5D6xJg4oX</td>\n",
2976        "      <td>Radiohead</td>\n",
2977        "      <td>0.216752</td>\n",
2978        "      <td>Sail To The Moon</td>\n",
2979        "      <td>0.605798</td>\n",
2980        "      <td>0.0458</td>\n",
2981        "      <td>0.011828</td>\n",
2982        "      <td>0.475040</td>\n",
2983        "    </tr>\n",
2984        "    <tr>\n",
2985        "      <th>300</th>\n",
2986        "      <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
2987        "      <td>Radiohead</td>\n",
2988        "      <td>0.349157</td>\n",
2989        "      <td>Motion Picture Soundtrack</td>\n",
2990        "      <td>0.576808</td>\n",
2991        "      <td>0.0425</td>\n",
2992        "      <td>0.024522</td>\n",
2993        "      <td>0.474082</td>\n",
2994        "    </tr>\n",
2995        "    <tr>\n",
2996        "      <th>259</th>\n",
2997        "      <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
2998        "      <td>Radiohead</td>\n",
2999        "      <td>0.382643</td>\n",
3000        "      <td>Videotape</td>\n",
3001        "      <td>0.652962</td>\n",
3002        "      <td>0.0468</td>\n",
3003        "      <td>0.027733</td>\n",
3004        "      <td>0.472437</td>\n",
3005        "    </tr>\n",
3006        "    <tr>\n",
3007        "      <th>248</th>\n",
3008        "      <td>3cual6JOG286qZJmCxKRAT</td>\n",
3009        "      <td>Radiohead</td>\n",
3010        "      <td>0.332577</td>\n",
3011        "      <td>Tinker Tailor Soldier Sailor Rich Man Poor Man...</td>\n",
3012        "      <td>0.477322</td>\n",
3013        "      <td>0.0517</td>\n",
3014        "      <td>0.022933</td>\n",
3015        "      <td>0.468750</td>\n",
3016        "    </tr>\n",
3017        "    <tr>\n",
3018        "      <th>208</th>\n",
3019        "      <td>4sLGaMl33I6mcsk7u4xHAU</td>\n",
3020        "      <td>Radiohead</td>\n",
3021        "      <td>0.146307</td>\n",
3022        "      <td>Codex</td>\n",
3023        "      <td>0.637942</td>\n",
3024        "      <td>0.0629</td>\n",
3025        "      <td>0.005074</td>\n",
3026        "      <td>0.467791</td>\n",
3027        "    </tr>\n",
3028        "    <tr>\n",
3029        "      <th>292</th>\n",
3030        "      <td>5AiNZnMDCWwujIENPj9PV9</td>\n",
3031        "      <td>Radiohead</td>\n",
3032        "      <td>0.489208</td>\n",
3033        "      <td>Everything In Its Right Place</td>\n",
3034        "      <td>0.716829</td>\n",
3035        "      <td>0.0585</td>\n",
3036        "      <td>0.037950</td>\n",
3037        "      <td>0.466487</td>\n",
3038        "    </tr>\n",
3039        "  </tbody>\n",
3040        "</table>\n",
3041        "</div>"
3042       ],
3043       "text/plain": [
3044        "                        _id artist_name  lyrical_density  \\\n",
3045        "249  01ZpFhrMMqKPVCwyqXneVp   Radiohead         0.218723   \n",
3046        "312  75YUnz58ajMo2VIIuUFvOV   Radiohead         0.248061   \n",
3047        "275  53RYTfkLiyZuUZHwJC3Wmm   Radiohead         0.276367   \n",
3048        "261  4gq2bc2770XvbJdEtfUbmw   Radiohead         0.201546   \n",
3049        "271  5olWalQH1oVza5D6xJg4oX   Radiohead         0.216752   \n",
3050        "300  0COiZ7ncho2yi4HotbzgPv   Radiohead         0.349157   \n",
3051        "259  3uxhyRdWVXp7GQvERQl6fA   Radiohead         0.382643   \n",
3052        "248  3cual6JOG286qZJmCxKRAT   Radiohead         0.332577   \n",
3053        "208  4sLGaMl33I6mcsk7u4xHAU   Radiohead         0.146307   \n",
3054        "292  5AiNZnMDCWwujIENPj9PV9   Radiohead         0.489208   \n",
3055        "\n",
3056        "                                                  name       neg  valence  \\\n",
3057        "249                                    True Love Waits  0.532206   0.0378   \n",
3058        "312                                        The Tourist  0.667864   0.0400   \n",
3059        "275                                We Suck Young Blood  0.535358   0.0378   \n",
3060        "261                                          Go Slowly  0.723774   0.0453   \n",
3061        "271                                   Sail To The Moon  0.605798   0.0458   \n",
3062        "300                          Motion Picture Soundtrack  0.576808   0.0425   \n",
3063        "259                                          Videotape  0.652962   0.0468   \n",
3064        "248  Tinker Tailor Soldier Sailor Rich Man Poor Man...  0.477322   0.0517   \n",
3065        "208                                              Codex  0.637942   0.0629   \n",
3066        "292                      Everything In Its Right Place  0.716829   0.0585   \n",
3067        "\n",
3068        "     scaled_ld     gloom  \n",
3069        "249   0.012017  0.478516  \n",
3070        "312   0.014830  0.477834  \n",
3071        "275   0.017543  0.477356  \n",
3072        "261   0.010370  0.476153  \n",
3073        "271   0.011828  0.475040  \n",
3074        "300   0.024522  0.474082  \n",
3075        "259   0.027733  0.472437  \n",
3076        "248   0.022933  0.468750  \n",
3077        "208   0.005074  0.467791  \n",
3078        "292   0.037950  0.466487  "
3079       ]
3080      },
3081      "execution_count": 35,
3082      "metadata": {},
3083      "output_type": "execute_result"
3084     }
3085    ],
3086    "source": [
3087     "results[results['artist_name'] == 'Radiohead'].sort_values('gloom', ascending=False).head(10)"
3088    ]
3089   },
3090   {
3091    "cell_type": "markdown",
3092    "metadata": {},
3093    "source": [
3094     "This still isn't the same as the original list, though there are now three songs in common (\"True Love Waits\", \"Motion Picture Soundtrack\", and \"Tinker Tailor…\") and the lists agree on the gloomiest song!\n",
3095     "\n",
3096     "  | gloom_index |               track_name\n",
3097     "--|-------------|--------------------------\n",
3098     "1 |        1.00 |           True Love Waits\n",
3099     "2 |        6.46 |        Give Up The Ghost\n",
3100     "3 |        9.35 | Motion Picture Soundtrack\n",
3101     "4 |       13.70 |                 Let Down\n",
3102     "5 |       14.15 |             Pyramid Song\n",
3103     "6 |       14.57 |  Exit Music (For a Film)\n",
3104     "7 |       15.29 |          Dollars & Cents\n",
3105     "8 |       15.69 |              High And Dry\n",
3106     "9 |       15.80 | Tinker Tailor Soldier ...\n",
3107     "10|       16.03 |                Videotape\n"
3108    ]
3109   },
3110   {
3111    "cell_type": "code",
3112    "execution_count": 37,
3113    "metadata": {},
3114    "outputs": [
3115     {
3116      "data": {
3117       "text/html": [
3118        "<div>\n",
3119        "<style>\n",
3120        "    .dataframe thead tr:only-child th {\n",
3121        "        text-align: right;\n",
3122        "    }\n",
3123        "\n",
3124        "    .dataframe thead th {\n",
3125        "        text-align: left;\n",
3126        "    }\n",
3127        "\n",
3128        "    .dataframe tbody tr th {\n",
3129        "        vertical-align: top;\n",
3130        "    }\n",
3131        "</style>\n",
3132        "<table border=\"1\" class=\"dataframe\">\n",
3133        "  <thead>\n",
3134        "    <tr style=\"text-align: right;\">\n",
3135        "      <th></th>\n",
3136        "      <th>_id</th>\n",
3137        "      <th>artist_name</th>\n",
3138        "      <th>lyrical_density</th>\n",
3139        "      <th>name</th>\n",
3140        "      <th>neg</th>\n",
3141        "      <th>valence</th>\n",
3142        "      <th>scaled_ld</th>\n",
3143        "      <th>gloom</th>\n",
3144        "    </tr>\n",
3145        "  </thead>\n",
3146        "  <tbody>\n",
3147        "    <tr>\n",
3148        "      <th>457</th>\n",
3149        "      <td>1dTX9ivyAhFJLR1f2pk9Kv</td>\n",
3150        "      <td>The Rolling Stones</td>\n",
3151        "      <td>0.360195</td>\n",
3152        "      <td>Out Of Tears - 2009 Re-Mastered Digital Version</td>\n",
3153        "      <td>0.782248</td>\n",
3154        "      <td>0.128</td>\n",
3155        "      <td>0.025581</td>\n",
3156        "      <td>0.434852</td>\n",
3157        "    </tr>\n",
3158        "    <tr>\n",
3159        "      <th>584</th>\n",
3160        "      <td>61IKhUU0ZJ9Ba4GpjlDPju</td>\n",
3161        "      <td>The Rolling Stones</td>\n",
3162        "      <td>10.523385</td>\n",
3163        "      <td>Everybody Needs Somebody To Love - Live In Ire...</td>\n",
3164        "      <td>0.861867</td>\n",
3165        "      <td>0.361</td>\n",
3166        "      <td>1.000000</td>\n",
3167        "      <td>0.430933</td>\n",
3168        "    </tr>\n",
3169        "    <tr>\n",
3170        "      <th>604</th>\n",
3171        "      <td>388ll2SEjDO9LZIXXyKtjh</td>\n",
3172        "      <td>The Rolling Stones</td>\n",
3173        "      <td>0.301584</td>\n",
3174        "      <td>Little Rain</td>\n",
3175        "      <td>0.455221</td>\n",
3176        "      <td>0.137</td>\n",
3177        "      <td>0.019961</td>\n",
3178        "      <td>0.427430</td>\n",
3179        "    </tr>\n",
3180        "    <tr>\n",
3181        "      <th>437</th>\n",
3182        "      <td>1qEGxs60ntxuenj27BnRkF</td>\n",
3183        "      <td>The Rolling Stones</td>\n",
3184        "      <td>0.551257</td>\n",
3185        "      <td>How Can I Stop - 2009 Digital Remaster</td>\n",
3186        "      <td>0.695197</td>\n",
3187        "      <td>0.169</td>\n",
3188        "      <td>0.043899</td>\n",
3189        "      <td>0.412519</td>\n",
3190        "    </tr>\n",
3191        "    <tr>\n",
3192        "      <th>428</th>\n",
3193        "      <td>7tWJEqPI5Jpie3NhtbWks6</td>\n",
3194        "      <td>The Rolling Stones</td>\n",
3195        "      <td>0.570166</td>\n",
3196        "      <td>Already Over Me - 2009 Digital Remaster</td>\n",
3197        "      <td>0.803540</td>\n",
3198        "      <td>0.179</td>\n",
3199        "      <td>0.045712</td>\n",
3200        "      <td>0.410101</td>\n",
3201        "    </tr>\n",
3202        "    <tr>\n",
3203        "      <th>566</th>\n",
3204        "      <td>7G6Z0sDe39MFjTaA0XfCtw</td>\n",
3205        "      <td>The Rolling Stones</td>\n",
3206        "      <td>0.444033</td>\n",
3207        "      <td>I Can't Quit You Baby</td>\n",
3208        "      <td>0.766732</td>\n",
3209        "      <td>0.179</td>\n",
3210        "      <td>0.033619</td>\n",
3211        "      <td>0.409588</td>\n",
3212        "    </tr>\n",
3213        "    <tr>\n",
3214        "      <th>404</th>\n",
3215        "      <td>55XOZpymv9A70smv1fL5zr</td>\n",
3216        "      <td>The Rolling Stones</td>\n",
3217        "      <td>1.162859</td>\n",
3218        "      <td>Rocks Off - Live Licks Tour - 2009 Re-Mastered...</td>\n",
3219        "      <td>0.857748</td>\n",
3220        "      <td>0.190</td>\n",
3221        "      <td>0.102538</td>\n",
3222        "      <td>0.407448</td>\n",
3223        "    </tr>\n",
3224        "    <tr>\n",
3225        "      <th>464</th>\n",
3226        "      <td>6wo8Eid3jXbaScSEpv0IQO</td>\n",
3227        "      <td>The Rolling Stones</td>\n",
3228        "      <td>0.357249</td>\n",
3229        "      <td>Thru and Thru - 2009 Re-Mastered Digital Version</td>\n",
3230        "      <td>0.692118</td>\n",
3231        "      <td>0.182</td>\n",
3232        "      <td>0.025298</td>\n",
3233        "      <td>0.407408</td>\n",
3234        "    </tr>\n",
3235        "    <tr>\n",
3236        "      <th>415</th>\n",
3237        "      <td>79etUS7LGTYLlfhGt77ZAK</td>\n",
3238        "      <td>The Rolling Stones</td>\n",
3239        "      <td>0.581741</td>\n",
3240        "      <td>Street Fighting Man - Live Licks Tour - 2009 R...</td>\n",
3241        "      <td>0.695022</td>\n",
3242        "      <td>0.185</td>\n",
3243        "      <td>0.046822</td>\n",
3244        "      <td>0.404691</td>\n",
3245        "    </tr>\n",
3246        "    <tr>\n",
3247        "      <th>409</th>\n",
3248        "      <td>07U5DnoRtB0DSlonXx2jym</td>\n",
3249        "      <td>The Rolling Stones</td>\n",
3250        "      <td>0.867761</td>\n",
3251        "      <td>When The Whip Comes Down - Live Licks Tour - 2...</td>\n",
3252        "      <td>0.698597</td>\n",
3253        "      <td>0.182</td>\n",
3254        "      <td>0.074245</td>\n",
3255        "      <td>0.404567</td>\n",
3256        "    </tr>\n",
3257        "  </tbody>\n",
3258        "</table>\n",
3259        "</div>"
3260       ],
3261       "text/plain": [
3262        "                        _id         artist_name  lyrical_density  \\\n",
3263        "457  1dTX9ivyAhFJLR1f2pk9Kv  The Rolling Stones         0.360195   \n",
3264        "584  61IKhUU0ZJ9Ba4GpjlDPju  The Rolling Stones        10.523385   \n",
3265        "604  388ll2SEjDO9LZIXXyKtjh  The Rolling Stones         0.301584   \n",
3266        "437  1qEGxs60ntxuenj27BnRkF  The Rolling Stones         0.551257   \n",
3267        "428  7tWJEqPI5Jpie3NhtbWks6  The Rolling Stones         0.570166   \n",
3268        "566  7G6Z0sDe39MFjTaA0XfCtw  The Rolling Stones         0.444033   \n",
3269        "404  55XOZpymv9A70smv1fL5zr  The Rolling Stones         1.162859   \n",
3270        "464  6wo8Eid3jXbaScSEpv0IQO  The Rolling Stones         0.357249   \n",
3271        "415  79etUS7LGTYLlfhGt77ZAK  The Rolling Stones         0.581741   \n",
3272        "409  07U5DnoRtB0DSlonXx2jym  The Rolling Stones         0.867761   \n",
3273        "\n",
3274        "                                                  name       neg  valence  \\\n",
3275        "457    Out Of Tears - 2009 Re-Mastered Digital Version  0.782248    0.128   \n",
3276        "584  Everybody Needs Somebody To Love - Live In Ire...  0.861867    0.361   \n",
3277        "604                                        Little Rain  0.455221    0.137   \n",
3278        "437             How Can I Stop - 2009 Digital Remaster  0.695197    0.169   \n",
3279        "428            Already Over Me - 2009 Digital Remaster  0.803540    0.179   \n",
3280        "566                              I Can't Quit You Baby  0.766732    0.179   \n",
3281        "404  Rocks Off - Live Licks Tour - 2009 Re-Mastered...  0.857748    0.190   \n",
3282        "464   Thru and Thru - 2009 Re-Mastered Digital Version  0.692118    0.182   \n",
3283        "415  Street Fighting Man - Live Licks Tour - 2009 R...  0.695022    0.185   \n",
3284        "409  When The Whip Comes Down - Live Licks Tour - 2...  0.698597    0.182   \n",
3285        "\n",
3286        "     scaled_ld     gloom  \n",
3287        "457   0.025581  0.434852  \n",
3288        "584   1.000000  0.430933  \n",
3289        "604   0.019961  0.427430  \n",
3290        "437   0.043899  0.412519  \n",
3291        "428   0.045712  0.410101  \n",
3292        "566   0.033619  0.409588  \n",
3293        "404   0.102538  0.407448  \n",
3294        "464   0.025298  0.407408  \n",
3295        "415   0.046822  0.404691  \n",
3296        "409   0.074245  0.404567  "
3297       ]
3298      },
3299      "execution_count": 37,
3300      "metadata": {},
3301      "output_type": "execute_result"
3302     }
3303    ],
3304    "source": [
3305     "results[results['artist_name'] == 'The Rolling Stones'].sort_values('gloom', ascending=False).head(10)"
3306    ]
3307   },
3308   {
3309    "cell_type": "code",
3310    "execution_count": 36,
3311    "metadata": {},
3312    "outputs": [
3313     {
3314      "data": {
3315       "text/html": [
3316        "<div>\n",
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3319        "        text-align: right;\n",
3320        "    }\n",
3321        "\n",
3322        "    .dataframe thead th {\n",
3323        "        text-align: left;\n",
3324        "    }\n",
3325        "\n",
3326        "    .dataframe tbody tr th {\n",
3327        "        vertical-align: top;\n",
3328        "    }\n",
3329        "</style>\n",
3330        "<table border=\"1\" class=\"dataframe\">\n",
3331        "  <thead>\n",
3332        "    <tr style=\"text-align: right;\">\n",
3333        "      <th></th>\n",
3334        "      <th>_id</th>\n",
3335        "      <th>artist_name</th>\n",
3336        "      <th>lyrical_density</th>\n",
3337        "      <th>name</th>\n",
3338        "      <th>neg</th>\n",
3339        "      <th>valence</th>\n",
3340        "      <th>scaled_ld</th>\n",
3341        "      <th>gloom</th>\n",
3342        "    </tr>\n",
3343        "  </thead>\n",
3344        "  <tbody>\n",
3345        "    <tr>\n",
3346        "      <th>115</th>\n",
3347        "      <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
3348        "      <td>The Beatles</td>\n",
3349        "      <td>0.799772</td>\n",
3350        "      <td>Blue Jay Way - Remastered 2009</td>\n",
3351        "      <td>0.812490</td>\n",
3352        "      <td>0.0380</td>\n",
3353        "      <td>0.067726</td>\n",
3354        "      <td>0.475937</td>\n",
3355        "    </tr>\n",
3356        "    <tr>\n",
3357        "      <th>149</th>\n",
3358        "      <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
3359        "      <td>The Beatles</td>\n",
3360        "      <td>0.634931</td>\n",
3361        "      <td>Tomorrow Never Knows - Remastered 2009</td>\n",
3362        "      <td>0.343599</td>\n",
3363        "      <td>0.0556</td>\n",
3364        "      <td>0.051922</td>\n",
3365        "      <td>0.456603</td>\n",
3366        "    </tr>\n",
3367        "    <tr>\n",
3368        "      <th>111</th>\n",
3369        "      <td>6ZrPbHp9kRmQj1tGLvna8U</td>\n",
3370        "      <td>The Beatles</td>\n",
3371        "      <td>0.874479</td>\n",
3372        "      <td>Revolution 9 - Remastered 2009</td>\n",
3373        "      <td>0.873285</td>\n",
3374        "      <td>0.0963</td>\n",
3375        "      <td>0.074889</td>\n",
3376        "      <td>0.450711</td>\n",
3377        "    </tr>\n",
3378        "    <tr>\n",
3379        "      <th>106</th>\n",
3380        "      <td>27YZJHyTTDIurMqDu1v2ef</td>\n",
3381        "      <td>The Beatles</td>\n",
3382        "      <td>0.429399</td>\n",
3383        "      <td>Long, Long, Long - Remastered 2009</td>\n",
3384        "      <td>0.524122</td>\n",
3385        "      <td>0.1350</td>\n",
3386        "      <td>0.032216</td>\n",
3387        "      <td>0.427009</td>\n",
3388        "    </tr>\n",
3389        "    <tr>\n",
3390        "      <th>3</th>\n",
3391        "      <td>2ucFulEWapRAmTn7l6f5Q7</td>\n",
3392        "      <td>The Beatles</td>\n",
3393        "      <td>0.169898</td>\n",
3394        "      <td>Wild Honey Pie - Remastered 2009</td>\n",
3395        "      <td>0.391178</td>\n",
3396        "      <td>0.1530</td>\n",
3397        "      <td>0.007336</td>\n",
3398        "      <td>0.421828</td>\n",
3399        "    </tr>\n",
3400        "    <tr>\n",
3401        "      <th>135</th>\n",
3402        "      <td>3ZFBeIyP41HhnALjxWy1pR</td>\n",
3403        "      <td>The Beatles</td>\n",
3404        "      <td>0.628310</td>\n",
3405        "      <td>A Day In The Life - Remastered 2009</td>\n",
3406        "      <td>0.781296</td>\n",
3407        "      <td>0.1620</td>\n",
3408        "      <td>0.051287</td>\n",
3409        "      <td>0.417546</td>\n",
3410        "    </tr>\n",
3411        "    <tr>\n",
3412        "      <th>68</th>\n",
3413        "      <td>4cLoL5KPfE1hAwfsO84FX7</td>\n",
3414        "      <td>The Beatles</td>\n",
3415        "      <td>0.325955</td>\n",
3416        "      <td>Because - Remastered 2009</td>\n",
3417        "      <td>0.466254</td>\n",
3418        "      <td>0.1620</td>\n",
3419        "      <td>0.022298</td>\n",
3420        "      <td>0.414855</td>\n",
3421        "    </tr>\n",
3422        "    <tr>\n",
3423        "      <th>46</th>\n",
3424        "      <td>7iABnSNZciNepqGtjMQxxd</td>\n",
3425        "      <td>The Beatles</td>\n",
3426        "      <td>0.800176</td>\n",
3427        "      <td>Come Together - Remastered 2015</td>\n",
3428        "      <td>0.562552</td>\n",
3429        "      <td>0.1780</td>\n",
3430        "      <td>0.067765</td>\n",
3431        "      <td>0.402209</td>\n",
3432        "    </tr>\n",
3433        "    <tr>\n",
3434        "      <th>61</th>\n",
3435        "      <td>0MKqeOVdZcUFGJvWpGCKbG</td>\n",
3436        "      <td>The Beatles</td>\n",
3437        "      <td>0.796316</td>\n",
3438        "      <td>Come Together - Remastered 2009</td>\n",
3439        "      <td>0.562552</td>\n",
3440        "      <td>0.1790</td>\n",
3441        "      <td>0.067395</td>\n",
3442        "      <td>0.401791</td>\n",
3443        "    </tr>\n",
3444        "    <tr>\n",
3445        "      <th>70</th>\n",
3446        "      <td>3jPXnX4SskFgAcC4YBKOwN</td>\n",
3447        "      <td>The Beatles</td>\n",
3448        "      <td>0.273472</td>\n",
3449        "      <td>Sun King - Remastered 2009</td>\n",
3450        "      <td>0.300809</td>\n",
3451        "      <td>0.1970</td>\n",
3452        "      <td>0.017266</td>\n",
3453        "      <td>0.397165</td>\n",
3454        "    </tr>\n",
3455        "  </tbody>\n",
3456        "</table>\n",
3457        "</div>"
3458       ],
3459       "text/plain": [
3460        "                        _id  artist_name  lyrical_density  \\\n",
3461        "115  0ttMfoND7IQqFSMVOPkELC  The Beatles         0.799772   \n",
3462        "149  0agoaPIy92gPZ6zRhqXarE  The Beatles         0.634931   \n",
3463        "111  6ZrPbHp9kRmQj1tGLvna8U  The Beatles         0.874479   \n",
3464        "106  27YZJHyTTDIurMqDu1v2ef  The Beatles         0.429399   \n",
3465        "3    2ucFulEWapRAmTn7l6f5Q7  The Beatles         0.169898   \n",
3466        "135  3ZFBeIyP41HhnALjxWy1pR  The Beatles         0.628310   \n",
3467        "68   4cLoL5KPfE1hAwfsO84FX7  The Beatles         0.325955   \n",
3468        "46   7iABnSNZciNepqGtjMQxxd  The Beatles         0.800176   \n",
3469        "61   0MKqeOVdZcUFGJvWpGCKbG  The Beatles         0.796316   \n",
3470        "70   3jPXnX4SskFgAcC4YBKOwN  The Beatles         0.273472   \n",
3471        "\n",
3472        "                                       name       neg  valence  scaled_ld  \\\n",
3473        "115          Blue Jay Way - Remastered 2009  0.812490   0.0380   0.067726   \n",
3474        "149  Tomorrow Never Knows - Remastered 2009  0.343599   0.0556   0.051922   \n",
3475        "111          Revolution 9 - Remastered 2009  0.873285   0.0963   0.074889   \n",
3476        "106      Long, Long, Long - Remastered 2009  0.524122   0.1350   0.032216   \n",
3477        "3          Wild Honey Pie - Remastered 2009  0.391178   0.1530   0.007336   \n",
3478        "135     A Day In The Life - Remastered 2009  0.781296   0.1620   0.051287   \n",
3479        "68                Because - Remastered 2009  0.466254   0.1620   0.022298   \n",
3480        "46          Come Together - Remastered 2015  0.562552   0.1780   0.067765   \n",
3481        "61          Come Together - Remastered 2009  0.562552   0.1790   0.067395   \n",
3482        "70               Sun King - Remastered 2009  0.300809   0.1970   0.017266   \n",
3483        "\n",
3484        "        gloom  \n",
3485        "115  0.475937  \n",
3486        "149  0.456603  \n",
3487        "111  0.450711  \n",
3488        "106  0.427009  \n",
3489        "3    0.421828  \n",
3490        "135  0.417546  \n",
3491        "68   0.414855  \n",
3492        "46   0.402209  \n",
3493        "61   0.401791  \n",
3494        "70   0.397165  "
3495       ]
3496      },
3497      "execution_count": 36,
3498      "metadata": {},
3499      "output_type": "execute_result"
3500     }
3501    ],
3502    "source": [
3503     "results[results['artist_name'] == 'The Beatles'].sort_values('gloom', ascending=False).head(10)"
3504    ]
3505   },
3506   {
3507    "cell_type": "markdown",
3508    "metadata": {},
3509    "source": [
3510     "I don't know the Radiohead corpus, but I know some Beatles songs. _Blue Jay Way_ is pretty sad, as is _A Day in the Life_. _Revolution 9_ and _Wild Honey Pie_ are just... odd, rather than sad. It's suspicious that some obviously sad Beatles songs are missing. What does this analysis think of unequivocally sad songs like _She's Leaving Home_, _Yesterday_, and _Eleanor Rigby_?"
3511    ]
3512   },
3513   {
3514    "cell_type": "code",
3515    "execution_count": 38,
3516    "metadata": {},
3517    "outputs": [
3518     {
3519      "data": {
3520       "text/html": [
3521        "<div>\n",
3522        "<style>\n",
3523        "    .dataframe thead tr:only-child th {\n",
3524        "        text-align: right;\n",
3525        "    }\n",
3526        "\n",
3527        "    .dataframe thead th {\n",
3528        "        text-align: left;\n",
3529        "    }\n",
3530        "\n",
3531        "    .dataframe tbody tr th {\n",
3532        "        vertical-align: top;\n",
3533        "    }\n",
3534        "</style>\n",
3535        "<table border=\"1\" class=\"dataframe\">\n",
3536        "  <thead>\n",
3537        "    <tr style=\"text-align: right;\">\n",
3538        "      <th></th>\n",
3539        "      <th>_id</th>\n",
3540        "      <th>artist_name</th>\n",
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3548        "  </thead>\n",
3549        "  <tbody>\n",
3550        "    <tr>\n",
3551        "      <th>32</th>\n",
3552        "      <td>63uskN0xLezVg4281wzeQn</td>\n",
3553        "      <td>The Beatles</td>\n",
3554        "      <td>1.005426</td>\n",
3555        "      <td>Yesterday - Remastered 2015</td>\n",
3556        "      <td>0.852156</td>\n",
3557        "      <td>0.348</td>\n",
3558        "      <td>0.087444</td>\n",
3559        "      <td>0.334751</td>\n",
3560        "    </tr>\n",
3561        "    <tr>\n",
3562        "      <th>128</th>\n",
3563        "      <td>1Ipl1kvks5s6GKn6oqgzeY</td>\n",
3564        "      <td>The Beatles</td>\n",
3565        "      <td>1.064324</td>\n",
3566        "      <td>She's Leaving Home - Remastered 2009</td>\n",
3567        "      <td>0.764553</td>\n",
3568        "      <td>0.377</td>\n",
3569        "      <td>0.093091</td>\n",
3570        "      <td>0.318089</td>\n",
3571        "    </tr>\n",
3572        "    <tr>\n",
3573        "      <th>37</th>\n",
3574        "      <td>0TRkjwb4uY3CHb5zhr9bBd</td>\n",
3575        "      <td>The Beatles</td>\n",
3576        "      <td>1.628703</td>\n",
3577        "      <td>Eleanor Rigby - Remastered 2015</td>\n",
3578        "      <td>0.803232</td>\n",
3579        "      <td>0.845</td>\n",
3580        "      <td>0.147202</td>\n",
3581        "      <td>0.125210</td>\n",
3582        "    </tr>\n",
3583        "  </tbody>\n",
3584        "</table>\n",
3585        "</div>"
3586       ],
3587       "text/plain": [
3588        "                        _id  artist_name  lyrical_density  \\\n",
3589        "32   63uskN0xLezVg4281wzeQn  The Beatles         1.005426   \n",
3590        "128  1Ipl1kvks5s6GKn6oqgzeY  The Beatles         1.064324   \n",
3591        "37   0TRkjwb4uY3CHb5zhr9bBd  The Beatles         1.628703   \n",
3592        "\n",
3593        "                                     name       neg  valence  scaled_ld  \\\n",
3594        "32            Yesterday - Remastered 2015  0.852156    0.348   0.087444   \n",
3595        "128  She's Leaving Home - Remastered 2009  0.764553    0.377   0.093091   \n",
3596        "37        Eleanor Rigby - Remastered 2015  0.803232    0.845   0.147202   \n",
3597        "\n",
3598        "        gloom  \n",
3599        "32   0.334751  \n",
3600        "128  0.318089  \n",
3601        "37   0.125210  "
3602       ]
3603      },
3604      "execution_count": 38,
3605      "metadata": {},
3606      "output_type": "execute_result"
3607     }
3608    ],
3609    "source": [
3610     "slh = tracks.find_one({'ctitle': 'shes leaving home'})['_id']\n",
3611     "yd = tracks.find_one({'ctitle': 'yesterday'})['_id']\n",
3612     "er = tracks.find_one({'ctitle': 'eleanor rigby'})['_id']\n",
3613     "results[results['_id'].isin([slh, yd, er])].sort_values('gloom', ascending=False)"
3614    ]
3615   },
3616   {
3617    "cell_type": "markdown",
3618    "metadata": {},
3619    "source": [
3620     "### Glee index: anti-gloom<a name=\"gleeindex\"></a>\n",
3621     "Rather than looking at the saddest songs, how about using the same data to find the happiest songs?\n",
3622     "\n",
3623     "* [Top](#top)"
3624    ]
3625   },
3626   {
3627    "cell_type": "code",
3628    "execution_count": 39,
3629    "metadata": {},
3630    "outputs": [
3631     {
3632      "data": {
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3651        "      <th></th>\n",
3652        "      <th>_id</th>\n",
3653        "      <th>artist_name</th>\n",
3654        "      <th>lyrical_density</th>\n",
3655        "      <th>name</th>\n",
3656        "      <th>neg</th>\n",
3657        "      <th>valence</th>\n",
3658        "      <th>scaled_ld</th>\n",
3659        "      <th>gloom</th>\n",
3660        "    </tr>\n",
3661        "  </thead>\n",
3662        "  <tbody>\n",
3663        "    <tr>\n",
3664        "      <th>87</th>\n",
3665        "      <td>3fuEJBCK3kWnJHFTODR4cb</td>\n",
3666        "      <td>The Beatles</td>\n",
3667        "      <td>1.608806</td>\n",
3668        "      <td>Ob-La-Di, Ob-La-Da - Remastered 2009</td>\n",
3669        "      <td>0.080969</td>\n",
3670        "      <td>0.975</td>\n",
3671        "      <td>0.145294</td>\n",
3672        "      <td>0.016566</td>\n",
3673        "    </tr>\n",
3674        "    <tr>\n",
3675        "      <th>518</th>\n",
3676        "      <td>4FHhq0QWpLSS6WZnkJnZp1</td>\n",
3677        "      <td>The Rolling Stones</td>\n",
3678        "      <td>0.312839</td>\n",
3679        "      <td>Feel On Baby - 2009 Re-Mastered Digital Version</td>\n",
3680        "      <td>0.784292</td>\n",
3681        "      <td>0.965</td>\n",
3682        "      <td>0.021040</td>\n",
3683        "      <td>0.025383</td>\n",
3684        "    </tr>\n",
3685        "    <tr>\n",
3686        "      <th>440</th>\n",
3687        "      <td>4g9KfIW09EJnXXRY8vR69q</td>\n",
3688        "      <td>The Rolling Stones</td>\n",
3689        "      <td>0.713929</td>\n",
3690        "      <td>Not Fade Away - Live - 2009 Re-Mastered Digita...</td>\n",
3691        "      <td>0.433042</td>\n",
3692        "      <td>0.969</td>\n",
3693        "      <td>0.059496</td>\n",
3694        "      <td>0.027460</td>\n",
3695        "    </tr>\n",
3696        "    <tr>\n",
3697        "      <th>223</th>\n",
3698        "      <td>5VsIn7QQqcacePIb0vO0ow</td>\n",
3699        "      <td>The Beatles</td>\n",
3700        "      <td>0.465201</td>\n",
3701        "      <td>Not A Second Time - Remastered 2009</td>\n",
3702        "      <td>0.773805</td>\n",
3703        "      <td>0.961</td>\n",
3704        "      <td>0.035648</td>\n",
3705        "      <td>0.032597</td>\n",
3706        "    </tr>\n",
3707        "    <tr>\n",
3708        "      <th>219</th>\n",
3709        "      <td>6xJSJpO6HJwHhu7UaIc8qR</td>\n",
3710        "      <td>The Beatles</td>\n",
3711        "      <td>0.585885</td>\n",
3712        "      <td>Hold Me Tight - Remastered 2009</td>\n",
3713        "      <td>0.804870</td>\n",
3714        "      <td>0.963</td>\n",
3715        "      <td>0.047219</td>\n",
3716        "      <td>0.036629</td>\n",
3717        "    </tr>\n",
3718        "    <tr>\n",
3719        "      <th>81</th>\n",
3720        "      <td>3TEbDhNDU4NDXq0h86nGZ7</td>\n",
3721        "      <td>The Beatles</td>\n",
3722        "      <td>1.008850</td>\n",
3723        "      <td>Hey Bulldog - Remastered 2009</td>\n",
3724        "      <td>0.239198</td>\n",
3725        "      <td>0.942</td>\n",
3726        "      <td>0.087772</td>\n",
3727        "      <td>0.036952</td>\n",
3728        "    </tr>\n",
3729        "    <tr>\n",
3730        "      <th>59</th>\n",
3731        "      <td>0cJ053ljI4BuP5P8tJnK5j</td>\n",
3732        "      <td>The Beatles</td>\n",
3733        "      <td>0.893485</td>\n",
3734        "      <td>For You Blue - Remastered 2009</td>\n",
3735        "      <td>0.471827</td>\n",
3736        "      <td>0.958</td>\n",
3737        "      <td>0.076711</td>\n",
3738        "      <td>0.037486</td>\n",
3739        "    </tr>\n",
3740        "    <tr>\n",
3741        "      <th>144</th>\n",
3742        "      <td>6RdvhWyzCULNTHcMbAXwXK</td>\n",
3743        "      <td>The Beatles</td>\n",
3744        "      <td>0.879719</td>\n",
3745        "      <td>And Your Bird Can Sing - Remastered 2009</td>\n",
3746        "      <td>0.582875</td>\n",
3747        "      <td>0.966</td>\n",
3748        "      <td>0.075391</td>\n",
3749        "      <td>0.037690</td>\n",
3750        "    </tr>\n",
3751        "    <tr>\n",
3752        "      <th>23</th>\n",
3753        "      <td>2Q2Gu7Bv8iLenuygtBgDUw</td>\n",
3754        "      <td>The Beatles</td>\n",
3755        "      <td>1.058884</td>\n",
3756        "      <td>From Me To You - Mono / Remastered 2015</td>\n",
3757        "      <td>0.529415</td>\n",
3758        "      <td>0.968</td>\n",
3759        "      <td>0.092569</td>\n",
3760        "      <td>0.039023</td>\n",
3761        "    </tr>\n",
3762        "    <tr>\n",
3763        "      <th>533</th>\n",
3764        "      <td>6ml6iL8HUdQKgtMaehAZc8</td>\n",
3765        "      <td>The Rolling Stones</td>\n",
3766        "      <td>1.215580</td>\n",
3767        "      <td>Start Me Up - 2009 Re-Mastered Digital Version</td>\n",
3768        "      <td>0.524795</td>\n",
3769        "      <td>0.971</td>\n",
3770        "      <td>0.107593</td>\n",
3771        "      <td>0.041172</td>\n",
3772        "    </tr>\n",
3773        "  </tbody>\n",
3774        "</table>\n",
3775        "</div>"
3776       ],
3777       "text/plain": [
3778        "                        _id         artist_name  lyrical_density  \\\n",
3779        "87   3fuEJBCK3kWnJHFTODR4cb         The Beatles         1.608806   \n",
3780        "518  4FHhq0QWpLSS6WZnkJnZp1  The Rolling Stones         0.312839   \n",
3781        "440  4g9KfIW09EJnXXRY8vR69q  The Rolling Stones         0.713929   \n",
3782        "223  5VsIn7QQqcacePIb0vO0ow         The Beatles         0.465201   \n",
3783        "219  6xJSJpO6HJwHhu7UaIc8qR         The Beatles         0.585885   \n",
3784        "81   3TEbDhNDU4NDXq0h86nGZ7         The Beatles         1.008850   \n",
3785        "59   0cJ053ljI4BuP5P8tJnK5j         The Beatles         0.893485   \n",
3786        "144  6RdvhWyzCULNTHcMbAXwXK         The Beatles         0.879719   \n",
3787        "23   2Q2Gu7Bv8iLenuygtBgDUw         The Beatles         1.058884   \n",
3788        "533  6ml6iL8HUdQKgtMaehAZc8  The Rolling Stones         1.215580   \n",
3789        "\n",
3790        "                                                  name       neg  valence  \\\n",
3791        "87                Ob-La-Di, Ob-La-Da - Remastered 2009  0.080969    0.975   \n",
3792        "518    Feel On Baby - 2009 Re-Mastered Digital Version  0.784292    0.965   \n",
3793        "440  Not Fade Away - Live - 2009 Re-Mastered Digita...  0.433042    0.969   \n",
3794        "223                Not A Second Time - Remastered 2009  0.773805    0.961   \n",
3795        "219                    Hold Me Tight - Remastered 2009  0.804870    0.963   \n",
3796        "81                       Hey Bulldog - Remastered 2009  0.239198    0.942   \n",
3797        "59                      For You Blue - Remastered 2009  0.471827    0.958   \n",
3798        "144           And Your Bird Can Sing - Remastered 2009  0.582875    0.966   \n",
3799        "23             From Me To You - Mono / Remastered 2015  0.529415    0.968   \n",
3800        "533     Start Me Up - 2009 Re-Mastered Digital Version  0.524795    0.971   \n",
3801        "\n",
3802        "     scaled_ld     gloom  \n",
3803        "87    0.145294  0.016566  \n",
3804        "518   0.021040  0.025383  \n",
3805        "440   0.059496  0.027460  \n",
3806        "223   0.035648  0.032597  \n",
3807        "219   0.047219  0.036629  \n",
3808        "81    0.087772  0.036952  \n",
3809        "59    0.076711  0.037486  \n",
3810        "144   0.075391  0.037690  \n",
3811        "23    0.092569  0.039023  \n",
3812        "533   0.107593  0.041172  "
3813       ]
3814      },
3815      "execution_count": 39,
3816      "metadata": {},
3817      "output_type": "execute_result"
3818     }
3819    ],
3820    "source": [
3821     "results.sort_values('gloom', ascending=True).head(10)"
3822    ]
3823   },
3824   {
3825    "cell_type": "markdown",
3826    "metadata": {},
3827    "source": [
3828     "All the top ten most gleeful songs are from The Beatles!\n",
3829     "\n",
3830     "What about the most gleeful Radiohead songs?"
3831    ]
3832   },
3833   {
3834    "cell_type": "code",
3835    "execution_count": 40,
3836    "metadata": {},
3837    "outputs": [
3838     {
3839      "data": {
3840       "text/html": [
3841        "<div>\n",
3842        "<style>\n",
3843        "    .dataframe thead tr:only-child th {\n",
3844        "        text-align: right;\n",
3845        "    }\n",
3846        "\n",
3847        "    .dataframe thead th {\n",
3848        "        text-align: left;\n",
3849        "    }\n",
3850        "\n",
3851        "    .dataframe tbody tr th {\n",
3852        "        vertical-align: top;\n",
3853        "    }\n",
3854        "</style>\n",
3855        "<table border=\"1\" class=\"dataframe\">\n",
3856        "  <thead>\n",
3857        "    <tr style=\"text-align: right;\">\n",
3858        "      <th></th>\n",
3859        "      <th>_id</th>\n",
3860        "      <th>artist_name</th>\n",
3861        "      <th>lyrical_density</th>\n",
3862        "      <th>name</th>\n",
3863        "      <th>neg</th>\n",
3864        "      <th>valence</th>\n",
3865        "      <th>scaled_ld</th>\n",
3866        "      <th>gloom</th>\n",
3867        "    </tr>\n",
3868        "  </thead>\n",
3869        "  <tbody>\n",
3870        "    <tr>\n",
3871        "      <th>250</th>\n",
3872        "      <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
3873        "      <td>Radiohead</td>\n",
3874        "      <td>0.674272</td>\n",
3875        "      <td>15 Step</td>\n",
3876        "      <td>0.835488</td>\n",
3877        "      <td>0.848</td>\n",
3878        "      <td>0.055694</td>\n",
3879        "      <td>0.095033</td>\n",
3880        "    </tr>\n",
3881        "    <tr>\n",
3882        "      <th>258</th>\n",
3883        "      <td>15ea10YpJIl3mJq75yzqsD</td>\n",
3884        "      <td>Radiohead</td>\n",
3885        "      <td>0.952216</td>\n",
3886        "      <td>Jigsaw Falling Into Place</td>\n",
3887        "      <td>0.757225</td>\n",
3888        "      <td>0.818</td>\n",
3889        "      <td>0.082342</td>\n",
3890        "      <td>0.114683</td>\n",
3891        "    </tr>\n",
3892        "    <tr>\n",
3893        "      <th>4</th>\n",
3894        "      <td>0eECFDnWy0RdjMmJ8NOeAL</td>\n",
3895        "      <td>Radiohead</td>\n",
3896        "      <td>0.093389</td>\n",
3897        "      <td>Feral</td>\n",
3898        "      <td>0.465216</td>\n",
3899        "      <td>0.751</td>\n",
3900        "      <td>0.000000</td>\n",
3901        "      <td>0.124500</td>\n",
3902        "    </tr>\n",
3903        "    <tr>\n",
3904        "      <th>277</th>\n",
3905        "      <td>77SPrxY5gn6VPrKPGrfLnM</td>\n",
3906        "      <td>Radiohead</td>\n",
3907        "      <td>0.438813</td>\n",
3908        "      <td>There, There</td>\n",
3909        "      <td>0.835541</td>\n",
3910        "      <td>0.726</td>\n",
3911        "      <td>0.033118</td>\n",
3912        "      <td>0.146299</td>\n",
3913        "    </tr>\n",
3914        "    <tr>\n",
3915        "      <th>272</th>\n",
3916        "      <td>6CVdTDYoDbwYj4xn8u5Gha</td>\n",
3917        "      <td>Radiohead</td>\n",
3918        "      <td>0.452573</td>\n",
3919        "      <td>Backdrifts</td>\n",
3920        "      <td>0.821532</td>\n",
3921        "      <td>0.724</td>\n",
3922        "      <td>0.034438</td>\n",
3923        "      <td>0.147393</td>\n",
3924        "    </tr>\n",
3925        "    <tr>\n",
3926        "      <th>307</th>\n",
3927        "      <td>53aFGAl0Vebwp2bo8wtdWR</td>\n",
3928        "      <td>Radiohead</td>\n",
3929        "      <td>2.019892</td>\n",
3930        "      <td>Fitter Happier</td>\n",
3931        "      <td>0.446841</td>\n",
3932        "      <td>0.728</td>\n",
3933        "      <td>0.184708</td>\n",
3934        "      <td>0.152147</td>\n",
3935        "    </tr>\n",
3936        "    <tr>\n",
3937        "      <th>266</th>\n",
3938        "      <td>6P67UTTr5qN7XYSSlj0n6X</td>\n",
3939        "      <td>Radiohead</td>\n",
3940        "      <td>0.503609</td>\n",
3941        "      <td>Paperbag Writer</td>\n",
3942        "      <td>0.754680</td>\n",
3943        "      <td>0.704</td>\n",
3944        "      <td>0.039331</td>\n",
3945        "      <td>0.157020</td>\n",
3946        "    </tr>\n",
3947        "    <tr>\n",
3948        "      <th>251</th>\n",
3949        "      <td>4m0Vgr48VFaMYw0Sp1ozJu</td>\n",
3950        "      <td>Radiohead</td>\n",
3951        "      <td>0.870846</td>\n",
3952        "      <td>Bodysnatchers</td>\n",
3953        "      <td>0.759247</td>\n",
3954        "      <td>0.721</td>\n",
3955        "      <td>0.074541</td>\n",
3956        "      <td>0.157399</td>\n",
3957        "    </tr>\n",
3958        "    <tr>\n",
3959        "      <th>267</th>\n",
3960        "      <td>3STByesnbcQatiGHgwi1Tv</td>\n",
3961        "      <td>Radiohead</td>\n",
3962        "      <td>0.622541</td>\n",
3963        "      <td>I Am a Wicked Child</td>\n",
3964        "      <td>0.763706</td>\n",
3965        "      <td>0.688</td>\n",
3966        "      <td>0.050734</td>\n",
3967        "      <td>0.167458</td>\n",
3968        "    </tr>\n",
3969        "    <tr>\n",
3970        "      <th>210</th>\n",
3971        "      <td>2rA36OZNb3LkvqcNro1ugK</td>\n",
3972        "      <td>Radiohead</td>\n",
3973        "      <td>0.836338</td>\n",
3974        "      <td>Separator</td>\n",
3975        "      <td>0.622837</td>\n",
3976        "      <td>0.666</td>\n",
3977        "      <td>0.071232</td>\n",
3978        "      <td>0.177287</td>\n",
3979        "    </tr>\n",
3980        "  </tbody>\n",
3981        "</table>\n",
3982        "</div>"
3983       ],
3984       "text/plain": [
3985        "                        _id artist_name  lyrical_density  \\\n",
3986        "250  6dsq7Nt5mIFzvm5kIYNORy   Radiohead         0.674272   \n",
3987        "258  15ea10YpJIl3mJq75yzqsD   Radiohead         0.952216   \n",
3988        "4    0eECFDnWy0RdjMmJ8NOeAL   Radiohead         0.093389   \n",
3989        "277  77SPrxY5gn6VPrKPGrfLnM   Radiohead         0.438813   \n",
3990        "272  6CVdTDYoDbwYj4xn8u5Gha   Radiohead         0.452573   \n",
3991        "307  53aFGAl0Vebwp2bo8wtdWR   Radiohead         2.019892   \n",
3992        "266  6P67UTTr5qN7XYSSlj0n6X   Radiohead         0.503609   \n",
3993        "251  4m0Vgr48VFaMYw0Sp1ozJu   Radiohead         0.870846   \n",
3994        "267  3STByesnbcQatiGHgwi1Tv   Radiohead         0.622541   \n",
3995        "210  2rA36OZNb3LkvqcNro1ugK   Radiohead         0.836338   \n",
3996        "\n",
3997        "                          name       neg  valence  scaled_ld     gloom  \n",
3998        "250                    15 Step  0.835488    0.848   0.055694  0.095033  \n",
3999        "258  Jigsaw Falling Into Place  0.757225    0.818   0.082342  0.114683  \n",
4000        "4                        Feral  0.465216    0.751   0.000000  0.124500  \n",
4001        "277               There, There  0.835541    0.726   0.033118  0.146299  \n",
4002        "272                 Backdrifts  0.821532    0.724   0.034438  0.147393  \n",
4003        "307             Fitter Happier  0.446841    0.728   0.184708  0.152147  \n",
4004        "266            Paperbag Writer  0.754680    0.704   0.039331  0.157020  \n",
4005        "251              Bodysnatchers  0.759247    0.721   0.074541  0.157399  \n",
4006        "267        I Am a Wicked Child  0.763706    0.688   0.050734  0.167458  \n",
4007        "210                  Separator  0.622837    0.666   0.071232  0.177287  "
4008       ]
4009      },
4010      "execution_count": 40,
4011      "metadata": {},
4012      "output_type": "execute_result"
4013     }
4014    ],
4015    "source": [
4016     "results[results['artist_name'] == 'Radiohead'].sort_values('gloom', ascending=True).head(10)"
4017    ]
4018   },
4019   {
4020    "cell_type": "markdown",
4021    "metadata": {},
4022    "source": [
4023     "### Contrasting songs<a name=\"valencenegcontrast\"></a>\n",
4024     "Going back to the scatter plot of negativity against valence, there are some songs with a high valence (i.e. sound happy) with a high negativity (i.e. sad words). This seems unusual. What songs are they?\n",
4025     "\n",
4026     "* [Top](#top)\n",
4027     "\n",
4028     "These are the songs I mean:"
4029    ]
4030   },
4031   {
4032    "cell_type": "code",
4033    "execution_count": 42,
4034    "metadata": {},
4035    "outputs": [
4036     {
4037      "data": {
4038       "image/png": 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hDGNjbrhwBefd05nko6MDDA+7jxtBnW41pdnMpGakSO4pCw2z2w2uWBR75uew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\nq9wUzMys+gk60CgIdnD/xgAAAABJRU5ErkJggg==\n",
4039       "text/plain": [
4040        "<matplotlib.figure.Figure at 0x7fa7b8180908>"
4041       ]
4042      },
4043      "metadata": {},
4044      "output_type": "display_data"
4045     }
4046    ],
4047    "source": [
4048     "plt.scatter(beatles_df['valence'], beatles_df['neg'], color='blue')\n",
4049     "plt.scatter(stones_df['valence'], stones_df['neg'], color='red')\n",
4050     "plt.scatter(radiohead_df['valence'], radiohead_df['neg'], color='green')\n",
4051     "plt.xlabel('Valence')\n",
4052     "plt.ylabel('Sentiment negativity')\n",
4053     "\n",
4054     "ax = plt.gca()\n",
4055     "circ = plt.Circle((0.9, 0.8), radius=0.15, color='g', fill=False, linewidth=5)\n",
4056     "ax.add_patch(circ)\n",
4057     "\n",
4058     "plt.show()"
4059    ]
4060   },
4061   {
4062    "cell_type": "code",
4063    "execution_count": 43,
4064    "metadata": {
4065     "scrolled": true
4066    },
4067    "outputs": [
4068     {
4069      "data": {
4070       "text/html": [
4071        "<div>\n",
4072        "<style>\n",
4073        "    .dataframe thead tr:only-child th {\n",
4074        "        text-align: right;\n",
4075        "    }\n",
4076        "\n",
4077        "    .dataframe thead th {\n",
4078        "        text-align: left;\n",
4079        "    }\n",
4080        "\n",
4081        "    .dataframe tbody tr th {\n",
4082        "        vertical-align: top;\n",
4083        "    }\n",
4084        "</style>\n",
4085        "<table border=\"1\" class=\"dataframe\">\n",
4086        "  <thead>\n",
4087        "    <tr style=\"text-align: right;\">\n",
4088        "      <th></th>\n",
4089        "      <th>_id</th>\n",
4090        "      <th>artist_name</th>\n",
4091        "      <th>lyrical_density</th>\n",
4092        "      <th>name</th>\n",
4093        "      <th>neg</th>\n",
4094        "      <th>valence</th>\n",
4095        "      <th>scaled_ld</th>\n",
4096        "      <th>gloom</th>\n",
4097        "    </tr>\n",
4098        "  </thead>\n",
4099        "  <tbody>\n",
4100        "    <tr>\n",
4101        "      <th>26</th>\n",
4102        "      <td>7pQAq14Z73YUFMtxCyt0bG</td>\n",
4103        "      <td>The Beatles</td>\n",
4104        "      <td>1.516618</td>\n",
4105        "      <td>Can't Buy Me Love - Remastered 2015</td>\n",
4106        "      <td>0.738387</td>\n",
4107        "      <td>0.957</td>\n",
4108        "      <td>0.136455</td>\n",
4109        "      <td>0.068945</td>\n",
4110        "    </tr>\n",
4111        "    <tr>\n",
4112        "      <th>31</th>\n",
4113        "      <td>1dfuJYDSIc41cw5RPsaCF1</td>\n",
4114        "      <td>The Beatles</td>\n",
4115        "      <td>1.651824</td>\n",
4116        "      <td>Help! - Remastered 2015</td>\n",
4117        "      <td>0.823915</td>\n",
4118        "      <td>0.810</td>\n",
4119        "      <td>0.149419</td>\n",
4120        "      <td>0.142359</td>\n",
4121        "    </tr>\n",
4122        "    <tr>\n",
4123        "      <th>37</th>\n",
4124        "      <td>0TRkjwb4uY3CHb5zhr9bBd</td>\n",
4125        "      <td>The Beatles</td>\n",
4126        "      <td>1.628703</td>\n",
4127        "      <td>Eleanor Rigby - Remastered 2015</td>\n",
4128        "      <td>0.803232</td>\n",
4129        "      <td>0.845</td>\n",
4130        "      <td>0.147202</td>\n",
4131        "      <td>0.125210</td>\n",
4132        "    </tr>\n",
4133        "    <tr>\n",
4134        "      <th>49</th>\n",
4135        "      <td>57n1teNb2tkcfiYagPmUWr</td>\n",
4136        "      <td>The Beatles</td>\n",
4137        "      <td>0.885556</td>\n",
4138        "      <td>Two Of Us - Remastered 2009</td>\n",
4139        "      <td>0.711080</td>\n",
4140        "      <td>0.923</td>\n",
4141        "      <td>0.075951</td>\n",
4142        "      <td>0.062579</td>\n",
4143        "    </tr>\n",
4144        "    <tr>\n",
4145        "      <th>57</th>\n",
4146        "      <td>4311wT21Et0q3vepFwXjTu</td>\n",
4147        "      <td>The Beatles</td>\n",
4148        "      <td>0.718556</td>\n",
4149        "      <td>One After 909 - Remastered 2009</td>\n",
4150        "      <td>0.865737</td>\n",
4151        "      <td>0.904</td>\n",
4152        "      <td>0.059939</td>\n",
4153        "      <td>0.071069</td>\n",
4154        "    </tr>\n",
4155        "    <tr>\n",
4156        "      <th>71</th>\n",
4157        "      <td>67jL5ZAf8hNsRZrfBHNuBT</td>\n",
4158        "      <td>The Beatles</td>\n",
4159        "      <td>1.277562</td>\n",
4160        "      <td>Mean Mr Mustard - Remastered 2009</td>\n",
4161        "      <td>0.700631</td>\n",
4162        "      <td>0.967</td>\n",
4163        "      <td>0.113535</td>\n",
4164        "      <td>0.054400</td>\n",
4165        "    </tr>\n",
4166        "    <tr>\n",
4167        "      <th>96</th>\n",
4168        "      <td>3OSi8ehmSWLTD5KatlzX8r</td>\n",
4169        "      <td>The Beatles</td>\n",
4170        "      <td>0.733338</td>\n",
4171        "      <td>Don't Pass Me By - Remastered 2009</td>\n",
4172        "      <td>0.857831</td>\n",
4173        "      <td>0.948</td>\n",
4174        "      <td>0.061357</td>\n",
4175        "      <td>0.050722</td>\n",
4176        "    </tr>\n",
4177        "    <tr>\n",
4178        "      <th>97</th>\n",
4179        "      <td>4zExFATo8xg8qFfR4H1ZAn</td>\n",
4180        "      <td>The Beatles</td>\n",
4181        "      <td>1.364176</td>\n",
4182        "      <td>Why Don't We Do It In The Road? - Remastered 2009</td>\n",
4183        "      <td>0.793242</td>\n",
4184        "      <td>0.951</td>\n",
4185        "      <td>0.121840</td>\n",
4186        "      <td>0.069839</td>\n",
4187        "    </tr>\n",
4188        "    <tr>\n",
4189        "      <th>137</th>\n",
4190        "      <td>77f3aNeabAbOaSB32Sd5QE</td>\n",
4191        "      <td>The Beatles</td>\n",
4192        "      <td>1.620131</td>\n",
4193        "      <td>Eleanor Rigby - Remastered 2009</td>\n",
4194        "      <td>0.803232</td>\n",
4195        "      <td>0.821</td>\n",
4196        "      <td>0.146380</td>\n",
4197        "      <td>0.135188</td>\n",
4198        "    </tr>\n",
4199        "    <tr>\n",
4200        "      <th>171</th>\n",
4201        "      <td>67tvBtAhsfHBFpuqJ13ZUq</td>\n",
4202        "      <td>The Beatles</td>\n",
4203        "      <td>0.931018</td>\n",
4204        "      <td>Act Naturally - Remastered 2009</td>\n",
4205        "      <td>0.756947</td>\n",
4206        "      <td>0.946</td>\n",
4207        "      <td>0.080310</td>\n",
4208        "      <td>0.055227</td>\n",
4209        "    </tr>\n",
4210        "    <tr>\n",
4211        "      <th>173</th>\n",
4212        "      <td>1k9tpndMDRwLkNt67Dlg02</td>\n",
4213        "      <td>The Beatles</td>\n",
4214        "      <td>1.408837</td>\n",
4215        "      <td>You Like Me Too Much - Remastered 2009</td>\n",
4216        "      <td>0.773406</td>\n",
4217        "      <td>0.900</td>\n",
4218        "      <td>0.126122</td>\n",
4219        "      <td>0.092466</td>\n",
4220        "    </tr>\n",
4221        "    <tr>\n",
4222        "      <th>175</th>\n",
4223        "      <td>67VdmhC89bZ6yK2XRys0lA</td>\n",
4224        "      <td>The Beatles</td>\n",
4225        "      <td>1.087652</td>\n",
4226        "      <td>I've Just Seen A Face - Remastered 2009</td>\n",
4227        "      <td>0.805082</td>\n",
4228        "      <td>0.917</td>\n",
4229        "      <td>0.095327</td>\n",
4230        "      <td>0.075917</td>\n",
4231        "    </tr>\n",
4232        "    <tr>\n",
4233        "      <th>178</th>\n",
4234        "      <td>009oOX7tpCPLzRL9AFiBS8</td>\n",
4235        "      <td>The Beatles</td>\n",
4236        "      <td>1.242035</td>\n",
4237        "      <td>No Reply - Remastered 2009</td>\n",
4238        "      <td>0.781942</td>\n",
4239        "      <td>0.873</td>\n",
4240        "      <td>0.110129</td>\n",
4241        "      <td>0.099564</td>\n",
4242        "    </tr>\n",
4243        "    <tr>\n",
4244        "      <th>179</th>\n",
4245        "      <td>5zs8tSd7ZvwBgr4NUmF5zM</td>\n",
4246        "      <td>The Beatles</td>\n",
4247        "      <td>0.959827</td>\n",
4248        "      <td>I'm A Loser - Remastered 2009</td>\n",
4249        "      <td>0.812114</td>\n",
4250        "      <td>0.843</td>\n",
4251        "      <td>0.083072</td>\n",
4252        "      <td>0.105711</td>\n",
4253        "    </tr>\n",
4254        "    <tr>\n",
4255        "      <th>180</th>\n",
4256        "      <td>3mKtIanz0poYgLnRxZrfBO</td>\n",
4257        "      <td>The Beatles</td>\n",
4258        "      <td>1.501767</td>\n",
4259        "      <td>Baby's In Black - Remastered 2009</td>\n",
4260        "      <td>0.820088</td>\n",
4261        "      <td>0.862</td>\n",
4262        "      <td>0.135032</td>\n",
4263        "      <td>0.115052</td>\n",
4264        "    </tr>\n",
4265        "    <tr>\n",
4266        "      <th>188</th>\n",
4267        "      <td>33BGv6xzxHh5E7v3r1hJLL</td>\n",
4268        "      <td>The Beatles</td>\n",
4269        "      <td>1.314197</td>\n",
4270        "      <td>I Don't Want To Spoil The Party - Remastered 2009</td>\n",
4271        "      <td>0.817801</td>\n",
4272        "      <td>0.896</td>\n",
4273        "      <td>0.117048</td>\n",
4274        "      <td>0.093774</td>\n",
4275        "    </tr>\n",
4276        "    <tr>\n",
4277        "      <th>189</th>\n",
4278        "      <td>2YHzfuuDFXzoELxJnqM4at</td>\n",
4279        "      <td>The Beatles</td>\n",
4280        "      <td>0.626500</td>\n",
4281        "      <td>What You're Doing - Remastered 2009</td>\n",
4282        "      <td>0.751989</td>\n",
4283        "      <td>0.831</td>\n",
4284        "      <td>0.051113</td>\n",
4285        "      <td>0.099399</td>\n",
4286        "    </tr>\n",
4287        "    <tr>\n",
4288        "      <th>190</th>\n",
4289        "      <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
4290        "      <td>The Beatles</td>\n",
4291        "      <td>0.438356</td>\n",
4292        "      <td>Everybody's Trying To Be My Baby - Remastered ...</td>\n",
4293        "      <td>0.866985</td>\n",
4294        "      <td>0.937</td>\n",
4295        "      <td>0.033075</td>\n",
4296        "      <td>0.044796</td>\n",
4297        "    </tr>\n",
4298        "    <tr>\n",
4299        "      <th>191</th>\n",
4300        "      <td>69d54YOS8TOQiUYjX57XeA</td>\n",
4301        "      <td>The Beatles</td>\n",
4302        "      <td>1.601816</td>\n",
4303        "      <td>A Hard Day's Night - Remastered 2009</td>\n",
4304        "      <td>0.833309</td>\n",
4305        "      <td>0.802</td>\n",
4306        "      <td>0.144624</td>\n",
4307        "      <td>0.144940</td>\n",
4308        "    </tr>\n",
4309        "    <tr>\n",
4310        "      <th>196</th>\n",
4311        "      <td>4G5YzDD1nCUPwt5y1LQovF</td>\n",
4312        "      <td>The Beatles</td>\n",
4313        "      <td>0.901370</td>\n",
4314        "      <td>Tell Me Why - Remastered 2009</td>\n",
4315        "      <td>0.849970</td>\n",
4316        "      <td>0.819</td>\n",
4317        "      <td>0.077467</td>\n",
4318        "      <td>0.116412</td>\n",
4319        "    </tr>\n",
4320        "    <tr>\n",
4321        "      <th>197</th>\n",
4322        "      <td>7KmRz1oKEwgj9qpfn72OfO</td>\n",
4323        "      <td>The Beatles</td>\n",
4324        "      <td>1.509096</td>\n",
4325        "      <td>Can't Buy Me Love - Remastered 2009</td>\n",
4326        "      <td>0.738387</td>\n",
4327        "      <td>0.854</td>\n",
4328        "      <td>0.135734</td>\n",
4329        "      <td>0.113204</td>\n",
4330        "    </tr>\n",
4331        "    <tr>\n",
4332        "      <th>199</th>\n",
4333        "      <td>3Aqo28W4LLAolYpN3duVJl</td>\n",
4334        "      <td>The Beatles</td>\n",
4335        "      <td>1.349222</td>\n",
4336        "      <td>I'll Cry Instead - Remastered 2009</td>\n",
4337        "      <td>0.863772</td>\n",
4338        "      <td>0.961</td>\n",
4339        "      <td>0.120406</td>\n",
4340        "      <td>0.069154</td>\n",
4341        "    </tr>\n",
4342        "    <tr>\n",
4343        "      <th>202</th>\n",
4344        "      <td>4dyALlslhDEzwSEr7GteXa</td>\n",
4345        "      <td>The Beatles</td>\n",
4346        "      <td>1.246021</td>\n",
4347        "      <td>You Can't Do That - Remastered 2009</td>\n",
4348        "      <td>0.727456</td>\n",
4349        "      <td>0.962</td>\n",
4350        "      <td>0.110511</td>\n",
4351        "      <td>0.057096</td>\n",
4352        "    </tr>\n",
4353        "    <tr>\n",
4354        "      <th>211</th>\n",
4355        "      <td>5tNjuWwp6FxuWCrKQAMBTj</td>\n",
4356        "      <td>The Beatles</td>\n",
4357        "      <td>0.959614</td>\n",
4358        "      <td>It Won't Be Long - Remastered 2009</td>\n",
4359        "      <td>0.783388</td>\n",
4360        "      <td>0.868</td>\n",
4361        "      <td>0.083051</td>\n",
4362        "      <td>0.093049</td>\n",
4363        "    </tr>\n",
4364        "    <tr>\n",
4365        "      <th>212</th>\n",
4366        "      <td>1JPTCjLHEtqofOFmHsfiAH</td>\n",
4367        "      <td>The Beatles</td>\n",
4368        "      <td>1.036117</td>\n",
4369        "      <td>All I've Got To Do - Remastered 2009</td>\n",
4370        "      <td>0.721191</td>\n",
4371        "      <td>0.876</td>\n",
4372        "      <td>0.090386</td>\n",
4373        "      <td>0.088989</td>\n",
4374        "    </tr>\n",
4375        "    <tr>\n",
4376        "      <th>214</th>\n",
4377        "      <td>0lLeGCsQlAbEjQBPQQxQ1b</td>\n",
4378        "      <td>The Beatles</td>\n",
4379        "      <td>0.998293</td>\n",
4380        "      <td>Don't Bother Me - Remastered 2009</td>\n",
4381        "      <td>0.824879</td>\n",
4382        "      <td>0.921</td>\n",
4383        "      <td>0.086760</td>\n",
4384        "      <td>0.071856</td>\n",
4385        "    </tr>\n",
4386        "    <tr>\n",
4387        "      <th>215</th>\n",
4388        "      <td>55nE9EppLFdb0I1HBg2O2m</td>\n",
4389        "      <td>The Beatles</td>\n",
4390        "      <td>0.695489</td>\n",
4391        "      <td>Little Child - Remastered 2009</td>\n",
4392        "      <td>0.848886</td>\n",
4393        "      <td>0.878</td>\n",
4394        "      <td>0.057728</td>\n",
4395        "      <td>0.081981</td>\n",
4396        "    </tr>\n",
4397        "    <tr>\n",
4398        "      <th>217</th>\n",
4399        "      <td>5IIBY9M2GxHcVja6DA6wsF</td>\n",
4400        "      <td>The Beatles</td>\n",
4401        "      <td>1.362221</td>\n",
4402        "      <td>Please Mister Postman - Remastered 2009</td>\n",
4403        "      <td>0.815201</td>\n",
4404        "      <td>0.962</td>\n",
4405        "      <td>0.121652</td>\n",
4406        "      <td>0.066274</td>\n",
4407        "    </tr>\n",
4408        "    <tr>\n",
4409        "      <th>219</th>\n",
4410        "      <td>6xJSJpO6HJwHhu7UaIc8qR</td>\n",
4411        "      <td>The Beatles</td>\n",
4412        "      <td>0.585885</td>\n",
4413        "      <td>Hold Me Tight - Remastered 2009</td>\n",
4414        "      <td>0.804870</td>\n",
4415        "      <td>0.963</td>\n",
4416        "      <td>0.047219</td>\n",
4417        "      <td>0.036629</td>\n",
4418        "    </tr>\n",
4419        "    <tr>\n",
4420        "      <th>222</th>\n",
4421        "      <td>3Ltllbv2lbpjP6NgPMNiFg</td>\n",
4422        "      <td>The Beatles</td>\n",
4423        "      <td>1.101133</td>\n",
4424        "      <td>Devil In Her Heart - Remastered 2009</td>\n",
4425        "      <td>0.779220</td>\n",
4426        "      <td>0.964</td>\n",
4427        "      <td>0.096620</td>\n",
4428        "      <td>0.053905</td>\n",
4429        "    </tr>\n",
4430        "    <tr>\n",
4431        "      <th>223</th>\n",
4432        "      <td>5VsIn7QQqcacePIb0vO0ow</td>\n",
4433        "      <td>The Beatles</td>\n",
4434        "      <td>0.465201</td>\n",
4435        "      <td>Not A Second Time - Remastered 2009</td>\n",
4436        "      <td>0.773805</td>\n",
4437        "      <td>0.961</td>\n",
4438        "      <td>0.035648</td>\n",
4439        "      <td>0.032597</td>\n",
4440        "    </tr>\n",
4441        "    <tr>\n",
4442        "      <th>226</th>\n",
4443        "      <td>33OXG0RTtw0ycGza22tnF6</td>\n",
4444        "      <td>The Beatles</td>\n",
4445        "      <td>1.022599</td>\n",
4446        "      <td>Misery - Remastered 2009</td>\n",
4447        "      <td>0.814230</td>\n",
4448        "      <td>0.902</td>\n",
4449        "      <td>0.089090</td>\n",
4450        "      <td>0.080905</td>\n",
4451        "    </tr>\n",
4452        "    <tr>\n",
4453        "      <th>250</th>\n",
4454        "      <td>6dsq7Nt5mIFzvm5kIYNORy</td>\n",
4455        "      <td>Radiohead</td>\n",
4456        "      <td>0.674272</td>\n",
4457        "      <td>15 Step</td>\n",
4458        "      <td>0.835488</td>\n",
4459        "      <td>0.848</td>\n",
4460        "      <td>0.055694</td>\n",
4461        "      <td>0.095033</td>\n",
4462        "    </tr>\n",
4463        "    <tr>\n",
4464        "      <th>258</th>\n",
4465        "      <td>15ea10YpJIl3mJq75yzqsD</td>\n",
4466        "      <td>Radiohead</td>\n",
4467        "      <td>0.952216</td>\n",
4468        "      <td>Jigsaw Falling Into Place</td>\n",
4469        "      <td>0.757225</td>\n",
4470        "      <td>0.818</td>\n",
4471        "      <td>0.082342</td>\n",
4472        "      <td>0.114683</td>\n",
4473        "    </tr>\n",
4474        "    <tr>\n",
4475        "      <th>339</th>\n",
4476        "      <td>0832Tptls5YicHPGgw7ssP</td>\n",
4477        "      <td>The Rolling Stones</td>\n",
4478        "      <td>1.142650</td>\n",
4479        "      <td>Beast Of Burden - Remastered</td>\n",
4480        "      <td>0.740380</td>\n",
4481        "      <td>0.865</td>\n",
4482        "      <td>0.100600</td>\n",
4483        "      <td>0.097951</td>\n",
4484        "    </tr>\n",
4485        "    <tr>\n",
4486        "      <th>341</th>\n",
4487        "      <td>5pTWpY8l7B1XcQnijEFGFj</td>\n",
4488        "      <td>The Rolling Stones</td>\n",
4489        "      <td>1.015010</td>\n",
4490        "      <td>Miss You - Remastered</td>\n",
4491        "      <td>0.759348</td>\n",
4492        "      <td>0.825</td>\n",
4493        "      <td>0.088363</td>\n",
4494        "      <td>0.113317</td>\n",
4495        "    </tr>\n",
4496        "    <tr>\n",
4497        "      <th>348</th>\n",
4498        "      <td>7pfVe0VrMK5QhTaAYzkuYn</td>\n",
4499        "      <td>The Rolling Stones</td>\n",
4500        "      <td>1.142650</td>\n",
4501        "      <td>Beast Of Burden - Remastered</td>\n",
4502        "      <td>0.740380</td>\n",
4503        "      <td>0.862</td>\n",
4504        "      <td>0.100600</td>\n",
4505        "      <td>0.099300</td>\n",
4506        "    </tr>\n",
4507        "    <tr>\n",
4508        "      <th>352</th>\n",
4509        "      <td>5oAcuuY504M7eDCln5Xq89</td>\n",
4510        "      <td>The Rolling Stones</td>\n",
4511        "      <td>1.098231</td>\n",
4512        "      <td>Do You Think I Really Care</td>\n",
4513        "      <td>0.810567</td>\n",
4514        "      <td>0.925</td>\n",
4515        "      <td>0.096342</td>\n",
4516        "      <td>0.072933</td>\n",
4517        "    </tr>\n",
4518        "    <tr>\n",
4519        "      <th>358</th>\n",
4520        "      <td>4LW3JaAze7gF8DpPBb2zzl</td>\n",
4521        "      <td>The Rolling Stones</td>\n",
4522        "      <td>1.411236</td>\n",
4523        "      <td>I Love You Too Much</td>\n",
4524        "      <td>0.717967</td>\n",
4525        "      <td>0.861</td>\n",
4526        "      <td>0.126352</td>\n",
4527        "      <td>0.106077</td>\n",
4528        "    </tr>\n",
4529        "    <tr>\n",
4530        "      <th>392</th>\n",
4531        "      <td>4sLirGgpkyL3RSdr13q3wd</td>\n",
4532        "      <td>The Rolling Stones</td>\n",
4533        "      <td>1.329366</td>\n",
4534        "      <td>She Saw Me Coming - 2009 Re-Mastered Digital V...</td>\n",
4535        "      <td>0.885088</td>\n",
4536        "      <td>0.852</td>\n",
4537        "      <td>0.118502</td>\n",
4538        "      <td>0.117673</td>\n",
4539        "    </tr>\n",
4540        "    <tr>\n",
4541        "      <th>430</th>\n",
4542        "      <td>7fJ1QhCso6CG5RIv3S4rAj</td>\n",
4543        "      <td>The Rolling Stones</td>\n",
4544        "      <td>1.148208</td>\n",
4545        "      <td>You Don't Have To Mean It - 2009 Digital Remaster</td>\n",
4546        "      <td>0.781341</td>\n",
4547        "      <td>0.894</td>\n",
4548        "      <td>0.101133</td>\n",
4549        "      <td>0.087150</td>\n",
4550        "    </tr>\n",
4551        "    <tr>\n",
4552        "      <th>465</th>\n",
4553        "      <td>0Pm9eYltE97zx0tBjWiGOs</td>\n",
4554        "      <td>The Rolling Stones</td>\n",
4555        "      <td>0.688109</td>\n",
4556        "      <td>Mean Disposition - 2009 Re-Mastered Digital Ve...</td>\n",
4557        "      <td>0.840309</td>\n",
4558        "      <td>0.823</td>\n",
4559        "      <td>0.057020</td>\n",
4560        "      <td>0.107411</td>\n",
4561        "    </tr>\n",
4562        "    <tr>\n",
4563        "      <th>489</th>\n",
4564        "      <td>1cYaiJpydNUcLC4PcMELF6</td>\n",
4565        "      <td>The Rolling Stones</td>\n",
4566        "      <td>0.876235</td>\n",
4567        "      <td>Can't Be Seen - 2009 Re-Mastered Digital Version</td>\n",
4568        "      <td>0.832957</td>\n",
4569        "      <td>0.876</td>\n",
4570        "      <td>0.075057</td>\n",
4571        "      <td>0.088606</td>\n",
4572        "    </tr>\n",
4573        "    <tr>\n",
4574        "      <th>498</th>\n",
4575        "      <td>2JKq6jqn8cQu7003WoUv9E</td>\n",
4576        "      <td>The Rolling Stones</td>\n",
4577        "      <td>0.849827</td>\n",
4578        "      <td>Too Rude</td>\n",
4579        "      <td>0.743142</td>\n",
4580        "      <td>0.851</td>\n",
4581        "      <td>0.072525</td>\n",
4582        "      <td>0.096045</td>\n",
4583        "    </tr>\n",
4584        "    <tr>\n",
4585        "      <th>508</th>\n",
4586        "      <td>5b8LAkfAKbuakf9xqRMTQR</td>\n",
4587        "      <td>The Rolling Stones</td>\n",
4588        "      <td>0.849827</td>\n",
4589        "      <td>Too Rude - Remastered 2009</td>\n",
4590        "      <td>0.743142</td>\n",
4591        "      <td>0.871</td>\n",
4592        "      <td>0.072525</td>\n",
4593        "      <td>0.086770</td>\n",
4594        "    </tr>\n",
4595        "    <tr>\n",
4596        "      <th>516</th>\n",
4597        "      <td>3eE947Xw6qPE1TqBMbUDgS</td>\n",
4598        "      <td>The Rolling Stones</td>\n",
4599        "      <td>1.019161</td>\n",
4600        "      <td>Tie You Up (The Pain Of Love) - 2009 Re-Master...</td>\n",
4601        "      <td>0.845910</td>\n",
4602        "      <td>0.813</td>\n",
4603        "      <td>0.088761</td>\n",
4604        "      <td>0.122743</td>\n",
4605        "    </tr>\n",
4606        "    <tr>\n",
4607        "      <th>518</th>\n",
4608        "      <td>4FHhq0QWpLSS6WZnkJnZp1</td>\n",
4609        "      <td>The Rolling Stones</td>\n",
4610        "      <td>0.312839</td>\n",
4611        "      <td>Feel On Baby - 2009 Re-Mastered Digital Version</td>\n",
4612        "      <td>0.784292</td>\n",
4613        "      <td>0.965</td>\n",
4614        "      <td>0.021040</td>\n",
4615        "      <td>0.025383</td>\n",
4616        "    </tr>\n",
4617        "    <tr>\n",
4618        "      <th>550</th>\n",
4619        "      <td>4lJXLFf148gjn1qECYS5xt</td>\n",
4620        "      <td>The Rolling Stones</td>\n",
4621        "      <td>1.321463</td>\n",
4622        "      <td>She's So Cold - 2009 Re-Mastered Digital Version</td>\n",
4623        "      <td>0.821926</td>\n",
4624        "      <td>0.844</td>\n",
4625        "      <td>0.117744</td>\n",
4626        "      <td>0.117205</td>\n",
4627        "    </tr>\n",
4628        "    <tr>\n",
4629        "      <th>552</th>\n",
4630        "      <td>5LcD4BvRlJOn8inQGT2RUY</td>\n",
4631        "      <td>The Rolling Stones</td>\n",
4632        "      <td>1.015010</td>\n",
4633        "      <td>Miss You - Remastered</td>\n",
4634        "      <td>0.759348</td>\n",
4635        "      <td>0.813</td>\n",
4636        "      <td>0.088363</td>\n",
4637        "      <td>0.118787</td>\n",
4638        "    </tr>\n",
4639        "    <tr>\n",
4640        "      <th>603</th>\n",
4641        "      <td>6enjRsW81z7K8zk7XIGIiz</td>\n",
4642        "      <td>The Rolling Stones</td>\n",
4643        "      <td>0.160387</td>\n",
4644        "      <td>Slave - 2009 Re-Mastered Digital Version</td>\n",
4645        "      <td>0.804835</td>\n",
4646        "      <td>0.851</td>\n",
4647        "      <td>0.006424</td>\n",
4648        "      <td>0.076606</td>\n",
4649        "    </tr>\n",
4650        "  </tbody>\n",
4651        "</table>\n",
4652        "</div>"
4653       ],
4654       "text/plain": [
4655        "                        _id         artist_name  lyrical_density  \\\n",
4656        "26   7pQAq14Z73YUFMtxCyt0bG         The Beatles         1.516618   \n",
4657        "31   1dfuJYDSIc41cw5RPsaCF1         The Beatles         1.651824   \n",
4658        "37   0TRkjwb4uY3CHb5zhr9bBd         The Beatles         1.628703   \n",
4659        "49   57n1teNb2tkcfiYagPmUWr         The Beatles         0.885556   \n",
4660        "57   4311wT21Et0q3vepFwXjTu         The Beatles         0.718556   \n",
4661        "71   67jL5ZAf8hNsRZrfBHNuBT         The Beatles         1.277562   \n",
4662        "96   3OSi8ehmSWLTD5KatlzX8r         The Beatles         0.733338   \n",
4663        "97   4zExFATo8xg8qFfR4H1ZAn         The Beatles         1.364176   \n",
4664        "137  77f3aNeabAbOaSB32Sd5QE         The Beatles         1.620131   \n",
4665        "171  67tvBtAhsfHBFpuqJ13ZUq         The Beatles         0.931018   \n",
4666        "173  1k9tpndMDRwLkNt67Dlg02         The Beatles         1.408837   \n",
4667        "175  67VdmhC89bZ6yK2XRys0lA         The Beatles         1.087652   \n",
4668        "178  009oOX7tpCPLzRL9AFiBS8         The Beatles         1.242035   \n",
4669        "179  5zs8tSd7ZvwBgr4NUmF5zM         The Beatles         0.959827   \n",
4670        "180  3mKtIanz0poYgLnRxZrfBO         The Beatles         1.501767   \n",
4671        "188  33BGv6xzxHh5E7v3r1hJLL         The Beatles         1.314197   \n",
4672        "189  2YHzfuuDFXzoELxJnqM4at         The Beatles         0.626500   \n",
4673        "190  3EbGioQyKyf4dycuiPOg3k         The Beatles         0.438356   \n",
4674        "191  69d54YOS8TOQiUYjX57XeA         The Beatles         1.601816   \n",
4675        "196  4G5YzDD1nCUPwt5y1LQovF         The Beatles         0.901370   \n",
4676        "197  7KmRz1oKEwgj9qpfn72OfO         The Beatles         1.509096   \n",
4677        "199  3Aqo28W4LLAolYpN3duVJl         The Beatles         1.349222   \n",
4678        "202  4dyALlslhDEzwSEr7GteXa         The Beatles         1.246021   \n",
4679        "211  5tNjuWwp6FxuWCrKQAMBTj         The Beatles         0.959614   \n",
4680        "212  1JPTCjLHEtqofOFmHsfiAH         The Beatles         1.036117   \n",
4681        "214  0lLeGCsQlAbEjQBPQQxQ1b         The Beatles         0.998293   \n",
4682        "215  55nE9EppLFdb0I1HBg2O2m         The Beatles         0.695489   \n",
4683        "217  5IIBY9M2GxHcVja6DA6wsF         The Beatles         1.362221   \n",
4684        "219  6xJSJpO6HJwHhu7UaIc8qR         The Beatles         0.585885   \n",
4685        "222  3Ltllbv2lbpjP6NgPMNiFg         The Beatles         1.101133   \n",
4686        "223  5VsIn7QQqcacePIb0vO0ow         The Beatles         0.465201   \n",
4687        "226  33OXG0RTtw0ycGza22tnF6         The Beatles         1.022599   \n",
4688        "250  6dsq7Nt5mIFzvm5kIYNORy           Radiohead         0.674272   \n",
4689        "258  15ea10YpJIl3mJq75yzqsD           Radiohead         0.952216   \n",
4690        "339  0832Tptls5YicHPGgw7ssP  The Rolling Stones         1.142650   \n",
4691        "341  5pTWpY8l7B1XcQnijEFGFj  The Rolling Stones         1.015010   \n",
4692        "348  7pfVe0VrMK5QhTaAYzkuYn  The Rolling Stones         1.142650   \n",
4693        "352  5oAcuuY504M7eDCln5Xq89  The Rolling Stones         1.098231   \n",
4694        "358  4LW3JaAze7gF8DpPBb2zzl  The Rolling Stones         1.411236   \n",
4695        "392  4sLirGgpkyL3RSdr13q3wd  The Rolling Stones         1.329366   \n",
4696        "430  7fJ1QhCso6CG5RIv3S4rAj  The Rolling Stones         1.148208   \n",
4697        "465  0Pm9eYltE97zx0tBjWiGOs  The Rolling Stones         0.688109   \n",
4698        "489  1cYaiJpydNUcLC4PcMELF6  The Rolling Stones         0.876235   \n",
4699        "498  2JKq6jqn8cQu7003WoUv9E  The Rolling Stones         0.849827   \n",
4700        "508  5b8LAkfAKbuakf9xqRMTQR  The Rolling Stones         0.849827   \n",
4701        "516  3eE947Xw6qPE1TqBMbUDgS  The Rolling Stones         1.019161   \n",
4702        "518  4FHhq0QWpLSS6WZnkJnZp1  The Rolling Stones         0.312839   \n",
4703        "550  4lJXLFf148gjn1qECYS5xt  The Rolling Stones         1.321463   \n",
4704        "552  5LcD4BvRlJOn8inQGT2RUY  The Rolling Stones         1.015010   \n",
4705        "603  6enjRsW81z7K8zk7XIGIiz  The Rolling Stones         0.160387   \n",
4706        "\n",
4707        "                                                  name       neg  valence  \\\n",
4708        "26                 Can't Buy Me Love - Remastered 2015  0.738387    0.957   \n",
4709        "31                             Help! - Remastered 2015  0.823915    0.810   \n",
4710        "37                     Eleanor Rigby - Remastered 2015  0.803232    0.845   \n",
4711        "49                         Two Of Us - Remastered 2009  0.711080    0.923   \n",
4712        "57                     One After 909 - Remastered 2009  0.865737    0.904   \n",
4713        "71                   Mean Mr Mustard - Remastered 2009  0.700631    0.967   \n",
4714        "96                  Don't Pass Me By - Remastered 2009  0.857831    0.948   \n",
4715        "97   Why Don't We Do It In The Road? - Remastered 2009  0.793242    0.951   \n",
4716        "137                    Eleanor Rigby - Remastered 2009  0.803232    0.821   \n",
4717        "171                    Act Naturally - Remastered 2009  0.756947    0.946   \n",
4718        "173             You Like Me Too Much - Remastered 2009  0.773406    0.900   \n",
4719        "175            I've Just Seen A Face - Remastered 2009  0.805082    0.917   \n",
4720        "178                         No Reply - Remastered 2009  0.781942    0.873   \n",
4721        "179                      I'm A Loser - Remastered 2009  0.812114    0.843   \n",
4722        "180                  Baby's In Black - Remastered 2009  0.820088    0.862   \n",
4723        "188  I Don't Want To Spoil The Party - Remastered 2009  0.817801    0.896   \n",
4724        "189                What You're Doing - Remastered 2009  0.751989    0.831   \n",
4725        "190  Everybody's Trying To Be My Baby - Remastered ...  0.866985    0.937   \n",
4726        "191               A Hard Day's Night - Remastered 2009  0.833309    0.802   \n",
4727        "196                      Tell Me Why - Remastered 2009  0.849970    0.819   \n",
4728        "197                Can't Buy Me Love - Remastered 2009  0.738387    0.854   \n",
4729        "199                 I'll Cry Instead - Remastered 2009  0.863772    0.961   \n",
4730        "202                You Can't Do That - Remastered 2009  0.727456    0.962   \n",
4731        "211                 It Won't Be Long - Remastered 2009  0.783388    0.868   \n",
4732        "212               All I've Got To Do - Remastered 2009  0.721191    0.876   \n",
4733        "214                  Don't Bother Me - Remastered 2009  0.824879    0.921   \n",
4734        "215                     Little Child - Remastered 2009  0.848886    0.878   \n",
4735        "217            Please Mister Postman - Remastered 2009  0.815201    0.962   \n",
4736        "219                    Hold Me Tight - Remastered 2009  0.804870    0.963   \n",
4737        "222               Devil In Her Heart - Remastered 2009  0.779220    0.964   \n",
4738        "223                Not A Second Time - Remastered 2009  0.773805    0.961   \n",
4739        "226                           Misery - Remastered 2009  0.814230    0.902   \n",
4740        "250                                            15 Step  0.835488    0.848   \n",
4741        "258                          Jigsaw Falling Into Place  0.757225    0.818   \n",
4742        "339                       Beast Of Burden - Remastered  0.740380    0.865   \n",
4743        "341                              Miss You - Remastered  0.759348    0.825   \n",
4744        "348                       Beast Of Burden - Remastered  0.740380    0.862   \n",
4745        "352                         Do You Think I Really Care  0.810567    0.925   \n",
4746        "358                                I Love You Too Much  0.717967    0.861   \n",
4747        "392  She Saw Me Coming - 2009 Re-Mastered Digital V...  0.885088    0.852   \n",
4748        "430  You Don't Have To Mean It - 2009 Digital Remaster  0.781341    0.894   \n",
4749        "465  Mean Disposition - 2009 Re-Mastered Digital Ve...  0.840309    0.823   \n",
4750        "489   Can't Be Seen - 2009 Re-Mastered Digital Version  0.832957    0.876   \n",
4751        "498                                           Too Rude  0.743142    0.851   \n",
4752        "508                         Too Rude - Remastered 2009  0.743142    0.871   \n",
4753        "516  Tie You Up (The Pain Of Love) - 2009 Re-Master...  0.845910    0.813   \n",
4754        "518    Feel On Baby - 2009 Re-Mastered Digital Version  0.784292    0.965   \n",
4755        "550   She's So Cold - 2009 Re-Mastered Digital Version  0.821926    0.844   \n",
4756        "552                              Miss You - Remastered  0.759348    0.813   \n",
4757        "603           Slave - 2009 Re-Mastered Digital Version  0.804835    0.851   \n",
4758        "\n",
4759        "     scaled_ld     gloom  \n",
4760        "26    0.136455  0.068945  \n",
4761        "31    0.149419  0.142359  \n",
4762        "37    0.147202  0.125210  \n",
4763        "49    0.075951  0.062579  \n",
4764        "57    0.059939  0.071069  \n",
4765        "71    0.113535  0.054400  \n",
4766        "96    0.061357  0.050722  \n",
4767        "97    0.121840  0.069839  \n",
4768        "137   0.146380  0.135188  \n",
4769        "171   0.080310  0.055227  \n",
4770        "173   0.126122  0.092466  \n",
4771        "175   0.095327  0.075917  \n",
4772        "178   0.110129  0.099564  \n",
4773        "179   0.083072  0.105711  \n",
4774        "180   0.135032  0.115052  \n",
4775        "188   0.117048  0.093774  \n",
4776        "189   0.051113  0.099399  \n",
4777        "190   0.033075  0.044796  \n",
4778        "191   0.144624  0.144940  \n",
4779        "196   0.077467  0.116412  \n",
4780        "197   0.135734  0.113204  \n",
4781        "199   0.120406  0.069154  \n",
4782        "202   0.110511  0.057096  \n",
4783        "211   0.083051  0.093049  \n",
4784        "212   0.090386  0.088989  \n",
4785        "214   0.086760  0.071856  \n",
4786        "215   0.057728  0.081981  \n",
4787        "217   0.121652  0.066274  \n",
4788        "219   0.047219  0.036629  \n",
4789        "222   0.096620  0.053905  \n",
4790        "223   0.035648  0.032597  \n",
4791        "226   0.089090  0.080905  \n",
4792        "250   0.055694  0.095033  \n",
4793        "258   0.082342  0.114683  \n",
4794        "339   0.100600  0.097951  \n",
4795        "341   0.088363  0.113317  \n",
4796        "348   0.100600  0.099300  \n",
4797        "352   0.096342  0.072933  \n",
4798        "358   0.126352  0.106077  \n",
4799        "392   0.118502  0.117673  \n",
4800        "430   0.101133  0.087150  \n",
4801        "465   0.057020  0.107411  \n",
4802        "489   0.075057  0.088606  \n",
4803        "498   0.072525  0.096045  \n",
4804        "508   0.072525  0.086770  \n",
4805        "516   0.088761  0.122743  \n",
4806        "518   0.021040  0.025383  \n",
4807        "550   0.117744  0.117205  \n",
4808        "552   0.088363  0.118787  \n",
4809        "603   0.006424  0.076606  "
4810       ]
4811      },
4812      "execution_count": 43,
4813      "metadata": {},
4814      "output_type": "execute_result"
4815     }
4816    ],
4817    "source": [
4818     "results[(results['valence'] > 0.8) & (results['neg'] > 0.7)]"
4819    ]
4820   },
4821   {
4822    "cell_type": "markdown",
4823    "metadata": {},
4824    "source": [
4825     "That's interesting. This list contains a lot of the Beatles' most well-known songs. Is there something in this?\n",
4826     "\n",
4827     "Let's define \"complexity\" as the product of valence and negativity, and see which are the most complext songs."
4828    ]
4829   },
4830   {
4831    "cell_type": "code",
4832    "execution_count": 44,
4833    "metadata": {},
4834    "outputs": [
4835     {
4836      "data": {
4837       "text/html": [
4838        "<div>\n",
4839        "<style>\n",
4840        "    .dataframe thead tr:only-child th {\n",
4841        "        text-align: right;\n",
4842        "    }\n",
4843        "\n",
4844        "    .dataframe thead th {\n",
4845        "        text-align: left;\n",
4846        "    }\n",
4847        "\n",
4848        "    .dataframe tbody tr th {\n",
4849        "        vertical-align: top;\n",
4850        "    }\n",
4851        "</style>\n",
4852        "<table border=\"1\" class=\"dataframe\">\n",
4853        "  <thead>\n",
4854        "    <tr style=\"text-align: right;\">\n",
4855        "      <th></th>\n",
4856        "      <th>_id</th>\n",
4857        "      <th>artist_name</th>\n",
4858        "      <th>lyrical_density</th>\n",
4859        "      <th>name</th>\n",
4860        "      <th>neg</th>\n",
4861        "      <th>valence</th>\n",
4862        "      <th>scaled_ld</th>\n",
4863        "      <th>gloom</th>\n",
4864        "      <th>complexity</th>\n",
4865        "    </tr>\n",
4866        "  </thead>\n",
4867        "  <tbody>\n",
4868        "    <tr>\n",
4869        "      <th>199</th>\n",
4870        "      <td>3Aqo28W4LLAolYpN3duVJl</td>\n",
4871        "      <td>The Beatles</td>\n",
4872        "      <td>1.349222</td>\n",
4873        "      <td>I'll Cry Instead - Remastered 2009</td>\n",
4874        "      <td>0.863772</td>\n",
4875        "      <td>0.961</td>\n",
4876        "      <td>0.120406</td>\n",
4877        "      <td>0.069154</td>\n",
4878        "      <td>0.830085</td>\n",
4879        "    </tr>\n",
4880        "    <tr>\n",
4881        "      <th>96</th>\n",
4882        "      <td>3OSi8ehmSWLTD5KatlzX8r</td>\n",
4883        "      <td>The Beatles</td>\n",
4884        "      <td>0.733338</td>\n",
4885        "      <td>Don't Pass Me By - Remastered 2009</td>\n",
4886        "      <td>0.857831</td>\n",
4887        "      <td>0.948</td>\n",
4888        "      <td>0.061357</td>\n",
4889        "      <td>0.050722</td>\n",
4890        "      <td>0.813223</td>\n",
4891        "    </tr>\n",
4892        "    <tr>\n",
4893        "      <th>190</th>\n",
4894        "      <td>3EbGioQyKyf4dycuiPOg3k</td>\n",
4895        "      <td>The Beatles</td>\n",
4896        "      <td>0.438356</td>\n",
4897        "      <td>Everybody's Trying To Be My Baby - Remastered ...</td>\n",
4898        "      <td>0.866985</td>\n",
4899        "      <td>0.937</td>\n",
4900        "      <td>0.033075</td>\n",
4901        "      <td>0.044796</td>\n",
4902        "      <td>0.812365</td>\n",
4903        "    </tr>\n",
4904        "    <tr>\n",
4905        "      <th>217</th>\n",
4906        "      <td>5IIBY9M2GxHcVja6DA6wsF</td>\n",
4907        "      <td>The Beatles</td>\n",
4908        "      <td>1.362221</td>\n",
4909        "      <td>Please Mister Postman - Remastered 2009</td>\n",
4910        "      <td>0.815201</td>\n",
4911        "      <td>0.962</td>\n",
4912        "      <td>0.121652</td>\n",
4913        "      <td>0.066274</td>\n",
4914        "      <td>0.784223</td>\n",
4915        "    </tr>\n",
4916        "    <tr>\n",
4917        "      <th>57</th>\n",
4918        "      <td>4311wT21Et0q3vepFwXjTu</td>\n",
4919        "      <td>The Beatles</td>\n",
4920        "      <td>0.718556</td>\n",
4921        "      <td>One After 909 - Remastered 2009</td>\n",
4922        "      <td>0.865737</td>\n",
4923        "      <td>0.904</td>\n",
4924        "      <td>0.059939</td>\n",
4925        "      <td>0.071069</td>\n",
4926        "      <td>0.782626</td>\n",
4927        "    </tr>\n",
4928        "    <tr>\n",
4929        "      <th>219</th>\n",
4930        "      <td>6xJSJpO6HJwHhu7UaIc8qR</td>\n",
4931        "      <td>The Beatles</td>\n",
4932        "      <td>0.585885</td>\n",
4933        "      <td>Hold Me Tight - Remastered 2009</td>\n",
4934        "      <td>0.804870</td>\n",
4935        "      <td>0.963</td>\n",
4936        "      <td>0.047219</td>\n",
4937        "      <td>0.036629</td>\n",
4938        "      <td>0.775090</td>\n",
4939        "    </tr>\n",
4940        "    <tr>\n",
4941        "      <th>214</th>\n",
4942        "      <td>0lLeGCsQlAbEjQBPQQxQ1b</td>\n",
4943        "      <td>The Beatles</td>\n",
4944        "      <td>0.998293</td>\n",
4945        "      <td>Don't Bother Me - Remastered 2009</td>\n",
4946        "      <td>0.824879</td>\n",
4947        "      <td>0.921</td>\n",
4948        "      <td>0.086760</td>\n",
4949        "      <td>0.071856</td>\n",
4950        "      <td>0.759713</td>\n",
4951        "    </tr>\n",
4952        "    <tr>\n",
4953        "      <th>518</th>\n",
4954        "      <td>4FHhq0QWpLSS6WZnkJnZp1</td>\n",
4955        "      <td>The Rolling Stones</td>\n",
4956        "      <td>0.312839</td>\n",
4957        "      <td>Feel On Baby - 2009 Re-Mastered Digital Version</td>\n",
4958        "      <td>0.784292</td>\n",
4959        "      <td>0.965</td>\n",
4960        "      <td>0.021040</td>\n",
4961        "      <td>0.025383</td>\n",
4962        "      <td>0.756841</td>\n",
4963        "    </tr>\n",
4964        "    <tr>\n",
4965        "      <th>97</th>\n",
4966        "      <td>4zExFATo8xg8qFfR4H1ZAn</td>\n",
4967        "      <td>The Beatles</td>\n",
4968        "      <td>1.364176</td>\n",
4969        "      <td>Why Don't We Do It In The Road? - Remastered 2009</td>\n",
4970        "      <td>0.793242</td>\n",
4971        "      <td>0.951</td>\n",
4972        "      <td>0.121840</td>\n",
4973        "      <td>0.069839</td>\n",
4974        "      <td>0.754373</td>\n",
4975        "    </tr>\n",
4976        "    <tr>\n",
4977        "      <th>392</th>\n",
4978        "      <td>4sLirGgpkyL3RSdr13q3wd</td>\n",
4979        "      <td>The Rolling Stones</td>\n",
4980        "      <td>1.329366</td>\n",
4981        "      <td>She Saw Me Coming - 2009 Re-Mastered Digital V...</td>\n",
4982        "      <td>0.885088</td>\n",
4983        "      <td>0.852</td>\n",
4984        "      <td>0.118502</td>\n",
4985        "      <td>0.117673</td>\n",
4986        "      <td>0.754095</td>\n",
4987        "    </tr>\n",
4988        "  </tbody>\n",
4989        "</table>\n",
4990        "</div>"
4991       ],
4992       "text/plain": [
4993        "                        _id         artist_name  lyrical_density  \\\n",
4994        "199  3Aqo28W4LLAolYpN3duVJl         The Beatles         1.349222   \n",
4995        "96   3OSi8ehmSWLTD5KatlzX8r         The Beatles         0.733338   \n",
4996        "190  3EbGioQyKyf4dycuiPOg3k         The Beatles         0.438356   \n",
4997        "217  5IIBY9M2GxHcVja6DA6wsF         The Beatles         1.362221   \n",
4998        "57   4311wT21Et0q3vepFwXjTu         The Beatles         0.718556   \n",
4999        "219  6xJSJpO6HJwHhu7UaIc8qR         The Beatles         0.585885   \n",
5000        "214  0lLeGCsQlAbEjQBPQQxQ1b         The Beatles         0.998293   \n",
5001        "518  4FHhq0QWpLSS6WZnkJnZp1  The Rolling Stones         0.312839   \n",
5002        "97   4zExFATo8xg8qFfR4H1ZAn         The Beatles         1.364176   \n",
5003        "392  4sLirGgpkyL3RSdr13q3wd  The Rolling Stones         1.329366   \n",
5004        "\n",
5005        "                                                  name       neg  valence  \\\n",
5006        "199                 I'll Cry Instead - Remastered 2009  0.863772    0.961   \n",
5007        "96                  Don't Pass Me By - Remastered 2009  0.857831    0.948   \n",
5008        "190  Everybody's Trying To Be My Baby - Remastered ...  0.866985    0.937   \n",
5009        "217            Please Mister Postman - Remastered 2009  0.815201    0.962   \n",
5010        "57                     One After 909 - Remastered 2009  0.865737    0.904   \n",
5011        "219                    Hold Me Tight - Remastered 2009  0.804870    0.963   \n",
5012        "214                  Don't Bother Me - Remastered 2009  0.824879    0.921   \n",
5013        "518    Feel On Baby - 2009 Re-Mastered Digital Version  0.784292    0.965   \n",
5014        "97   Why Don't We Do It In The Road? - Remastered 2009  0.793242    0.951   \n",
5015        "392  She Saw Me Coming - 2009 Re-Mastered Digital V...  0.885088    0.852   \n",
5016        "\n",
5017        "     scaled_ld     gloom  complexity  \n",
5018        "199   0.120406  0.069154    0.830085  \n",
5019        "96    0.061357  0.050722    0.813223  \n",
5020        "190   0.033075  0.044796    0.812365  \n",
5021        "217   0.121652  0.066274    0.784223  \n",
5022        "57    0.059939  0.071069    0.782626  \n",
5023        "219   0.047219  0.036629    0.775090  \n",
5024        "214   0.086760  0.071856    0.759713  \n",
5025        "518   0.021040  0.025383    0.756841  \n",
5026        "97    0.121840  0.069839    0.754373  \n",
5027        "392   0.118502  0.117673    0.754095  "
5028       ]
5029      },
5030      "execution_count": 44,
5031      "metadata": {},
5032      "output_type": "execute_result"
5033     }
5034    ],
5035    "source": [
5036     "results['complexity'] = results['valence'] * results['neg']\n",
5037     "results.sort_values('complexity', ascending=False).head(10)"
5038    ]
5039   },
5040   {
5041    "cell_type": "markdown",
5042    "metadata": {},
5043    "source": [
5044     "There's possibly something in it. The most \"complex\" song has a very upbeat pop tune and very sad lyrics. The others are similarly interesting.\n",
5045     "\n",
5046     "What about the least \"complex\" songs?"
5047    ]
5048   },
5049   {
5050    "cell_type": "code",
5051    "execution_count": 45,
5052    "metadata": {},
5053    "outputs": [
5054     {
5055      "data": {
5056       "text/html": [
5057        "<div>\n",
5058        "<style>\n",
5059        "    .dataframe thead tr:only-child th {\n",
5060        "        text-align: right;\n",
5061        "    }\n",
5062        "\n",
5063        "    .dataframe thead th {\n",
5064        "        text-align: left;\n",
5065        "    }\n",
5066        "\n",
5067        "    .dataframe tbody tr th {\n",
5068        "        vertical-align: top;\n",
5069        "    }\n",
5070        "</style>\n",
5071        "<table border=\"1\" class=\"dataframe\">\n",
5072        "  <thead>\n",
5073        "    <tr style=\"text-align: right;\">\n",
5074        "      <th></th>\n",
5075        "      <th>_id</th>\n",
5076        "      <th>artist_name</th>\n",
5077        "      <th>lyrical_density</th>\n",
5078        "      <th>name</th>\n",
5079        "      <th>neg</th>\n",
5080        "      <th>valence</th>\n",
5081        "      <th>scaled_ld</th>\n",
5082        "      <th>gloom</th>\n",
5083        "      <th>complexity</th>\n",
5084        "    </tr>\n",
5085        "  </thead>\n",
5086        "  <tbody>\n",
5087        "    <tr>\n",
5088        "      <th>246</th>\n",
5089        "      <td>6f6pEjgfTtuRROmJ4a7Gf3</td>\n",
5090        "      <td>Radiohead</td>\n",
5091        "      <td>0.393192</td>\n",
5092        "      <td>The Numbers</td>\n",
5093        "      <td>0.292008</td>\n",
5094        "      <td>0.0545</td>\n",
5095        "      <td>0.028744</td>\n",
5096        "      <td>0.463358</td>\n",
5097        "      <td>0.015914</td>\n",
5098        "    </tr>\n",
5099        "    <tr>\n",
5100        "      <th>149</th>\n",
5101        "      <td>0agoaPIy92gPZ6zRhqXarE</td>\n",
5102        "      <td>The Beatles</td>\n",
5103        "      <td>0.634931</td>\n",
5104        "      <td>Tomorrow Never Knows - Remastered 2009</td>\n",
5105        "      <td>0.343599</td>\n",
5106        "      <td>0.0556</td>\n",
5107        "      <td>0.051922</td>\n",
5108        "      <td>0.456603</td>\n",
5109        "      <td>0.019104</td>\n",
5110        "    </tr>\n",
5111        "    <tr>\n",
5112        "      <th>249</th>\n",
5113        "      <td>01ZpFhrMMqKPVCwyqXneVp</td>\n",
5114        "      <td>Radiohead</td>\n",
5115        "      <td>0.218723</td>\n",
5116        "      <td>True Love Waits</td>\n",
5117        "      <td>0.532206</td>\n",
5118        "      <td>0.0378</td>\n",
5119        "      <td>0.012017</td>\n",
5120        "      <td>0.478516</td>\n",
5121        "      <td>0.020117</td>\n",
5122        "    </tr>\n",
5123        "    <tr>\n",
5124        "      <th>275</th>\n",
5125        "      <td>53RYTfkLiyZuUZHwJC3Wmm</td>\n",
5126        "      <td>Radiohead</td>\n",
5127        "      <td>0.276367</td>\n",
5128        "      <td>We Suck Young Blood</td>\n",
5129        "      <td>0.535358</td>\n",
5130        "      <td>0.0378</td>\n",
5131        "      <td>0.017543</td>\n",
5132        "      <td>0.477356</td>\n",
5133        "      <td>0.020237</td>\n",
5134        "    </tr>\n",
5135        "    <tr>\n",
5136        "      <th>300</th>\n",
5137        "      <td>0COiZ7ncho2yi4HotbzgPv</td>\n",
5138        "      <td>Radiohead</td>\n",
5139        "      <td>0.349157</td>\n",
5140        "      <td>Motion Picture Soundtrack</td>\n",
5141        "      <td>0.576808</td>\n",
5142        "      <td>0.0425</td>\n",
5143        "      <td>0.024522</td>\n",
5144        "      <td>0.474082</td>\n",
5145        "      <td>0.024514</td>\n",
5146        "    </tr>\n",
5147        "    <tr>\n",
5148        "      <th>248</th>\n",
5149        "      <td>3cual6JOG286qZJmCxKRAT</td>\n",
5150        "      <td>Radiohead</td>\n",
5151        "      <td>0.332577</td>\n",
5152        "      <td>Tinker Tailor Soldier Sailor Rich Man Poor Man...</td>\n",
5153        "      <td>0.477322</td>\n",
5154        "      <td>0.0517</td>\n",
5155        "      <td>0.022933</td>\n",
5156        "      <td>0.468750</td>\n",
5157        "      <td>0.024678</td>\n",
5158        "    </tr>\n",
5159        "    <tr>\n",
5160        "      <th>312</th>\n",
5161        "      <td>75YUnz58ajMo2VIIuUFvOV</td>\n",
5162        "      <td>Radiohead</td>\n",
5163        "      <td>0.248061</td>\n",
5164        "      <td>The Tourist</td>\n",
5165        "      <td>0.667864</td>\n",
5166        "      <td>0.0400</td>\n",
5167        "      <td>0.014830</td>\n",
5168        "      <td>0.477834</td>\n",
5169        "      <td>0.026715</td>\n",
5170        "    </tr>\n",
5171        "    <tr>\n",
5172        "      <th>271</th>\n",
5173        "      <td>5olWalQH1oVza5D6xJg4oX</td>\n",
5174        "      <td>Radiohead</td>\n",
5175        "      <td>0.216752</td>\n",
5176        "      <td>Sail To The Moon</td>\n",
5177        "      <td>0.605798</td>\n",
5178        "      <td>0.0458</td>\n",
5179        "      <td>0.011828</td>\n",
5180        "      <td>0.475040</td>\n",
5181        "      <td>0.027746</td>\n",
5182        "    </tr>\n",
5183        "    <tr>\n",
5184        "      <th>259</th>\n",
5185        "      <td>3uxhyRdWVXp7GQvERQl6fA</td>\n",
5186        "      <td>Radiohead</td>\n",
5187        "      <td>0.382643</td>\n",
5188        "      <td>Videotape</td>\n",
5189        "      <td>0.652962</td>\n",
5190        "      <td>0.0468</td>\n",
5191        "      <td>0.027733</td>\n",
5192        "      <td>0.472437</td>\n",
5193        "      <td>0.030559</td>\n",
5194        "    </tr>\n",
5195        "    <tr>\n",
5196        "      <th>115</th>\n",
5197        "      <td>0ttMfoND7IQqFSMVOPkELC</td>\n",
5198        "      <td>The Beatles</td>\n",
5199        "      <td>0.799772</td>\n",
5200        "      <td>Blue Jay Way - Remastered 2009</td>\n",
5201        "      <td>0.812490</td>\n",
5202        "      <td>0.0380</td>\n",
5203        "      <td>0.067726</td>\n",
5204        "      <td>0.475937</td>\n",
5205        "      <td>0.030875</td>\n",
5206        "    </tr>\n",
5207        "  </tbody>\n",
5208        "</table>\n",
5209        "</div>"
5210       ],
5211       "text/plain": [
5212        "                        _id  artist_name  lyrical_density  \\\n",
5213        "246  6f6pEjgfTtuRROmJ4a7Gf3    Radiohead         0.393192   \n",
5214        "149  0agoaPIy92gPZ6zRhqXarE  The Beatles         0.634931   \n",
5215        "249  01ZpFhrMMqKPVCwyqXneVp    Radiohead         0.218723   \n",
5216        "275  53RYTfkLiyZuUZHwJC3Wmm    Radiohead         0.276367   \n",
5217        "300  0COiZ7ncho2yi4HotbzgPv    Radiohead         0.349157   \n",
5218        "248  3cual6JOG286qZJmCxKRAT    Radiohead         0.332577   \n",
5219        "312  75YUnz58ajMo2VIIuUFvOV    Radiohead         0.248061   \n",
5220        "271  5olWalQH1oVza5D6xJg4oX    Radiohead         0.216752   \n",
5221        "259  3uxhyRdWVXp7GQvERQl6fA    Radiohead         0.382643   \n",
5222        "115  0ttMfoND7IQqFSMVOPkELC  The Beatles         0.799772   \n",
5223        "\n",
5224        "                                                  name       neg  valence  \\\n",
5225        "246                                        The Numbers  0.292008   0.0545   \n",
5226        "149             Tomorrow Never Knows - Remastered 2009  0.343599   0.0556   \n",
5227        "249                                    True Love Waits  0.532206   0.0378   \n",
5228        "275                                We Suck Young Blood  0.535358   0.0378   \n",
5229        "300                          Motion Picture Soundtrack  0.576808   0.0425   \n",
5230        "248  Tinker Tailor Soldier Sailor Rich Man Poor Man...  0.477322   0.0517   \n",
5231        "312                                        The Tourist  0.667864   0.0400   \n",
5232        "271                                   Sail To The Moon  0.605798   0.0458   \n",
5233        "259                                          Videotape  0.652962   0.0468   \n",
5234        "115                     Blue Jay Way - Remastered 2009  0.812490   0.0380   \n",
5235        "\n",
5236        "     scaled_ld     gloom  complexity  \n",
5237        "246   0.028744  0.463358    0.015914  \n",
5238        "149   0.051922  0.456603    0.019104  \n",
5239        "249   0.012017  0.478516    0.020117  \n",
5240        "275   0.017543  0.477356    0.020237  \n",
5241        "300   0.024522  0.474082    0.024514  \n",
5242        "248   0.022933  0.468750    0.024678  \n",
5243        "312   0.014830  0.477834    0.026715  \n",
5244        "271   0.011828  0.475040    0.027746  \n",
5245        "259   0.027733  0.472437    0.030559  \n",
5246        "115   0.067726  0.475937    0.030875  "
5247       ]
5248      },
5249      "execution_count": 45,
5250      "metadata": {},
5251      "output_type": "execute_result"
5252     }
5253    ],
5254    "source": [
5255     "results.sort_values('complexity', ascending=True).head(10)"
5256    ]
5257   },
5258   {
5259    "cell_type": "markdown",
5260    "metadata": {},
5261    "source": [
5262     "Interestingly, all of the \"complex\" songs are by The Beatles, while most of the least \"complex\" songs are by Radiohead. How true is that for all songs?"
5263    ]
5264   },
5265   {
5266    "cell_type": "code",
5267    "execution_count": 46,
5268    "metadata": {},
5269    "outputs": [
5270     {
5271      "data": {
5272       "text/plain": [
5273        "<matplotlib.axes._subplots.AxesSubplot at 0x7fa7b06bf828>"
5274       ]
5275      },
5276      "execution_count": 46,
5277      "metadata": {},
5278      "output_type": "execute_result"
5279     },
5280     {
5281      "data": {
5282       "image/png": 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MvhIRjw47U81cPxARxyLizur/wUtHkWtdmTnyH5ZPot4PvADYCXwR2LtqzFuAP62mrwRu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\nmy+VShH+ynIAAAAASUVORK5CYII=\n",
5283       "text/plain": [
5284        "<matplotlib.figure.Figure at 0x7fa7b803e630>"
5285       ]
5286      },
5287      "metadata": {},
5288      "output_type": "display_data"
5289     }
5290    ],
5291    "source": [
5292     "results[results['artist_name'] == 'The Beatles']['complexity'].hist(alpha=0.5, color='blue')\n",
5293     "results[results['artist_name'] == 'The Rolling Stones']['complexity'].hist(alpha=0.5, color='red')\n",
5294     "results[results['artist_name'] == 'Radiohead']['complexity'].hist(alpha=0.5, color='green')"
5295    ]
5296   },
5297   {
5298    "cell_type": "code",
5299    "execution_count": 47,
5300    "metadata": {
5301     "scrolled": true
5302    },
5303    "outputs": [],
5304    "source": [
5305     "# Push the results back into the database\n",
5306     "for row in results.itertuples():\n",
5307     "    tracks.update_one({'_id': row[1]}, {'$set': {'complexity': row.complexity}})"
5308    ]
5309   },
5310   {
5311    "cell_type": "markdown",
5312    "metadata": {},
5313    "source": [
5314     "### Average gloom per album<a name=\"gloomperalbum\"></a>\n",
5315     "How close can we easily get to the final plot at the end of the fitteR happieR post?\n",
5316     "\n",
5317     "First, we find average gloom per album.\n",
5318     "\n",
5319     "* [Top](#top)"
5320    ]
5321   },
5322   {
5323    "cell_type": "code",
5324    "execution_count": 48,
5325    "metadata": {
5326     "scrolled": true
5327    },
5328    "outputs": [
5329     {
5330      "data": {
5331       "text/plain": [
5332        "defaultdict(int,\n",
5333        "            {'03Qh833fEdVT30Pfs93ea6': 0.22789678983941528,\n",
5334        "             '064eFGemsrDcMvgRZ0gqtw': 0.16546281355794068,\n",
5335        "             '0PYyrqs9NXtxPhf0CZkq2L': 0.2004709034333945,\n",
5336        "             '0ZGddnvcVzHVHfE3WW1tV5': 0.2525963821085444,\n",
5337        "             '0hxrNynMDh5QeyALlf1CdS': 0.20593474908558748,\n",
5338        "             '19K3IHYeVkUTjcBHGfbCOi': 0.15931668274756888,\n",
5339        "             '19RUXBFyM4PpmrLRdtqWbp': 0.3425419294911015,\n",
5340        "             '1DBkJIEoeHrTX4WCBQGcCi': 0.27771871919334173,\n",
5341        "             '1PULmKbHeOqlkIwcDMNwD4': 0.1990729877861721,\n",
5342        "             '1TpcI1LEFVhBvDPSTMPGFG': 0.22099628190640677,\n",
5343        "             '1W1UJulgICjFDyYIMUwRs7': 0.24617308215264266,\n",
5344        "             '1WSfNoPDPzgyKFN6OSYWUx': 0.2200357402700505,\n",
5345        "             '1YvnuYGlblQ5vLnOhaZzpn': 0.16615180659586304,\n",
5346        "             '1oW3v5Har9mvXnGk0x4fHm': 0.30508738391274,\n",
5347        "             '25mfHGJNQkluvIqedXHSx3': 0.1483635997905052,\n",
5348        "             '2Pqkn9Dq2DFtdfkKAeqgMd': 0.27685980377092695,\n",
5349        "             '2pCqZLeavM2BMovJXsJEIV': 0.19939489068384775,\n",
5350        "             '2wZgoXS06wSdu9C0ZJOvlc': 0.19125677734689478,\n",
5351        "             '36lJLPoPPOKNFddTAcirnc': 0.3792629284456608,\n",
5352        "             '3CHu7qW160uqPZHW3TMZ1l': 0.26319318902967737,\n",
5353        "             '3OdI6e43crvyAHhaqpxSyz': 0.16106640645382,\n",
5354        "             '3PbRKFafwE7Of8e4dTee72': 0.26750982149021796,\n",
5355        "             '3nkEsxmIX0zRNXGAexaHAn': 0.08748757819974508,\n",
5356        "             '47bcKzmKgmMPHXNVOWpLiu': 0.16900111090753703,\n",
5357        "             '4FTHynKEtuP7eppERNfjyG': 0.21305661952007385,\n",
5358        "             '4M8Q1L9PZq0xK5tLUpO3jd': 0.22324674758269558,\n",
5359        "             '4fhWcu56Bbh5wALuTouFVW': 0.2666853229753837,\n",
5360        "             '4g9Jfls8z2nbQxj5PiXkiy': 0.2532175258041112,\n",
5361        "             '500FEaUzn8lN9zWFyZG5C2': 0.33525408187053557,\n",
5362        "             '50UGtgNA5bq1c0BDjPfmbD': 0.3017272354671735,\n",
5363        "             '54sqbAXxR1jFfyXb1WvrHK': 0.13825360942979895,\n",
5364        "             '5XfJmldgWzrc1AIdbBaVZn': 0.21274334261750433,\n",
5365        "             '5eTqRwTGKPBUiUuN1rFaXD': nan,\n",
5366        "             '5ju5Ouzan3QwXqQt1Tihbh': 0.17737024369560614,\n",
5367        "             '62ZT16LY1phGM0O8x5qW1z': 0.23799711263522508,\n",
5368        "             '6400dnyeDyD2mIFHfkwHXN': 0.3430215089824961,\n",
5369        "             '6Eo5EkmdLvZrONzi046iC2': 0.24358974061315494,\n",
5370        "             '6FjXxl9VLURGuubdXUn2J3': 0.1755819689865233,\n",
5371        "             '6P9yO0ukhOx3dvmhGKeYoC': 0.25974073261494773,\n",
5372        "             '6V9YnBmFjWmXCBaUVRCVXP': 0.3793505338070881,\n",
5373        "             '6vuykQgDLUCiZ7YggIpLM9': 0.39418638563653974,\n",
5374        "             '71Mwd9tntFQYUk4k2DwA0D': 0.14460713537532624,\n",
5375        "             '7BgGBZndAvDlKOcwe5rscZ': 0.11860837374367274,\n",
5376        "             '7dxKtc08dYeRVHt3p9CZJn': 0.3558633677535143,\n",
5377        "             '7eyQXxuf2nGj9d2367Gi5f': 0.3088946375860335,\n",
5378        "             '7gDXyW16byCQOgK965BRzn': 0.12424726976358})"
5379       ]
5380      },
5381      "execution_count": 48,
5382      "metadata": {},
5383      "output_type": "execute_result"
5384     }
5385    ],
5386    "source": [
5387     "pipeline = [\n",
5388     "    {'$match': {'gloom': {'$exists': True}}},\n",
5389     "    {'$group': {'_id': '$album.id', 'avg_gloom': {'$avg': '$gloom'}}}]\n",
5390     "album_glooms = collections.defaultdict(int, {a['_id']: a['avg_gloom'] for a in tracks.aggregate(pipeline)})\n",
5391     "album_glooms"
5392    ]
5393   },
5394   {
5395    "cell_type": "code",
5396    "execution_count": 49,
5397    "metadata": {
5398     "scrolled": true
5399    },
5400    "outputs": [
5401     {
5402      "data": {
5403       "text/html": [
5404        "<div>\n",
5405        "<style>\n",
5406        "    .dataframe thead tr:only-child th {\n",
5407        "        text-align: right;\n",
5408        "    }\n",
5409        "\n",
5410        "    .dataframe thead th {\n",
5411        "        text-align: left;\n",
5412        "    }\n",
5413        "\n",
5414        "    .dataframe tbody tr th {\n",
5415        "        vertical-align: top;\n",
5416        "    }\n",
5417        "</style>\n",
5418        "<table border=\"1\" class=\"dataframe\">\n",
5419        "  <thead>\n",
5420        "    <tr style=\"text-align: right;\">\n",
5421        "      <th></th>\n",
5422        "      <th>_id</th>\n",
5423        "      <th>artist_name</th>\n",
5424        "      <th>name</th>\n",
5425        "      <th>release_date</th>\n",
5426        "      <th>gloom</th>\n",
5427        "    </tr>\n",
5428        "  </thead>\n",
5429        "  <tbody>\n",
5430        "    <tr>\n",
5431        "      <th>15</th>\n",
5432        "      <td>7gDXyW16byCQOgK965BRzn</td>\n",
5433        "      <td>The Beatles</td>\n",
5434        "      <td>Please Please Me (Remastered)</td>\n",
5435        "      <td>1963-03-22</td>\n",
5436        "      <td>0.124247</td>\n",
5437        "    </tr>\n",
5438        "    <tr>\n",
5439        "      <th>14</th>\n",
5440        "      <td>3nkEsxmIX0zRNXGAexaHAn</td>\n",
5441        "      <td>The Beatles</td>\n",
5442        "      <td>With The Beatles (Remastered)</td>\n",
5443        "      <td>1963-11-22</td>\n",
5444        "      <td>0.087488</td>\n",
5445        "    </tr>\n",
5446        "    <tr>\n",
5447        "      <th>12</th>\n",
5448        "      <td>71Mwd9tntFQYUk4k2DwA0D</td>\n",
5449        "      <td>The Beatles</td>\n",
5450        "      <td>A Hard Day's Night (Remastered)</td>\n",
5451        "      <td>1964-07-10</td>\n",
5452        "      <td>0.144607</td>\n",
5453        "    </tr>\n",
5454        "    <tr>\n",
5455        "      <th>11</th>\n",
5456        "      <td>7BgGBZndAvDlKOcwe5rscZ</td>\n",
5457        "      <td>The Beatles</td>\n",
5458        "      <td>Beatles For Sale (Remastered)</td>\n",
5459        "      <td>1964-12-04</td>\n",
5460        "      <td>0.118608</td>\n",
5461        "    </tr>\n",
5462        "    <tr>\n",
5463        "      <th>10</th>\n",
5464        "      <td>19K3IHYeVkUTjcBHGfbCOi</td>\n",
5465        "      <td>The Beatles</td>\n",
5466        "      <td>Help! (Remastered)</td>\n",
5467        "      <td>1965-08-06</td>\n",
5468        "      <td>0.159317</td>\n",
5469        "    </tr>\n",
5470        "    <tr>\n",
5471        "      <th>9</th>\n",
5472        "      <td>3OdI6e43crvyAHhaqpxSyz</td>\n",
5473        "      <td>The Beatles</td>\n",
5474        "      <td>Rubber Soul (Remastered)</td>\n",
5475        "      <td>1965-12-03</td>\n",
5476        "      <td>0.161066</td>\n",
5477        "    </tr>\n",
5478        "    <tr>\n",
5479        "      <th>8</th>\n",
5480        "      <td>0PYyrqs9NXtxPhf0CZkq2L</td>\n",
5481        "      <td>The Beatles</td>\n",
5482        "      <td>Revolver (Remastered)</td>\n",
5483        "      <td>1966-08-05</td>\n",
5484        "      <td>0.200471</td>\n",
5485        "    </tr>\n",
5486        "    <tr>\n",
5487        "      <th>7</th>\n",
5488        "      <td>1PULmKbHeOqlkIwcDMNwD4</td>\n",
5489        "      <td>The Beatles</td>\n",
5490        "      <td>Sgt. Pepper's Lonely Hearts Club Band (Remaste...</td>\n",
5491        "      <td>1967-06-01</td>\n",
5492        "      <td>0.199073</td>\n",
5493        "    </tr>\n",
5494        "    <tr>\n",
5495        "      <th>6</th>\n",
5496        "      <td>6P9yO0ukhOx3dvmhGKeYoC</td>\n",
5497        "      <td>The Beatles</td>\n",
5498        "      <td>Magical Mystery Tour (Remastered)</td>\n",
5499        "      <td>1967-11-27</td>\n",
5500        "      <td>0.259741</td>\n",
5501        "    </tr>\n",
5502        "    <tr>\n",
5503        "      <th>5</th>\n",
5504        "      <td>03Qh833fEdVT30Pfs93ea6</td>\n",
5505        "      <td>The Beatles</td>\n",
5506        "      <td>The Beatles (Remastered)</td>\n",
5507        "      <td>1968-11-22</td>\n",
5508        "      <td>0.227897</td>\n",
5509        "    </tr>\n",
5510        "    <tr>\n",
5511        "      <th>4</th>\n",
5512        "      <td>47bcKzmKgmMPHXNVOWpLiu</td>\n",
5513        "      <td>The Beatles</td>\n",
5514        "      <td>Yellow Submarine (Remastered)</td>\n",
5515        "      <td>1969-01-17</td>\n",
5516        "      <td>0.169001</td>\n",
5517        "    </tr>\n",
5518        "    <tr>\n",
5519        "      <th>3</th>\n",
5520        "      <td>2Pqkn9Dq2DFtdfkKAeqgMd</td>\n",
5521        "      <td>The Beatles</td>\n",
5522        "      <td>Abbey Road (Remastered)</td>\n",
5523        "      <td>1969-09-26</td>\n",
5524        "      <td>0.276860</td>\n",
5525        "    </tr>\n",
5526        "    <tr>\n",
5527        "      <th>2</th>\n",
5528        "      <td>2pCqZLeavM2BMovJXsJEIV</td>\n",
5529        "      <td>The Beatles</td>\n",
5530        "      <td>Let It Be (Remastered)</td>\n",
5531        "      <td>1970-05-08</td>\n",
5532        "      <td>0.199395</td>\n",
5533        "    </tr>\n",
5534        "    <tr>\n",
5535        "      <th>46</th>\n",
5536        "      <td>54sqbAXxR1jFfyXb1WvrHK</td>\n",
5537        "      <td>The Rolling Stones</td>\n",
5538        "      <td>Some Girls</td>\n",
5539        "      <td>1978-06-09</td>\n",
5540        "      <td>0.138254</td>\n",
5541        "    </tr>\n",
5542        "    <tr>\n",
5543        "      <th>47</th>\n",
5544        "      <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
5545        "      <td>The Rolling Stones</td>\n",
5546        "      <td>Some Girls (Deluxe Version)</td>\n",
5547        "      <td>1978-06-09</td>\n",
5548        "      <td>0.175582</td>\n",
5549        "    </tr>\n",
5550        "    <tr>\n",
5551        "      <th>45</th>\n",
5552        "      <td>2wZgoXS06wSdu9C0ZJOvlc</td>\n",
5553        "      <td>The Rolling Stones</td>\n",
5554        "      <td>Emotional Rescue (2009 Re-Mastered)</td>\n",
5555        "      <td>1980-06-20</td>\n",
5556        "      <td>0.191257</td>\n",
5557        "    </tr>\n",
5558        "    <tr>\n",
5559        "      <th>44</th>\n",
5560        "      <td>1YvnuYGlblQ5vLnOhaZzpn</td>\n",
5561        "      <td>The Rolling Stones</td>\n",
5562        "      <td>Tattoo You (2009 Re-Mastered)</td>\n",
5563        "      <td>1981-08-24</td>\n",
5564        "      <td>0.166152</td>\n",
5565        "    </tr>\n",
5566        "    <tr>\n",
5567        "      <th>43</th>\n",
5568        "      <td>0hxrNynMDh5QeyALlf1CdS</td>\n",
5569        "      <td>The Rolling Stones</td>\n",
5570        "      <td>Still Life</td>\n",
5571        "      <td>1982-06-01</td>\n",
5572        "      <td>0.205935</td>\n",
5573        "    </tr>\n",
5574        "    <tr>\n",
5575        "      <th>42</th>\n",
5576        "      <td>064eFGemsrDcMvgRZ0gqtw</td>\n",
5577        "      <td>The Rolling Stones</td>\n",
5578        "      <td>Undercover (2009 Re-Mastered)</td>\n",
5579        "      <td>1983-11-07</td>\n",
5580        "      <td>0.165463</td>\n",
5581        "    </tr>\n",
5582        "    <tr>\n",
5583        "      <th>41</th>\n",
5584        "      <td>1WSfNoPDPzgyKFN6OSYWUx</td>\n",
5585        "      <td>The Rolling Stones</td>\n",
5586        "      <td>Dirty Work (Remastered 2009)</td>\n",
5587        "      <td>1986-03-24</td>\n",
5588        "      <td>0.220036</td>\n",
5589        "    </tr>\n",
5590        "    <tr>\n",
5591        "      <th>40</th>\n",
5592        "      <td>1TpcI1LEFVhBvDPSTMPGFG</td>\n",
5593        "      <td>The Rolling Stones</td>\n",
5594        "      <td>Dirty Work</td>\n",
5595        "      <td>1986-03-24</td>\n",
5596        "      <td>0.220996</td>\n",
5597        "    </tr>\n",
5598        "    <tr>\n",
5599        "      <th>39</th>\n",
5600        "      <td>25mfHGJNQkluvIqedXHSx3</td>\n",
5601        "      <td>The Rolling Stones</td>\n",
5602        "      <td>Steel Wheels (2009 Re-Mastered)</td>\n",
5603        "      <td>1989-08-29</td>\n",
5604        "      <td>0.148364</td>\n",
5605        "    </tr>\n",
5606        "    <tr>\n",
5607        "      <th>38</th>\n",
5608        "      <td>1W1UJulgICjFDyYIMUwRs7</td>\n",
5609        "      <td>The Rolling Stones</td>\n",
5610        "      <td>Flashpoint</td>\n",
5611        "      <td>1991-04-02</td>\n",
5612        "      <td>0.246173</td>\n",
5613        "    </tr>\n",
5614        "    <tr>\n",
5615        "      <th>27</th>\n",
5616        "      <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
5617        "      <td>Radiohead</td>\n",
5618        "      <td>Pablo Honey</td>\n",
5619        "      <td>1993-02-22</td>\n",
5620        "      <td>0.343022</td>\n",
5621        "    </tr>\n",
5622        "    <tr>\n",
5623        "      <th>37</th>\n",
5624        "      <td>62ZT16LY1phGM0O8x5qW1z</td>\n",
5625        "      <td>The Rolling Stones</td>\n",
5626        "      <td>Voodoo Lounge (2009 Re-Mastered)</td>\n",
5627        "      <td>1994-07-11</td>\n",
5628        "      <td>0.237997</td>\n",
5629        "    </tr>\n",
5630        "    <tr>\n",
5631        "      <th>36</th>\n",
5632        "      <td>4M8Q1L9PZq0xK5tLUpO3jd</td>\n",
5633        "      <td>The Rolling Stones</td>\n",
5634        "      <td>Stripped</td>\n",
5635        "      <td>1995-01-13</td>\n",
5636        "      <td>0.223247</td>\n",
5637        "    </tr>\n",
5638        "    <tr>\n",
5639        "      <th>26</th>\n",
5640        "      <td>500FEaUzn8lN9zWFyZG5C2</td>\n",
5641        "      <td>Radiohead</td>\n",
5642        "      <td>The Bends</td>\n",
5643        "      <td>1995-03-28</td>\n",
5644        "      <td>0.335254</td>\n",
5645        "    </tr>\n",
5646        "    <tr>\n",
5647        "      <th>25</th>\n",
5648        "      <td>7dxKtc08dYeRVHt3p9CZJn</td>\n",
5649        "      <td>Radiohead</td>\n",
5650        "      <td>OK Computer</td>\n",
5651        "      <td>1997-05-28</td>\n",
5652        "      <td>0.355863</td>\n",
5653        "    </tr>\n",
5654        "    <tr>\n",
5655        "      <th>35</th>\n",
5656        "      <td>0ZGddnvcVzHVHfE3WW1tV5</td>\n",
5657        "      <td>The Rolling Stones</td>\n",
5658        "      <td>Bridges To Babylon (2009 Re-Mastered)</td>\n",
5659        "      <td>1997-09-29</td>\n",
5660        "      <td>0.252596</td>\n",
5661        "    </tr>\n",
5662        "    <tr>\n",
5663        "      <th>24</th>\n",
5664        "      <td>19RUXBFyM4PpmrLRdtqWbp</td>\n",
5665        "      <td>Radiohead</td>\n",
5666        "      <td>Kid A</td>\n",
5667        "      <td>2000-10-01</td>\n",
5668        "      <td>0.342542</td>\n",
5669        "    </tr>\n",
5670        "    <tr>\n",
5671        "      <th>1</th>\n",
5672        "      <td>5ju5Ouzan3QwXqQt1Tihbh</td>\n",
5673        "      <td>The Beatles</td>\n",
5674        "      <td>1 (Remastered)</td>\n",
5675        "      <td>2000-11-13</td>\n",
5676        "      <td>0.177370</td>\n",
5677        "    </tr>\n",
5678        "    <tr>\n",
5679        "      <th>22</th>\n",
5680        "      <td>6svTt5o2lUgIrgYDKVmdnD</td>\n",
5681        "      <td>Radiohead</td>\n",
5682        "      <td>I Might Be Wrong</td>\n",
5683        "      <td>2001-01-01</td>\n",
5684        "      <td>0.000000</td>\n",
5685        "    </tr>\n",
5686        "    <tr>\n",
5687        "      <th>23</th>\n",
5688        "      <td>6V9YnBmFjWmXCBaUVRCVXP</td>\n",
5689        "      <td>Radiohead</td>\n",
5690        "      <td>Amnesiac</td>\n",
5691        "      <td>2001-03-12</td>\n",
5692        "      <td>0.379351</td>\n",
5693        "    </tr>\n",
5694        "    <tr>\n",
5695        "      <th>21</th>\n",
5696        "      <td>1oW3v5Har9mvXnGk0x4fHm</td>\n",
5697        "      <td>Radiohead</td>\n",
5698        "      <td>Hail To the Thief</td>\n",
5699        "      <td>2003-01-01</td>\n",
5700        "      <td>0.305087</td>\n",
5701        "    </tr>\n",
5702        "    <tr>\n",
5703        "      <th>20</th>\n",
5704        "      <td>6Eo5EkmdLvZrONzi046iC2</td>\n",
5705        "      <td>Radiohead</td>\n",
5706        "      <td>Com Lag: 2+2=5</td>\n",
5707        "      <td>2004-03-24</td>\n",
5708        "      <td>0.243590</td>\n",
5709        "    </tr>\n",
5710        "    <tr>\n",
5711        "      <th>34</th>\n",
5712        "      <td>50UGtgNA5bq1c0BDjPfmbD</td>\n",
5713        "      <td>The Rolling Stones</td>\n",
5714        "      <td>Live Licks</td>\n",
5715        "      <td>2004-11-01</td>\n",
5716        "      <td>0.301727</td>\n",
5717        "    </tr>\n",
5718        "    <tr>\n",
5719        "      <th>33</th>\n",
5720        "      <td>4FTHynKEtuP7eppERNfjyG</td>\n",
5721        "      <td>The Rolling Stones</td>\n",
5722        "      <td>A Bigger Bang (2009 Re-Mastered)</td>\n",
5723        "      <td>2005-09-05</td>\n",
5724        "      <td>0.213057</td>\n",
5725        "    </tr>\n",
5726        "    <tr>\n",
5727        "      <th>19</th>\n",
5728        "      <td>36lJLPoPPOKNFddTAcirnc</td>\n",
5729        "      <td>Radiohead</td>\n",
5730        "      <td>In Rainbows Disk 2</td>\n",
5731        "      <td>2007-01-01</td>\n",
5732        "      <td>0.379263</td>\n",
5733        "    </tr>\n",
5734        "    <tr>\n",
5735        "      <th>18</th>\n",
5736        "      <td>7eyQXxuf2nGj9d2367Gi5f</td>\n",
5737        "      <td>Radiohead</td>\n",
5738        "      <td>In Rainbows</td>\n",
5739        "      <td>2007-12-28</td>\n",
5740        "      <td>0.308895</td>\n",
5741        "    </tr>\n",
5742        "    <tr>\n",
5743        "      <th>32</th>\n",
5744        "      <td>3CHu7qW160uqPZHW3TMZ1l</td>\n",
5745        "      <td>The Rolling Stones</td>\n",
5746        "      <td>Shine A Light</td>\n",
5747        "      <td>2008-01-01</td>\n",
5748        "      <td>0.263193</td>\n",
5749        "    </tr>\n",
5750        "    <tr>\n",
5751        "      <th>13</th>\n",
5752        "      <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
5753        "      <td>Radiohead</td>\n",
5754        "      <td>The King Of Limbs</td>\n",
5755        "      <td>2011-02-18</td>\n",
5756        "      <td>0.277719</td>\n",
5757        "    </tr>\n",
5758        "    <tr>\n",
5759        "      <th>17</th>\n",
5760        "      <td>47xaqCsJcYFWqD1gwujl1T</td>\n",
5761        "      <td>Radiohead</td>\n",
5762        "      <td>TKOL RMX 1234567</td>\n",
5763        "      <td>2011-10-10</td>\n",
5764        "      <td>0.000000</td>\n",
5765        "    </tr>\n",
5766        "    <tr>\n",
5767        "      <th>31</th>\n",
5768        "      <td>5eTqRwTGKPBUiUuN1rFaXD</td>\n",
5769        "      <td>The Rolling Stones</td>\n",
5770        "      <td>Live 1965: Music From Charlie Is My Darling (L...</td>\n",
5771        "      <td>2012-11-06</td>\n",
5772        "      <td>NaN</td>\n",
5773        "    </tr>\n",
5774        "    <tr>\n",
5775        "      <th>16</th>\n",
5776        "      <td>6vuykQgDLUCiZ7YggIpLM9</td>\n",
5777        "      <td>Radiohead</td>\n",
5778        "      <td>A Moon Shaped Pool</td>\n",
5779        "      <td>2016-05-08</td>\n",
5780        "      <td>0.394186</td>\n",
5781        "    </tr>\n",
5782        "    <tr>\n",
5783        "      <th>30</th>\n",
5784        "      <td>3PbRKFafwE7Of8e4dTee72</td>\n",
5785        "      <td>The Rolling Stones</td>\n",
5786        "      <td>Totally Stripped (Live)</td>\n",
5787        "      <td>2016-06-17</td>\n",
5788        "      <td>0.267510</td>\n",
5789        "    </tr>\n",
5790        "    <tr>\n",
5791        "      <th>0</th>\n",
5792        "      <td>5XfJmldgWzrc1AIdbBaVZn</td>\n",
5793        "      <td>The Beatles</td>\n",
5794        "      <td>Live At The Hollywood Bowl</td>\n",
5795        "      <td>2016-09-09</td>\n",
5796        "      <td>0.212743</td>\n",
5797        "    </tr>\n",
5798        "    <tr>\n",
5799        "      <th>29</th>\n",
5800        "      <td>4fhWcu56Bbh5wALuTouFVW</td>\n",
5801        "      <td>The Rolling Stones</td>\n",
5802        "      <td>Havana Moon (Live)</td>\n",
5803        "      <td>2016-11-11</td>\n",
5804        "      <td>0.266685</td>\n",
5805        "    </tr>\n",
5806        "    <tr>\n",
5807        "      <th>28</th>\n",
5808        "      <td>4g9Jfls8z2nbQxj5PiXkiy</td>\n",
5809        "      <td>The Rolling Stones</td>\n",
5810        "      <td>Blue &amp; Lonesome</td>\n",
5811        "      <td>2016-12-02</td>\n",
5812        "      <td>0.253218</td>\n",
5813        "    </tr>\n",
5814        "  </tbody>\n",
5815        "</table>\n",
5816        "</div>"
5817       ],
5818       "text/plain": [
5819        "                       _id         artist_name  \\\n",
5820        "15  7gDXyW16byCQOgK965BRzn         The Beatles   \n",
5821        "14  3nkEsxmIX0zRNXGAexaHAn         The Beatles   \n",
5822        "12  71Mwd9tntFQYUk4k2DwA0D         The Beatles   \n",
5823        "11  7BgGBZndAvDlKOcwe5rscZ         The Beatles   \n",
5824        "10  19K3IHYeVkUTjcBHGfbCOi         The Beatles   \n",
5825        "9   3OdI6e43crvyAHhaqpxSyz         The Beatles   \n",
5826        "8   0PYyrqs9NXtxPhf0CZkq2L         The Beatles   \n",
5827        "7   1PULmKbHeOqlkIwcDMNwD4         The Beatles   \n",
5828        "6   6P9yO0ukhOx3dvmhGKeYoC         The Beatles   \n",
5829        "5   03Qh833fEdVT30Pfs93ea6         The Beatles   \n",
5830        "4   47bcKzmKgmMPHXNVOWpLiu         The Beatles   \n",
5831        "3   2Pqkn9Dq2DFtdfkKAeqgMd         The Beatles   \n",
5832        "2   2pCqZLeavM2BMovJXsJEIV         The Beatles   \n",
5833        "46  54sqbAXxR1jFfyXb1WvrHK  The Rolling Stones   \n",
5834        "47  6FjXxl9VLURGuubdXUn2J3  The Rolling Stones   \n",
5835        "45  2wZgoXS06wSdu9C0ZJOvlc  The Rolling Stones   \n",
5836        "44  1YvnuYGlblQ5vLnOhaZzpn  The Rolling Stones   \n",
5837        "43  0hxrNynMDh5QeyALlf1CdS  The Rolling Stones   \n",
5838        "42  064eFGemsrDcMvgRZ0gqtw  The Rolling Stones   \n",
5839        "41  1WSfNoPDPzgyKFN6OSYWUx  The Rolling Stones   \n",
5840        "40  1TpcI1LEFVhBvDPSTMPGFG  The Rolling Stones   \n",
5841        "39  25mfHGJNQkluvIqedXHSx3  The Rolling Stones   \n",
5842        "38  1W1UJulgICjFDyYIMUwRs7  The Rolling Stones   \n",
5843        "27  6400dnyeDyD2mIFHfkwHXN           Radiohead   \n",
5844        "37  62ZT16LY1phGM0O8x5qW1z  The Rolling Stones   \n",
5845        "36  4M8Q1L9PZq0xK5tLUpO3jd  The Rolling Stones   \n",
5846        "26  500FEaUzn8lN9zWFyZG5C2           Radiohead   \n",
5847        "25  7dxKtc08dYeRVHt3p9CZJn           Radiohead   \n",
5848        "35  0ZGddnvcVzHVHfE3WW1tV5  The Rolling Stones   \n",
5849        "24  19RUXBFyM4PpmrLRdtqWbp           Radiohead   \n",
5850        "1   5ju5Ouzan3QwXqQt1Tihbh         The Beatles   \n",
5851        "22  6svTt5o2lUgIrgYDKVmdnD           Radiohead   \n",
5852        "23  6V9YnBmFjWmXCBaUVRCVXP           Radiohead   \n",
5853        "21  1oW3v5Har9mvXnGk0x4fHm           Radiohead   \n",
5854        "20  6Eo5EkmdLvZrONzi046iC2           Radiohead   \n",
5855        "34  50UGtgNA5bq1c0BDjPfmbD  The Rolling Stones   \n",
5856        "33  4FTHynKEtuP7eppERNfjyG  The Rolling Stones   \n",
5857        "19  36lJLPoPPOKNFddTAcirnc           Radiohead   \n",
5858        "18  7eyQXxuf2nGj9d2367Gi5f           Radiohead   \n",
5859        "32  3CHu7qW160uqPZHW3TMZ1l  The Rolling Stones   \n",
5860        "13  1DBkJIEoeHrTX4WCBQGcCi           Radiohead   \n",
5861        "17  47xaqCsJcYFWqD1gwujl1T           Radiohead   \n",
5862        "31  5eTqRwTGKPBUiUuN1rFaXD  The Rolling Stones   \n",
5863        "16  6vuykQgDLUCiZ7YggIpLM9           Radiohead   \n",
5864        "30  3PbRKFafwE7Of8e4dTee72  The Rolling Stones   \n",
5865        "0   5XfJmldgWzrc1AIdbBaVZn         The Beatles   \n",
5866        "29  4fhWcu56Bbh5wALuTouFVW  The Rolling Stones   \n",
5867        "28  4g9Jfls8z2nbQxj5PiXkiy  The Rolling Stones   \n",
5868        "\n",
5869        "                                                 name release_date     gloom  \n",
5870        "15                      Please Please Me (Remastered)   1963-03-22  0.124247  \n",
5871        "14                      With The Beatles (Remastered)   1963-11-22  0.087488  \n",
5872        "12                    A Hard Day's Night (Remastered)   1964-07-10  0.144607  \n",
5873        "11                      Beatles For Sale (Remastered)   1964-12-04  0.118608  \n",
5874        "10                                 Help! (Remastered)   1965-08-06  0.159317  \n",
5875        "9                            Rubber Soul (Remastered)   1965-12-03  0.161066  \n",
5876        "8                               Revolver (Remastered)   1966-08-05  0.200471  \n",
5877        "7   Sgt. Pepper's Lonely Hearts Club Band (Remaste...   1967-06-01  0.199073  \n",
5878        "6                   Magical Mystery Tour (Remastered)   1967-11-27  0.259741  \n",
5879        "5                            The Beatles (Remastered)   1968-11-22  0.227897  \n",
5880        "4                       Yellow Submarine (Remastered)   1969-01-17  0.169001  \n",
5881        "3                             Abbey Road (Remastered)   1969-09-26  0.276860  \n",
5882        "2                              Let It Be (Remastered)   1970-05-08  0.199395  \n",
5883        "46                                         Some Girls   1978-06-09  0.138254  \n",
5884        "47                        Some Girls (Deluxe Version)   1978-06-09  0.175582  \n",
5885        "45                Emotional Rescue (2009 Re-Mastered)   1980-06-20  0.191257  \n",
5886        "44                      Tattoo You (2009 Re-Mastered)   1981-08-24  0.166152  \n",
5887        "43                                         Still Life   1982-06-01  0.205935  \n",
5888        "42                      Undercover (2009 Re-Mastered)   1983-11-07  0.165463  \n",
5889        "41                       Dirty Work (Remastered 2009)   1986-03-24  0.220036  \n",
5890        "40                                         Dirty Work   1986-03-24  0.220996  \n",
5891        "39                    Steel Wheels (2009 Re-Mastered)   1989-08-29  0.148364  \n",
5892        "38                                         Flashpoint   1991-04-02  0.246173  \n",
5893        "27                                        Pablo Honey   1993-02-22  0.343022  \n",
5894        "37                   Voodoo Lounge (2009 Re-Mastered)   1994-07-11  0.237997  \n",
5895        "36                                           Stripped   1995-01-13  0.223247  \n",
5896        "26                                          The Bends   1995-03-28  0.335254  \n",
5897        "25                                        OK Computer   1997-05-28  0.355863  \n",
5898        "35              Bridges To Babylon (2009 Re-Mastered)   1997-09-29  0.252596  \n",
5899        "24                                              Kid A   2000-10-01  0.342542  \n",
5900        "1                                      1 (Remastered)   2000-11-13  0.177370  \n",
5901        "22                                   I Might Be Wrong   2001-01-01  0.000000  \n",
5902        "23                                           Amnesiac   2001-03-12  0.379351  \n",
5903        "21                                  Hail To the Thief   2003-01-01  0.305087  \n",
5904        "20                                     Com Lag: 2+2=5   2004-03-24  0.243590  \n",
5905        "34                                         Live Licks   2004-11-01  0.301727  \n",
5906        "33                   A Bigger Bang (2009 Re-Mastered)   2005-09-05  0.213057  \n",
5907        "19                                 In Rainbows Disk 2   2007-01-01  0.379263  \n",
5908        "18                                        In Rainbows   2007-12-28  0.308895  \n",
5909        "32                                      Shine A Light   2008-01-01  0.263193  \n",
5910        "13                                  The King Of Limbs   2011-02-18  0.277719  \n",
5911        "17                                   TKOL RMX 1234567   2011-10-10  0.000000  \n",
5912        "31  Live 1965: Music From Charlie Is My Darling (L...   2012-11-06       NaN  \n",
5913        "16                                 A Moon Shaped Pool   2016-05-08  0.394186  \n",
5914        "30                            Totally Stripped (Live)   2016-06-17  0.267510  \n",
5915        "0                          Live At The Hollywood Bowl   2016-09-09  0.212743  \n",
5916        "29                                 Havana Moon (Live)   2016-11-11  0.266685  \n",
5917        "28                                    Blue & Lonesome   2016-12-02  0.253218  "
5918       ]
5919      },
5920      "execution_count": 49,
5921      "metadata": {},
5922      "output_type": "execute_result"
5923     }
5924    ],
5925    "source": [
5926     "albums_df = pd.DataFrame(list(albums.find({}, ['release_date', 'name', 'artist_name'])))\n",
5927     "\n",
5928     "def try_date(d):\n",
5929     "    try:\n",
5930     "        return datetime.strptime(d, \"%Y-%m-%d\")\n",
5931     "    except ValueError:\n",
5932     "        return datetime.strptime(d, \"%Y\")\n",
5933     "\n",
5934     "albums_df['release_date'] = albums_df['release_date'].apply(lambda d: try_date(d))\n",
5935     "albums_df['gloom'] = albums_df['_id'].apply(lambda i: album_glooms[i])\n",
5936     "albums_df.sort_values('release_date', inplace=True)\n",
5937     "albums_df"
5938    ]
5939   },
5940   {
5941    "cell_type": "code",
5942    "execution_count": 50,
5943    "metadata": {},
5944    "outputs": [
5945     {
5946      "data": {
5947       "image/png": 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7b/wNW4dZtHoTc1bezqLVm3r6/6UOPBqruhz0c1LFVEheb/x2PxD9QVGcOtxFXldO7+Sk\niqmQvIZhHu0Dcbyf5dEjxfNorGpy0CefXHxVc6B5vPHb+UBs54PCzJqrdXpnw9ZhzvjIP/LeL987\n4Vy8c6Dja6dvoIrfnMzKoLZBfyR98Nje/b9xrJ1cvHOg42vnAzHPTmQze0pt0ztjpQ8atdOidA50\nbO30DVy5eN6Y6wr7m5PZxGQK+pKWAJ8C+oAvRMTqUcfPAq4HTgeWRcStDccOAtvSzQcj4nxKoFlQ\nd4syX61+IHouH7POaBr0JfUBa4FzSRY23yxpMCK2N5z2IPAW4ANj/Ii9EXFGDmXN1dGWRXSLshzK\n8M2pajfcmWXJ6S8EdkbEroh4ElgPLG08ISJ+FBHfBw51oIwdMd6yiNOeNtm5eAOqecOdWZb0znTg\noYbt3cCZLfyO4yUNAQeA1RGxoYVrc3G01ppbcTYeDxu1KupGR+7zI2JY0guATZK2RcT9jSdIWg4s\nB5g1a1auv7zZTT5+89p4PGzUqihLemcYmNmwPSPdl0lEDKf/7gLuBBaMcc66iBiIiIH+/v6sPzqT\nKk6PYN3hYaNWRVmC/mZgrqQ5ko4FlgGDWX64pGmSjkufnwQsArYf/ap8ubU2MXWe/8Y33FkVNQ36\nEXEAWAFsBH4A3BIR90laJel8AEkvl7Qb+EPg85LuSy8/BRiS9D3gWyQ5/a4GfbfW2lf3jkzfcGdV\npIgougxHGBgYiKGhodx+3uicPiStNb95m1u0etOYw1qnT53CXStfW0CJzGw8krZExECz8yp/R65H\n6bTPqTGz6ql80AeP0mlXVWcONauz2k64Zs25I9OseirT0vft8vlzasyseioR9L3KUuc4NWZWLZVI\n7/gGLDOzbCrR0s86ysQpIDOru0q09LPcgFX3G43MzKAiQT/LKBOngMzMKpLeyTLKxDcamZlVJOhD\n81EmvtHIzKwi6Z0sfKORmVmFWvrN+EYjM7OMQV/SEuBTQB/whYhYPer4WcD1wOnAsoi4teHYZcDV\n6eZHI+LGPAreDt9oZGZ11zS9I6kPWAu8HjgVuFjSqaNOexB4C3DTqGufBVxDsqbuQuAaSdMmXmwz\nM2tHlpz+QmBnROyKiCeB9cDSxhMi4kcR8X3g0KhrFwNfj4hHIuJR4OvAkhzKbWZmbcgS9KcDDzVs\n7073ZTGRa83MLGelGL0jabmkIUlDe/bsKbo4ZmaVlSXoDwMzG7ZnpPuyyHRtRKyLiIGIGOjv78/4\no83MrFVZgv5mYK6kOZKOBZYBgxl//kbgPEnT0g7c89J9ZmZWgKZDNiPigKQVJMG6D7ghIu6TtAoY\niohBSS8H/g6YBvy+pI9ExGkR8Yika0k+OABWRcQjHarLYZ5N08xsbIqIostwhIGBgRgaGmr7+tEL\nqkBy5+11F8534DezypK0JSIGmp1Xio7cPHk2TTOz8VUu6Hs2TTOz8VUu6GdZUMXMrK4qF/Q9m6aZ\n2fgqN8umZ9M0Mxtf5YI+eDZNM7PxVC69Y2Zm43PQNzOrEQd9M7MacdA3M6sRB30zsxpx0DczqxEH\nfTOzGnHQNzOrkUxBX9ISSTsk7ZS0cozjx0n6cnr8Hkmz0/2zJe2VdG/6+Fy+xTczs1Y0vSNXUh+w\nFjiXZGHzzZIGI2J7w2mXA49GxIskLQM+BlyUHrs/Is7IudxmZtaGLC39hcDOiNgVEU8C64Glo85Z\nCtyYPr8VeJ0k5VdMMzPLQ5agPx14qGF7d7pvzHMi4gDwOPBb6bE5krZK+idJr55gec3MbAI6PeHa\nT4BZEfGwpJcBGySdFhG/bDxJ0nJgOcCsWbM6XCQzs/rK0tIfBmY2bM9I9415jqRjgBOBhyNiX0Q8\nDBARW4D7gReP/gURsS4iBiJioL+/v/VamJlZJlmC/mZgrqQ5ko4FlgGDo84ZBC5Ln78R2BQRIak/\n7QhG0guAucCufIpuZmatapreiYgDklYAG4E+4IaIuE/SKmAoIgaBvwS+KGkn8AjJBwPAWcAqSfuB\nQ8A7IuKRTlTEzMyaU0QUXYYjDAwMxNDQUNHFMDPrKZK2RMRAs/N8R66ZWY046JuZ1YiDvplZjTjo\nm5nViIO+mVmNOOibmdWIg76ZWY046JuZ1YiDvplZjTjom5nViIO+mVmNOOibmdWIg76ZWY046JuZ\n1UimoC9piaQdknZKWjnG8eMkfTk9fo+k2Q3Hrkr375C0OL+im1mnbdg6zKLVm5iz8nYWrd7Ehq2j\nF82rnqrXuekiKunKV2uBc0kWRd8saTAitjecdjnwaES8SNIy4GPARZJOJVlQ5TTgZOAbkl4cEQfz\nroiZ5WvD1mGuum0be/cnb9fhx/Zy1W3bALhgwfQii9Yxdahzlpb+QmBnROyKiCeB9cDSUecsBW5M\nn98KvE6S0v3r07VyHwB2pj/PzEpuzcYdh4PfiL37D7Jm446CStR5dahzlqA/HXioYXt3um/McyLi\nAPA48FsZr0XScklDkob27NmTvfRm1jE/fmxvS/uroA51LkVHbkSsi4iBiBjo7+8vujhmBpw8dUpL\n+6ugDnXOEvSHgZkN2zPSfWOeI+kY4ETg4YzXmlkJXbl4HlMm9x2xb8rkPq5cPK+gEnVeHeqcJehv\nBuZKmiPpWJKO2cFR5wwCl6XP3whsimTF9UFgWTq6Zw4wF/huPkU3s066YMF0rrtwPtOnTkHA9KlT\nuO7C+ZXp0BxLHeqsJDY3OUn6XeB6oA+4ISL+m6RVwFBEDEo6HvgisAB4BFgWEbvSaz8IvA04ALw3\nIu442u8aGBiIoaGhidTJzKx2JG2JiIGm52UJ+t3koG9m1rqsQb8UHblmZtYdDvpmZjXioG9mViOl\ny+lL2gP8a7p5EvCLAovTDVWvY9XrB65jFVShfs+PiKY3OpUu6DeSNJSlY6KXVb2OVa8fuI5VUPX6\nNXJ6x8ysRhz0zcxqpOxBf13RBeiCqtex6vUD17EKql6/w0qd0zczs3yVvaVvZmY5ctA3M6sRB30z\nO0xSpWNC1euXRWH/AZKel/7b1+zcXlWTOvan/1byzVST1/Clki4BiIhDRZcnb5IWSnoPVLN+rer6\nG1XSCZK+CAxLmh8RB6v2hqpJHZ+Z1vHedLH7Q1UK/DV5DSXpWuCbwPslLUr3V+l1fC/wd8DVkl6f\n7qvU69iqro/ekXQxMB84HlgYEa/qagG6QNJFwEuodh1XAC8jWSFtekRcXHCRciVpGXA6FX4N4fD7\n8WGSVe3OjojLmlzSUyT9HslqfS8AroiIs9L9ipoOXexK0Jf0RuA5EbFW0onAsRGxR9KDwH+OiPWS\njkkXVe9Jki4kedNcIWkacEwF6/hS4ImI+L/p6/h0YC+wEbgmIu6Q1BcRBwstaJvS1d1+GhF709dw\nckT8vGKv4R+RBPi7I+I7aas+gFOADwF/HxE39+rrKOkVwCMR8f/SbZFkNCYDtwFfi4g/6/XXcUIi\nomMP4ATgK8DdwMU89SEzKf33jcCDnSxDpx/AqcBNwFbgIMmHG0Bfheo4B7gd+N/APcDrRh2/HPjn\noss5gfrNBu4gSXN8BZg36ngVXsM+kqC+BXgfsA24sOH4FOBSYAMwrejytlG/qenf6L8BVwNPT/dP\najjndcD3gJOKLm+Rj9xzd+kn64iZwM8i4hURcXOk//OR5H8VEbcCuyV9JL32+LzL0wkjdZR0FvAX\nJK2mBcCngFcCRJID7vk6pj4A3BsRryQJCpePOv1vgF+lKR/StZRLbYz63RMRrwO+BVwr6bSRg736\nGjaKpNU+D3h/RHwCuAZYIemU9Phe4DskqZALASS9sKDituPpJN84350+Pwt+o+P2TpIG6Lsh6eDt\nbhHLoRMdNo1viNNJvkoi6Z2SrpF0tqTjRz4AgAuA90j6MPApSc/pQJnyNiX9dztwXiRfF48lWfj9\nEBzuDBvpMOrFOh4Ph4Pjr4D96f4TgR9ImjdyYkT8GrgKeKuka4Cr0vRPmY3U75h0eztARHwaWAhc\nKunZDef33Gso6c3p+21quutnwLQ0tXEbSZ0vGunYjIgHgPXAKkm/JPl/KK2G+j0zIoZJplK4Bfg1\ncKakk9PzBIc/+D4K/Kmkx4GXjvrwr4Xcgr6kcyV9Hfh42jkE8C/ATyTdQNICfpwkOLyloQf92cAz\ngdcAn46In+VVpryNquOyiPhFRPwq/RB7kuQr86WQtDDiqZxhP71XxzWS/ij9cP42MFfSVmAJyYfZ\nlySd1/CmeTbw28A5wK0R8XgR5W9mjPodAB4BFkh6iaSXAP8HmAU8q+HSnngN0xE5z5P0LeAykr/H\ntZJOIJkvfj5J2hXgz4H/QPLakbb6/wK4D3hVRNzc7fI3M079PivppIj4dUQ8AXwDmAa8FiAiQtIk\nSS8iScXeRVK/zzU0Pusjp3zai0hyvUuBBSRf998PHAP8T2CIpFMM4I+Bz5C0GKcDnwMuKjrP1UYd\nvwT8l/TYSN3OTvf3N1x3cg/X8SbgA+mxecBtDef+V+CT6fMXAn8P/GHRdWixfjcD7wSekdbnH0g+\n4AbSuq9Ir5vRC68hT/UjvRj40sg+4LPADSR576+RpD6elh7/MsmoFoDnAb9XdD3aqN+fN/5tpvv/\nE0mr/sSGuj4b+J2i61H0YyIvwCSe6pC9FPhMw7HLgcfSP7KzgE3Apemx00nGzfYVXfkJ1vFtaR2f\n3bDvnDRwHFN02XOu43NIWrqfAk5Jj70KuJWGjrIyPjL+nfan2y9oOPYu4D8WXf6MdewD/jvwMZKG\nx+8DN446/nPgNODNJI2ui9JjfwOcWXQdJli/ScBPSUbPjew7Abge+C5JWmtG0fUoy6Ot9I6ktwK7\ngWvTXduAZemQN0ha+A8AH4+If06Dxfsk/SlJzvAuIMqcT8tQx8nA/cD/GLkmIr5B0kr8910satsy\n1nFXevzfSNId75F0BfB5kq/RpX0dM/6d3g98Mt1+IL1uOckHwr90r7TtkXQ2yYicacBOkrruB35n\npKMyklz2R4A1EfG/gH8E3pym644h+X8ppYz1OwR8OH2MeAPJt7jvAfMjYnf3Sl1ybXzqnkAyguMK\nkjfFv0v3X0/ydfkukhTHfOCrwHPT4y8H3g68suhPupzreHtDHScDy4HZRdch5zreQTIi4hSSkQ83\nAq8oug45v4YjQ23fC2wGXl50HTLW89XAHzdsfwb4E+AtwJZ03yTguSTfzGam+55Lwzebsj5arN8t\nI+89khTeWUWXv4yPdl+IWem/q4Evp8/7SFqCr0q3ZwJ/DRxfdCU7XMe/Ao4rurwdruONJDfUFV7m\nDtXvr0deQ9L8b688gKcBx/FUvvtS4Lr0+b3Au9PnA8DNRZfX9Sv+0VZ6JyIeTJ9eD8yRtDiSr5CP\nR8S302PvAJ7gqaF+PaWFOu4FevLOvhbq+CuSG896Sot/pwfSa57ofknbFxFPRMS+eOru2XOBPenz\ntwKnSPoHkm83pU9XjdZO/cqabiyLCU/DIOntwCURcXa6vRD4IEmq420R8dMJl7JgrmPv17EG9esj\nmU7hdpLW7850iOIvSIbSPhDJWPaeVPX6ddOEgr6kSZHcXXsr8BNgH0nn3g8j4v6cylgo17H361j1\n+sHh1u2xwBdIRse9jWQitXdHxC+LLFseql6/bjqm+SnjS99ITyMZ//oaYFVEfC2PgpWF69j7ql4/\nOHwD0gKSnPcc4K8i4i8LLlZuql6/bppQ0E+9kySXdm5E7Mvh55WR69j7ql4/SIanfhD4REXrWPX6\ndUUeOf1JUfHVaFzH3lf1+pll1fVFVMzMrDiVWRbNzMyac9A3M6sRB30zsxpx0DczqxEHfTOzGnHQ\nNzOrEQd9M7Ma+f9uESpp7Ozg0wAAAABJRU5ErkJggg==\n",
5948       "text/plain": [
5949        "<matplotlib.figure.Figure at 0x7fa7b0698320>"
5950       ]
5951      },
5952      "metadata": {},
5953      "output_type": "display_data"
5954     }
5955    ],
5956    "source": [
5957     "fig, ax = plt.subplots()\n",
5958     "ax.plot_date(albums_df['release_date'], albums_df['gloom'])\n",
5959     "\n",
5960     "fig.autofmt_xdate()\n",
5961     "plt.show()"
5962    ]
5963   },
5964   {
5965    "cell_type": "markdown",
5966    "metadata": {},
5967    "source": [
5968     "One thing that's noticable is the split in time between the groups, and the much shorter period the Beatles were active for."
5969    ]
5970   },
5971   {
5972    "cell_type": "code",
5973    "execution_count": 67,
5974    "metadata": {},
5975    "outputs": [
5976     {
5977      "data": {
5978       "text/html": [
5979        "<div>\n",
5980        "<style>\n",
5981        "    .dataframe thead tr:only-child th {\n",
5982        "        text-align: right;\n",
5983        "    }\n",
5984        "\n",
5985        "    .dataframe thead th {\n",
5986        "        text-align: left;\n",
5987        "    }\n",
5988        "\n",
5989        "    .dataframe tbody tr th {\n",
5990        "        vertical-align: top;\n",
5991        "    }\n",
5992        "</style>\n",
5993        "<table border=\"1\" class=\"dataframe\">\n",
5994        "  <thead>\n",
5995        "    <tr style=\"text-align: right;\">\n",
5996        "      <th></th>\n",
5997        "      <th>_id</th>\n",
5998        "      <th>artist_name</th>\n",
5999        "      <th>name</th>\n",
6000        "      <th>release_date</th>\n",
6001        "      <th>gloom</th>\n",
6002        "      <th>complexity</th>\n",
6003        "    </tr>\n",
6004        "  </thead>\n",
6005        "  <tbody>\n",
6006        "    <tr>\n",
6007        "      <th>15</th>\n",
6008        "      <td>7gDXyW16byCQOgK965BRzn</td>\n",
6009        "      <td>The Beatles</td>\n",
6010        "      <td>Please Please Me (Remastered)</td>\n",
6011        "      <td>1963-03-22</td>\n",
6012        "      <td>0.124247</td>\n",
6013        "      <td>0.473380</td>\n",
6014        "    </tr>\n",
6015        "    <tr>\n",
6016        "      <th>14</th>\n",
6017        "      <td>3nkEsxmIX0zRNXGAexaHAn</td>\n",
6018        "      <td>The Beatles</td>\n",
6019        "      <td>With The Beatles (Remastered)</td>\n",
6020        "      <td>1963-11-22</td>\n",
6021        "      <td>0.087488</td>\n",
6022        "      <td>0.578515</td>\n",
6023        "    </tr>\n",
6024        "    <tr>\n",
6025        "      <th>12</th>\n",
6026        "      <td>71Mwd9tntFQYUk4k2DwA0D</td>\n",
6027        "      <td>The Beatles</td>\n",
6028        "      <td>A Hard Day's Night (Remastered)</td>\n",
6029        "      <td>1964-07-10</td>\n",
6030        "      <td>0.144607</td>\n",
6031        "      <td>0.549059</td>\n",
6032        "    </tr>\n",
6033        "    <tr>\n",
6034        "      <th>11</th>\n",
6035        "      <td>7BgGBZndAvDlKOcwe5rscZ</td>\n",
6036        "      <td>The Beatles</td>\n",
6037        "      <td>Beatles For Sale (Remastered)</td>\n",
6038        "      <td>1964-12-04</td>\n",
6039        "      <td>0.118608</td>\n",
6040        "      <td>0.508739</td>\n",
6041        "    </tr>\n",
6042        "    <tr>\n",
6043        "      <th>10</th>\n",
6044        "      <td>19K3IHYeVkUTjcBHGfbCOi</td>\n",
6045        "      <td>The Beatles</td>\n",
6046        "      <td>Help! (Remastered)</td>\n",
6047        "      <td>1965-08-06</td>\n",
6048        "      <td>0.159317</td>\n",
6049        "      <td>0.494990</td>\n",
6050        "    </tr>\n",
6051        "    <tr>\n",
6052        "      <th>9</th>\n",
6053        "      <td>3OdI6e43crvyAHhaqpxSyz</td>\n",
6054        "      <td>The Beatles</td>\n",
6055        "      <td>Rubber Soul (Remastered)</td>\n",
6056        "      <td>1965-12-03</td>\n",
6057        "      <td>0.161066</td>\n",
6058        "      <td>0.449000</td>\n",
6059        "    </tr>\n",
6060        "    <tr>\n",
6061        "      <th>8</th>\n",
6062        "      <td>0PYyrqs9NXtxPhf0CZkq2L</td>\n",
6063        "      <td>The Beatles</td>\n",
6064        "      <td>Revolver (Remastered)</td>\n",
6065        "      <td>1966-08-05</td>\n",
6066        "      <td>0.200471</td>\n",
6067        "      <td>0.395546</td>\n",
6068        "    </tr>\n",
6069        "    <tr>\n",
6070        "      <th>7</th>\n",
6071        "      <td>1PULmKbHeOqlkIwcDMNwD4</td>\n",
6072        "      <td>The Beatles</td>\n",
6073        "      <td>Sgt. Pepper's Lonely Hearts Club Band (Remaste...</td>\n",
6074        "      <td>1967-06-01</td>\n",
6075        "      <td>0.199073</td>\n",
6076        "      <td>0.331375</td>\n",
6077        "    </tr>\n",
6078        "    <tr>\n",
6079        "      <th>6</th>\n",
6080        "      <td>6P9yO0ukhOx3dvmhGKeYoC</td>\n",
6081        "      <td>The Beatles</td>\n",
6082        "      <td>Magical Mystery Tour (Remastered)</td>\n",
6083        "      <td>1967-11-27</td>\n",
6084        "      <td>0.259741</td>\n",
6085        "      <td>0.275272</td>\n",
6086        "    </tr>\n",
6087        "    <tr>\n",
6088        "      <th>5</th>\n",
6089        "      <td>03Qh833fEdVT30Pfs93ea6</td>\n",
6090        "      <td>The Beatles</td>\n",
6091        "      <td>The Beatles (Remastered)</td>\n",
6092        "      <td>1968-11-22</td>\n",
6093        "      <td>0.227897</td>\n",
6094        "      <td>0.303138</td>\n",
6095        "    </tr>\n",
6096        "    <tr>\n",
6097        "      <th>4</th>\n",
6098        "      <td>47bcKzmKgmMPHXNVOWpLiu</td>\n",
6099        "      <td>The Beatles</td>\n",
6100        "      <td>Yellow Submarine (Remastered)</td>\n",
6101        "      <td>1969-01-17</td>\n",
6102        "      <td>0.169001</td>\n",
6103        "      <td>0.295368</td>\n",
6104        "    </tr>\n",
6105        "    <tr>\n",
6106        "      <th>3</th>\n",
6107        "      <td>2Pqkn9Dq2DFtdfkKAeqgMd</td>\n",
6108        "      <td>The Beatles</td>\n",
6109        "      <td>Abbey Road (Remastered)</td>\n",
6110        "      <td>1969-09-26</td>\n",
6111        "      <td>0.276860</td>\n",
6112        "      <td>0.280154</td>\n",
6113        "    </tr>\n",
6114        "    <tr>\n",
6115        "      <th>2</th>\n",
6116        "      <td>2pCqZLeavM2BMovJXsJEIV</td>\n",
6117        "      <td>The Beatles</td>\n",
6118        "      <td>Let It Be (Remastered)</td>\n",
6119        "      <td>1970-05-08</td>\n",
6120        "      <td>0.199395</td>\n",
6121        "      <td>0.354664</td>\n",
6122        "    </tr>\n",
6123        "  </tbody>\n",
6124        "</table>\n",
6125        "</div>"
6126       ],
6127       "text/plain": [
6128        "                       _id  artist_name  \\\n",
6129        "15  7gDXyW16byCQOgK965BRzn  The Beatles   \n",
6130        "14  3nkEsxmIX0zRNXGAexaHAn  The Beatles   \n",
6131        "12  71Mwd9tntFQYUk4k2DwA0D  The Beatles   \n",
6132        "11  7BgGBZndAvDlKOcwe5rscZ  The Beatles   \n",
6133        "10  19K3IHYeVkUTjcBHGfbCOi  The Beatles   \n",
6134        "9   3OdI6e43crvyAHhaqpxSyz  The Beatles   \n",
6135        "8   0PYyrqs9NXtxPhf0CZkq2L  The Beatles   \n",
6136        "7   1PULmKbHeOqlkIwcDMNwD4  The Beatles   \n",
6137        "6   6P9yO0ukhOx3dvmhGKeYoC  The Beatles   \n",
6138        "5   03Qh833fEdVT30Pfs93ea6  The Beatles   \n",
6139        "4   47bcKzmKgmMPHXNVOWpLiu  The Beatles   \n",
6140        "3   2Pqkn9Dq2DFtdfkKAeqgMd  The Beatles   \n",
6141        "2   2pCqZLeavM2BMovJXsJEIV  The Beatles   \n",
6142        "\n",
6143        "                                                 name release_date     gloom  \\\n",
6144        "15                      Please Please Me (Remastered)   1963-03-22  0.124247   \n",
6145        "14                      With The Beatles (Remastered)   1963-11-22  0.087488   \n",
6146        "12                    A Hard Day's Night (Remastered)   1964-07-10  0.144607   \n",
6147        "11                      Beatles For Sale (Remastered)   1964-12-04  0.118608   \n",
6148        "10                                 Help! (Remastered)   1965-08-06  0.159317   \n",
6149        "9                            Rubber Soul (Remastered)   1965-12-03  0.161066   \n",
6150        "8                               Revolver (Remastered)   1966-08-05  0.200471   \n",
6151        "7   Sgt. Pepper's Lonely Hearts Club Band (Remaste...   1967-06-01  0.199073   \n",
6152        "6                   Magical Mystery Tour (Remastered)   1967-11-27  0.259741   \n",
6153        "5                            The Beatles (Remastered)   1968-11-22  0.227897   \n",
6154        "4                       Yellow Submarine (Remastered)   1969-01-17  0.169001   \n",
6155        "3                             Abbey Road (Remastered)   1969-09-26  0.276860   \n",
6156        "2                              Let It Be (Remastered)   1970-05-08  0.199395   \n",
6157        "\n",
6158        "    complexity  \n",
6159        "15    0.473380  \n",
6160        "14    0.578515  \n",
6161        "12    0.549059  \n",
6162        "11    0.508739  \n",
6163        "10    0.494990  \n",
6164        "9     0.449000  \n",
6165        "8     0.395546  \n",
6166        "7     0.331375  \n",
6167        "6     0.275272  \n",
6168        "5     0.303138  \n",
6169        "4     0.295368  \n",
6170        "3     0.280154  \n",
6171        "2     0.354664  "
6172       ]
6173      },
6174      "execution_count": 67,
6175      "metadata": {},
6176      "output_type": "execute_result"
6177     }
6178    ],
6179    "source": [
6180     "beatles_df = albums_df[  (albums_df['artist_name'] == 'The Beatles') \n",
6181     "                       & (albums_df['gloom'] > 0) \n",
6182     "                       & (albums_df['release_date'] < datetime(1971, 1, 1))]\n",
6183     "beatles_df"
6184    ]
6185   },
6186   {
6187    "cell_type": "code",
6188    "execution_count": 68,
6189    "metadata": {},
6190    "outputs": [
6191     {
6192      "data": {
6193       "image/png": 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aHO6TPymIhP+/SCeIS+rbIXtvpG57KZanv6PwwRwsT39H3fbSoK21J2cNWW+/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\nSUVORK5CYII=\n",
6194       "text/plain": [
6195        "<matplotlib.figure.Figure at 0x7fa7a9763668>"
6196       ]
6197      },
6198      "metadata": {},
6199      "output_type": "display_data"
6200     }
6201    ],
6202    "source": [
6203     "fig, ax = plt.subplots()\n",
6204     "ax.plot_date(beatles_df['release_date'].values, beatles_df['gloom'].values, linestyle='-')\n",
6205     "\n",
6206     "fig.autofmt_xdate()\n",
6207     "\n",
6208     "for a in beatles_df.itertuples():\n",
6209     "    for t in tracks.find({'album.id': a[1], 'gloom': {'$exists': True}}):\n",
6210     "        ax.scatter(a.release_date, t['gloom'])\n",
6211     "\n",
6212     "plt.show()"
6213    ]
6214   },
6215   {
6216    "cell_type": "code",
6217    "execution_count": 69,
6218    "metadata": {},
6219    "outputs": [
6220     {
6221      "data": {
6222       "text/html": [
6223        "<div>\n",
6224        "<style>\n",
6225        "    .dataframe thead tr:only-child th {\n",
6226        "        text-align: right;\n",
6227        "    }\n",
6228        "\n",
6229        "    .dataframe thead th {\n",
6230        "        text-align: left;\n",
6231        "    }\n",
6232        "\n",
6233        "    .dataframe tbody tr th {\n",
6234        "        vertical-align: top;\n",
6235        "    }\n",
6236        "</style>\n",
6237        "<table border=\"1\" class=\"dataframe\">\n",
6238        "  <thead>\n",
6239        "    <tr style=\"text-align: right;\">\n",
6240        "      <th></th>\n",
6241        "      <th>_id</th>\n",
6242        "      <th>artist_name</th>\n",
6243        "      <th>name</th>\n",
6244        "      <th>release_date</th>\n",
6245        "      <th>gloom</th>\n",
6246        "      <th>complexity</th>\n",
6247        "    </tr>\n",
6248        "  </thead>\n",
6249        "  <tbody>\n",
6250        "    <tr>\n",
6251        "      <th>46</th>\n",
6252        "      <td>54sqbAXxR1jFfyXb1WvrHK</td>\n",
6253        "      <td>The Rolling Stones</td>\n",
6254        "      <td>Some Girls</td>\n",
6255        "      <td>1978-06-09</td>\n",
6256        "      <td>0.138254</td>\n",
6257        "      <td>0.478235</td>\n",
6258        "    </tr>\n",
6259        "    <tr>\n",
6260        "      <th>47</th>\n",
6261        "      <td>6FjXxl9VLURGuubdXUn2J3</td>\n",
6262        "      <td>The Rolling Stones</td>\n",
6263        "      <td>Some Girls (Deluxe Version)</td>\n",
6264        "      <td>1978-06-09</td>\n",
6265        "      <td>0.175582</td>\n",
6266        "      <td>0.460035</td>\n",
6267        "    </tr>\n",
6268        "    <tr>\n",
6269        "      <th>45</th>\n",
6270        "      <td>2wZgoXS06wSdu9C0ZJOvlc</td>\n",
6271        "      <td>The Rolling Stones</td>\n",
6272        "      <td>Emotional Rescue (2009 Re-Mastered)</td>\n",
6273        "      <td>1980-06-20</td>\n",
6274        "      <td>0.191257</td>\n",
6275        "      <td>0.453852</td>\n",
6276        "    </tr>\n",
6277        "    <tr>\n",
6278        "      <th>44</th>\n",
6279        "      <td>1YvnuYGlblQ5vLnOhaZzpn</td>\n",
6280        "      <td>The Rolling Stones</td>\n",
6281        "      <td>Tattoo You (2009 Re-Mastered)</td>\n",
6282        "      <td>1981-08-24</td>\n",
6283        "      <td>0.166152</td>\n",
6284        "      <td>0.447257</td>\n",
6285        "    </tr>\n",
6286        "    <tr>\n",
6287        "      <th>43</th>\n",
6288        "      <td>0hxrNynMDh5QeyALlf1CdS</td>\n",
6289        "      <td>The Rolling Stones</td>\n",
6290        "      <td>Still Life</td>\n",
6291        "      <td>1982-06-01</td>\n",
6292        "      <td>0.205935</td>\n",
6293        "      <td>0.338044</td>\n",
6294        "    </tr>\n",
6295        "    <tr>\n",
6296        "      <th>42</th>\n",
6297        "      <td>064eFGemsrDcMvgRZ0gqtw</td>\n",
6298        "      <td>The Rolling Stones</td>\n",
6299        "      <td>Undercover (2009 Re-Mastered)</td>\n",
6300        "      <td>1983-11-07</td>\n",
6301        "      <td>0.165463</td>\n",
6302        "      <td>0.492789</td>\n",
6303        "    </tr>\n",
6304        "    <tr>\n",
6305        "      <th>41</th>\n",
6306        "      <td>1WSfNoPDPzgyKFN6OSYWUx</td>\n",
6307        "      <td>The Rolling Stones</td>\n",
6308        "      <td>Dirty Work (Remastered 2009)</td>\n",
6309        "      <td>1986-03-24</td>\n",
6310        "      <td>0.220036</td>\n",
6311        "      <td>0.403297</td>\n",
6312        "    </tr>\n",
6313        "    <tr>\n",
6314        "      <th>40</th>\n",
6315        "      <td>1TpcI1LEFVhBvDPSTMPGFG</td>\n",
6316        "      <td>The Rolling Stones</td>\n",
6317        "      <td>Dirty Work</td>\n",
6318        "      <td>1986-03-24</td>\n",
6319        "      <td>0.220996</td>\n",
6320        "      <td>0.403350</td>\n",
6321        "    </tr>\n",
6322        "    <tr>\n",
6323        "      <th>39</th>\n",
6324        "      <td>25mfHGJNQkluvIqedXHSx3</td>\n",
6325        "      <td>The Rolling Stones</td>\n",
6326        "      <td>Steel Wheels (2009 Re-Mastered)</td>\n",
6327        "      <td>1989-08-29</td>\n",
6328        "      <td>0.148364</td>\n",
6329        "      <td>0.456991</td>\n",
6330        "    </tr>\n",
6331        "    <tr>\n",
6332        "      <th>38</th>\n",
6333        "      <td>1W1UJulgICjFDyYIMUwRs7</td>\n",
6334        "      <td>The Rolling Stones</td>\n",
6335        "      <td>Flashpoint</td>\n",
6336        "      <td>1991-04-02</td>\n",
6337        "      <td>0.246173</td>\n",
6338        "      <td>0.325013</td>\n",
6339        "    </tr>\n",
6340        "    <tr>\n",
6341        "      <th>37</th>\n",
6342        "      <td>62ZT16LY1phGM0O8x5qW1z</td>\n",
6343        "      <td>The Rolling Stones</td>\n",
6344        "      <td>Voodoo Lounge (2009 Re-Mastered)</td>\n",
6345        "      <td>1994-07-11</td>\n",
6346        "      <td>0.237997</td>\n",
6347        "      <td>0.335114</td>\n",
6348        "    </tr>\n",
6349        "    <tr>\n",
6350        "      <th>36</th>\n",
6351        "      <td>4M8Q1L9PZq0xK5tLUpO3jd</td>\n",
6352        "      <td>The Rolling Stones</td>\n",
6353        "      <td>Stripped</td>\n",
6354        "      <td>1995-01-13</td>\n",
6355        "      <td>0.223247</td>\n",
6356        "      <td>0.333761</td>\n",
6357        "    </tr>\n",
6358        "    <tr>\n",
6359        "      <th>35</th>\n",
6360        "      <td>0ZGddnvcVzHVHfE3WW1tV5</td>\n",
6361        "      <td>The Rolling Stones</td>\n",
6362        "      <td>Bridges To Babylon (2009 Re-Mastered)</td>\n",
6363        "      <td>1997-09-29</td>\n",
6364        "      <td>0.252596</td>\n",
6365        "      <td>0.346564</td>\n",
6366        "    </tr>\n",
6367        "    <tr>\n",
6368        "      <th>34</th>\n",
6369        "      <td>50UGtgNA5bq1c0BDjPfmbD</td>\n",
6370        "      <td>The Rolling Stones</td>\n",
6371        "      <td>Live Licks</td>\n",
6372        "      <td>2004-11-01</td>\n",
6373        "      <td>0.301727</td>\n",
6374        "      <td>0.267284</td>\n",
6375        "    </tr>\n",
6376        "    <tr>\n",
6377        "      <th>33</th>\n",
6378        "      <td>4FTHynKEtuP7eppERNfjyG</td>\n",
6379        "      <td>The Rolling Stones</td>\n",
6380        "      <td>A Bigger Bang (2009 Re-Mastered)</td>\n",
6381        "      <td>2005-09-05</td>\n",
6382        "      <td>0.213057</td>\n",
6383        "      <td>0.421502</td>\n",
6384        "    </tr>\n",
6385        "    <tr>\n",
6386        "      <th>32</th>\n",
6387        "      <td>3CHu7qW160uqPZHW3TMZ1l</td>\n",
6388        "      <td>The Rolling Stones</td>\n",
6389        "      <td>Shine A Light</td>\n",
6390        "      <td>2008-01-01</td>\n",
6391        "      <td>0.263193</td>\n",
6392        "      <td>0.295026</td>\n",
6393        "    </tr>\n",
6394        "    <tr>\n",
6395        "      <th>30</th>\n",
6396        "      <td>3PbRKFafwE7Of8e4dTee72</td>\n",
6397        "      <td>The Rolling Stones</td>\n",
6398        "      <td>Totally Stripped (Live)</td>\n",
6399        "      <td>2016-06-17</td>\n",
6400        "      <td>0.267510</td>\n",
6401        "      <td>0.279471</td>\n",
6402        "    </tr>\n",
6403        "    <tr>\n",
6404        "      <th>29</th>\n",
6405        "      <td>4fhWcu56Bbh5wALuTouFVW</td>\n",
6406        "      <td>The Rolling Stones</td>\n",
6407        "      <td>Havana Moon (Live)</td>\n",
6408        "      <td>2016-11-11</td>\n",
6409        "      <td>0.266685</td>\n",
6410        "      <td>0.304093</td>\n",
6411        "    </tr>\n",
6412        "    <tr>\n",
6413        "      <th>28</th>\n",
6414        "      <td>4g9Jfls8z2nbQxj5PiXkiy</td>\n",
6415        "      <td>The Rolling Stones</td>\n",
6416        "      <td>Blue &amp; Lonesome</td>\n",
6417        "      <td>2016-12-02</td>\n",
6418        "      <td>0.253218</td>\n",
6419        "      <td>0.349722</td>\n",
6420        "    </tr>\n",
6421        "  </tbody>\n",
6422        "</table>\n",
6423        "</div>"
6424       ],
6425       "text/plain": [
6426        "                       _id         artist_name  \\\n",
6427        "46  54sqbAXxR1jFfyXb1WvrHK  The Rolling Stones   \n",
6428        "47  6FjXxl9VLURGuubdXUn2J3  The Rolling Stones   \n",
6429        "45  2wZgoXS06wSdu9C0ZJOvlc  The Rolling Stones   \n",
6430        "44  1YvnuYGlblQ5vLnOhaZzpn  The Rolling Stones   \n",
6431        "43  0hxrNynMDh5QeyALlf1CdS  The Rolling Stones   \n",
6432        "42  064eFGemsrDcMvgRZ0gqtw  The Rolling Stones   \n",
6433        "41  1WSfNoPDPzgyKFN6OSYWUx  The Rolling Stones   \n",
6434        "40  1TpcI1LEFVhBvDPSTMPGFG  The Rolling Stones   \n",
6435        "39  25mfHGJNQkluvIqedXHSx3  The Rolling Stones   \n",
6436        "38  1W1UJulgICjFDyYIMUwRs7  The Rolling Stones   \n",
6437        "37  62ZT16LY1phGM0O8x5qW1z  The Rolling Stones   \n",
6438        "36  4M8Q1L9PZq0xK5tLUpO3jd  The Rolling Stones   \n",
6439        "35  0ZGddnvcVzHVHfE3WW1tV5  The Rolling Stones   \n",
6440        "34  50UGtgNA5bq1c0BDjPfmbD  The Rolling Stones   \n",
6441        "33  4FTHynKEtuP7eppERNfjyG  The Rolling Stones   \n",
6442        "32  3CHu7qW160uqPZHW3TMZ1l  The Rolling Stones   \n",
6443        "30  3PbRKFafwE7Of8e4dTee72  The Rolling Stones   \n",
6444        "29  4fhWcu56Bbh5wALuTouFVW  The Rolling Stones   \n",
6445        "28  4g9Jfls8z2nbQxj5PiXkiy  The Rolling Stones   \n",
6446        "\n",
6447        "                                     name release_date     gloom  complexity  \n",
6448        "46                             Some Girls   1978-06-09  0.138254    0.478235  \n",
6449        "47            Some Girls (Deluxe Version)   1978-06-09  0.175582    0.460035  \n",
6450        "45    Emotional Rescue (2009 Re-Mastered)   1980-06-20  0.191257    0.453852  \n",
6451        "44          Tattoo You (2009 Re-Mastered)   1981-08-24  0.166152    0.447257  \n",
6452        "43                             Still Life   1982-06-01  0.205935    0.338044  \n",
6453        "42          Undercover (2009 Re-Mastered)   1983-11-07  0.165463    0.492789  \n",
6454        "41           Dirty Work (Remastered 2009)   1986-03-24  0.220036    0.403297  \n",
6455        "40                             Dirty Work   1986-03-24  0.220996    0.403350  \n",
6456        "39        Steel Wheels (2009 Re-Mastered)   1989-08-29  0.148364    0.456991  \n",
6457        "38                             Flashpoint   1991-04-02  0.246173    0.325013  \n",
6458        "37       Voodoo Lounge (2009 Re-Mastered)   1994-07-11  0.237997    0.335114  \n",
6459        "36                               Stripped   1995-01-13  0.223247    0.333761  \n",
6460        "35  Bridges To Babylon (2009 Re-Mastered)   1997-09-29  0.252596    0.346564  \n",
6461        "34                             Live Licks   2004-11-01  0.301727    0.267284  \n",
6462        "33       A Bigger Bang (2009 Re-Mastered)   2005-09-05  0.213057    0.421502  \n",
6463        "32                          Shine A Light   2008-01-01  0.263193    0.295026  \n",
6464        "30                Totally Stripped (Live)   2016-06-17  0.267510    0.279471  \n",
6465        "29                     Havana Moon (Live)   2016-11-11  0.266685    0.304093  \n",
6466        "28                        Blue & Lonesome   2016-12-02  0.253218    0.349722  "
6467       ]
6468      },
6469      "execution_count": 69,
6470      "metadata": {},
6471      "output_type": "execute_result"
6472     }
6473    ],
6474    "source": [
6475     "stones_df = albums_df[(albums_df['artist_name'] == 'The Rolling Stones') & (albums_df['gloom'] > 0)]\n",
6476     "stones_df"
6477    ]
6478   },
6479   {
6480    "cell_type": "code",
6481    "execution_count": 70,
6482    "metadata": {},
6483    "outputs": [
6484     {
6485      "data": {
6486       "image/png": 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W6Slhl45w+dUV76fyvF8DanMwp5e0fJYA9Go9y6dElnT+0deVPsIOIAl486tT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\nqJz8YMYgfrro0k5fo7R0MqM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gNdxNNYBnxZ52w+iYVM+My5X7b9d9hV3yj08LUtVOtj98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\nyP8DLcncvv6rRrgAAAAASUVORK5CYII=\n",
6487       "text/plain": [
6488        "<matplotlib.figure.Figure at 0x7fa7b0521a20>"
6489       ]
6490      },
6491      "metadata": {},
6492      "output_type": "display_data"
6493     }
6494    ],
6495    "source": [
6496     "fig, ax = plt.subplots()\n",
6497     "ax.plot_date(stones_df['release_date'].values, stones_df['gloom'].values, linestyle='-')\n",
6498     "\n",
6499     "for a in stones_df.itertuples():\n",
6500     "    for t in tracks.find({'album.id': a[1], 'gloom': {'$exists': True}}):\n",
6501     "        ax.scatter(a.release_date, t['gloom'])\n",
6502     "\n",
6503     "fig.autofmt_xdate()\n",
6504     "plt.show()"
6505    ]
6506   },
6507   {
6508    "cell_type": "code",
6509    "execution_count": 71,
6510    "metadata": {},
6511    "outputs": [
6512     {
6513      "data": {
6514       "text/html": [
6515        "<div>\n",
6516        "<style>\n",
6517        "    .dataframe thead tr:only-child th {\n",
6518        "        text-align: right;\n",
6519        "    }\n",
6520        "\n",
6521        "    .dataframe thead th {\n",
6522        "        text-align: left;\n",
6523        "    }\n",
6524        "\n",
6525        "    .dataframe tbody tr th {\n",
6526        "        vertical-align: top;\n",
6527        "    }\n",
6528        "</style>\n",
6529        "<table border=\"1\" class=\"dataframe\">\n",
6530        "  <thead>\n",
6531        "    <tr style=\"text-align: right;\">\n",
6532        "      <th></th>\n",
6533        "      <th>_id</th>\n",
6534        "      <th>artist_name</th>\n",
6535        "      <th>name</th>\n",
6536        "      <th>release_date</th>\n",
6537        "      <th>gloom</th>\n",
6538        "      <th>complexity</th>\n",
6539        "    </tr>\n",
6540        "  </thead>\n",
6541        "  <tbody>\n",
6542        "    <tr>\n",
6543        "      <th>27</th>\n",
6544        "      <td>6400dnyeDyD2mIFHfkwHXN</td>\n",
6545        "      <td>Radiohead</td>\n",
6546        "      <td>Pablo Honey</td>\n",
6547        "      <td>1993-02-22</td>\n",
6548        "      <td>0.343022</td>\n",
6549        "      <td>0.225363</td>\n",
6550        "    </tr>\n",
6551        "    <tr>\n",
6552        "      <th>26</th>\n",
6553        "      <td>500FEaUzn8lN9zWFyZG5C2</td>\n",
6554        "      <td>Radiohead</td>\n",
6555        "      <td>The Bends</td>\n",
6556        "      <td>1995-03-28</td>\n",
6557        "      <td>0.335254</td>\n",
6558        "      <td>0.237786</td>\n",
6559        "    </tr>\n",
6560        "    <tr>\n",
6561        "      <th>25</th>\n",
6562        "      <td>7dxKtc08dYeRVHt3p9CZJn</td>\n",
6563        "      <td>Radiohead</td>\n",
6564        "      <td>OK Computer</td>\n",
6565        "      <td>1997-05-28</td>\n",
6566        "      <td>0.355863</td>\n",
6567        "      <td>0.161464</td>\n",
6568        "    </tr>\n",
6569        "    <tr>\n",
6570        "      <th>24</th>\n",
6571        "      <td>19RUXBFyM4PpmrLRdtqWbp</td>\n",
6572        "      <td>Radiohead</td>\n",
6573        "      <td>Kid A</td>\n",
6574        "      <td>2000-10-01</td>\n",
6575        "      <td>0.342542</td>\n",
6576        "      <td>0.196824</td>\n",
6577        "    </tr>\n",
6578        "    <tr>\n",
6579        "      <th>23</th>\n",
6580        "      <td>6V9YnBmFjWmXCBaUVRCVXP</td>\n",
6581        "      <td>Radiohead</td>\n",
6582        "      <td>Amnesiac</td>\n",
6583        "      <td>2001-03-12</td>\n",
6584        "      <td>0.379351</td>\n",
6585        "      <td>0.156189</td>\n",
6586        "    </tr>\n",
6587        "    <tr>\n",
6588        "      <th>21</th>\n",
6589        "      <td>1oW3v5Har9mvXnGk0x4fHm</td>\n",
6590        "      <td>Radiohead</td>\n",
6591        "      <td>Hail To the Thief</td>\n",
6592        "      <td>2003-01-01</td>\n",
6593        "      <td>0.305087</td>\n",
6594        "      <td>0.298984</td>\n",
6595        "    </tr>\n",
6596        "    <tr>\n",
6597        "      <th>20</th>\n",
6598        "      <td>6Eo5EkmdLvZrONzi046iC2</td>\n",
6599        "      <td>Radiohead</td>\n",
6600        "      <td>Com Lag: 2+2=5</td>\n",
6601        "      <td>2004-03-24</td>\n",
6602        "      <td>0.243590</td>\n",
6603        "      <td>0.377657</td>\n",
6604        "    </tr>\n",
6605        "    <tr>\n",
6606        "      <th>19</th>\n",
6607        "      <td>36lJLPoPPOKNFddTAcirnc</td>\n",
6608        "      <td>Radiohead</td>\n",
6609        "      <td>In Rainbows Disk 2</td>\n",
6610        "      <td>2007-01-01</td>\n",
6611        "      <td>0.379263</td>\n",
6612        "      <td>0.170416</td>\n",
6613        "    </tr>\n",
6614        "    <tr>\n",
6615        "      <th>18</th>\n",
6616        "      <td>7eyQXxuf2nGj9d2367Gi5f</td>\n",
6617        "      <td>Radiohead</td>\n",
6618        "      <td>In Rainbows</td>\n",
6619        "      <td>2007-12-28</td>\n",
6620        "      <td>0.308895</td>\n",
6621        "      <td>0.291347</td>\n",
6622        "    </tr>\n",
6623        "    <tr>\n",
6624        "      <th>13</th>\n",
6625        "      <td>1DBkJIEoeHrTX4WCBQGcCi</td>\n",
6626        "      <td>Radiohead</td>\n",
6627        "      <td>The King Of Limbs</td>\n",
6628        "      <td>2011-02-18</td>\n",
6629        "      <td>0.277719</td>\n",
6630        "      <td>0.238094</td>\n",
6631        "    </tr>\n",
6632        "    <tr>\n",
6633        "      <th>16</th>\n",
6634        "      <td>6vuykQgDLUCiZ7YggIpLM9</td>\n",
6635        "      <td>Radiohead</td>\n",
6636        "      <td>A Moon Shaped Pool</td>\n",
6637        "      <td>2016-05-08</td>\n",
6638        "      <td>0.394186</td>\n",
6639        "      <td>0.120568</td>\n",
6640        "    </tr>\n",
6641        "  </tbody>\n",
6642        "</table>\n",
6643        "</div>"
6644       ],
6645       "text/plain": [
6646        "                       _id artist_name                name release_date  \\\n",
6647        "27  6400dnyeDyD2mIFHfkwHXN   Radiohead         Pablo Honey   1993-02-22   \n",
6648        "26  500FEaUzn8lN9zWFyZG5C2   Radiohead           The Bends   1995-03-28   \n",
6649        "25  7dxKtc08dYeRVHt3p9CZJn   Radiohead         OK Computer   1997-05-28   \n",
6650        "24  19RUXBFyM4PpmrLRdtqWbp   Radiohead               Kid A   2000-10-01   \n",
6651        "23  6V9YnBmFjWmXCBaUVRCVXP   Radiohead            Amnesiac   2001-03-12   \n",
6652        "21  1oW3v5Har9mvXnGk0x4fHm   Radiohead   Hail To the Thief   2003-01-01   \n",
6653        "20  6Eo5EkmdLvZrONzi046iC2   Radiohead      Com Lag: 2+2=5   2004-03-24   \n",
6654        "19  36lJLPoPPOKNFddTAcirnc   Radiohead  In Rainbows Disk 2   2007-01-01   \n",
6655        "18  7eyQXxuf2nGj9d2367Gi5f   Radiohead         In Rainbows   2007-12-28   \n",
6656        "13  1DBkJIEoeHrTX4WCBQGcCi   Radiohead   The King Of Limbs   2011-02-18   \n",
6657        "16  6vuykQgDLUCiZ7YggIpLM9   Radiohead  A Moon Shaped Pool   2016-05-08   \n",
6658        "\n",
6659        "       gloom  complexity  \n",
6660        "27  0.343022    0.225363  \n",
6661        "26  0.335254    0.237786  \n",
6662        "25  0.355863    0.161464  \n",
6663        "24  0.342542    0.196824  \n",
6664        "23  0.379351    0.156189  \n",
6665        "21  0.305087    0.298984  \n",
6666        "20  0.243590    0.377657  \n",
6667        "19  0.379263    0.170416  \n",
6668        "18  0.308895    0.291347  \n",
6669        "13  0.277719    0.238094  \n",
6670        "16  0.394186    0.120568  "
6671       ]
6672      },
6673      "execution_count": 71,
6674      "metadata": {},
6675      "output_type": "execute_result"
6676     }
6677    ],
6678    "source": [
6679     "radiohead_df = albums_df[(albums_df['artist_name'] == 'Radiohead') & (albums_df['gloom'] > 0)]\n",
6680     "radiohead_df"
6681    ]
6682   },
6683   {
6684    "cell_type": "code",
6685    "execution_count": 72,
6686    "metadata": {},
6687    "outputs": [
6688     {
6689      "data": {
6690       "image/png": 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W9EXECLwGXIutKfpGEVmqlNrdaLs4YDqwoZ6tH7ZOW/2BVOArEemllAqeKmEBQuM0yNpi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\nD4IgqCOi0w+CIKgj/gX/K6UI5i+N5AAAAABJRU5ErkJggg==\n",
6691       "text/plain": [
6692        "<matplotlib.figure.Figure at 0x7fa7a97c5358>"
6693       ]
6694      },
6695      "metadata": {},
6696      "output_type": "display_data"
6697     }
6698    ],
6699    "source": [
6700     "fig, ax = plt.subplots()\n",
6701     "ax.plot_date(radiohead_df['release_date'].values, radiohead_df['gloom'].values, linestyle='-')\n",
6702     "\n",
6703     "for a in radiohead_df.itertuples():\n",
6704     "    for t in tracks.find({'album.id': a[1], 'gloom': {'$exists': True}}):\n",
6705     "        ax.scatter(a.release_date, t['gloom'])\n",
6706     "\n",
6707     "fig.autofmt_xdate()\n",
6708     "plt.show()"
6709    ]
6710   },
6711   {
6712    "cell_type": "markdown",
6713    "metadata": {},
6714    "source": [
6715     "## Complexity per album<a name=\"complexityovertime\"></a>\n",
6716     "Let's generate the same plots for \"complexity\" per album.\n",
6717     "\n",
6718     "* [Top](#top)"
6719    ]
6720   },
6721   {
6722    "cell_type": "code",
6723    "execution_count": 60,
6724    "metadata": {
6725     "scrolled": true
6726    },
6727    "outputs": [
6728     {
6729      "data": {
6730       "text/plain": [
6731        "defaultdict(int,\n",
6732        "            {'03Qh833fEdVT30Pfs93ea6': 0.3031378075765009,\n",
6733        "             '064eFGemsrDcMvgRZ0gqtw': 0.4927887195864442,\n",
6734        "             '0PYyrqs9NXtxPhf0CZkq2L': 0.3955461017790891,\n",
6735        "             '0ZGddnvcVzHVHfE3WW1tV5': 0.34656364986794674,\n",
6736        "             '0hxrNynMDh5QeyALlf1CdS': 0.33804423586511734,\n",
6737        "             '19K3IHYeVkUTjcBHGfbCOi': 0.49499034315437085,\n",
6738        "             '19RUXBFyM4PpmrLRdtqWbp': 0.19682403824100217,\n",
6739        "             '1DBkJIEoeHrTX4WCBQGcCi': 0.23809377712764113,\n",
6740        "             '1PULmKbHeOqlkIwcDMNwD4': 0.33137519763673373,\n",
6741        "             '1TpcI1LEFVhBvDPSTMPGFG': 0.4033497517243232,\n",
6742        "             '1W1UJulgICjFDyYIMUwRs7': 0.32501333748703876,\n",
6743        "             '1WSfNoPDPzgyKFN6OSYWUx': 0.40329664833674617,\n",
6744        "             '1YvnuYGlblQ5vLnOhaZzpn': 0.4472573341595843,\n",
6745        "             '1oW3v5Har9mvXnGk0x4fHm': 0.2989840032500176,\n",
6746        "             '25mfHGJNQkluvIqedXHSx3': 0.4569913175605233,\n",
6747        "             '2Pqkn9Dq2DFtdfkKAeqgMd': 0.2801541309531463,\n",
6748        "             '2pCqZLeavM2BMovJXsJEIV': 0.35466432570637396,\n",
6749        "             '2wZgoXS06wSdu9C0ZJOvlc': 0.45385224306524574,\n",
6750        "             '36lJLPoPPOKNFddTAcirnc': 0.17041628698527087,\n",
6751        "             '3CHu7qW160uqPZHW3TMZ1l': 0.29502628281213805,\n",
6752        "             '3OdI6e43crvyAHhaqpxSyz': 0.4489997841207022,\n",
6753        "             '3PbRKFafwE7Of8e4dTee72': 0.27947118787735015,\n",
6754        "             '3nkEsxmIX0zRNXGAexaHAn': 0.5785153169905912,\n",
6755        "             '47bcKzmKgmMPHXNVOWpLiu': 0.2953681657492741,\n",
6756        "             '4FTHynKEtuP7eppERNfjyG': 0.42150245727472413,\n",
6757        "             '4M8Q1L9PZq0xK5tLUpO3jd': 0.3337611334323935,\n",
6758        "             '4fhWcu56Bbh5wALuTouFVW': 0.3040933682776084,\n",
6759        "             '4g9Jfls8z2nbQxj5PiXkiy': 0.3497223579429885,\n",
6760        "             '500FEaUzn8lN9zWFyZG5C2': 0.23778582621001088,\n",
6761        "             '50UGtgNA5bq1c0BDjPfmbD': 0.2672839745523669,\n",
6762        "             '54sqbAXxR1jFfyXb1WvrHK': 0.4782354317749566,\n",
6763        "             '5XfJmldgWzrc1AIdbBaVZn': 0.38734347383045703,\n",
6764        "             '5eTqRwTGKPBUiUuN1rFaXD': nan,\n",
6765        "             '5ju5Ouzan3QwXqQt1Tihbh': 0.4001232105218358,\n",
6766        "             '62ZT16LY1phGM0O8x5qW1z': 0.3351140318072124,\n",
6767        "             '6400dnyeDyD2mIFHfkwHXN': 0.22536295726702718,\n",
6768        "             '6Eo5EkmdLvZrONzi046iC2': 0.3776567485151355,\n",
6769        "             '6FjXxl9VLURGuubdXUn2J3': 0.46003460092527115,\n",
6770        "             '6P9yO0ukhOx3dvmhGKeYoC': 0.2752720160835255,\n",
6771        "             '6V9YnBmFjWmXCBaUVRCVXP': 0.1561887159181926,\n",
6772        "             '6vuykQgDLUCiZ7YggIpLM9': 0.12056755508379581,\n",
6773        "             '71Mwd9tntFQYUk4k2DwA0D': 0.5490593320170525,\n",
6774        "             '7BgGBZndAvDlKOcwe5rscZ': 0.5087387310808494,\n",
6775        "             '7dxKtc08dYeRVHt3p9CZJn': 0.1614644437315544,\n",
6776        "             '7eyQXxuf2nGj9d2367Gi5f': 0.29134666578005836,\n",
6777        "             '7gDXyW16byCQOgK965BRzn': 0.47337973265904904})"
6778       ]
6779      },
6780      "execution_count": 60,
6781      "metadata": {},
6782      "output_type": "execute_result"
6783     }
6784    ],
6785    "source": [
6786     "pipeline = [\n",
6787     "    {'$match': {'gloom': {'$exists': True}}},\n",
6788     "    {'$group': {'_id': '$album.id', 'avg_complexity': {'$avg': '$complexity'}}}]\n",
6789     "album_complexities = collections.defaultdict(int, {a['_id']: a['avg_complexity'] for a in tracks.aggregate(pipeline)})\n",
6790     "album_complexities"
6791    ]
6792   },
6793   {
6794    "cell_type": "code",
6795    "execution_count": 76,
6796    "metadata": {
6797     "scrolled": true
6798    },
6799    "outputs": [
6800     {
6801      "data": {
6802       "text/html": [
6803        "<div>\n",
6804        "<style>\n",
6805        "    .dataframe thead tr:only-child th {\n",
6806        "        text-align: right;\n",
6807        "    }\n",
6808        "\n",
6809        "    .dataframe thead th {\n",
6810        "        text-align: left;\n",
6811        "    }\n",
6812        "\n",
6813        "    .dataframe tbody tr th {\n",
6814        "        vertical-align: top;\n",
6815        "    }\n",
6816        "</style>\n",
6817        "<table border=\"1\" class=\"dataframe\">\n",
6818        "  <thead>\n",
6819        "    <tr style=\"text-align: right;\">\n",
6820        "      <th></th>\n",
6821        "      <th>_id</th>\n",
6822        "      <th>artist_name</th>\n",
6823        "      <th>name</th>\n",
6824        "      <th>release_date</th>\n",
6825        "      <th>gloom</th>\n",
6826        "      <th>complexity</th>\n",
6827        "    </tr>\n",
6828        "  </thead>\n",
6829        "  <tbody>\n",
6830        "    <tr>\n",
6831        "      <th>15</th>\n",
6832        "      <td>7gDXyW16byCQOgK965BRzn</td>\n",
6833        "      <td>The Beatles</td>\n",
6834        "      <td>Please Please Me (Remastered)</td>\n",
6835        "      <td>1963-03-22</td>\n",
6836        "      <td>0.124247</td>\n",
6837        "      <td>0.473380</td>\n",
6838        "    </tr>\n",
6839        "    <tr>\n",
6840        "      <th>14</th>\n",
6841        "      <td>3nkEsxmIX0zRNXGAexaHAn</td>\n",
6842        "      <td>The Beatles</td>\n",
6843        "      <td>With The Beatles (Remastered)</td>\n",
6844        "      <td>1963-11-22</td>\n",
6845        "      <td>0.087488</td>\n",
6846        "      <td>0.578515</td>\n",
6847        "    </tr>\n",
6848        "    <tr>\n",
6849        "      <th>12</th>\n",
6850        "      <td>71Mwd9tntFQYUk4k2DwA0D</td>\n",
6851        "      <td>The Beatles</td>\n",
6852        "      <td>A Hard Day's Night (Remastered)</td>\n",
6853        "      <td>1964-07-10</td>\n",
6854        "      <td>0.144607</td>\n",
6855        "      <td>0.549059</td>\n",
6856        "    </tr>\n",
6857        "    <tr>\n",
6858        "      <th>11</th>\n",
6859        "      <td>7BgGBZndAvDlKOcwe5rscZ</td>\n",
6860        "      <td>The Beatles</td>\n",
6861        "      <td>Beatles For Sale (Remastered)</td>\n",
6862        "      <td>1964-12-04</td>\n",
6863        "      <td>0.118608</td>\n",
6864        "      <td>0.508739</td>\n",
6865        "    </tr>\n",
6866        "    <tr>\n",
6867        "      <th>10</th>\n",
6868        "      <td>19K3IHYeVkUTjcBHGfbCOi</td>\n",
6869        "      <td>The Beatles</td>\n",
6870        "      <td>Help! (Remastered)</td>\n",
6871        "      <td>1965-08-06</td>\n",
6872        "      <td>0.159317</td>\n",
6873        "      <td>0.494990</td>\n",
6874        "    </tr>\n",
6875        "  </tbody>\n",
6876        "</table>\n",
6877        "</div>"
6878       ],
6879       "text/plain": [
6880        "                       _id  artist_name                             name  \\\n",
6881        "15  7gDXyW16byCQOgK965BRzn  The Beatles    Please Please Me (Remastered)   \n",
6882        "14  3nkEsxmIX0zRNXGAexaHAn  The Beatles    With The Beatles (Remastered)   \n",
6883        "12  71Mwd9tntFQYUk4k2DwA0D  The Beatles  A Hard Day's Night (Remastered)   \n",
6884        "11  7BgGBZndAvDlKOcwe5rscZ  The Beatles    Beatles For Sale (Remastered)   \n",
6885        "10  19K3IHYeVkUTjcBHGfbCOi  The Beatles               Help! (Remastered)   \n",
6886        "\n",
6887        "   release_date     gloom  complexity  \n",
6888        "15   1963-03-22  0.124247    0.473380  \n",
6889        "14   1963-11-22  0.087488    0.578515  \n",
6890        "12   1964-07-10  0.144607    0.549059  \n",
6891        "11   1964-12-04  0.118608    0.508739  \n",
6892        "10   1965-08-06  0.159317    0.494990  "
6893       ]
6894      },
6895      "execution_count": 76,
6896      "metadata": {},
6897      "output_type": "execute_result"
6898     }
6899    ],
6900    "source": [
6901     "albums_df['complexity'] = albums_df['_id'].apply(lambda i: album_complexities[i])\n",
6902     "# beatles_df = albums_df[albums_df['release_date'] < datetime(1971, 1, 1)]\n",
6903     "beatles_df = albums_df[(albums_df['artist_name'] == 'The Beatles') \n",
6904     "                       & (albums_df['gloom'] > 0)\n",
6905     "                       & (albums_df['release_date'] < datetime(1971, 1, 1))]\n",
6906     "stones_df = albums_df[(albums_df['artist_name'] == 'The Rolling Stones') & (albums_df['gloom'] > 0)]\n",
6907     "radiohead_df = albums_df[(albums_df['artist_name'] == 'Radiohead') & (albums_df['gloom'] > 0)]\n",
6908     "albums_df.head()"
6909    ]
6910   },
6911   {
6912    "cell_type": "code",
6913    "execution_count": 77,
6914    "metadata": {},
6915    "outputs": [
6916     {
6917      "data": {
6918       "image/png": 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HFEWPumPBXYlQbDhQ8sctZceZBH5caWLxcffXHWcSOG/S93juK1P5xa2FfFzR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\n",
6919       "text/plain": [
6920        "<matplotlib.figure.Figure at 0x7fa7a950a048>"
6921       ]
6922      },
6923      "metadata": {},
6924      "output_type": "display_data"
6925     }
6926    ],
6927    "source": [
6928     "fig, ax = plt.subplots()\n",
6929     "ax.plot_date(beatles_df['release_date'].values, beatles_df['complexity'].values, linestyle='-')\n",
6930     "\n",
6931     "fig.autofmt_xdate()\n",
6932     "\n",
6933     "for a in beatles_df.itertuples():\n",
6934     "    for t in tracks.find({'album.id': a[1], 'complexity': {'$exists': True}}):\n",
6935     "        ax.scatter(a.release_date, t['complexity'])\n",
6936     "\n",
6937     "plt.show()"
6938    ]
6939   },
6940   {
6941    "cell_type": "code",
6942    "execution_count": 78,
6943    "metadata": {},
6944    "outputs": [
6945     {
6946      "data": {
6947       "image/png": 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wLho9uGAsP3/tAFZHp6tBpxbnVZ/y2KhOYXfjVAuOjYoj0gMsV+Sk88Dh0x6u\nmWiVYEVOaF5Z875qj4VZR72V+tePAigCH+rSnQESkeL+oOZfrOAmWul0hURj5Wea10mKXURSrI5x\nPcSQzn78PZ+jPo1K8NcdJ2lzOH08C2x2l693xy/mdhNzb94rPUNqnI6JGT2P+VQqwR9vuYTyP7ey\nfO0+XvvB5YxP7/6ccIUbOp2SrQerePq9YxwyNaBWCRzO7kniexoRqxN0/R5Ol6M+y+WaE3zqSKeZ\nKAy0cZnGRI46C1euu+Bp0/l2i/mzRxJL0xKxnmzgifpzVEVBWhs8mJAQsuRVDVtPekTcAEibs19C\n/hR8E5HivqTtTdCc5Qn7N6gkiQzO8qDmXyxp2xnQ878xPpqndzZj7xIspMHJj2ck84MbZ3Cytpl5\nT37o87mB+HRtDifbj9Ryw+T0gColxURp+Msd0yh85iO+99Ie3rj3clLjPPPIhDrc0OGUbPncxP+8\nd5QjZ5rISTbw37dcAqd28dAnwuPCqaONB8f7HtEDxC/I7vdwuuLiYi4SZi7S13Sz97WKkF6f4XMX\np16f0afzDSaa91Vz1eYKrvT4jFpo1sWERHwHYvam0DMRKe4Ys1hi/pglmo+97CN8H++Fo+wTZmnU\n7LVndYz68jXlOMqOoVXPYvTwOOKdzTSoDN2eG+fsPTpl98k6Gq125o4P/EeTZtTzf3dO5+vP7eSu\nlz9j7V0z0XfJShmXlExjbfdMmsGGGzqckjdLKvmf945xrLqJi1NjWb1sCjfmZaBWCfjgOlSaEe0X\nzmQkcLn4giVl/wKW+jynWxz609/qq6hzT/ZA8LeLMyc3shdTIfwj64GYvSn0TETGuVPwMHbhObK1\nC323Gqj+MJvN5Grq+Lq+hG/r9/B1fQm5mjoPYZh5dicap+cClMZpY+bZ3mcH20qriVKruCKIHagA\nkzKNPPmNS9h/up6fvVaC7FJpas6yO9B4pQ7VROmYs+yOgM5tdzhZ/1k58/77A5av3Y9aCP73tqls\nve9KCqdkuoQdkOZylmg+Zod+OSf0t3Odajefy1za6nvO2XJcXcVa3Q5e0BezVreD42rfoaShwmj0\nvajuzx4I6WmFjBv3GHpdBiDQ6zIYN+6xjt2dkYyj3so7tLGURubQwFIaeYe2kI2s4xdkI7SecqJs\nhgp9WupgiMiR+5rSSSSe+z6zY9cQp66l0ZHMjqbbqSudxO0BzMiNRqPPEV5XYZimr4fa99k5bCaN\nmlg00s4aGuPJAAAgAElEQVTc2veZFt37yLC4tJoZOYkYdMG/vddNSudn143l928fJjclluXXjgY6\nc7QEm5zL5nDyxr4Kntl2jK/OtjA+PZ7nvpnP/AlpqFTdXUZNjiTi1J2unq+rP+Bt52W8ZZ+DP4kr\nKSmhqKgIm811MTSbzRS1f4nDVWi5oKDAo00ArVZLQUHBeZ03Pa1wSIi5N/+Olvyu1YJbys8g+R0W\nVNFaEkJQCH4gZm+DnVCW2ewLESnuFR9UUe+4ijLLVR725g+q4JYJvT4/EGGYs+wOWp//X8aWH+Od\nlLmc1o9ggu00c77Tc5nYr842U1bTzDdnXBTkq+rkB1flcqy6iSf/fYScFAOLLnH5fMfPuSbgxdM2\nu5P1e8t5Ztsxys+1Mikznue/dSnzJgzvcR1gZ+M3uSb+WbQqlwxcpTpACvW82HazX3EvLi72eC8B\nbDbbefm/eyMvL4/K0i/Z/fkXOFRq1E4Hl04YF7b2Ip0/CyveY3Qr8KS9hZb1+3GXMqiob+XB9a5K\nYcEKfEWbk50NNprqbcSqVMxqc+I/EHjoM9A1eSNS3GMcEl+Jw2Ic3aM8fOEWgOLiYsxms8fOUTdd\nR8rp1jMcjh3LJd+8p1dxfa+0GugMgexL7K8QglU3TeZ0XQsPvHqArGHRTB05LKDXZrU7eHVPOc++\nf5yK+lYuyTLyaOFErhmbGtDirqltPNsafsDM9llRiyOJS+0tvKNOp7rR0m2hF8Lj/+6NQ9u3cbjo\nVWK6RBAdPnmIi9KHhzXVcKRS5SfNhdneCtKzoIzNDo9s3h+UuB/ZVcW2NaUd+z+a6qxsW1MK0Gtk\n2VBloNNSR6S4t6gFBh+h6i3qwEPW8vLyeh3luUfKsyvNvP/0RzQM733H5Xul1eSkGMhONpxX7K9O\no+bP33JF0Py/lz9j4w9nk9lDOKLF5uBfu0/z7PvHqWqwkD8ygd/eNJkrRycHJOodrzl2E/savsnR\nLrOikapWnPHwxt4K7r4qt9tz4qKiaGzrLh5xUVHdbOdD15zxQgjGxlZxxYiTxGutNNh0fFSTHdZM\nlJFMmk5i8lUkRvrexHSuKbCBkpudG497bOwDsLc52bnx+AUr7gOdljoiF1Qzr0rDhueXz4Yk86rw\nfInGDo8jJkrN3q/O9Xhcs9XOrrI65o7t9D/6i1AIhERDFC/eOR2rzcF3/7abJmv38oCtbQ7+76MT\nXPn7bfzXpoOMSIzm79+dwfofXM5VY1KCEnYAccVVzI5/nlhVNeAkVlXN4ti/MDbOyro9pz0Wed1M\nPlAC3nsDHE6XPUQc2r6Non+8gsmYRuPYfMbEVjE//SjGKCtCgDHKyvz0o2S2HQxZm0OJOw9uQWf3\nvADr7G0ITb3P4/3Z/eErt1JP9qHM5rLNzH9tPv89rYo2rdfO7X5MSx3QyF0IcR2wGlclpheklI/7\nOW4p8BowXUq5J2S99OL2WyawBpfvPcYhaVELMq9K5/YA/O19QaNWcUlWAntP9fyF/+hYLW0OZ4dL\nJhSxv6OHx/G/t+fznb9+yoLH36KqVeJAhQonU5Ikp6wGapuszMxJZPWyqczMSQxa0LsyffHd7AYW\n7P1PUmUt1SKZ0/kP8h/p0/j5+s/Zd7qefC8X0dGzaj62XUSeOINBtNEsoyixDSfl7HHm97knnmx9\n4zVaUjJB5QoPnZP6FVqV5wVFq3JyZdqpELU4tLjq4Ps4ztXz0sTrO0pT3nnwLf46T0WteamXa8bB\n8BGfAN8M+PyxiTqfQu4r59JQpmuqcNNEFRIHt38gSGqQaNMzSL3/vn4r49iruAsh1MAzwDygHNgt\nhNgkpfzS67g4YDmwKxwd9eb2WyYEtHgaKvIvSuC5D8poabN3S0TmZltpNbE6DdOyXbv+QhX7e9WY\nFC5NsrO7trNdJ2r2noU0fSv/uutyZuT4LsTbF6YvvhsW3w24isWkAeOtdlZu+pJX95zuJu4vTb6R\nauI50pbWzX5viPpkjo7vEHaAeI3vTVWxav+brS5kNOnpzK3Yx9yKfR52/dFhPDW1iMbyQkANKis4\nddwx5fqgzj+rMNfD5w6+cy4NdbxThe+YqGbHRNftdIOa5RNV9FfV40DcMpcBx6SUZVLKNmAt+Ayc\n+DXwO2BI/rouvWgYDqekpNz3IqGUkm2Hq7lyTDJRGtfbGsrY3721vkfjNRYZUmH3R6xOw8K8dIoO\nmGhp83QP1ejifPfNj70vSI2n/94sfJ9bGLNC1uZQIvX++xB6z8Vwoddz85IVPHbdUhCCqKQPyM37\nK3HRgn9/luDTBeePMTPSuOb2cR0j9dhEHdfcPu6C87f7SxUOnQV/Npdt7pe+BCLumcDpLvfL8Ure\nIYTIB0ZIKfun1wAl6+DJSbAywfW/ZF1Ym5s6wjVa3XvKt9/9YGUDZxqsXDO2c6HUMDU1ZIUQHH4+\nKn/2cHDLtBE0We289bnnFzgjIcbn8f7sfUHl9CwqXsxs2rwnntrogDeyXWgYFy0i/dePosnIACHQ\nZGSQ/utHMS5axPi4K0Gq+d21yyle9ia/uiGPvafq2bA/uMInY2akcedvZ3Pvc3O587ezLzhhB1eq\n8J6wOCys3ru6X/py3tEyQggV8N/AtwM49i7gLoCRI8+j+nfJOij6Mdjat4mbT7vuQ9gysA0zRJGT\nbGDvV7797tvaQyCvHusp3IapqaHZ3o0TB2qf9v5ievYwspNiWLfnNEsv7RwhP7hgrEcOeIBorfq8\nMjR6Y2gcTWP84Y7hyOeMBydcKz/FqD7XJZ3qwGTgiwT81Q3eu/l9QEXU9+/kqAHm3XcfeVnDePyt\nUuZPSAt4M94rf3+dE2+/SoytkRZtHKOu+zrf+mb/pLcdLCzPX+5RntMXPY3uQ0kgw74KoGvSlqx2\nm5s4YBLwvhDiJDAT2CSEmOZ9Iinl81LKaVLKaSkpKX3vdfGjncLuxtbqsoeRqSOHse/UOd7YW87s\nx99j1C82M/vx99iwr4Li0mouyTKSEheeBaRrh7cA3tNk2W7vH4QQfH3aCHadqOOrs505dpZMzWTV\nTZPJTIhGAJkJ0ay6aXKfKyL5IrlNENcwFpVdBxJUdh0nG5aw4ewqWFkP938REmE3VW1kx445FL93\nMTt2zMFUtTEEvR+8mIuK2L/lA1ROB1mN1dgrKznz8MM8MOwcZxqsPLPtWEDneeXvr1Px5ssYbI0I\nwGBrpOLNl3nl76+H9wUMMhbmLGTl5StJN3SGO97Q2MTWUxUcOHGKracquNXWPxHogbSyGxgthBiF\nS9SXAbe5H5RSmoGOJCpCiPeBB8IZLSPN5VSlRFE2yuBRMSetptzH1qbQkX9RAuv3lvOnlzdybfV2\n4hxNNKpjedY0myPROdzXQ2GO8+ULayoXcYzTpOFsj5YZQRVfWC8OW5u+uCk/kz++c5jXPivnp/M7\nR+ZLpmaGVMy9mZX6FtuqvoHeMqPDpsHCrLR/4fpKnj+mqo0eicMs1kpKSx8CGJIpCcC1i/Jk1jwy\nm2uJcrrWUqTFQvr/PcXX7v4jL2w/wbLpIxmZ1LOL7cTbr2KQnmsxWmnnxNuvwgU2el+Ys5CFOQvZ\nXLaZ2hd+zDdV51BrXAOzDIeDB02nXd6HMM8yex25SyntwA+BrcAhYJ2U8qAQ4lEhxOKw9s4PlSlJ\nlI6Jw6JXgxAdFXMqU8K7sOiOEhnReIJ4RxMCiHc0kdF0CknvhTnOh8r6Vr4iEydqQOBEzVdknldZ\nub6QbozmyjEpvPZZuc+87+FizE0LuSbxBY/4+2sSX2DMTaGLPSg7/gePjJAATmcrZceHRpFsX9hN\nJr5KzObi6BRiC/+MYf4qNJmXYTeZ+MX149CoBb/Z3L26mTcxtsag7BcCVxx0cqv9HG8bo5mflUFe\n9gjmZ2WwVa8Ju5cBAvS5Sym3AFu8bD5XrqSUV59/t3rmeLYBp9oz9a5TLTiebehjmYbAGDM8Dq2z\njRpdCjSVdthPR2cR7WjptTDH+ZDRQ/Wp/uaWaSO4Z81ePjpWy1VjzsO9Fgx5t2A+ec4j/t500fc5\n+YYe9T8+xBFdj/YqLZlXBxfC1xWL1fe2cH/2oYBz0nWYdHFcL3QIBCImCf3Ub2EbNozh8XruveZi\nnth6mI+O1nLFaP9ZTlu0cRh8CHmLNnQRUxFDyToofpTqV6wcXqbjkeRELCrXb9ek1bAyORFq68Ie\nEhmRO1Rtet851W368Pqf1SpBmvUMJl1nKTwHKk7FjCC75SufWRZDxXL+QbRX6qdorCznH2Fr0x8F\n41MZFqNl3Z7TvR8cIjbsq+CO3Rcx07KaHOsa/hb1U4YdnYKmdRgCgaZ1GLZ3tFS8/1af29DrfG8L\n92cfCpjGLUQKyOkiBUKjQzdxCQDfvWIUIxNjeKToIDY/FcoA8qdfjEZ45gTRCAf50/vXbTjguIM9\nzKext6hZPSyhQ9jdWFQqVieFpgJWT0SkuEep09jBFSznWW7nVZbzLDu4gii17/qjoSRDNnA2Kok2\n4Zr0mPRptKl05HI2rO3e7HyLVZq/kEkNAieZ1LBK8xdudvZdzPzRvK8a0+OfUv6L7Zge/5TmfdUe\nj+s0agqnZPLuwTPU+0lIFWqe2HrYIxqn0JKBxumV396po2lb3/uTk/sAKpVn/p6hUqzDH8fbk3nm\neEmBtLois/RaNf+5cDxHq5v4+ydf+T3Pjc43mJ9+lDiNBZDEaSzMTz/Kjc43wtX1wUmXYA9NjIMz\n2u4RbgBVQeTB6isRmTjsSPpKXqiIp024fty1pPKCvIfM9AbmhLnthVfls2u3lWpdKlmWSk5GX4RK\nOvjOzfPC2m6lM4klmu7Vp8qdyYRy206gyc5umTaCv318ko37K7nz8uwQ9sA33msLhjbfWTKjrYFl\nz/SFe9G07PgfsFhN6HXp5OQ+MGQXUwFO6gQ6K2R4iXvXXdTzJgxnzuhknnz3CIsvySAp1kdEmLmc\n8UbJeKNXtTBz5NefDQpzecfN1LxGkhp01PqoH5NmCP9sMCJH7qurUjqE3U2b0LG6Kvz+38KL6gCo\ni04CJKcMI7hEHufSpL7VMg2UF6K+SYtXatYWGcULUYHn/wiEQJOdTciIZ1JmfL+5ZrwLdNdo6nwe\n588eKOlphcyevZ2CuceYPXv7kBZ2gK8StGQLNeoucWbeu6iFEDx84wSa2xz88d0jvk/kb2fwhbZj\nuMvrNWa3ck95IzqbZ+CBXq1nef7ysHclIsW92k/edn/2UGLc/igXi3I0iTF8fewRzmqTuDHqk7Cv\nfk9ZeBcPy7sodybjlIJyZzIPy7uYsvCukLYTTLKzW6aN4GBlA19UmDmyq4qXfrmDZ77/Hi/9cgdH\ndoV2o8aDC8YS3WWK+0ryW1iEZ58swsrrme+GtN2hzrEWK+MuSuh1F/Xo4XHcMesi/vnpKQ5W+kjB\nUfCwa4dwVy7EHcNe78PXY+pZeGYsrcdW0HhoFa3Hf8kNKStZmBP+DDMR6ZaJtbbSpO8edxtr7Yew\nQHM5+aqjvOuYRrFzKgBzVfvBfCaszbpiyO/hG1sLzqscWm8Ek+xs8SUZ/GbzIf6y+TATvmgJa6EG\n9+t0l4PbQS6kr+Vb1TeSYk+kRlPH34dv5toFS86rnQ0hKDkXKZxrbqO60crEOaNIv7L3BF/3FYxh\n4/5KHtn0Jf+6e6Zn9lF3zHbxoy7XxIW6Y9jrfdgQdSPrmpdhd7jeK3tbPOs+UjM1tSLs36uIFPer\nq07w9oix2NWd3dc47FxddQK4PLyNG7PIP3uUdVzDy4755IhKRqmqwDjC5+Hrq+pYVWaiwmojU6dl\nRU46S9P6tlIe7o1CAE3ZLWj3OtGoOos42J02WrO7V0dJiIli/oThvFNSRU6bDk2XqX04CjV4vn7X\nJpEVe1dT1VxFmiGN5fnLz2tEtGFfhUcahYr6Vla8/nlH20ONw2dcoYtj0wIL4TXGaPnp/DE89MYX\nvFli6ij/2EHeLReemPuiy/vw20fepdXhucjfanPwxNbDirj74seXTqZt52d8PHIsTbpoYq2tXH7q\nMD+edWn4Gy94mHOvukL+T8h0DLSwQV7NkoLbux26vqqO+w+dwv3Rlltt3H/IlW+8rwIfbt575zkS\nGUHesKuI0cTTYm+g5NwH1L1zmtHLru52/C3TRvBmiYljWgfjvLZVh7pQQ/dR9RTeufmdPp3L6ZSY\nGiycqGnmRG0TZbXN/GPXKax2z/UG1w+xdEiK+xG3uA8PPBZ92fSRrPnkFKu2HOLa8cOJjvIdDaLg\nKj1Y3dLmqyJov2w+jEhxz8vLY1bdDo6U/YRoVTMGp4FZY+/sl+LIGxyzecrR6VNrJoaf274Hjny8\nHQK/Ki3HOzCvrd0+WMW9qamRJnGIU82HPB/wk/519sXJGBF8EdVd3ENZqGHDvgoe9Crk/JN1+3mk\n6CD1LTa/LpRzzW2U1TZzotYl4idqXQXMT55txtJl4TgmSt1N2N1U1Ft4YmsphVMyGROEEA52Sqsa\niddrGB4f+OekVglWLp7ILX/eybMfHOcn8y7kEtg9s3PjceKdggZ199+Od4BAOIhIcd9ctpkXy1/E\n0l6YoVndzIvlLzKybGTYFyoeK/ocq9NzHdrqVPFY0efdhKXO6QAfVZHqnD4KwA4S9DY7lqjudTX1\ntu4l/sD1Y79xbBprSk00CCfx0vXehLpQwyNvdgq7G6eEcy2uQO2K+lZ+9toB3v2yCr1W0yHk7scB\nNCrByMQYRiUbuOLiZEalGMhJjiUnxUBqnI68hzbS6Oz+2tU4efb94zyz7Tjj0+MpnJLBoksyeqxp\nGwkcqWpkXFp80JW7LhuVyI156fz5g+PcMi2LrGGhS+08lGiqszIzpplitd4jNbcaB98Yr4i7T7yr\nnUBnnuRwi3tNix1f8yyX3RNhcSCju7/FwjJ4xX2CRbJf48TZZVedyulkgsV/JNLdi8ex5rCJvxmt\nWCUYheD70y7q1d8upaTRaqe6wUp1o4WaRmvH7er22zVNVqobLDQEUAKmzSHZ/HkVafF6RiUbuH5y\nOjnJBnJSDIxKjiVrWDRatf8AsSmqU3zszPZIrazGweWak/z3z+9mc0klGw9U8vhbpTz+VimXjUqk\ncEoGN0xKZ5ghtMXAw8Hmss2sbl+jGB6TRrlpOUvz+5Z6+5c3jOffh86wakspz9yeH+KeDg1iE3Vk\nqY4xUSZR4sgEJAbayNeU4yg7DswKa/sRKe7+8iH3R57keHULDQ6DT7s3KRUWqkfFQFdBcThJqRi8\nxary7/kRzt+vojQ5DotWg95mZ1xtI/k/W+H3OXtPnUMlwCoBAWYkqw+cwpmkY1KmkeoGl1jXNLYL\nd4PVJd6NFg/XiBudRkVqvI7UOD2jU2OZnZvES7tKwdn7aEcAn/yyoG+vPckBZ0+y155FM1EdP8T8\nJAcpcTq+PXsU3549iq/ONrNpfyUb9lfw0BtfsHLTQa4ak8LiKZlcOz7VbxnGgaRrbU+ASnMLrW1g\n05wCJgd9voyEaH5w1cU8+e8jfPP4WWblhr8aWKQxqzCXE1veZbizCRxwQ9QhUlWu1Clm3wXdQsrg\n+xYGQKrKyBln96IZqSofW8FCzNIxm1lzeAltzs6RWpSqjaVjNgOekQKPThvFT3YcpSUnFvRqsDiI\nKWvi0dmjw97PvmJctIhpwMgnn8JuOo0mPZ3Un63osajvE1sP450g0mJz8sTWwx62OL2G1DiXaE8d\nmUBKrK5DxFPjXLdT4vTE6zXdXAVbq56j6mSBVyHn7pyPL7OgoICWoiJybSUdNq1WS0GB52u/KMnA\njwpG88O5F/OlqYGN+yvZtL+Sfx+qJiZKzYKJaSyeksEVFyf3OFPoT7xnu06rK1XHjppXoaS5TyGM\nd1+Vw7o9p3mk6CBv/ugKNIPktQ4WLNHVIMDePhPUdCmsYzSGX6siUtxvfd/BhslZjGucRIwjhhZ1\nC6VxX7DkczN8K7xtXzFiB2p1K28cW8RZyzCS9Of42sVFzMrY2+1Y79jsSImb9lexxx89rfy/9v1Z\npMbpSYnTnVdkxa/mXc8vtqynqWou0p4AohnQg+z8Cp9v9ae8vDw+NTdzZMd2oi0ttOpjGDN7jt+F\neiEEEzOMTMww8ovrxvHpyTo27q9gc4mJN/ZVkGSIYmFeOoVTMsgfOSxo33Yo8Z7VOqwul9n0xt2Y\nVxdTvU+PvSUNTYyV1C9+inE5vQq8XqvmoYXjuWfNXv65+zTfmnlRuLofkRQXFwNgb/e3dxX3goK+\nzS6DISLFPbM8jmmZlyJVru4bHAam1V1KZvnusLet16UzK+MzZmV85mXP8Hl8f8Smh5pgY/MzEqKp\n8CHwmQnRTMsOTVTQwpyFcAMdPuM0Qxqz4pbz733RIbtwrq+q4zFnDK0z5nfYop2CYVV1vUY3qVSC\nmTlJzMxJYuXiiXx4pJYN+yv41+7TvLzzK7KGRbP4kgyWTB2YiJs0Qxqm5s7UxU5rGkJj5v4D9Zg+\niUU6XAJkb9Fg+iQGdCsx/qn30fv1k9KYmZPIH985TI66jk8/eh+z2YzRaKSgoKBfItgGK+Z234u9\nPchALTrFvT/el4DEXQhxHbAaUAMvSCkf93r8+8C9gANoAu6SUvae4b+PlEyd2iHsbqRKQ8nUqVwX\nwnaO7Kpi58bjNNVZiU3UMaswl5zcBzyq9cDQyhy4vqqOBw6fprXdz1JutfHAYVf+GH8C943x0Ty9\ns7ljhAKuUUqoIwLcFW668siC0J1/VZmp43W7aXVKVpWZggpd1WnUzJswnHkThtNktfPOwSo27q/k\nzx+W8af3jzMuLY7CKZksntJ/ETdjjIVUtryIkK7gXKdlOCpdNdZ9MR3C7kY6VFR/YiMQx4EQgv9a\nNJGFT2/nN5sOMEPtEjSz2cwbmzYB/SNkgxGj0cjnpmHsJQVU8FbrFC6jhsnp5/ql/V6dZEIINfAM\ncD0wAbhVCDHB67B/SCknSymnAL/HVTA7bLTo9UHZ+8KRXVVsW1PasRHHvaW+8asZjBv3WPtIXaDX\nZTBu3GNDJsFUTwLnD0fZJ8zSnMCAFVdEgJVZmhM4yj4Jc29DS4XVFpQ9EGJ1Gm7Kz+Kl/7iMT1YU\n8MjiicREqfnd26XMfvw9bnluJ3//5CvONYc3dfI7znwah/0HDnUSTqnC2TYcuzEVe4tvV5m9JfBJ\n/fj0eMbpzlFqS+Zcl0VvabdT9M4FmOunZB08OYlmUwMfihSs7SrbpIIPRQrNMf2w2ZLARu6XAcek\nlGUAQoi1QCHQMTKXUjZ0Od5A90rOISU6OprW1u5ugOjo0I2Cdm483pErxY17S/2dvy0MWMxNVRsj\nKoVsXwTObDaTq4Fcr4yM/REREEoydVpiv9jNlbveJb7JTEOskQ9nzKNp0vSQnD8lTsedl2dz5+XZ\nnDrbwqYDFWzYX8l/bugacZPBvAnDQx5x06DVQ9RsrLGzEc02dKXV2BIvosEYS7y5e/EbTXJwC36T\n5QkOcwlFbRNwIjoijXKazi9LZ8ThLtZha+VV8rF7LbPYBbx6oon/7IeuBPINygS65nUtB2Z4HySE\nuBf4CRAFzA1J78KIL5dL17hsf1vng9lSH4kFlzN1Wsp9CHmmrvvmHjdGo7HDv+htjyR+VHcC0wcb\n0dpdr9/YZOa6DzaSnpEMTAxpWyOTYvjh3NHce40r4mbT/ko2HaikuNQVcTN/wnAKp2RyxejQRNzE\n2yw0RLkGP6KxvRB2rJa/LL6Nn659EboUQkGrJvXnDwV1/jJVChKBs90Z0IyOj+3ZWLSDP/4/pHQp\n1mEWvj83s5/d3qEmZLFLUspnpJS5wM/B94VJCHGXEGKPEGJPTU2Nr0MCwteovSe7N/5cLl3T1Prb\nOh/MlvpILLi8IiedaK9ygdEqwYoc/8UFCgoK0Go9xd8VQhj+iIBQYn1rfYewu9HabVjfWh+2Nt0R\nNytuGM+On8/lX3fNpHBKJtsO1/Cdv+1mxm+L+dWGL9hzsg7neRQk/8GwaDQOl6irmmxIQB0tGJ+V\nSEnWcFq0GiTQotVQkjWcyoTYoM6/157ZIexuHKj5rC2T3SfrKK1qoKK+lQaL7bxex2BHmssxpUSx\n47JhxOM7nYWxn6KmAhm5VwBdUx5mtdv8sRZ41tcDUsrngecBpk2b1udP+HxHij25XNyj91mFuWxb\nU+pxXLBb6iOx4LJ74TCYaBn3gllxcXFER0o0nvVdcMWfPdSoVIIZOUnMyEnikcUT+fBIDRsPVPLq\nZ6d55ZOvyEyIpnBKBoVTMhmbFlzEzXXWc5R8uovtU+ZgbbQholXM+6wYfdkByuOjKZ/gGcZoXvsy\n4+dcE/D5HTbfguV0qPj6czu72WN1GuL07j9tx/9YnYZ4P/Y4vYb4DptmUMbVH05JwjRG4lQLbkjf\nyVrTbI8N7Tp7G3cn9k9pykDEfTcwWggxCpeoLwNu63qAEGK0lPJo+92FwFHCSEFBAUVFRdhsnaOs\nYEaKgbhc3CLfk+umN/S6dCzWSp/2vtBf/vulaYlBJzbLy8uLODH3Ji4pmcba7jPKuKTkfu9LlEbF\ntROGc217xM27X/qOuFl0SXpAuV22r32ZSbU1TDrwEa9k3kqirY5J1R/hb690sBe0BCmo96HvcRL+\n9L3LaLTYabTYaLTYabDYaepyv9Fqo665ja/OttBosdFgsdPmJ4lbV6K1auL0GmLbLwAdFwVdl4uC\n3n1R8H2x0PupcdpXjmbHcODM+I59MAjQ2y1Y1Dri7I1cWfMxY3d9hnlyTFB7SfpCr+IupbQLIX4I\nbMUVCvmilPKgEOJRYI+UchPwQyHEtYANOAfcGc5On+9IMTZR51PgvV0uY2aknVc+8lCGTUai/z7S\nuHh6Ifve+hvQNU+QhounD+z7G6vT8LWpWXxtaha1TVa2fG5i4/5Kfvd2Kb97u5Tp2cMonJLJDZPT\nSfST48Yt1nahxqyNZ3TzsR7bDPaCdrfU8ZSw0vVXpQPukTrmjA6+/KXV7mi/ANg7LgwN7f+brHaP\ni2VlYOoAACAASURBVIXrguG6bTJbOuwtbb3ncIpSq7rNIFzCr/V9UfBxsYjWqjs2qB04N56Xv7zV\nYwe7XaVmfs2/Gdv+npekJaD60/9wzUCLO4CUcguwxcv2cJfb4S8I6MX5jBQDdbmUlJScl6shlAWX\ne/LfK+IeGk4fSUETMw+75SNwNoIqDo3+Ck4fCX9t3kBJjtVxx6xs7piVzem6FjYdqGTDvoqOiJsr\nx6RQ6CPiJi4pmWGtycQMuwopBPPjLiXB1sQZUY6jrQ17W6csa6J0zFl2R1D9ulFEoUPwZ6xUI0lF\ncDc65gn/C/E9odOo0cWqfRfjDhC7w9lxIXCLf1P7TMH7ouB6zHX7q6aWjgtEU5vdX7brDtQq0XFR\nMNV/E4f0nA3YVVp2DpvZIe5OlYov9YLAnV59IyJ3qJ4vgbhcSkpKPFw/ZrOZoqIiILhNGelpgYdN\n9oQv905PdoXgaaqzotGNR6Mb380+GBmRGMO911zMPVfncsjUyMYDFRTtr+S90mqitWrmTxzOkvaI\nm2vm3Mn7e9v4tcr1fX5Oo+L7yfNYkB+FPVOyfe3LNJ6tJS4pmTnL7gjK3w4gRRPziWM+njMHp2gM\n2esNFo1aRUJMFAkxfY/YcTolTW32LrMIW7eLQtfZxBv7uicQBGjUeC5QW7Thl94LUtyhd5dLcXGx\nh08fwGazUVxcPEC+ZTWuDcC+7ANP13SyoSh5Fwi9hbMGS6DuusGGEIIJGfFMyIjn5wvGseerc2zY\nX9HhvhkWoyWn1UmJyoH7G30WyR9UNlQHo7jh6gYm3nasY3aZkNvQY3u+SJplp26nDUHnSF1iI2mW\n7zoAkYJKJYjXa4nXBzYD+fREnc9UHHH2Jo/7sbHhT0Ex+JabBwm+onF6socff/7Dgc8N704na2o2\nIZGYmk2s/Hglm8s2h63NQMJZg2VWYS6aKM+fRKiLjoQblUpw2ahEfvu1yXz6y2v5vzunccXoFD6T\nncLuxgo85zhHaelD7TNA2bGWY6raGFS7hsLFJM5qQq06CzhRq86SOKsJQ+HiEL2yyODBBWPRary+\nQ04bs8517tZWCSdXfufusPflgh2598Zg25ij12X4ibzxnbCsPxmI4imBhLMGSygipAYTURoVBeOH\nUzB+OG/ur0T6iGapcWpDtpZjKFyM4QJf/nGkR5MyMhZTRRPS6iBRd44Fcf8m/awJG1q0BjsxSeqg\n3V59QRF3P5xvuGWoGcwJy6qafcft+7OHglDsIPbF+UZIDVbihKDBR1aQRL3vJFaDeS/GYObvu05S\nkROLdXQc447u57bTf2PEaBPaqXZsTRrOfJbBjHkP936iEKCIux8G28acUEbehJo0hxND3XRmnLqR\n2LZhNEWdY9fIN2lODF8K5kj1jw8UUqtCZXN47JlUAQsu2ubz+L7uxbjQORYFVrVrilQ6egr/4Ntc\nucmVqyg+OaVPi9V9RRH3HhhsG3NCFXkTav7j5Dgqy6ciW9djdTaiVcUxp2kmGVnhi5SYVZjLey8f\nxOHo9DWo1TKi/OP9SZPNQU78cc5ak6i3GknQmUnSneWEeSQqVfSgnBFGIrU6T99X6egplI6egpAS\n09yp/doXRdwVzpv6imnI5m10bP5xNiKbt1Ff0S2/XMgYXr2b5LJ/cMroRMpmhDAw0qxiePVtQHg3\nh0QiC3IOsCT7ZbSaTjejza5lw8k7GDfusUE5I4xEUq2SM/ruixup1v7Pp6OIex8ItlLRUKe5pQTP\nXZ0A9nZ7eNj7p//hdKwG2V7lRspmTsc62dsPO/8ika+N2oRG7ZUUTWPja6M20fjVf3Bs8+Mdi8gp\nhbmkD71lh37h58MS+WXTOSztrpkFlW386Ggbwy0S04FPiV+QjWFqar/0JWLFfaDypPelUtGQx+nH\n/eLPHgK+1AucKs+Qs/7a+ReJqFW+s7A2nR7Ftv2du7XdIaXAkFxYDje3zcyGT+CJ+nNcUmujwPEh\nJ654lXrVWc45k7B/fguL+Va/CHxEivtA5lkJVSm2oUR0XCKtjd2LMkTHhe/98LfDrz92/kUi9pZE\ntIbun1Ht5zeHLKT0fNN1DBVum5nNbWSz9p9PEp/+f+iEKwtkoqoWa+YLFJWqWDb1/rD3IyI3MQ1k\nnvT/3965x0dVnnn8+8wkmVxJCCQk3AQUgSKXIHipIqJcVExF26V0UdZaytZLBbuyW9uVZdvd1S1+\nKmxru3VbW1y1rnWttaKbWnW90FZxoYuKCypSJCRyTYCQ2yTP/nHOJDNhBjKZOXPOTN7v55NPZt5z\nZs4vJ+c8532f93mfx4lSbOnOpy/9LD6JNKo+yeLTl37WsWPmSfSSirHa+ztHdy2iM9gjNUAwh2Bz\nSdT94w0pDaXrCK0NCaXr2LbNOdecV9n5Rj0bvrEJf9njXYY9REDa8Jc9nhIdaWnc3cyTHqsi0akq\nFWU6Q/ZWct6gK8j3DwAg3z+A8wZdwZC9zoXTTT3jKvw9Ll8/PqaecZVjx0xnpl5wA/u3LqW9qRRV\naG8qZf/WpeQWRL9u4w0pPVW6jv5E+Mrpgb5DUfcpidGebNJyDJvsPOnxcEXhJ/ykuQD1dV/80tnK\nFYWHSXYptnSho6GVM4omckbRxJPanWLKF6rRn3Ww7cB/c6LjKPn+AUwuu5QpXzCTqdGwXCxf5Pe/\nuiRi9S2QcFEa8GK6DncIXzl9pHMQpb6T8+I3kpr6AGlp3N1crfnmznsp1FE0lSyi0z8IX8chChqe\n4M0ju2Gy50vHOoK/JBDVkPtLnFtQVFBVzlQWMqZmKh0NrfhLAimNREhHTrX6NtGUC7nNzewcfIB3\nBr5Dc1YzecE8zjlyDmcf9E665FRw/HAr27ODvJYb5Oy913DTiH+PcM20EiBn6FdToiUtjbubqzXr\nm+rJpY7cE5Glw+pxvi6iV0MwB8wfRcNT76Pt3b0/yfYxYP4oR49bUFVujHkSSEbKheDh37Fl/DE6\nfFYiu+bsZrYM3sKYnc5nP/QSH5ZAjbYTFHjr/6YwqVWYOeKXaOAQvtZB5OZ+mcvGL0mJll4ZdxG5\nAliPlV/2x6p6b4/tXwOWYQU7HwBuUtU/JVlrBG6t1qwoqKAuSs6UigJnw8a8HIIZMrBHa3Y72ot2\nI62woXe8MKWRDl9kFFmHr4MXpjTyty5pcoPX8zoI2g6FOWRx4Z/O5JH2W3n1zLEcz81jcEuQb/xh\ntxUy6TCnNe4i4gceAOYCe4HNIvKMqm4P220rMF1VT4jIzcB3gM87IdhtVkxbwYvPPcOS+ispC5Zy\nIOswj1Y8z+UznU1t6vUQzODeNzj+m3UE6+rIqqwkf+JKqEqe/zuUVjiUfTKUVhgwBt4DHC6MvgIz\nVnumcqC52wVzta+Bfx92nJfHTSHot0ztwbxsvn78MIH6AY7ft72JljkP+EBVd6lqG/A4ENFlVtWX\nVTVUguQPwPDkyvQOlzbOYGX9EoYEB+FDGBIcxMr6JVzaOMPR43o5BLPx17+m7u7VBPftA1WC+/ZR\nd/dqGu3KVcngVGmFDe5T1Ba92lGs9kxlaEle1+v3s3bx+zETugx7iDa/j3t2OR/Z1xvjPgz4OOz9\nXrstFl8Cnk9ElJc5WrMbXzDSv+4LCkdrdjt6XC+HYO6/fx3aEml4taWF/fevS9ox6ptOLsJx1oFz\nuezV5TzwlZfY8I1NCRXqMCTG1PcG4O9xX/iDwtT3BrikyB1WzR9HXrZVHa1JWjkeyIu6Xyo6ZUmd\nUBWR64HpwKwY25cDywFGjhyZzEPHTV8nJ2OF9zkZ9gdw15hKnn345yx9+nHKDx9kf+lgHl64mKuX\nfsHR4/aGYF30Xkis9r7Qc67jrAPnMmvXYrLtKvNm2Xwv2PYEvPgtaNwLxcPh8tUweVFSvnpq2yiG\nHz7O2ZOPUJKlNASFndsGMrhtVFK+P11YWGX1e9fW7CB4IofC1maO5+aftF8qOmW96bnXAiPC3g+3\n2yIQkTnAN4HPqGpUS6eqD6rqdFWdXlbmXohUaHJyb2s7Svfk5H/Wn7w8uyexwvucDPsDmLN5E1O3\nb2Pl11Yz5wePsvJrq5m6fRtzNm9y9Li9Iasy+vqCWO19YcW0FeT6u1efnr/n6i7DHiK0bN4QhW1P\nUPvYKo4d/ARV5djBT6h9bJVl8JPAuX92NjOmHGFgtiICA7OVGVOOcO6fnZ2U708nFlYNY9PXL2PR\n567mwo/eI6sjMqleAKuz5jS9Me6bgbEiMlpEcoDFwDPhO4hIFfAjLMO+P/kyk8upJidPx4D5o5Ds\nyNOWirC/R559ge8uvolPBpWh4uOTQWV8d/FNPPLsC44etzeU37ESyY1c9i+5uZTfsTJpx1gwZgFr\nPr2GyoJKBKGwbWDU/RKtxJSp1D6xmvKcoxRltyECRdltlOccpfaJ5FQFasl+Dl9W5D3ly1Jasp9L\nyvenI9mNh5j09iZmbd9MYcsJUKWo6Sh3yvGUBEGc1i2jqkERuQ2owQqFfEhV3xWRbwFvqeozwFqg\nEPiFiADsUVXPVsZNZHIyVWF/PXlwbjWtgcjRQWsgwINzq7nV0SOfnmI7xe7++7ujZcrvWNnVniwW\njFnQFRmzYccmfl+ovDw5j8Z8H8UnOpm9rZkLjzu/3iAdGaCHyPZFJgjL9nUyoONQUhJ+uZkSxKu8\n9vjD+A8fYNqmjUzb1F0sPjC4DC692PHj98rnrqrPAc/1aFsd9npOknU5yrBANnujGPLe+sHcWDyz\nv3RQXO2ppri6OunGvCfhaZ53TruZjcWX0Z5lGfPGAj8bZxQwKc+dAuZepzCrLWr7R1mjI2oFhxJ+\nAXEZeDdTgniVY4dOTj1wqvZkk5aJwxLlrjGV5Pkie3h5PkmJH6yvlDdEL2Qcqz3TCKV5tgyI8qvS\nSV2GPUR7lvBTX3P0L+jnHO+Ini3zBWYmJeFXZeNl9EiAiLRZ7f2VokHRc8jEak82/dK4f7ailPvG\njWB4IBsBhgeyuW/cCE8sBorFqjwItEb6kwOtrayKHmmVcfRM83wwRvIlL8T9e5Gjk2+mvTPydm/v\n9HFMoqcHiDfhV8d9r1P8iB//IUDBfwiKH/HTcd/rfZWc9sxcvJSsnEhXalZOgJmLl6bk+GmZWwas\n1JqJJDv6bEWpp415T66/8nJ4/kXWNjSxv7iE8sYGVuWq1d4P6Om7HcxBDnKya8wLcf9e5I/TZ7Bz\n5zC+2PwJxVltNAZz+GneEHICObQ1neyyKS6Oz70VrKsjf5+f/Lf8ke3Sf33uE2ZaNcFee/xhjh06\nSNGgwcxcvLSr3WnS0riHcib3t9Jg1195Ode7LcIlevp0F/EoP9abaQsrzuF115qbrN+ynroRwkNE\n3h+T2t9hYtvECNdMdnY2l18eX6chq7LSWqEcpb0/M2Hm7JQZ856kpVsmPGdyCBPjnNmMOfNOfL5u\nH9RFvM6X5SdUZgXTxrXmJnVN9Vx17Dg1e2r534/2ULOnlquOHeft7Heorq7u6qkXFxdTXV0dd7RM\nKsJh05GNuzYy78l5TN4wmXlPzmPjro2n/1CSSMuee6xY5nhinJu27k95OKOh70RL87zszKu5u2J6\nUo/z9NZa1tbsYF9DM0NL8lg1f1zXqsN05qrGTtYcOUKeWrHoQzs6WHPoCHQWMHny5IRrnRZXV/PW\n7iPk/OxfKW06wuGCgbTd+BXGOxxB5UVCoaVvB99mS9kWOsRKg5zqZHdpadwLSwNRDXlvS4M1bd0f\nkX+8o6GVhqfeBzAG3sM4neb56a213PXU2zS3WzdjbUMzdz31NkDaG/jbDzeSR+QiozxVbj+cnEpJ\nT2+t5a795TTP/Wb39+/3c8/W2rQ/d/EQqiXb3t7OO8Pf6TLsIULJ7lJh3NPSLXPhNWeSlRMpPZ7S\nYEdrdkcUlgDQ9k7Hk38ZvM3amh1dhj1Ec3sHa2t2uKQoeVRyLK72eMnkcxcP4bVkm7Os6K5p+e2s\nrmzm/uEnWF3ZzFD9+FRfkTTS0riffX4Fs5eM7+qpF5YGmL1kfK8nU91K/mXwNvsaosfIx2pPJ1ry\not8bsdrjJZPPXTyEh5DmBfOYlt/O4oHtlGZZOXdKs5TFpe3U1f/KcS1p6ZaBxEqDuVHz0+B9hpbk\nURvFGIXn6E5Xdpx7LZ967YcEpNs106rCjnOvpSoJ35/J5y4eiouLuwz8OUfO4cqRr9LDyUC2KLs+\nvM/xSnJp2XNPFLeSfxkS4+mttVx070uM/vpGLrr3JZ7eelJy0oQIz8UdIi/bz6r545J6HDd47MWX\nqHuzmLYmP6rQ1uSn7s1iHnvxpaR8fyafu3iYMKwSOi2X78imkQz0R69ElYqcO2nbc08Et5J/GfpO\nKiY7w3NxZ1q0TPWLR2k+ms+HH0XmFq8+dDQp35/J5y4e9rxSQ6Ctg7ayYWh2Dq0t+eTmnThpv1Tk\n3OmXxh3cSf5l6DunmrBLpgHpqMyj9ZIhtLS20xrIpqMyM9wKg2PY8FjtfWFh1bB+Z8x7cuzQQXJU\nyTlq1Yaoby9h5KxmfNndPXifL48xZ97puJZ+6ZYxpB+pmLBLpIiL1zlWFD1xWKx2Q9/omRSs4cNi\n9rxSSXtTABByA0MZP/4fHfe3gzHuhjQh1sRcMifsEini4nXyb1xGe1aPxGFZPvJvXOaSoswkWrKw\n4x+Xc0bJA1x+2QdcdNFrKTHs0EvjLiJXiMgOEflARL4eZfslIrJFRIIi8rnkyzT0d1IxYZdIERev\nM+nWW5Gbb6G5sBAFmgsLkZtvYdKtbpd6ySwmzJzNvOW3UTS4DEQoGlzGvOW3uZJf5rQ+dxHxAw8A\nc4G9wGYReUZVt4fttge4EXDekWTolyysGsaJLVtY985xDuQUUdZ2jJVjC5Pq4020iIvXmXTrrWCM\nueO4mSwsnN5MqJ4HfKCquwBE5HHgGqDLuKvqbntbZ7QvMBgSpfHXv2ba91azoaWlq01ezqWxnKRV\ngLprTCV37vg4wjVjMk0a0pXeuGWGAeHrZffabQZDyth//zo0zLADaEsL++9fl7RjpGMRF4MhFikN\nhRSR5cBygJEjR6by0IY0J1h3cq7wU7X3lXQr4mIwxKI3xr0WGBH2frjdFjeq+iDwIMD06dOjL90y\nGKLQUeojkDudwMRrkbxStPkwre/+ktaWt9yWZjB4kt4Y983AWBEZjWXUFwN/7qgqg6EHwXlVFB+7\nAcmywswkfxC5VTfQVNRxmk8aDP2T0xp3VQ2KyG1ADeAHHlLVd0XkW8BbqvqMiMwAfgkMBKpF5O9V\ndaKjylOAKejhHUpY1GXYQ0hWgBIWuaTIYPA2vfK5q+pzwHM92laHvd6M5a7JGExBD2+R1VwSV7vB\n0N8xK1RjYAp6eAt/SfRl8rHaDYb+Tr9NHHY6TEEPbzFg/qiIkRSYNM2G9MCturzGuMfAFPTwFqlK\n02zmWQzJxM26vMa4x8D0FL2H02mazTyLIdmkKlV1NIzPPQYFVeWUXDe2q6fuLwlQct1Yc5PHYOOu\njcx7ch6TN0xm3pPz2Lhro9uS4sbMsxiSjZu1ZU3P/RSYgh69Y+Oujaz53RpaOqz0AHVNdaz53RoA\nFoxZ4KKy+DDzLIZk42ZtWdNzNyTM+i3ruwx7iJaOFtZvWe+Sor4Raz7FzLMY+oqbtWWNcTckTH1T\nfVztXsUUTjckm4VVw7jnukkMK8lDgGEledxz3SQTLWNIDyoKKqhrOrlaUUVBhQtq+o4pnG5wArdq\nyxrjbkiYFdNWRPjcAXL9uayYtsJFVX3DzLMYMgVj3A0JE5o0Xb9lPfVN9VQUVLBi2oq0mkw1GDIN\nY9wNSWHBmAXGmBsMHsJMqBoMBkMGYoy7wWAwZCDGuBsMBkMGYoy7wWAwZCDGuBsMBkMGYoy7wWAw\nZCCiqu4cWOQA8KcYmwcDB1MoJx6Mtvjxqi4w2vqK0RY/ydJ1hqqWnW4n14z7qRCRt1R1uts6omG0\nxY9XdYHR1leMtvhJtS7jljEYDIYMxBh3g8FgyEC8atwfdFvAKTDa4serusBo6ytGW/ykVJcnfe4G\ng8FgSAyv9twNBoPBkADGuBsMBkMG4ppxF5Ei+7e4pSEdEZE8+7fnzpsXNUF6XGte1CYi00RkkNs6\neuLFcxVCRC4SkTPd1gEuGHf7gnkS+BKAesjpLyJjRcT5yrV9QETOFZFHgTngnfMmIhNE5ELwjqYQ\nHr/WzhORdSKyTER8HtNWJSK/Bd7AQzUf7HP2b8DfiMhpF/GkEvta+w3wElDsth5I4T/O7gGsAWYA\npcAf7Ha/qnakSkc0RKQE+A5wAXBIRDYCP1LVY27qgojzNh2YDPy33e7qeRORYuA+4DzggIi8AfxU\nVT9wS1MIj19r2cA/A7OBHwHXAxOBO0RE3DTyIhIA1mNda/8ECLAAeMhNbSLiB/4BuBJYB1wFDBeR\nb6vqJ25oCtOWDXwfOBfrmmsBLgW22A/tTre0pbLn/h2sztMFwDLgBqwGt2+20IXToaqTgb8GZgJD\n3dQFXS6Y7wOdqnoh8AXgM+D+eQNWYUVbTQH+EhgEjHJVUTdr8eC1ZlME7AMWqOq/Al8ErhaRUg/0\n3iuB/wEuVtWngN8Ag9x+6GDZqT3AIlX9GbASqyOW56KmEAHgFWCmqj4L/CcwQUSy3DTs4HDPXUSu\nA2ap6grgq6p6wt50ANguIuNUdYeTGk6hbRpwTFXfF5EHgL0AqrrZ7sFcAHhB2zJVbbI3KVBrG4LD\nLugaDdSrajPwb0A7gKp+aI9+JgG/TbWuKNpu89i1tggYAbymqm+KyKOqWiciAVX9SETeBQpF5Eiq\njaitbSTwqqq+ifV/DVEIFKuqpnrUIyIXAIdVdSfQCfxcVRvsc7ZPRPZi5WrZnSpNMbQ1qepjYZuz\nsDqKwYzsuYvIp0TkMeBu4DYRGaKqJ0Qk9DDpxOoZn7D3T9kEiYiMtt0uDwCPiMhsVX1PVY+F6QsC\nb6dK0ym0XaaqTfbQD6AemAWk1F0kIqNE5Hngx7aucar6J/smy7F3awY+TKWuU2g7EbaLm9eaX0RW\nA3+D9WD+iYgsVNU6AFVtFZGhwBjgaCoNew9tnba26+xtIbvwNPAZEclPlWEXkRL7HngBWCQihara\noaoN0HXOioDRWCOglBFFW4H94JOwc/YKcK2IDHS755404x66aUTkEqyn/x9UtQrLhxeacAvav3cA\nHcA1yTp+b7TZ3An80XZzPA18OcpHcrGztzltDE6jbRmAqoZ6yJuxDPx1TmqKoesNVb0ceBn4tohM\ntLeFbvphwMf2Zx1198WhLeXXWji2QRwH/JWqfhf4O+B2EZkQtttsLP0NIlIgIoNd1HabiEwIM0oH\nsCYIx6dCk00BUAN81X49M8o+5wPv2p2LQhEZ65K2S8Dy/6lqp33d77b3mZUiTTFJ5k0Y8n9tB+ap\n6r/YvbqxWD0DRMQXdmP+Aii3h3tO91hy7eML0ITtTsCa1X5P7AgZeyg1HWt4v0dEbgGW275vV7XZ\n++QDm4B8B/X01BUazWwHUNXvY02iLhGRclXtEJGzsIapW0XkZuBu203jqraw/VN2rYnIUhGZFfb3\nfwIMtH2wT9laPx82GisCtorITcBWrMlMt7X57e3HgbOwRh2OdXTCdA1Q1VqsZfpPYE1Onm+PbsL/\n3yXAxyLyRWAzMNUJXXFqE/uhGLA/2hJqd0rb6UjYuIvIXBF5AfiOiCxW1YO2KyFXVduw3BtLAFS1\nM+zmGgaMcHK4F6ZtrYgsso/9OjBWRLYCVwB+rOH8fPtj5wCfEpEarN7eS7Yf101t8+yL5wQwHCsK\nxBGi6AoCh4EqEZkiIlOAd7D8tKEY6DHADBF5GWvC9/HQMNpFbaVhH3X0WrOH5ZX23/8XWNf7AyJS\niDUCnITlvwb4HnAtlr8YYBFwP1ZP73Oq+l8e0FYOYM/rHAIus98n7cEYQ9cPRWSwqrbY1/pvgYFh\nxw/aH78Ga0L/EuDzqvqLZOlKQFtoXqIJy65eEGpPpra4UNU+/2A91d/AOtlVwCPAN+xt2fbvWXZ7\nmf3eZ/8eDVyZyPHj1PYYcKe9bRzwVNi+dwPfs1//NZbrY66HtK2jOw/QZODqFOn6OXALVu/ybuBZ\nrAfQdFvz7fbnlmAZ2TkpPGen03Zb2Gcdu9YAv/37bOCRUBvwQ+AhrF7mf2EZonx7+38AK+3XdwAL\nPabt9rDvGJBCXd8Lv/bDzs8/AAOAQrttMdaDMJXn7FTaikPnz27PcUJb3H9LH/54H90Gegnwg7Bt\nNwENQHlY2xz7xsty/I/pnbYhQBnWXMAEe9vFwJNYcb0DvarNBV1fsnWFHsxjwrbdCiyzX/s9qO1L\n9munzpsfKxb8n7E6MNXAhh7b92PFsC8FfoDVywR4FDjfCV1e1tYLXT7soIGwtkKszs1mLDdSpQe1\nvWlrG+rU/7QvP3G5ZWwf117g23bT28BiscLQALKxIibuC31GVX+L1Zv6dDzHipdeattlbz+GNWy/\nXURWYC0meVEtjnhQmyPhhb3QlYX1/7zffv+R/bnlWMZ1CzgTP54EbVttbUkfFovILKx48IHAB7bG\ndmC2iJxnH7cD+Htgrao+jBUzvtR2uWXhUDSWV7X1Ulcn1kKgNWEfXYA1QvsjMEntSCOPaftfW1tK\no3dOSxxPtkKsCI4VWDf1eLt9HdYQeROW+2USsBGosLdnA8uBUU49oeLU9jzWTPcErFnvDcAF/U1b\nH/6fQ+ztK7F6UTM8cs5Sqs0+zkzghrD3PwBuBm4E/sdu8wEVWKOuEXZbBWEjjP6kLU5dT4TsBZYb\n7hIPnbOUakvo74rzJIy0f98L/If92o/V07zYfj8C+CkQSOkf0nttG0ixT8yr2uLQ9bPQ/5Mw32I/\n1paPFRUR8s8uAe6xX/8Ra8EeWCPWn6f4WvOkNq/q8rq2RH7icsuo6h775TpgtIjMV2uI16iqr9vb\nvoK1oCUY7TucIg5tTXTHZvdrbXHoOoH9/9TIBUL9VdsJVW3VbnfUXKyYcLDSCUwQkWexRhlbxcKb\n7wAAAShJREFUUqHJ69r6oitVYYRe1pYQCTzt/hJ4Jez9ecCvgOewXTJu/RhtmaPLy9qwRhI+LHfa\nWXbbWVhRKBcDw4y29NDldW19+elTmT2xcyaIlU61DmjFmvR7X1VTvgTdaMtMXWmgTYAcrNQHv8SK\nejqENYw/arSljy6va+sTCTzl8oFXsRZC3N7X73HoCWy0ZYiuNNB2AdYK7Nexwy+98uNVbV7V5XVt\n8f4kkhXyFiz/01xVbU3ge5zAaIsfr+oCb2vbC3wT+K7R1mu8qgu8rS0u+uSWge7hcpL1JAWjLX68\nqgu8rc1g8Cp9Nu4Gg8Fg8C6uFcg2GAwGg3MY424wGAwZiDHuBoPBkIEY424wGAwZiDHuBoPBkIEY\n424wGAwZiDHuBoPBkIH8Pzq5ZZaqGlW0AAAAAElFTkSuQmCC\n",
6948       "text/plain": [
6949        "<matplotlib.figure.Figure at 0x7fa7b0410550>"
6950       ]
6951      },
6952      "metadata": {},
6953      "output_type": "display_data"
6954     }
6955    ],
6956    "source": [
6957     "fig, ax = plt.subplots()\n",
6958     "ax.plot_date(stones_df['release_date'].values, stones_df['complexity'].values, linestyle='-')\n",
6959     "\n",
6960     "fig.autofmt_xdate()\n",
6961     "\n",
6962     "for a in stones_df.itertuples():\n",
6963     "    for t in tracks.find({'album.id': a[1], 'complexity': {'$exists': True}}):\n",
6964     "        ax.scatter(a.release_date, t['complexity'])\n",
6965     "\n",
6966     "plt.show()"
6967    ]
6968   },
6969   {
6970    "cell_type": "code",
6971    "execution_count": 79,
6972    "metadata": {},
6973    "outputs": [
6974     {
6975      "data": {
6976       "image/png": 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E+vV/gINvzSP6YzshxVAbD2UzTaTc/kCbXq/gZCVPfLKDsX3immxIvWd9Pqvf\n3oWt2nhvyoqrWP22UYLXXwT+/64cwjf7irh/6RY+u2cSMRFtXwz/9+ZcTlbZmH1BivscdDMRYSGk\nDelO2pDuVNtGMPC3nzo97uipjpecZzk3ASiiICsG26kQQjvV0i31pMPuWQJS3J+7+VY+rxyJVBqd\neFQlfG4aj9xsZhFGHZJ8qyHSR0sMoTaE2xDyo9YKTlbaGrxmiEnoHmOmR2wkqT1jmTY8gh6WSBZm\n7qW4vPosHyyRYSilAips4G46bTAR+04oOLJ7Qosh9p1QOg01QRtuoB77aDsVNbU8fX1qk/nV3368\n/7Sw12GrtvPtx/v9RtyjzKH85caR3PDKOh7P2MEzN7StS5RSisXrDjIi2cKoXrFu9tIzhIeaSG6i\n9pMILPxyL7ee35sEP9yz4BHSHsNy6m4sKQVnbGGRkPZY0+e4iYAU9y/sI5FGk2qxw+cVIznvD19S\nVFZ11qbS+KhwesRG0LtLJyb070KSJYKk2EiSYyNIskTSLcbstPmxJTLsrDo2JoGSihp+9tZGFlw7\nwmt1RfyNgueePy3sp6mqaVN4bOXWPD7bns9D0wbTv2t0k8eVFVe1yu4rxvSJ4xeX9Oel1fu5fGh3\npgxr/R+eb7OPs7egjGeuTw2oSYSz2k/hISb6d43iuS/38NLqfcwc2YMfT+zL0B7uydn3W+pSPzMf\nB2sOWHoawu6FlNCAFHe7Y8beGKXg0kHd6BEbSVJsBMmxkYaIWyKJDG9b5kJdXL1+tswDlw+kpLKG\npz7dxZTn/8uTVw/nqtQe7RhRYGLLc75w2pS9KU6UV/PYx9sYkWzh55P6NntsdLzZqZBHx/vfTHBu\n2kD+s7uQeR9uZXSfuFbPVhevO0RcpzDSzw2sz5az70xdhtn+wjLeXHuQZZtyeH9TDuf3i+cnE/uS\nNqR787nzgUzqjT7J7w/IPPe+81eiKs/2WyKEA/OvbK9rLrO/sIz7lm5hy5ESrkpN4omZw4mLCm/5\nxCDBXTm89773AxlbjrJ8zoUtzuQax9yhrr7+YL8Jy9Rnz7GTXPXCN1w0oCuvzh7j8gw8t6SCSU9/\nxZ0X9efhKwZ72EvvYz1Vw3sbD/PWukPkllTQO74Tt1+Qwo1je7ZrjaIj4Gqee0CucFwwuAbVyHNl\nMuzepH/XaD64awIPTh3Equ35THn+v3y165hXffAl7ijNsHpXAf/enMsvL+nv0i36wPGJTL518OmZ\nenS82W/akSciAAAgAElEQVSFHWBg9xh+M3UQX+48xvubXO8W9c76QwDc6uFiZL7C0imMOy/qz9cP\nXsLLt46me2czT3yygwkLvmL+8u0cLCr3tYsBj0szdxGZBizE6MT0mlLqqUbP3wf8DLABhcBPlFKH\nmnvN9szcJz71FVWRRzl+Iu50tkyXuBOYK3qw9uFL2/Sa7WXH0VLuW/oDu/JPcuPYnjx61dAOMQNp\nz2ayk5U1THnuv0SbQ/nk7gsxh3q+D6ovsNsVN7/6HduPlvLp3ElNpnjWUVlTywVPfcWYPnG8OrvF\nCVrQkJVTwhtrD/JJ1lFsdkXa4O78ZGIKE/p3Cag1B0/jtpm7iIQALwFXAEOBm0VkaKPDNgNjlVKp\nwDLgT6132XWOllRQlBeHqpctU5QX59P0xKE9OvPxnIn88pL+LNuUw7Tn17Buv2+aKHuT1T1Hc8eU\nR7hy5jPcMeURVvcc7fK5Cz7dxbHSSv50fWrQCjsYxcX+fKORMXP/+w2LizkrKrVyax7F5dXc3kQ6\naLCS2jOW524aydqHLuXXk8/h+8MnuOW19VyxcA1LNxyhstF+E03zuBKWGQfsU0plK6WqgSVAg73l\nSqnVSqm6zrzfAT3d62ZDmmqn54k2e63BHBrCb6YNZtkvLiA81MQtr65n/vLtVFQH54eybvdubkkF\nijO7dz/anNviuev2F/HO+sP89MK+jOod53lnfUzPuE78Ln0o/ztQzD++yQbO7LS2HT0KSp3eaf36\nyh/o1zWKiee0bwNUoNKtcwT3TRnEuocv5U/XG01YfvNBFhOf+oo/f76bgtLKFl5BA66JezJQvwpQ\njsPWFD8FnO9icBMPTh1EZKO6HZ5qswe0unzp6N5xrLx7EndckMKb6w4y/a9r+P7wCc/45kOeWbW7\nyd27zXGq2sbDH2wlpUsn7rvcQ++ZH3L9mJ5MGdqdZ1ftYVd+qdOd1rsiurKtTLh9QkqHD0VEhIVw\n49hefDp3Eu/8fDyj+8Tx4up9THz6K+597weyckp87aJf49ZUSBH5ETAWuLiJ5+8E7gTo3bvtC0XN\npVq5nTaWL40MD2H+jGFMGdqdB5dlcf3L6/jFJf2ZmzbQKK4UgNhq7ewtKCMrp4SsHKvTjSrQ8u7d\nP3++h8PFp1hy5/ltTlENRESEBdeOYOrz/+Xe97bw1LECOiWPwzzsGiQyHlVRzIpTuUTaKrl2dNOf\n5RXZK1j4/ULyy/NJjEpk7ui5TO833Ysj8S4iwgX9E7igfwKHjpfz5rqDvL8xh39vzmVsnzh+cmFf\npgzt7nSfSkemxQVVEZkAzFdKTXU8ngeglFrQ6LjLgBeAi5VSBWe9UCMCpuSvG8qXllbW8ETGDt7f\nlMPgxBj+cuNIv9+8YbcrsovK2ZpbwpYjVrbmWtl+1EpljZGCGGMOparW7rREQ3JsZJML298fPsF1\nL6/jlnG9+UMbW8UFOl/sOMbPF2/k5hMH+GXMYCTUyPw5gZ1rVRlXWg+z8JVfOD13RfYK5q+bT2Xt\nmRl/REgE8y+YH9QC35iTlTW8vzGHN9cd5HDxKZJjI5k9oQ+zzuuNpVNwJzK4rYeqiIQCe4A0IBfY\nANyilNpe75hRGAup05RSe11xsN3inrXUO7u+5scCzn5HAvNbd1v45Y5jPPzhVqwV1dxz2UD+30X9\n/GK2oZTiSHEFWbnGjDwrp4RtuaWUVRklGiLDQhjWozOpPWNJ7WkhtaeFlC5RLN9y9KydiOZQE09f\nl+r0LqrKVsv0v37DqSobq+69qM3ZROWbCyhddZDakipCYs10nppC1KhubRu8j/jNsi0s25jDi3Qi\n1XED/U+q+DtVvB0WycQnnP9xnLJsCnnlZ28SS4pK4vPrP/eoz/5IrV2RufMYb6w9yLfZx4kMC+G6\nMcnccUFfzunW9E7nQMZt9dyVUjYRmQOswkiFfF0ptV1EHgc2KqWWA88A0cD7jjjhYaXUjHaNoDm8\n2enF0rOJmXvr14wvG9qdL/rE8duPt/HMqt18seMYf77x3Ga327sbpRT5pZWnRTwrx5iVl5wy9giE\nh5gY0qMz14xKZkRPC+f2jKV/1yinf4Qah8cUMLxH5ybDYy9k7mNfQRlv/vi8dgl7yYd7UY47iNqS\nKko+NOYTgSTwj141lDUbc3mSCt4kmnDg31QzhhD61DT9u8kvz2+V3Vd4qkNXY0JMwpRhiUwZlsiO\no6W8sfYASzfm8K/vDnPJoK78ZGJfJg1I6JDrFwG5Q9WbnV42fzmPwWtfJrLe76lChF0Tf8GoyxY0\nc2bzZGw5yqMfb6OyppaHpg3m9gkpZ4plufGupKisiq051jNinmul8KSxfT/EJAzsHsO5PS2nhXxg\n95g2rwk8s2oXL63ez0e/msjIRoWuth+1MuPFtcwc2YO/3DiyTa8PkPfU/6gtObv8QEismaSHx7X5\ndX3Bp09+wy/KrEQCdasUNxDGfbGxTY4lEGbunuzQ5QpFZVW8s/4w//zuEIUnqzinWzQ/npjCtaN6\nBsUaT1B3YlLWHOe1ZZqwt4eHSjYxqkscc09YSaytJT8khIVxFjaXbKI9X6X0c3swvm88D32Qxe8z\ndvD59mM8c0MqPY980ua7EuupGrbmWo3wiiNOXrfoKWLsqJ00IIHUZAupvWIZmtTZbd2CAH5xyTm8\nt+EIT36yg/fvmnB6tlRTa+c3y7KI6xTOY1c13iLROpwJe3N2f6Z0eDwh31mpv/y8nBrGDo7mpibO\nmTt6rtOY+9zRcz3qa2vwVIcuV0mINnN32gD+38X9WJGVx+trD/DIv7fxp892c/O43sye0MfnadPe\nICDFvZauhHL2mq1hdy/55fmsjIlmZUzD0Im44Ta4W+cIXr/jPJZuPMLjGTuY9vwaHjOvJOzUKJ6t\nrdeizPYeV2c+3kDcy6tsbMs1BHxLjpWtOSUcPH7q9PMpXToxuk8cd1yQQmpPC8OSLUSbPft2R5tD\nuX+KURHw0235XDnCaNqx6L/ZbD9aysu3jia2U/tq74TEmpucuQcaf92VT+MdEFUO+004/yNYt2jq\nz9kynujQ1RbMoSFcO7on14xKZuOhE7z+zQEW/Xc/r67JZtrwRH4ysS+je8cGbcgmIMXdWn0bcWEv\nYpIzX3K7MmOtuQ13b/tIjEp0ehucGOWeWiYiwk3n9eaC/gk8uGwLv8m+ARO12DFm1Ll05WHbzzlY\nlEHcuoOnwyv7CstOlzVOjo1kRLKFG8b24tyesYxItvgsY+DGsb14a91BFny6k0sHdyPnxCkWfrmX\nK0ckcsWItndoqqPz1JQGMXcACTPReWpKu1/b2zSVMtpSKun0ftP9Sswb44kOXe1BRDgvJZ7zUuLJ\nOXGKxd8e4t3/HWZFVh7n9orlJxNTuHJEktf703qagIy55z31P8JLP8MSupgQKaJWJWC1zaa68zS3\nx129mXpmtytGPbIMq2q69khCtLlBjHx4ssWv2q8BfLO3iB/9Yz2dI0IprbQhAr+fMazJ7kqtJRiy\nZcCokeRsr0BzqaSBgK9j7q5QXmXjg+9zeHPtQbKLyune2czsCSncPK438X5e2TWoY+7G7C2NiurJ\np20SZiLWA7M3b94Gm0xCqWoqFqj4dl4aiZ0j/Oo28oP8YhZk55FbVUOyOYx5/ZIIKavCJFDq6Hal\nFCxYuYvOEWFu2WgWNapbQIp5Y5w1tfDoTmsvUSfg3siWaStR5lBmT0jhR+P78PWeQl5fe4BnVu3m\nr5l7uWZUMj+e2JdBiTG+drNdBOTMHYJn9taYQJrNfZBfzAO7j1BRrxBWpEmI/aaAEyfPbk3oj2Pw\nNR9tzvXOTmtNi+w5dpI31h7k35tzqKyxc+E5Cfx4YgqTB3Vrsu2jK2RlZZGZmYnVasVisZCWlkZq\namqbX89tm5g8RcDsUMX9b05z1BXjajybW3DtCL/70o9dt52cxm32gIhVzguHCXDgKf+NFWs0YHQG\ne3fDYRavO0R+aSV9E6K444IUrhvTs9VJCVlZWWRkZFBTc+Z7EhYWRnp6eps1JKibdXiTujfHarUC\nYLVaycjIICsryyPXu3pUMvPH9CZRTAiQKCbmj+ntd8IOkOtE2AFUhPP0yo6QfuYNPtqcy8SnvqLv\nwyuY+NRXLlXh1LhOXFQ4v7zkHNY8NJm/3jyK2E5h/G75dib8MZMnP9nBkeJTLb+Ig8zMzAbCDlBT\nU0NmpuudytpKQMbcvUlzb44nZu/lmwu4cNMJJipH6qUC2XSC8j4Ffhd2SjaHOZ25xwyNo3briaCL\nJfsDje/s6sosA345AQhkwkJMzDi3BzPO7cH3h0/wxtqDvLnuIK+vPcCUoYn8eGIK4/rGN7sGVjcp\ndNXuTvTMvQW8/eaUrjrYIM0PQNXYKV110CPXaw/z+iUR2SgWGWkSfn/RAM4bZEVCrYBCQq2cN8iq\nxccNtLXMsqZ9jO4dxws3j2LNQ5O56+L+fHfgODct+o6rXviGDzblUGVz3rPBYrG0yu5OtLi3gLff\nHFuJ80YETdl9yXWJ8Tw7qBc9zWEI0NMcxrODerFtxwq+r3ma6AELiBkyj+gBC/i+5ml+/9U/fe1y\nwNPW3HiNe0iyRPKbaYP59uE0/njNCKptdu5/fwsTn1rN81/uOV3ao460tDTCwhruOQkLCyMtLc3j\nvuqwTAukpaU5XRDx1JtTYS+nk+nsQmIVdv9sGHxdYjzXJcY3sP1+xatIaMNwjZhq+ODAq/yO27zp\nXtDRIzbSaTaVv61nOEuRbfw5CWQiw0O4ZXxvbh7Xi2/2FfH6Nwd4/su9/G31ftLP7cGPJ6YwPNlC\namoq/zlQzqvrj3HSHkqMycbPR3X3WEJGfbS4t0Ddm+CtbJktx1dzXpdphJrO/LW32WvYcnw1A7nC\nI9d0N/aQE05r/NhDgq8blbcJhNz4D/KL+WTxuzzz0RK6FRdREJ/A4qtnweybg0rgwdj9OmlAVyYN\n6Mr+wjLeWneQZZty+OD7HMb3jWdoj84s2VhChd34Pp+0h/HyRiu9e+d6PEypxd0FUlNTvfKXFuBE\nRCEbij4lNe5iOoV25pStlKwTX3MiMnCabXeqjaQi9OzZZada/5pdBiJe7ULWRv7z9nvc/a9FRFQb\nex0Si4u4+1+LeD3ExHX3O29CEgz07xrN4zOHc/+UQSzdcIQ31x1k/YHis46rWyPx9Hum89z9jJ1r\nVvP5ohexVZ+J3YWGm5ly5xyGTJrczJn+w4cLh7Cgs4lK05klnQi7nXmldq6du9OHnmm8weoLJpFY\nfPZkJD8+gcnr1vjAI99gq7VzziPO20m3Z89HUJcf8DY716xmzZLFnDxeREyXBCbNmu0xoR0yaTKn\nar+j8OQ/Ce1Uhe2Uma4xtwWMsANceyIPc3UkC+NiyQ8NIdFWy9wTJUwv14t+7sDf49ndi4+3yh6s\nhIaYiIsJd7pbOzbG8/VrXBJ3EZkGLMToxPSaUuqpRs9fBDwPpAKzlFLL3O2or2g8kz5ZVMjni14E\n8Ijg5uV/TGbZ23xiFU4URxIXorhK3qZH/lC/qs3RLJaeTLceYXp5o80ell6+8SeIaFzyIaeqhgd2\nG41r/EXga7p3I/zYMaf2jkbNgM6oH44j9Up0KJNQM8DzPZRbTIUUkRDgJeAKYChws4g0LjZ9GLgD\neMfdDvqaNUsWNwiRANiqq1izZLFHrvfu5j/wv91juPJ/v+f/fbuQK//3e/63ewzvbv6DR67nEdIe\ng7BG8fWwSMOuaRcLsvMa1PIBqLArFmR7t1Z6c6Q8cD92c8NKpXazmZQH7veRR77jeFczNcMs2CNC\nUIA9IoSaYRaOd/V8JVdXZu7jgH1KqWwAEVkCzAR21B2glDroeM7u7AUCmZPHnS9kNmVvL9/vHMzF\ne2dhwnjzY6rjuXjvLNbLuwRIssyZpiLeaGDewWiq5ENTdl9gSU8HoOC557Hl5RGalES3e+85be9I\nJJvDyOkRRXWPqAb2nmbP91twRdyTgfoNS3OA8Z5xx/+I6ZLAyaJCp3ZPMGZv+mlhr8OEmTF7A+yL\nkXqjFnMP0FTJh2QviEVrsKSnd0gxb8y8fklOK6fO6+f5xiVe3aEqIneKyEYR2VhYeLZg+iOTZs0m\nNLyh2IaGm5k0a7ZHrhdudx43bcreEbFmZLD30jR2DhnK3kvTsGZk+Nolr9FUyQdviIWm9TS1i9sb\n6yOuzNxzgforYT0dtlajlFoELAIjFbItr+Ft6hZNvZUtY64qpiri7GaB5qqz82U7ItaMDPIefQxV\naZRjsB09St6jRiw/IGeKWUtbFb6qEwV/zpbRNMTZLm5v4Iq4bwAGiEhfDFGfBdziUa/8jCGTJnst\nFXHAif+yo9uV2EPO3C2YaqsYcOK/wA1e8aE1eLPWPRhx3Dphr0NVVlLw3PMui7vfNMjIWsqeJUv4\ntuS3lNkTiC4oYkLhEgZCiwKvxVzTEi2GZZRSNmAOsArYCSxVSm0XkcdFZAaAiJwnIjkY6vN3Ednu\nSafB6G06ZdkUUt9KZcqyKazIXuHpS3qFkT+bwuDs9zFXHgelMFceZ3D2+4z82RRfu3YW3q51D2DL\nc54V0pS9MXUlc3NLKlCcKZnri5roez5cwerin1Fm7waYKLN3Y3Xxz9jzYXB8ljW+xaU8d6XUSmBl\nI9tj9X7egBGu8QqNm1bnlecxf918AL/uCu8KlvR0RgM9AyDTwNu17gFCk5KwHT3q1O4KzZXM9fbs\n/duCK7AR0cBmI4JvC64wZu+aoMBXLUEDsuTvwu8Xnhb2OiprK1n4/UIfeeReDvXpwyfpV/HeTTfy\nSfpVHOrTx9cuOcUXjQi63XsPEtFQECUigm733uPS+f5UMrfM3rVV9tNkLYXnhsP8WOP/rKUe8E7j\nDso3F1Dy4V5qS4y9MrUlVZR8uJfyzQUev3ZAlh/IL3d+C96Uvb1kvrCY8DdfIb78BMVRcVTfcRdp\nv/ZMtkzjnot1oQ7Aa8XLXMVisTgVcovF4rFYvCU9HQ5/R8EbH2IrU4RGC91+fKXLdzb+VDI3OtpO\nWdnZLQmjo5vZLpK1FDLuhhrHGKxHjMegU0/9kOaa73h69h6QM/fEWueJNk3Z20PmC4uJf+VZEspP\nYAISyk8Q/8qzZL7gmR2qvuy52FqaakQwYMAAz8Xis5ZiKfkHA646ypBZeQy46iiWkn+4PHt9cOog\nIsMaCqqvSuZOuGEEoaENP7OhoYoJN4xo+qTMx88Iex01FYZd43fUzdhdtbuTgBT3uceLibA3/GsY\nYbcz97j70wXD33yFiNqGYhtRW0P4m6+4/Vrg256LrSU1NZX09PTTXaksFgvp6ens3bvXc3+g2ilu\nV49KZsG1I0iOjUSA5NhIFlw7wifZMgPHJzL5tmFExxuZUdHxZibfNoyB4xObPsmag/VgJHuXd2Pn\nkiT2Lu+G9WCkkUqp8TtCYp2XGWjK7k4CMiwzPTQeio6fXXUw9Oz88PYSX+68wURT9vbSXKjDH3FW\n6/7DDz90eqxb/kA1JWKtELerRyX7Tf3zgeMTmxfzRlgLepC3oRZVa8zLbKdCydtggU7x+OcnpGPT\neWoKS9/fxiv2SgpQdEO4yxTBjV64UwzImTtpjzG9WvF5zlGyDh7h85yjTK9WHilMVRwV1yp7e/Fl\nz0V34dG+s5YmkrKasgcZBVmdTwt7HarWREGW56sMalrPF9TwtFRxDIUCjqF4Wqr4As/XAgrImbs3\nC1NV33EXla882yA0UxkSRvUdd7n9WuD9tn7txVma14X9z2Pj4dfo3e97zOZyqqqiOJw9mrG9f9b+\nC6Y91nBBETpUxUnb8dJW2X3FiuwVLPx+Ifnl+SRGJTJ39NyAT1NuC8+s2k1lbcMQcmWt3Supt4Ep\n7uC1wlRpv55NJngtWwa829avPdSledVlA9SleUUnfcfAQd9BiPEHMSKinIGDviP6QCpwYfsu2sEr\nTrY3z98bBPM+lNbiy9TbwBV3L5L269ngQTEPVJpK8yros/S0sJ8mpIaC5CUM4b72XziIKk62dobb\n7d57GtTWgdbl+XuD5vahdDRx92XqrRZ3TZtpKp3LFnGcyP+ZiFkeQkgx1MbDyRm1VJyni5/Vpy0z\nXEt6OtUFYVRsq0HCLahqK5HDw7CkT/OW2y2SX57fKnsw8+DUQTz8wWYqbWcqeUaEKq+k3mpx90O8\n2bO1PYTEmjl47BQ7K+1UKIgUGBJhImpdDDHvV2KqNj7QocVgeSeEEIkGN6wL+2o7t7tpywy3fHMB\n1QdjMJmNOyYxx1J90ET55gK/+R0kRiWS52RDYWKU61lBwcL4pI38tMsm7HsvJMoeQrmpFtOAbxif\nVIvRKsNzBGa2TBBT17P1ZFEhKHW6Z+vONat97dpZFPaLZUuFIewAFQq2VNiJWRF+WtjrMFULlpXt\nbyhRvrmApe9v4+qSIiZRytUlRSx9f5tXtnO7m7bMcJvb8egvzB09l4iQhiUiIkIimDt6ro888h0b\nv1iFeVsXQk+8QdWJ5wg98QbmbV3Y+MUqj19bi7uf4e2ere1h8w+F1Day1QJSctLp8aqg/Xnu7y/f\nxVP2igapZU/ZK3h/+a52v7a3aWom29wM15c7Hl1ler/pzL9gPklRSQhCUlQS8y+Y3+Hi7QCHvulD\nTdlqsDu+E/aT1JSt5tA3nq8XpcMyfoa3e7a2h7Ji54JSaY4jsursTV7uyOh4uaKMxletctjvaPer\ne5e5o+c2iLlDyzPckFizUyH3xo7H1jC93/QOKeaNqSr9AbA1stocds+iZ+5+RlO9WT3Vs7U91G2b\nb0zuiOvaVbmxOQpwXj+oKbs/05YZbuepKUhYw6+thJnoPDXFw95q2oTd+V1sk3Y3omfufsakWbP5\nfNGLDUIznuzZ2h4mzOzP6rd3Yas+EwMODTcx6Ne30r1gIAUeqEmf2CmcvFPVTu2BSGtnuHWLpsGw\noNwRqDaHEl7VeOZu2D2NS1cQkWnAQiAEeE0p9VSj583AYmAMcBy4SSl10L2udgy83bO1PdTVRPn2\n4/2UFVcRHW9mwsz+Dnu6RxqMPJQ+lIeXZTXY9RcRYuKh9KFuv5a/EjWqmxbzAOG7wflM3JpASL01\n8FqTYfc0LYq7iIQALwGXAznABhFZrpTaUe+wnwInlFLniMgs4GngJk843BHwZs/W9tLawlftpW7L\ntl/0QNVoWqBiYGe+oZAxu+OIqgyhPKKWTYNOUDnQ82XeXJm5jwP2KaWyAURkCTATqC/uM4H5jp+X\nAS+KiCilAi8QqvF7/Kmqo0bTHHNHz2V+5XyWJZ/p0RsREsF8L6SFuiLuycCReo9zgPFNHaOUsomI\nFegCNEjxEJE7gTsBevfu3UaXNRqNJjCoW0/xRRE1ry6oKqUWAYsAxo4dq2f1Go0m6PFVWqgrqZC5\nQK96j3s6bE6PEZFQwIKxsKrRaDQaH+CKuG8ABohIXxEJB2YByxsdsxy43fHz9cBXOt6u0Wg0vqPF\nsIwjhj4HWIWRCvm6Umq7iDwObFRKLQf+AfxTRPYBxRh/ADQajUbjI1yKuSulVgIrG9keq/dzJXCD\ne13TaDQaTVvR5Qc0Go0mCNHirtFoNEGI+GrdU0QKgUPteIkEGuXRBzjBNJ5gGgsE13iCaSwQXONx\ndSx9lFJdWzrIZ+LeXkRko1JqrK/9cBfBNJ5gGgsE13iCaSwQXONx91h0WEaj0WiCEC3uGo1GE4QE\nsrgv8rUDbiaYxhNMY4HgGk8wjQWCazxuHUvAxtw1Go1G0zSBPHPXaDQaTRNocddoNJogJCDEXUTE\n1z64AxGJcfwfLOMJiM+PK4hIguP/oHhvIDjG4ugEFzSIyEQR6e+Na/ntl1NEhovIVBEJDfQKkyIy\nWkSWYbQjJJDH4xjLLQBKKXtLx/s7IjJKRFYC90LAvzcTROSvInIHBPxYxorIP4HHvCWGnsTxvfkc\n+AqjJLrH8TtxF5E4Efkb8C+Mrk0LAvXNFZEuIvIC8DcgFUehtkCcjYjBE0AmcL+ITHTY/e4z5Aoi\nYhKRt4A3gHeUUo/42qf2ICLXAy9ilOhOE5EnRWS4j91qNY735UXg7xiftSRgvoh08q1nbUNEwkTk\n7xiZMH/FqK57ieM5j353/PGL+QBQpZQaCfwMGAYE6u3lMxgTqPMxxnIbhqHWp161AccscAdG4/OX\ncLRLDNTZu8PvOGCHUupfACLSNYBDGcOAD5VS/wQexGiFeYOIxPrWrdbheF++AtKUUm8CfwIUYPOl\nX+3ADHwNTFJKfQJ8AAxxRCQ8+t3xC3F3NAKp+8v8B6XUvY6fpwDxwLC6eLW/4xhLpOPhHKXU3Y6f\nC4EdIjLIR661GhG5UUTuE5ELHKb3gC+A7wCziNzsOC4g7kTqjedCh+l2YIqIPCgiqzFmVotEpMW6\nHb6m3lgmOEzFQISIWJRS+cAxoA8wockX8RNE5HwRGVj3WCn1oVKqREQuBzZizN7/KCJDfOZkK2g0\nnnKl1DtKqQrH41Cg1tEnI3hn7iKSIiKfAq9hNPsYpJQ65XjuEoxZ/FvA1Rixt54+c7YFGo3lX/XH\n4sAO9ADqxue3M0QRCRGRx4CHHKa/i8i1Sim7YwZ/AMgAbhKROH+/E3EynpdF5Eal1AlgIUa8fT4w\nB4gBbnW0i/Q7nIzlVRGZCvwP6Aa8JiJLMRrrnAS6O87zu8+biMSKyAqMCcONIhLlsNf5egK4RSl1\nOVAO3C4i3X3jbcs4G49SSjlCmnVa+zVwjeN7E1wz90YfsgeA9UqpNGA18ERdnFAp9R+l1HlKqZcx\nbs26AgO87W9zuDCWYXVPKqV2A7XATO962XocYj0IuF8p9Rfgd8CcupmTYxayDqN37rUA/rwu0sR4\nfiUiA5VSTwBDlVJfK6WOA+8CVyul/DIM4GQs84H7MYR8HrAM+EwpdTOwHrjCcZ4/Lq5GYcSgf+34\n+SI446tSaqOjURDAp8AoHJMjP6XJ8Sil7A6BP+g45mJPO+OLmXsEnG6kDUYcF6XUi8A44Ja6v851\n4vSgGsgAAAUaSURBVKmU2okxKznobWdboKWx3Coi3eod/z7QTURC/O3LJiKzReTiejHaY0CcIzb4\nIY54e10IRil1AFgCPC4ipRjj9RtcGM9WjM+aSSlVUu/U/sB6fwo1tTCWZcBeYJZSqlgp9Z5S6nXH\ncYOAj3zhc1PUG0tnpVQuxkLjUqASGC8iPZo4dQyQh5/F3l0dj4iIY6ZudpxaWWf3lG9eE3cRuVxE\nvgCecdwS2zDihKNE5FwRORfYBvTGWOgCCBWRGSKSifHGFvnD7WUrxxJf79RkoJe/hDEct4tJjnjz\n7cCtwEsiEo1RV3oEEO04/AXgGow/sjhm8a8C24ELlVLvetv/xrRxPHUTiTQRWQ9cCrzq6/eolWP5\nKzBTRJIc56aJyHaMme433ve+IU2M5WURSVBKVTrCl19ifO8vrXdeZ8d3bQMwDfhjvdi1z2jLeBzh\nmRClVDmG7p5fZ/eYo0opj/8DzsG4RZyJ8YF7F/glRnzzUeATjA/hWOAd4FeO8y7DiCVe7Q0/PTSW\nOfXO7Qtc4esxOHwJcfw/EPhXnQ14GXgdiAU+w7i17OR4/j1gruPnJOAqX4/DDeOZ4/h5BnCNr8fh\npvemfwCM5QWM7J76x94LPImRBx7hsF0GzPT1ONwwnk717OHe8NVji0Z1CwjKuBUZD2xSSn3seO5L\n4M/A+0qpJ0Skn1Iq2/HcOhy3LECmUsrnt/vtGMta6t1+KSOUccAXY6jDEW54AggRY/NOZ4y1AJRS\ntSIyB+Mu6c8Yf5xmYQj5exi3xN85js3D+EPmU9wwng2OY5d73/uGuPG92Q/s9/oA6uHCWOYCR0Xk\nYqXU147TXsUQwy+B3iIySin1pQ/cP4t2jucLoI9jPEeVUtXe8NkjYRkR+TGQg/HLACO+OUtE+joe\nh2J8+J5zPD7gOO9O4CfAZvCPRaB2juWn+NdYLgY2Ydwu7sMYUw0wWUTGwekFu98DzyilFgOfA7NF\nZDPGWLf6wndnBNN4OuBY7BiLwfPrnTod4y74B2CEUuqo97xuGjeMZwu+GI8HbluiMRZx5gLfA4Md\n9ucxQhhrMXafjgBWAN0dz9+DMYs6z9e3XsE4Fodfk4Db6j3+G/AL4A6MuxEw/uAnYmRd9HLYEoF+\nvvY/mMfTgceyFEhx2GYCF/na/2AZj6d+Gb0d/z8FvOf4OQRjcfFCx+NewJuA2fG4kyd80WNpMJZO\nGKv1dXHDW4EFjp9/AH7t+Hks8K6v/e1I49Fj8d9/gToej4RllFKHHT8+D/QVkanKuKW0KqXqVu/v\nwshZtTnO8cv81SAbyymlVJU6kwlyOcbOWYAfY2yL/gTjruR7X/jYGoJpPB19LP6QBdcUgToej+7C\nU0rli8g/gP8DVilj4WEc8AgQBvxE+UlaYEsE01gci0MKIw2wbiHxJMbYhgMHlJGzGxAE03g66liU\nY+rrzwTaeDzaZk+MDSJ2Mcrd5gFVGCvhe5Wxoh8wBNlYBAjHKJXwb4xF7OMYt5elvvStLQTTePRY\n/JdAG4+nZ+52MQqCdcMoc/m4UuozT17TUwTZWJSIjMKIHfYF3lBK/cPHbrWZYBqPHov/Emjj8XiD\nbBF5AOgJPKSUqvLoxTxMkI2lJ0YJ4r8E+lgguMajx+K/BNJ4vCHuJhWgNb8bE0xj0Wg0wY3HxV2j\n0Wg03scvmnVoNBqNxr1ocddoNJogRIu7RqPRBCFa3DUajSYI0eKu0Wg0QYgWd41GowlCtLhrNBpN\nEPL/Ad0qDOEQmiH7AAAAAElFTkSuQmCC\n",
6977       "text/plain": [
6978        "<matplotlib.figure.Figure at 0x7fa7b03eb550>"
6979       ]
6980      },
6981      "metadata": {},
6982      "output_type": "display_data"
6983     }
6984    ],
6985    "source": [
6986     "fig, ax = plt.subplots()\n",
6987     "ax.plot_date(radiohead_df['release_date'].values, radiohead_df['complexity'].values, linestyle='-')\n",
6988     "\n",
6989     "fig.autofmt_xdate()\n",
6990     "\n",
6991     "for a in radiohead_df.itertuples():\n",
6992     "    for t in tracks.find({'album.id': a[1], 'complexity': {'$exists': True}}):\n",
6993     "        ax.scatter(a.release_date, t['complexity'])\n",
6994     "\n",
6995     "plt.show()"
6996    ]
6997   },
6998   {
6999    "cell_type": "markdown",
7000    "metadata": {},
7001    "source": [
7002     "That isn't what I was expecting. I was expecting the complexity to go up over time, as bands became more adept at contrasting lyrics and melody. It could be because high complexity requires high valence, and bands tend not to become more \"poppy\" over time.\n",
7003     "\n",
7004     "Let's test that, by also showing the valence of tracks and albums over time."
7005    ]
7006   },
7007   {
7008    "cell_type": "code",
7009    "execution_count": 88,
7010    "metadata": {},
7011    "outputs": [],
7012    "source": [
7013     "pipeline = [\n",
7014     "    {'$match': {'valence': {'$exists': True}}},\n",
7015     "    {'$group': {'_id': '$album.id', 'avg_valence': {'$avg': '$valence'}}}]\n",
7016     "album_valences = collections.defaultdict(int, {a['_id']: a['avg_valence'] for a in tracks.aggregate(pipeline)})\n",
7017     "albums_df['valence'] = albums_df['_id'].apply(lambda i: album_valences[i])\n",
7018     "# beatles_df = albums_df[albums_df['release_date'] < datetime(1971, 1, 1)]\n",
7019     "beatles_df = albums_df[(albums_df['artist_name'] == 'The Beatles') \n",
7020     "                       & (albums_df['valence'] > 0)\n",
7021     "                       & (albums_df['release_date'] < datetime(1971, 1, 1))]\n",
7022     "stones_df = albums_df[(albums_df['artist_name'] == 'The Rolling Stones') \n",
7023     "                         & (albums_df['valence'] > 0)]\n",
7024     "radiohead_df = albums_df[(albums_df['artist_name'] == 'Radiohead') \n",
7025     "                         & (albums_df['valence'] > 0)]"
7026    ]
7027   },
7028   {
7029    "cell_type": "code",
7030    "execution_count": 85,
7031    "metadata": {},
7032    "outputs": [
7033     {
7034      "data": {
7035       "image/png": 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Bsz1jbc2pBWaKSL2IVAFfo5V9HCJSISL9RKRfYWFhujLTeTtjT6ZZuxWkmqST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\nLuY64ROjAAAAAElFTkSuQmCC\n",
7036       "text/plain": [
7037        "<matplotlib.figure.Figure at 0x7fa7b017e048>"
7038       ]
7039      },
7040      "metadata": {},
7041      "output_type": "display_data"
7042     }
7043    ],
7044    "source": [
7045     "fig, ax = plt.subplots()\n",
7046     "ax.plot_date(beatles_df['release_date'].values, beatles_df['complexity'].values, linestyle='-', color='blue')\n",
7047     "ax.plot_date(beatles_df['release_date'].values, beatles_df['valence'].values, linestyle='-', color='orange')\n",
7048     "\n",
7049     "fig.autofmt_xdate()\n",
7050     "\n",
7051     "for a in beatles_df.itertuples():\n",
7052     "    for t in tracks.find({'album.id': a[1], 'complexity': {'$exists': True}}):\n",
7053     "        ax.scatter(a.release_date, t['complexity'], color='blue')\n",
7054     "        ax.scatter(a.release_date, t['valence'], color='orange')\n",
7055     "\n",
7056     "plt.show()"
7057    ]
7058   },
7059   {
7060    "cell_type": "code",
7061    "execution_count": 90,
7062    "metadata": {},
7063    "outputs": [
7064     {
7065      "data": {
7066       "image/png": 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B6e7njFhIebF99tZNJu7gBW+aNL0waIbhNrEQmMnTgahmGqXjdf36/9wI9Q93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\nCaj/AnB7c6wCHH69AAAAAElFTkSuQmCC\n",
7067       "text/plain": [
7068        "<matplotlib.figure.Figure at 0x7fa7b8187f60>"
7069       ]
7070      },
7071      "metadata": {},
7072      "output_type": "display_data"
7073     }
7074    ],
7075    "source": [
7076     "fig, ax = plt.subplots()\n",
7077     "ax.plot_date(stones_df['release_date'].values, stones_df['complexity'].values, linestyle='-', color='blue')\n",
7078     "ax.plot_date(stones_df['release_date'].values, stones_df['valence'].values, linestyle='-', color='orange')\n",
7079     "\n",
7080     "fig.autofmt_xdate()\n",
7081     "\n",
7082     "for a in stones_df.itertuples():\n",
7083     "    for t in tracks.find({'album.id': a[1], 'complexity': {'$exists': True}}):\n",
7084     "        ax.scatter(a.release_date, t['complexity'], color='blue')\n",
7085     "        ax.scatter(a.release_date, t['valence'], color='orange')\n",
7086     "\n",
7087     "plt.show()"
7088    ]
7089   },
7090   {
7091    "cell_type": "code",
7092    "execution_count": 91,
7093    "metadata": {},
7094    "outputs": [
7095     {
7096      "data": {
7097       "image/png": 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DBQugrg4mTNDfe+l7nJ5j+fbRFoejSETKz7v1E9hZHaCSCZVJqqpKhzIOtd4x\ndPCsTIkkJe3c+/eyvoP794z/nT3vXg9HNLS2qf80ByBOtquuAdqtfegfQme33/0dvOQ1BVEZkJOr\nY4x0ytPfOX6/feX+ZTn7QAKCFbUJER0YLKOTfrlF4P33LWK+eLEj9IQVw4fr2PC/+AVceKGOR7P3\nhXPoLfDdQu3clPsldNk3/MEi5eetXqCvdf+f7V1VUGA9SsnI0PMCoOPknHSSDqcwblyQCWey6Tkc\nvnvTFu9uQyAp+e9u2NqfAfusb12+rT8D4nyusZ2mg2odW2ZsznTiJtz9cRVY2wh36qOtSOproH5z\ny3fDZm1CWL9UlzU3tN7XR05v65dAq5eDX1lmTujjgVYhfF6iBZKrQM8NROuwUT0PNr6mQwx0Ce9O\numEDnHOOtnO3SqxRmECP9tNPh7/9Da65Bm6+GW65xbsisxOMKofXfqLDExz/UniVWqhr7Zs8r54P\neaOhc5+9q269Vb9U/OfhXS4oK4PDD9eRMBcuhFmztKdtdjaMHq0F/UknwZFHJmaUE5KeI/Q9umM1\n9Dw4iRVJf1JSuFduKqB31y0Bqpm6+i5UbiqIu3CX+s2Wz6fUb7YnjephpTQuLg5w324UF1lH3hNZ\naIpoe/oGP+Hv/yKor/Gu26zjgm/7UpcFqwb8yeoe+iVQuwaq5rS8UHw6Y4hc18Y6WD5d5yo90MKs\n1I+GBvjVr3Qo3ltv1R9/vbPLFSJNno1cdRWsWKHrMmwYnH++d0Wv4XDEXbptq8vggMtCHyRc3JG6\nKtj2easRTVOTvsx9+kBNje7Jl5a2mKAOH67rtns3fPCBDpy2cKHWyZeU6NAMJ57YIuytIjjaSi9f\nVqYVRrjbTEoK97EHfciir0dR1Gct/XttYMO2/lRu0iaE8Wb91nzLUcL6rflxf5EAeBa7eXMW/PnM\nEgpy17J2cwF/mVfKibhxD4qws1KQ3U1/2hKcqWl369FA8AjB93vHN/p7z48hjuXVGUcS7itKYec6\nGD074vD86qt1jJdnn4Vzz9WhBUpKtH45WLglCqV02INvvtFeuvvvD0cf7V154DQdNfKTq3U6vB4H\nWh/E9x9ZjXy+vl+v84sCuWePHiUceSQsWxZ+UNC5s84wNX68DoL2ww/w5pta0L/xhlYnARx0kBb0\nCVPh9BgKKK/e/Vc2n8whxDK6jYGUDD/A7DB39aT4tsc9ppyyKZcFhP2tq3dRPOsfeD64IK7nAm23\nbKVTLSwMcdrlAAAgAElEQVTUTkKOoXkPPNMJy/kBlLZvDsX2/8Krh+rsRqOeDHuaf/5TqyGuvlo7\nEzmNTZu0UK+v1zFo8n0m+jvXwyuHQLchcPIHEa2AWvHWibBrPfz8q71Fs2bBpZfqjFI/+1mYfSMg\nAqtWtahw3nsPdu3SKpxRo1qEfSwqHI8nzAt4wRDtaDh2bvsbkSr4LKKCR2cxBA9L6/ADieSDyjO5\ndFYZlZsKaW5WVG4q5NJZZXxQaU/83VDWDo6zgsjIDu1YFc7hSgSWX6Fv8MPvDHuKTz+Fyy7TPco7\nw2+aNPr00VmcduzQFjR71UWufP0Ab1mq49K3hYZt8MN7AeF9Gxq0Cujoo7XOPxaUalHfvPpqS9C1\nq6/W7bjhBn2evn11isK2WuFEtMXvObzj2Lp/XoLnPxMCw5f8Z0Ji8jOISFI+P/nJT6TdeAj9iTPl\n5SKuLntE36b64+qyR8rL434qEREpLJSAc/k+hYX2nC8m1pTLnnJXwP+/p7yLyJowf07VXL3tf+8P\ne+jNm0UGDRLJzxf5/vs419sGXnpJRCmRc88VaW72W7H4NyKzM0R+WBz9wSpm6//ohw/2Fj38sL4P\nXnstfnUOxfffi8yeLXLRRSL9+7fcgwcdJHLFFbqtO3aE3j/iPfzZDJHZWSKNu+1vTJIpnzpJcrJ2\nB/wPOVm7pXzqpHYfE1gmUcjY1BTuz+VaC/bnctt/zDBcfrlIZqb+tzIz9bJdlJeLuFyBD4XLJba9\nTGKhvFzkonHlUjGzUJrKlYgH8fzOHbquDT+K/Ctf5JUjRJoaQx63sVHklFNEsrNFPvzQnrrbwV13\n6et1881+hfXbROYViswfLNIQRiL6s+h8kRf67v2Pdu0SGTBAZPTooBdHAmhuFlmxQuSee0ROO02k\nSxfdxuxskeOOE7ntNpGPP9bXzIdS1sJdKe8GFR79vG79IrGNSQK53Tdb/he53Te3+5hpLdzfLy+X\n2scDe4y1j7vkfRskYDKEbXm57uUopb+dKNhFWvfQPvrL0bLizmFSWBhCAn1yrbdHGr4Xe8MN+niP\nPGK93qn/T3OzyIUX6rrPneu34vv/iHiUyEdTIh+ksV5kbg+RDyfvLbr/fn3MN9+Me5XbzO7dIm+9\nJXLddSJHHtly7ffZR49aHn1UpFcva+Ge6+t7bflM3wcVc5LalkQAzZb/BbT/LZ3Wwr2wUGTUAe9L\nfu91omiS/N7rZNQB78dVdbF7t0hVlch++1nfqI5UkySY4B7aPyZPEfGge/EvFgaqZ7au0ENxP6Fl\nxfz5+lgXX2zdSw0eLVTMLJSLxpU7RsDv3i0yZozu4S5b5rfi0z9pgbb2xfAH2LBQb7duvoiI7Nwp\n0q+f7iUnutceDaFUOGGFe+MukdmZIp/dkNS6J4Jw/0f7jxmdcE9Ja5lwJmDhmiMC27bBd9/Bxo3h\nv7dsiVyHUN6SHQV/y56Joz08OuXSwLAQPquAoknw1k+13fbPvw5wyvHnm29g5EgYMkQnx+jSpfU2\nv58QmIULtPXS9fPKuG9+4rPdWPHDD3DUUdrZaulS6N8faGrQgeJ2rtPhoLvsZ73zsivg28fglzWQ\n5WLmTD3x+e67OnAZkDTTukiI6AQnw4dbrw94Zl4+WJtFHvdiwuqXDPLyQmcrq6lp3zGjtZZJO+G+\nYEFogf3dd9pkLZjOnXW+zf320x/f7379YMYMbe4WTJcu8MUXWhB1VPxT3lXMLKKoT4joXTl50FAD\nRz0MB/zWcpPaWp316LvvYPny0B6nlfdan6dyUyFF0yvb0Qp7+OIL7Rk6bJg2NezSBdj+lc7Vu+9P\n4fiX9Y3sL6i7DISmOugzBo6fT12dtp8fMUJbswC2mNbFm6jMed//pXai+8X/ElizxGNHtrJohXtK\nOjGF44wWnw/y8lqE9IEHthbcvu8ePUK/MLp00WZc/h6R2dm6BzJsGFxxBdx4I/SyzqOd1rzySsvv\ngrwwtnINNUAGZHa1XC2i46J89RW89lr4UAKhzhP2/Eng0EP1g33WWTpM8OzZoHoO1Zm6lv8eVj8C\nWT0CBfUubxs665g0Dz+sRwF/+YvfgcMFG3OIcC8tbf3MtPIi7jkC1r0Ijbv2RrxMR3wCPBlOd2kn\n3D/+WAvsvn11mNZYCXVxxo/X9sD33ANPPaUfwMsu07FPYsahw+5g/G2f19YUhO65A9AMX9wI+/+6\n1ZqZM7X36e23a5f4cOykgG60Po8udxYTJug2XX+97gjceCNw4O9gw7/hk2sgu7d16IcNr1Jbq237\nTz4Zxo71W2cViyZceRLwPTM+AV9YaCHQ6rcAAnO7Ovoejwdud+I9qCFKJyal1KlKqa+VUquVUn+y\nWH+1UmqVUuoLpdRbSilbwziF6mUrpXWdAwbER7D7sEolt99+2mPwk090L23aNP396qsxnixSjG8H\n4R+XZMbcUurqXaE3BksB9N57cO21uof7p1Z3Vmu6jS6lUQLP0yguuo12ZjKT666DX/9ap+h74QV0\nlMdjHofMLrB7g/VOu9bzwANaJxvQa4fwKSYdhNutr6dS2hs2QLhVeGDNLO+Cs+/xuBApIYtNRNS5\nK6Uygf8BJwHVwFJgoois8tvmBGCJiOxUSl0OjBOR88IdNxade7duQbG0vXTtqnW3iUZE6/r/8Aed\nEeiUU7SrfKiJpbCEyhzvKtTpyhyExwPFlzayc5cerkwc7eGv581gYO7a0PMifuEhqqvhJz+B3r31\niKtHtGlvU2Rk42P3bp0G8PPP9UTxkUcCa1+ARdaxVX5kOIOuWMGxx8K//x20MoGhN2LlhRd0wLdl\ny/R13kuoexwgq6sOAZ3ZueXjv2z3OpUV3+Q4SQw/EI0S4WhgtYis8R74GWACsFe4i8g7ftt/BMQ/\n6IofwZloIpXbjVJ6CH7aaTod2y236F58cbH+3cfaOMSaFBh2+3CP9vDB2FrK3rqEpuZM5n50Hr26\n1vLQRdaTpv7U1+sQvnV18M47bRDsoB8KBwvzYDp3hnnz9KhywgSv6rDgl9Dn/5Af3g+QJY3Smfs+\n8bBli18oYX9chaFf/g7D17lZuTJIuIeKYw8w5Lc6kF3zbp0cvGm3d9n7e09t4LqA3xbWEm1FZYQW\n/BmddVjntrw8vrgpaXMk0Qj3fMA/qVg1cEyY7S8BYlVOhCVUwgK7wpeGDYLkR06ONlv7zW90nO+H\nH9YTaTfeqCdeO3VqvU9rFCGDcTkMz31LeOq9O2hq1rdRU3MWT713AXedfzXdOlu8af1UB1ddBR99\nBM89p/XR6c6+++rR3ZgxWgX17rsw/4eXOW33ALp33rF3u0femMIdzx3GhAlBAtFH/9Nh9cPW5Q5j\nyBD9TKwMTrwUMo59IRz5/9p/QmnW4aetBH+rF0GkdaFeILt1NrSm+hDb7Y6uruFecHEirhOqSqkL\ngJHA8SHWFwPFAAUxSOKoZuPjhC8Iku9cviBIEHqSJDdXJ0qYOlWraq69Fh55BO66Sz/Y4Ud9oYbW\nzhhyb9+uH9aVK+GaR25jZ0OgBczOhq7MmFvKfb+5qvXOg/Uf9+ST+sV37bV62N5ROPxwKC+Hs8+G\nSy6B3B0vccbZDQH3w8XHP87ib47ljzeHuLk2vGId7tr1ivX2SSQrS4cUXrUqaEW4OPaxoDJaes70\njO1Y7UVER0z1CfpXj9TRPYMJF1wvfnWJ4MIKo4DX/ZavB6632O5E4CugbzTeUzHFlpHEuaDHI5DX\n66+LDB+u9zv+eJHly8NsnMCgaOGorRVZulTkiSdE/vAHkVNPFRk4sLULtXUMkSaRN8YH1v2N8SKi\n296pk8gJJ4js2ZPQJjmG0lL9P1XMLLS8zhUzC0PuWz51krhyagPDYeTUxhSIyk7OP18HgGvFmnLt\nxeyx8GZOJ9aUi8zJCbzGc3Jiai9ReqhGYy2zFDhAKTVIKZUDnA8EZABWSh0B/AM4Q0R+iNN7xxHE\nIwTvySfDZ5/p3uqqVdoL8+KLdeq4VmSFMOgLVR4ju3friT6PRztsnXEGDB4M3btrHfHFF+tRyHff\nwXHHwR13aPXCmjVQ0N9iVhso2HcrbA5KnLL5QzZ/8hxnn63NVJ99tv1mox6PdpTJyNDfnrYaHyTJ\nesHH9dfDpEnts9kvee5Oy9FSyXPOionsu0bPPAMVFTpscACD3NpAYFKz/k6hOZQ2E2y0kiDH0ag8\nVJVSpwMzgUzgcREpVUrdgn6DLFBKvQkcAmz07rJWRM4IcTggNmsZj0c7hjT4pQvNyYHHH4+/PWm8\n3Ye3b9fqo3vv1c5Q112nc3G6fNZ9z+XRuHsbWZktGZ8bmzLJ6twLzmmnvzLaQ+6bb7Q6ZcWKlu/V\nq1uSS/uG0cOHa69I3/f++1sL4mBrGQBXl0bKLrsa91H3B2zb1JzBaf/vHd776jgWLdIvjvYQ8pyP\nZkV37R3i4blrF3xf1nZv24wMQaS1Xk8pobnZGfMywapM0PNNjz2WHHvvpGKD9Vtahx+wI15Dos+1\nZg388Y/aXGzAAJ0KbeJEmHOFmzdXjOfPZ9/SkmbvXzdx4oi3cD8YuYfZ1KR7SitWBArxr79ucYHO\nyNC9c38BPmIEHHBA2/0DPB74/e91LJ78fO1441YZBM8RlMy9jdvnl1BWprMJtZei/FqqNrQexRT2\nr6VyfRSjGweZmk45ycO9k1rHybnqmTLKXreWgqmQqSsV6pgwZrd+FjQRspWFIa2Fe3sDh7WHjAzr\nY8YrcNh//qMz4CxfrrPfVP3vB77f1rfVdoV9qqn8oSVrq4hWDfkL8JUrtdpnt9+EfVFRoBAfPhwO\nPtg6KFd7efFFPUn46ad60jBYgM5bNoGz7pnHlBPn8OgbE2M6V0ZGMyKttYlKNdPcHIWW0YaHrb3k\n5cHJB3m4/dyWfLkz5pay8Gt3yI6DVa/Y5YKyMuf0iu1+ZlKKJPbc0y78QLyx2+zyuOO03fPTT2ud\nt5VgB6jalM8997QI8ZUrAx228vO14J46tUWQDxuWgITHFR7yvpoHPMemeRdAz9PgsFI8d79JyTN/\nZm2N/qMG9VnD/feHP1Q0FOSupaqmyLIcWpe3IqQZXgKsF4LYsgXmLHYzZ3GgVA7XeXG7gU2LKLm9\niLWb+lPQZwOlMypxu8eG3inBFBTA6HzvSytvLcOuXcmO3T3I7pEfeed0wy7LoChIyRyqubltK4+F\n0lI/fbiXeJtdZmToJND/+1+4B1tx9dU6ObLLpSc6H3lEezxu2aK9PV9/XXvGTp6sRwGJEOx8XEyf\nnC8BqKlpgo+L8cwvpPixR6mqKULIQMjgux8LeGF5bL12gNIL7saVEziR68qpo/SCu6M7wGGl+uHy\nJ0EPWzChOghhOw4VHtz9TqFy5kCaPZlUzhyIu98pjnLdLy/18OiUYor6VJGhhCOKPiM7cw/lpc6p\nY8IY5IZBF7b4eKhMvZyI+Z1oTGrs+MRiCllertN8+ZuDZWfbZw6ZyMw/4YL7Oy6X6IuFUj51ogzY\np0pApHfXGimfOlEK+6yzL8HJmnIpn3aRFOZViKJJCvMqpHzaRW0zLXOIGV67sny9WGhtJvtiYYJq\nHQVBdbz1VyUCIjtmD012zRKPZZ5hV0JMIVNSLZPMMJp2U1gYejKqr7XGJml43hhD8ayyvaZ5W+ty\nKZ71KDsbrAOItcV8NCSD3LivBvf4ce2PLeOQ8AXtuo9DeTYmwOMxaoLqMnyAdlH9anU32mkklbLU\nLi6hmwr01s5SO3W5A8IPOJJEhdFsj4dqLJSWWpt52uF9GyuhbK4zMxr3hiTwJ27hIRwinONBm+9j\nVwGeN0ZTMvd21tYUUJC3ltJzZ+A+abFtdWwzQfMaPuG+ctNxHU64u7B+6YYqjycpqXNPJCUlMOFw\nDxUzi2gqz6BiZhETDvdQUmLfOY8ZvIj83tUomsnvXc0xgxfZd7IYWFtjPUHW1JxJdlZjQFlO9h5H\nvqCSThsdqjyV5RTPapnPqKoponjWo3gqyxNS3agImtfYv+8acrLqWVU/OYmVSg4+g4Joy+OJEe4R\nGJMfODlU1KeKR6cUMybfnsmhJXM9LLzup1Q/oCfMqh8YyMLrfsqSuc6bjCoosJ79LT7pCRobA23h\nGhsFvn08EdVKHSo8sGRyYOz+JZPDCviSmWOtPVRnOsdahkFu7RTmKgQUWd0HcPCQnays7gAR4oK4\n++3WeQ7q6l3c/bb9PZ2UtHNPJNUPFjCg97rW5VsHMuB38R9abXokjz49WntNbfoxlz6/jbOHVoyE\nsrnurDaxpa51nOPcbpuo2dGW+MdpzvN50GDhIZeTC7+yvtapYkMeHEm1f38dbqOjOTF5PPDmLA9/\nPrPFl+Ev80o5cYrb9hyqpucegfxerQV7uPJYyetu8bCHKU8mbrd2nvHlPM3I0Mtb6vIst99ca13e\nYbES7OHKaaf5ZILxJYWuqtIvoqoqWLJEfycjmU4ycbuhy1A3Q66pJPPXzQy5ppIuQ9sv2NuCEe4R\nCJfSz9CSgnDGDP2fTJqUgJMmOfBXMkmE30WsTJ/eEurCh29U0Sr8b5rj8cBTTzbujd/U1KSX2xzs\nrh0Y4R6J7BCeUaHKY2TrTuvjhip3Cnl5+sbdvh0ylLWqL1R5m0ihHLMRace95XZrh7dMr09MZqZe\ndpIZsFUsJh+tEnekMfX1MP2K3QFB7gB27sqi5I/2D2GMcI/EyHtpkuyAoibJhpH32nK6eevuZVdD\nYMqmXQ2dmLfOnvPFizyvxmXTJmi2iP0CocvbxOclodOWpRoj7wUVeG+hwt9bHg889RSBPcGn2hH2\nOEl0hJ57dTXccAMMHAibt3a23KZqQ1fL8nhihHsEPIvdTJn1BJWbCmluVlRuKmTKrCfwLLanq/TH\nh9yMv/1NBkxbR4a7iQHT1jH+9jf540MO6ppZ4MsTW1PTooMPJlR5m0gFJ55oGeSGY5/Ya1WCq1Av\nh7HhLylpnSt4505sNc1tK6HCgGRmpm/PXUQHATznHB2s7/bbYdQoyFCNlttnZjRZlse5UqkXfkBE\nEuZCHo9MTG0hXPgBJ7N0qa7j/PnafT4jo41u9dGSCu73NqKUyMTR5VIxs1CaypVUzCyUiaPLRalk\n16yF8nKRnJzA65+TIzJ6tEhBQbJrF19qa0XKykQOPVS3s3dvkWuvFVmzRq+HphDPc1O7z0kcMzE5\njwTqXeORiakj4N9zd7v1ssulJ1kLC+MYktZBgb+SwbRfWPtdTPuFc/QybrdOnFNY2HL9H38cfvYz\n/dzs2BH5GE5nzRqdH3nAAG0OrBTMmqVVMnfdBYMG6e0K+1skig9THk9SU7gnUO+aCqZnTsCnc/fF\nIW9o0GEUmpu1NU3cJvwGufFsfJ2iK7XaqujKdXg2vp6y4QjamjLw9nNLApJ7AHTttJPbz3WQXoYW\nKyr/6z/M68OUqnr35mYdefUXv4AhQ3Q2tVNOgfff17kMLrmktSVT6V3dcHUJVM24ujRSepfdIVtT\nVbgnUO9aWgoXjQsMP3DROI+jTM+SiU84deumey/vvQeNjbB1qz0hmD0eKC4ZS9WmAdr9ftMAikvG\npsyEoj9W9uAXXxxewHdT1vd4qHInMXy4/k414f7jj3DffTB0KJx6KixdCjfeqF9azzwDY8eGNo12\nu6Hs0ayAUUzUKSFjJRrdjR2fmHTu3lCzAWFfp060R+9qQ8jOcOTmWuvbc3NtOV1MWIWszcwUeegh\n/fv+++N/znjMgSQyhHM42nWtU3jOobFRpHNnkWuuSXZNomPVKpGpU0W6ddPX5dhjRTwekd27k1sv\n0lnnntDgSZ+XkGURstMu0ztf4mx/srN1udOwstxoaoLbbtO/7ei5xzoH4guZ4N9bLi5OjilhKHvw\ncHbiqTznkJmpUzw62WKmqQnmzYMTT9RqpMceg1/+UvfWP/xQO+l16hT5OP60VfUWL1JSuCc0eFKC\nTe/cbpgyJdBJZcoUZzmp+AglUDds0N9XXr6JDNVMUd9qPDPjE9ky1jmQVDAlDMsgN4say6jeqk1z\nq7cWsqixzHlzDiG8iIcPd6Zw37xZJ3cfPBjOOktnRbv9dli3Dp58EkZGjORijS+2zLtXFdH4dAbv\nXlXEm7M8iRHw0XTv7fjEopZJpLngjnJrFdCO8sL4n0zamZ0nSYRSkRy+/8pWZa6cWim/5/2Yz3n5\n5dbnvPzy6PZXynr/ZJgStkctkxL3x5pykWcCVZnyjFZllpbqOm/fnuxKaj75ROTii7W6CEROOEHk\nhRdE9uyJz/GvOKNcah8P/C9qH3fJFWfYn4kpJYV7Zqb1Q5GZ2e5DhuTkI9+XLjm1AefpklMrJx8Z\nu6CyItF29bFQfs/74gr6b6BZenfdbN2GPutiPmes/4+T/t9Q9uDhBLWT6h+SMPMC8+bp+n70UfKq\nV18vMmeOtrv3vRx/+1uRL7+M/7kqZhZa/hcVMwvbfcxohXtKqmWaQjh3hSqPhYWfjGVXkApoV0NX\nFn5iT/zsVLKrdxddQNmUSynMq0TRTE/XVkCxta4XACvvHLrXwmjiaA9rN/WP+Zyx/j9OCrwVyh48\nnArOKgVjuPKkEEaV6bOYSYZqZuNG+MtftN574kT4/nu45x5Yvx4efhhGjIj/OQvyrC9MqPJ4kpLC\n3Vb39iSTUnb1O9fiHjOHynsH0ezJ5K/nXQ/AQf2+pnP2Lobm/zfQ0eaUB2M+Zaz/j3+Y4rg7WLUD\n92gPlTOLaC7PoHJmEe7R4ZWxmZkwcXSgae7E0Z69czSOwBXiYrgKGDQIOndOnHAXgcWL9URoYSHc\nfDMcfjj8+99ar37lldCrl50VCGEjGao8jqSkcE9k7yuUxYcdliCQYnb1QQ9xXnftwdQlZze53TYH\n2P527bSTG87+a8ynLL1yEa6cusBq5NRRemX0E7ZWDjZJoR2e1uceY+2heu4xDjL0P6yURgl8QBtF\nW/RkZmp7cbuF+65d8MQTeiJ0zBgtzH/3Oy3QX3kFTj9dW6/YjQoRCTVUeTxJSeGeyN7XvffqBNX+\n5OTYZ5roHm398Ebq0SWD/9adjvjdo316bAJg9fdD9gp6f/K6boz5nMGqoMK8SsqmXIq76IKYj51w\n2uFpfdckaw/VuyY5x9zHs9jNpbPKAoLtXTqrbG+wvWHD7BPuVVXwpz/piIyTJ+uwuw8/rFUv99wD\nBxxgz3mdSOsU9SlCm7PGx3AeCEwZVlpq47nD2dU7zNyt27ZXUL1bln0CvXZ3d0vhvramgKJYT7qz\nCveYKtxj5gSVx3rgJNAOM9v8XtbrQpUng5ISqKpy8+S7gffrOxX6uRk+XJsIbt8OPXvGfj4ReOcd\nuP9+WLBAl02YAFdcAePGJTexTl19V7p1rrMut/ncKdlzTzQJHcanUEjb/kECxV+g93RtC1hXV++i\nZG4cdEsqhHI5VLmDqRVr3XSocoA6rNeFKk8GkSa9fZOqX30V23lqa1smQseP1zFe/vhHqKiAf/0L\nTjjBARnTMq3juYcsjyNGuDuM9jzwyWL91sA65XZrca38ct2hrYblC76I/a0ozdYmUaHKncyMuaXU\n1QfqpuvqXcwI8xJszz6JJtKkd6wWM998oydC8/Nh6lQ9QfvEEzoi4x13OMv4wJW1pU3l8cQId4eR\nCg+vj1tfCqxrVmYTvbvqm/ab7w5k0JU6KfCgKyuZs9hNXevRaZup3mptEhWq3Mk88JK1bvqBl0K/\nBNuzT6KJZPBQVNR2i5nmZj0RetppcOCB8NBD8POfa0uYZcvgoov0MZ3G2hrrN02o8rgSjTG8HZ+Y\nk3WkKQHJGJ52ZjIGH1Z17d55e0jv4Xg42kwcbe3xN3G0k1w0o6M9Dkkp4cQkkYOzHXGEyMknRz7O\n1q0id98tMniwbme/fiJ/+YvIxo121Dr+2HG/ks4equlMqjy8IqHr6vO0tMNFHqxffnaEnrCb9oQS\nSInwA1FwwQUi+fmh13/xhchll7W0dcwYkWee0d6lqYQd92tchTtwKvA1sBr4k8X6TsCz3vVLgKJI\nxzTC3ZpUenit6ur79OihY6TEO6xuKoVEjob2hB92SsjiWDj3XH3d/NuwZ4/I88+LjBun13XuLDJ5\nso7/kqqE6vw4QrgDmcC3wP5ADvA5MCxom6nAI97f5wPPRjquEe6hSaWH11dX34Nq90upPfFYDM6i\nvFykU6fAa5idrfOP+kapd94pUlOT7JrGjh2dkXgK91HA637L1wPXB23zOjDK+zsLqAFUuOMa4Z5e\nJFKdlEovP0NrQt0rnTuLzJunk3qkC+Xl+sUV/CKL5Z6NVrhHYy2TD6zzW672llluIyKNwHaglYO+\nUqpYKbVMKbVs06ZNUZzakCokMuCZY8IHGNpFqHuivl47HzkqTk6MuN3aTNPfm/6JJxJzzybUFFJE\nykRkpIiM7NOnTyJPbbCZlAp4ZkgqHe1eSVZnJBrhvh4Y6Lc8wFtmuY1SKgvoCYRLFmZIM5wUStfg\nbMy9khiiEe5LgQOUUoOUUjnoCdMFQdssAC70/v4V8LZXN2ToIDgtlK7BuZh7JTGoaGSwUup0YCba\ncuZxESlVSt2CVuwvUEp1Bp4GjgC2AOeLyJpwxxw5cqQsW7Ys5gYYDAZDR0IptVxEImZ1jSoqpIi8\nArwSVHaT3+/dwDltraTBYDAY7MHEljEYDIY0xAh3g8FgSEOMcDcYDIY0JKoJVVtOrNQmIJYU4Hlo\nT9h0IZ3ak05tgfRqTzq1BdKrPdG2pVBEIjoKJU24x4pSalk0M8apQjq1J53aAunVnnRqC6RXe+Ld\nFqOWMRgMhjTECHeDwWBIQ1JZuJcluwJxJp3ak05tgfRqTzq1BdKrPXFtS8rq3A0Gg8EQmlTuuRsM\nBoMhBEa4GwwGQxqSEsJdKaWSXYd4oJTq7v1Ol/akxP0TDUqpPO93WlwbSI+2KKXSKHUHKKXGKKUG\nJ+Jcjn04lVIjlFKnKKWyUj18sFLqSKXU88AloFPjJrlK7cbblkkAItKc7PrEilLqCKXUK8BVkPLX\nZjjhO2kAAAg+SURBVJRS6j6l1EWQ8m0ZqZR6GrgpUcLQTrzPzULgbXS+C9txnHBXSvVWSj0ElAPF\nwB2penGVUrlKqfuBh4BD8UbhTMXeiNLcCrwFXKOUGuMtd9w9FA1KqQyl1FPAE8BsESlJdp1iQSn1\nK+ABdP6F8Uqp25RSI5JcrTbjvS4PAP9A32v9gJuVUq7wezoTpVS2UuofaEuY+9D5psd519n67Djx\nwfwDUC8ihwNTgOFAqg4v/4buQB2Lbsuv0QVNSa1VO/D2AlcB5wEPol+8Kdt799a7N7BKRMoBlFJ9\nUliVMRz4l4g8DVwLHAOco5TqldxqtQ3vdXkbGC8iTwJ3AQI0JrNeMdAJeA/4PxF5GXgBGOrVSNj6\n7DhCuHuzPPnezKUicpX398nAPsBwn77a6Xjb0sW7OE1Efu/9vQlYpZQ6KElVazNKqXOVUlcrpUZ7\ni54F3gA+AjoppSZ6t0uJkYhfe8Z6iy4ETlZKXauUegfdsypTSjk+wa9fW0Z5i7YAnZVSPUXkO+B7\noBAYFfIgDkEpdaxS6kDfsoj8S0S2KaVOApahe++3K6WGJq2SbSCoPXUiMltEdnmXs4AmEWlM6567\nUqpIKfUqMAt4Wil1kIjs9K4bh+7FPwWcida9DUhaZSMQ1JZy/7Z4aQb6A772ObaHqJTKVErdBFzn\nLfqHUupsEWn29uArgJeA85RSvZ0+ErFoz8NKqXNFZCtwL1rffjMwDegOuL25gB2HRVseVUqdAnwM\n9AVmKaXmorOm7QD29e7nuPtNKdVLKfVvdIfhXKVUV2+5r65bgUkichJQB1yolNo3ObWNjFV7RES8\nKk2frH0POMv73KRXzz3oJvsDsERExgPvALf69IQi8q6IHCUiD6OHZn2AAxJd33BE0ZbhvpUi8jXQ\nBExIbC3bjldYHwRcIyJ3A38Gpvl6Tt5eyGJ0YvSzAZw8LxKiPb9TSh0oIrcCw0TkPRHZDMwBzhQR\nR6oBLNpyM3ANWpBfDzwPvCYiE4ElwGne/Zw4udoVrYO+wvv7OGipq4gs82aBA3gVncZzp8VxnELI\n9ohIs1fAV3q3Od7uyiSj594ZwK9ntApARB4AjgYm+d7OPuEpIl+heyWVia5sBCK1xa2U6uu3/XNA\nX6VUptMeNqXUb5RSx/vpaL8Hent1g//Cq2/3qWBEpAJ4BrhFKfUjur2OIYr2fIm+1zJEZJvfroOB\nJU5SNUVoy/PAN+i8xVtE5FkRedy73UHAvGTUORR+bekhIuvRE41zgd3AMUqp/iF2/QmwEYfp3qNt\nj1JKeXvqnby77vaV21W3hAl3pdRJSqk3gL95h8SNaD3hEUqpw5RShwErgAL0RBdAllLqDKXUW+gL\nW+OE4WUb27KP3675wECnqDG8w8V+Xn3zhYAbeFAp1Q0dV/oQoJt38/uBs9AvWby9+EeBlcBYEZmT\n6PoH0872+DoS45VSS4CfAo8m+xq1sS33AROUUv28+45XSq1E93QXJb72gYRoy8NKqTwR2e1VX76J\nfu5/6rdfD++zthQ4FbjdT3edNNrTHq96JlNE6tBy91hfuW0VFRHbP8AQ9BBxAvqGmwNMRes3bwRe\nRt+EI4HZwO+8+52I1iWemYh62tSWaX77DgJOS3YbvHXJ9H4fCJT7yoCHgceBXsBr6KGly7v+WWC6\n93c/4OfJbkcc2jPN+/sM4KxktyNO12ZwCrTlfrR1j/+2VwG3oe3AO3vLTgQmJLsdcWiPy688JxF1\ntW3SyDeBIHoocgywXETme9e9CfwdeE5EblVK7S8ia7zrFuMdsgBviUjSh/sxtOUD/IZfolUZFclo\ngw+vuuFWIFNp550e6LkARKRJKTUNPUr6O/rldD5akD+LHhJ/5N12I/pFllTi0J6l3m0XJL72gcTx\n2nwLfJvwBvgRRVumAxuUUseLyHve3R5FC8M3gQKl1BEi8mYSqt+KGNvzBlDobc8GEWlIRJ1tUcso\npS4GqtF/Bmj95vlKqUHe5Sz0zXePd7nCu18xMBn4FJwxCRRjWy7BWW05HliOHi6uRrdpD3CCUupo\n2Dth9xfgbyLyT2Ah8Bul1Kfotn6ZjLpbkU7t6YBtaUZPBt/st+vP0KPgz4BDRGRD4modmji053OS\n0R4bhi3d0JM404FPgIO95TPRKowP0N6nhwD/Bvb1rr8S3Ys6KtlDr3Rsi7de/wf82m/5IeBy4CL0\naAT0C38/tNXFQG/ZfsD+ya5/OrenA7dlLlDkLZsAHJfs+qdLe+z6Mwq8338FnvX+zkRPLo71Lg8E\nngQ6eZdddtTFtCWgLS70bL1Pb+gG7vD+/gy4wvt7JDAn2fXtSO0xbXHuJ1XbY4taRkTWen/OBAYp\npU4RPaTcLiK+2fvfom1WG737ONJ+Nc3aslNE6qXFEuQktOcswMVot+iX0aOST5JRx7aQTu3p6G1x\nghVcKFK1PbZ64YnId0qpx4AZwOuiJx6OBkqAbGCyOMQsMBLp1Bbv5JCgzQB9E4k70G0bAVSIttlN\nCdKpPR21LeLt+jqZVGuPrWn2lHYQaVY63O1GoB49E/6N6Bn9lCHN2qKAHHSohBfRk9ib0cPLH5NZ\nt/aQTu0xbXEuqdYeu3vuzUoHBOuLDnN5i4i8Zuc57SLN2iJKqSPQusNBwBMi8liSq9Vu0qk9pi3O\nJdXaY3uCbKXUH4ABwHUiUm/ryWwmzdoyAB2C+O5UbwukV3tMW5xLKrUnEcI9Q1I05ncw6dQWg8GQ\n3tgu3A0Gg8GQeByRrMNgMBgM8cUId4PBYEhDjHA3GAyGNMQId4PBYEhDjHA3GAyGNMQId4PBYEhD\njHA3GAyGNOT/A51MZQRgn/yQAAAAAElFTkSuQmCC\n",
7098       "text/plain": [
7099        "<matplotlib.figure.Figure at 0x7fa7b02f7940>"
7100       ]
7101      },
7102      "metadata": {},
7103      "output_type": "display_data"
7104     }
7105    ],
7106    "source": [
7107     "fig, ax = plt.subplots()\n",
7108     "ax.plot_date(radiohead_df['release_date'].values, radiohead_df['complexity'].values, linestyle='-', color='blue')\n",
7109     "ax.plot_date(radiohead_df['release_date'].values, radiohead_df['valence'].values, linestyle='-', color='orange')\n",
7110     "\n",
7111     "fig.autofmt_xdate()\n",
7112     "\n",
7113     "for a in radiohead_df.itertuples():\n",
7114     "    for t in tracks.find({'album.id': a[1], 'complexity': {'$exists': True}}):\n",
7115     "        ax.scatter(a.release_date, t['complexity'], color='blue')\n",
7116     "        ax.scatter(a.release_date, t['valence'], color='orange')\n",
7117     "\n",
7118     "plt.show()"
7119    ]
7120   },
7121   {
7122    "cell_type": "markdown",
7123    "metadata": {},
7124    "source": [
7125     "It definitely looks like the Beatles changed style over time, with the _White Ablum_ / _Yellow Submarine_ (around 1969) being a glitch in the trend. _Hail to the Thief_ and _Com Lag_ are unusual albums for Radiohead."
7126    ]
7127   },
7128   {
7129    "cell_type": "markdown",
7130    "metadata": {},
7131    "source": [
7132     "# Conclusion<a name=\"conclusion\"></a>\n",
7133     "A couple of things have come out of this. \n",
7134     "\n",
7135     "One is that the original analysis is very sensitive to how the sentiment of lyrics is determined. That means I'm not too confident about the reliability of results from either fitteR-happieR or this notebook.\n",
7136     "\n",
7137     "Another is that the Beatles are undoubtedly better than Radiohead. The happiest Beatles sonds are happier than anything Radiohead have done, and their saddest songs are about as sad as Radiohead. In just about every measure, the Beatles' range of music is larger, and covers, Radiohead's.\n",
7138     "\n",
7139     "QED.\n",
7140     "\n",
7141     "## Next steps\n",
7142     "The obvious next step is to analyse a different group. What would Queen or ELO look like? Is Adele more depressing than Radiohead?\n",
7143     "\n",
7144     "Another approach would be to apply some machine learning / data mining techniques, perhaps to train a better sentiment analyser, or to cluster songs into groups. Which songs by different artists are most similar to each other?\n",
7145     "\n",
7146     "* [Top](#top)"
7147    ]
7148   },
7149   {
7150    "cell_type": "code",
7151    "execution_count": null,
7152    "metadata": {
7153     "collapsed": true
7154    },
7155    "outputs": [],
7156    "source": []
7157   }
7158  ],
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7160   "kernelspec": {
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7180 }