4. Presentation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Image\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.max_rows = 10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# What do you feel like listening to?\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"spotify_img.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Research Question\n",
    "- ### Can we accurately determine whether a song feels happy or sad? \n",
    "\n",
    "## Part 1: Gathering and Cleaning Data\n",
    "- Participant's song Title, Artist and Sentiment data(csv).\n",
    "- Musical and auditory attributes of songs(api/json) [Spotify Web API](https://developer.spotify.com/documentation/web-api/reference/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Title</th>\n",
       "      <th>Artist</th>\n",
       "      <th>Sad/Happy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Stephanie</td>\n",
       "      <td>Distance</td>\n",
       "      <td>Cake</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Stephanie</td>\n",
       "      <td>Let's Stay Together</td>\n",
       "      <td>Al Green</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Stephanie</td>\n",
       "      <td>Blood on your bootheels</td>\n",
       "      <td>Caroline Rose</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Stephanie</td>\n",
       "      <td>FM</td>\n",
       "      <td>Steely Dan</td>\n",
       "      <td>H</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Stephanie</td>\n",
       "      <td>Valley of the silver moon</td>\n",
       "      <td>Jonathon Wilson</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Name                       Title           Artist Sad/Happy\n",
       "0  Stephanie                    Distance             Cake         H\n",
       "1  Stephanie         Let's Stay Together         Al Green         H\n",
       "2  Stephanie     Blood on your bootheels    Caroline Rose         H\n",
       "3  Stephanie                          FM       Steely Dan         H\n",
       "4  Stephanie  Valley of the silver moon   Jonathon Wilson        S "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "user_df = pd.read_csv(\"https://raw.githubusercontent.com/jallen182/Data301/master/songs6.csv\")\n",
    "user_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Title</th>\n",
       "      <th>Artist</th>\n",
       "      <th>Sad/Happy</th>\n",
       "      <th>parent</th>\n",
       "      <th>album</th>\n",
       "      <th>artists</th>\n",
       "      <th>available_markets</th>\n",
       "      <th>disc_number</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>...</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>track_href</th>\n",
       "      <th>analysis_url</th>\n",
       "      <th>time_signature</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Stephanie</td>\n",
       "      <td>Distance</td>\n",
       "      <td>Cake</td>\n",
       "      <td>H</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'album_type': 'album', 'artists': [{'external...</td>\n",
       "      <td>[{'external_urls': {'spotify': 'https://open.s...</td>\n",
       "      <td>['AD', 'AE', 'AR', 'BE', 'BG', 'BH', 'BO', 'BR...</td>\n",
       "      <td>1</td>\n",
       "      <td>179653</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0891</td>\n",
       "      <td>0.00796</td>\n",
       "      <td>0.002190</td>\n",
       "      <td>0.0558</td>\n",
       "      <td>0.888</td>\n",
       "      <td>183.048</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/0xMEF2WiqKWT...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/0xME...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Stephanie</td>\n",
       "      <td>Let's Stay Together</td>\n",
       "      <td>Al Green</td>\n",
       "      <td>H</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'album_type': 'album', 'artists': [{'external...</td>\n",
       "      <td>[{'external_urls': {'spotify': 'https://open.s...</td>\n",
       "      <td>['AD', 'AE', 'AR', 'AT', 'BE', 'BG', 'BH', 'BO...</td>\n",
       "      <td>1</td>\n",
       "      <td>199396</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0522</td>\n",
       "      <td>0.57000</td>\n",
       "      <td>0.011500</td>\n",
       "      <td>0.0542</td>\n",
       "      <td>0.507</td>\n",
       "      <td>101.985</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/63xdwScd1Ai1...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/63xd...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Stephanie</td>\n",
       "      <td>Blood on your bootheels</td>\n",
       "      <td>Caroline Rose</td>\n",
       "      <td>H</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'album_type': 'album', 'artists': [{'external...</td>\n",
       "      <td>[{'external_urls': {'spotify': 'https://open.s...</td>\n",
       "      <td>['AD', 'AT', 'BE', 'BG', 'CA', 'CH', 'CY', 'CZ...</td>\n",
       "      <td>1</td>\n",
       "      <td>195320</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1250</td>\n",
       "      <td>0.14400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0932</td>\n",
       "      <td>0.860</td>\n",
       "      <td>160.176</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5qfPr1jisW3b...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5qfP...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Stephanie</td>\n",
       "      <td>FM</td>\n",
       "      <td>Steely Dan</td>\n",
       "      <td>H</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'album_type': 'compilation', 'artists': [{'ex...</td>\n",
       "      <td>[{'external_urls': {'spotify': 'https://open.s...</td>\n",
       "      <td>['CA', 'MX', 'US']</td>\n",
       "      <td>1</td>\n",
       "      <td>290160</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0295</td>\n",
       "      <td>0.13500</td>\n",
       "      <td>0.001940</td>\n",
       "      <td>0.0946</td>\n",
       "      <td>0.717</td>\n",
       "      <td>109.383</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/0zw5bUUdOxVL...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/0zw5...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Stephanie</td>\n",
       "      <td>Valley of the silver moon</td>\n",
       "      <td>Jonathon Wilson</td>\n",
       "      <td>S</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'album_type': 'album', 'artists': [{'external...</td>\n",
       "      <td>[{'external_urls': {'spotify': 'https://open.s...</td>\n",
       "      <td>['CA', 'MX', 'US']</td>\n",
       "      <td>1</td>\n",
       "      <td>632293</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0302</td>\n",
       "      <td>0.54300</td>\n",
       "      <td>0.789000</td>\n",
       "      <td>0.0834</td>\n",
       "      <td>0.134</td>\n",
       "      <td>107.834</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/30pUYzSBJ2tB...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/30pU...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>Stephanie</td>\n",
       "      <td>The Mystery of Love</td>\n",
       "      <td>Prefab Sprout</td>\n",
       "      <td>S</td>\n",
       "      <td>5vmRQ3zELMLUQPo2FLQ76x</td>\n",
       "      <td>{'album_type': 'ALBUM', 'artists': [{'external...</td>\n",
       "      <td>[{'external_urls': {'spotify': 'https://open.s...</td>\n",
       "      <td>['AD', 'AE', 'AR', 'AT', 'AU', 'BE', 'BG', 'BH...</td>\n",
       "      <td>1</td>\n",
       "      <td>277693</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0242</td>\n",
       "      <td>0.22100</td>\n",
       "      <td>0.007840</td>\n",
       "      <td>0.0782</td>\n",
       "      <td>0.337</td>\n",
       "      <td>105.028</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/5trtD6jDEqHK...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/5trt...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>Stephanie</td>\n",
       "      <td>Pretty As You Feel</td>\n",
       "      <td>Jefferson Airplane</td>\n",
       "      <td>S</td>\n",
       "      <td>4OMu5a8sFpcRCPCcsoEaov</td>\n",
       "      <td>{'album_type': 'ALBUM', 'artists': [{'external...</td>\n",
       "      <td>[{'external_urls': {'spotify': 'https://open.s...</td>\n",
       "      <td>['AD', 'AE', 'AR', 'AT', 'AU', 'BE', 'BG', 'BH...</td>\n",
       "      <td>1</td>\n",
       "      <td>269587</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0429</td>\n",
       "      <td>0.75500</td>\n",
       "      <td>0.001630</td>\n",
       "      <td>0.1080</td>\n",
       "      <td>0.490</td>\n",
       "      <td>106.788</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/7Caz24hQ36za...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/7Caz...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>Stephanie</td>\n",
       "      <td>Ayn</td>\n",
       "      <td>The Ocean Blue</td>\n",
       "      <td>H</td>\n",
       "      <td>10zlwR7kvVbD9OBkeZWr3L</td>\n",
       "      <td>{'album_type': 'ALBUM', 'artists': [{'external...</td>\n",
       "      <td>[{'external_urls': {'spotify': 'https://open.s...</td>\n",
       "      <td>['AD', 'AE', 'AR', 'AT', 'AU', 'BE', 'BG', 'BH...</td>\n",
       "      <td>1</td>\n",
       "      <td>214627</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0303</td>\n",
       "      <td>0.00501</td>\n",
       "      <td>0.003270</td>\n",
       "      <td>0.1060</td>\n",
       "      <td>0.826</td>\n",
       "      <td>93.387</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/0dH3H43FLiIU...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/0dH3...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>Stephanie</td>\n",
       "      <td>Put Your Money Where Your Mouth Is</td>\n",
       "      <td>Rose Royce</td>\n",
       "      <td>H</td>\n",
       "      <td>262qk9k0LTyMXmjH9YT2xU</td>\n",
       "      <td>{'album_type': 'ALBUM', 'artists': [{'external...</td>\n",
       "      <td>[{'external_urls': {'spotify': 'https://open.s...</td>\n",
       "      <td>['AT', 'AU', 'CA', 'DE', 'DK', 'FI', 'GB', 'IE...</td>\n",
       "      <td>1</td>\n",
       "      <td>205160</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0585</td>\n",
       "      <td>0.21600</td>\n",
       "      <td>0.007290</td>\n",
       "      <td>0.0893</td>\n",
       "      <td>0.887</td>\n",
       "      <td>111.646</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/6RhdsaIgl7bC...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/6Rhd...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>Stephanie</td>\n",
       "      <td>I Thank You - LP / Single Version</td>\n",
       "      <td>Sam &amp; Dave</td>\n",
       "      <td>H</td>\n",
       "      <td>62r1CS9zL1FL5Ilb7hLX7n</td>\n",
       "      <td>{'album_type': 'ALBUM', 'artists': [{'external...</td>\n",
       "      <td>[{'external_urls': {'spotify': 'https://open.s...</td>\n",
       "      <td>['AD', 'AE', 'AR', 'AT', 'AU', 'BE', 'BG', 'BH...</td>\n",
       "      <td>1</td>\n",
       "      <td>172760</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0922</td>\n",
       "      <td>0.31700</td>\n",
       "      <td>0.000098</td>\n",
       "      <td>0.0711</td>\n",
       "      <td>0.711</td>\n",
       "      <td>117.920</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/68cD6DL9ykbs...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/68cD...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>33 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Name                               Title              Artist  \\\n",
       "0    Stephanie                            Distance                Cake   \n",
       "1    Stephanie                 Let's Stay Together            Al Green   \n",
       "2    Stephanie             Blood on your bootheels       Caroline Rose   \n",
       "3    Stephanie                                  FM          Steely Dan   \n",
       "4    Stephanie          Valley of the silver moon      Jonathon Wilson   \n",
       "..         ...                                 ...                 ...   \n",
       "358  Stephanie                 The Mystery of Love       Prefab Sprout   \n",
       "359  Stephanie                  Pretty As You Feel  Jefferson Airplane   \n",
       "360  Stephanie                                 Ayn      The Ocean Blue   \n",
       "361  Stephanie  Put Your Money Where Your Mouth Is          Rose Royce   \n",
       "362  Stephanie   I Thank You - LP / Single Version          Sam & Dave   \n",
       "\n",
       "    Sad/Happy                  parent  \\\n",
       "0           H                     NaN   \n",
       "1           H                     NaN   \n",
       "2           H                     NaN   \n",
       "3           H                     NaN   \n",
       "4           S                     NaN   \n",
       "..        ...                     ...   \n",
       "358         S  5vmRQ3zELMLUQPo2FLQ76x   \n",
       "359         S  4OMu5a8sFpcRCPCcsoEaov   \n",
       "360         H  10zlwR7kvVbD9OBkeZWr3L   \n",
       "361         H  262qk9k0LTyMXmjH9YT2xU   \n",
       "362         H  62r1CS9zL1FL5Ilb7hLX7n   \n",
       "\n",
       "                                                 album  \\\n",
       "0    {'album_type': 'album', 'artists': [{'external...   \n",
       "1    {'album_type': 'album', 'artists': [{'external...   \n",
       "2    {'album_type': 'album', 'artists': [{'external...   \n",
       "3    {'album_type': 'compilation', 'artists': [{'ex...   \n",
       "4    {'album_type': 'album', 'artists': [{'external...   \n",
       "..                                                 ...   \n",
       "358  {'album_type': 'ALBUM', 'artists': [{'external...   \n",
       "359  {'album_type': 'ALBUM', 'artists': [{'external...   \n",
       "360  {'album_type': 'ALBUM', 'artists': [{'external...   \n",
       "361  {'album_type': 'ALBUM', 'artists': [{'external...   \n",
       "362  {'album_type': 'ALBUM', 'artists': [{'external...   \n",
       "\n",
       "                                               artists  \\\n",
       "0    [{'external_urls': {'spotify': 'https://open.s...   \n",
       "1    [{'external_urls': {'spotify': 'https://open.s...   \n",
       "2    [{'external_urls': {'spotify': 'https://open.s...   \n",
       "3    [{'external_urls': {'spotify': 'https://open.s...   \n",
       "4    [{'external_urls': {'spotify': 'https://open.s...   \n",
       "..                                                 ...   \n",
       "358  [{'external_urls': {'spotify': 'https://open.s...   \n",
       "359  [{'external_urls': {'spotify': 'https://open.s...   \n",
       "360  [{'external_urls': {'spotify': 'https://open.s...   \n",
       "361  [{'external_urls': {'spotify': 'https://open.s...   \n",
       "362  [{'external_urls': {'spotify': 'https://open.s...   \n",
       "\n",
       "                                     available_markets  disc_number  \\\n",
       "0    ['AD', 'AE', 'AR', 'BE', 'BG', 'BH', 'BO', 'BR...            1   \n",
       "1    ['AD', 'AE', 'AR', 'AT', 'BE', 'BG', 'BH', 'BO...            1   \n",
       "2    ['AD', 'AT', 'BE', 'BG', 'CA', 'CH', 'CY', 'CZ...            1   \n",
       "3                                   ['CA', 'MX', 'US']            1   \n",
       "4                                   ['CA', 'MX', 'US']            1   \n",
       "..                                                 ...          ...   \n",
       "358  ['AD', 'AE', 'AR', 'AT', 'AU', 'BE', 'BG', 'BH...            1   \n",
       "359  ['AD', 'AE', 'AR', 'AT', 'AU', 'BE', 'BG', 'BH...            1   \n",
       "360  ['AD', 'AE', 'AR', 'AT', 'AU', 'BE', 'BG', 'BH...            1   \n",
       "361  ['AT', 'AU', 'CA', 'DE', 'DK', 'FI', 'GB', 'IE...            1   \n",
       "362  ['AD', 'AE', 'AR', 'AT', 'AU', 'BE', 'BG', 'BH...            1   \n",
       "\n",
       "     duration_ms       ...        mode speechiness acousticness  \\\n",
       "0         179653       ...           0      0.0891      0.00796   \n",
       "1         199396       ...           0      0.0522      0.57000   \n",
       "2         195320       ...           1      0.1250      0.14400   \n",
       "3         290160       ...           0      0.0295      0.13500   \n",
       "4         632293       ...           1      0.0302      0.54300   \n",
       "..           ...       ...         ...         ...          ...   \n",
       "358       277693       ...           1      0.0242      0.22100   \n",
       "359       269587       ...           1      0.0429      0.75500   \n",
       "360       214627       ...           1      0.0303      0.00501   \n",
       "361       205160       ...           0      0.0585      0.21600   \n",
       "362       172760       ...           1      0.0922      0.31700   \n",
       "\n",
       "    instrumentalness liveness  valence    tempo  \\\n",
       "0           0.002190   0.0558    0.888  183.048   \n",
       "1           0.011500   0.0542    0.507  101.985   \n",
       "2           0.000000   0.0932    0.860  160.176   \n",
       "3           0.001940   0.0946    0.717  109.383   \n",
       "4           0.789000   0.0834    0.134  107.834   \n",
       "..               ...      ...      ...      ...   \n",
       "358         0.007840   0.0782    0.337  105.028   \n",
       "359         0.001630   0.1080    0.490  106.788   \n",
       "360         0.003270   0.1060    0.826   93.387   \n",
       "361         0.007290   0.0893    0.887  111.646   \n",
       "362         0.000098   0.0711    0.711  117.920   \n",
       "\n",
       "                                            track_href  \\\n",
       "0    https://api.spotify.com/v1/tracks/0xMEF2WiqKWT...   \n",
       "1    https://api.spotify.com/v1/tracks/63xdwScd1Ai1...   \n",
       "2    https://api.spotify.com/v1/tracks/5qfPr1jisW3b...   \n",
       "3    https://api.spotify.com/v1/tracks/0zw5bUUdOxVL...   \n",
       "4    https://api.spotify.com/v1/tracks/30pUYzSBJ2tB...   \n",
       "..                                                 ...   \n",
       "358  https://api.spotify.com/v1/tracks/5trtD6jDEqHK...   \n",
       "359  https://api.spotify.com/v1/tracks/7Caz24hQ36za...   \n",
       "360  https://api.spotify.com/v1/tracks/0dH3H43FLiIU...   \n",
       "361  https://api.spotify.com/v1/tracks/6RhdsaIgl7bC...   \n",
       "362  https://api.spotify.com/v1/tracks/68cD6DL9ykbs...   \n",
       "\n",
       "                                          analysis_url  time_signature  \n",
       "0    https://api.spotify.com/v1/audio-analysis/0xME...               4  \n",
       "1    https://api.spotify.com/v1/audio-analysis/63xd...               4  \n",
       "2    https://api.spotify.com/v1/audio-analysis/5qfP...               4  \n",
       "3    https://api.spotify.com/v1/audio-analysis/0zw5...               4  \n",
       "4    https://api.spotify.com/v1/audio-analysis/30pU...               4  \n",
       "..                                                 ...             ...  \n",
       "358  https://api.spotify.com/v1/audio-analysis/5trt...               4  \n",
       "359  https://api.spotify.com/v1/audio-analysis/7Caz...               4  \n",
       "360  https://api.spotify.com/v1/audio-analysis/0dH3...               4  \n",
       "361  https://api.spotify.com/v1/audio-analysis/6Rhd...               4  \n",
       "362  https://api.spotify.com/v1/audio-analysis/68cD...               4  \n",
       "\n",
       "[33 rows x 36 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spotify_df = pd.read_csv(\"clean_data3.csv\")\n",
    "spotify_df = spotify_df.drop(columns='Unnamed: 0')\n",
    "spotify_df[spotify_df[\"Name\"] == \"Stephanie\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 2: Data Exploration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "image/png": {
       "unconfined": true
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"fig1.png\", unconfined=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What features determine a songs emotional sentiment?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"fig2.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What do these features mean?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Valence:** “A measure from 0.0 to 1.0 describing the musical positiveness conveyed by a track. Tracks with **high** valence sound more **positive** (e.g. happy, cheerful, euphoric), while tracks with **low** valence sound more **negative** (e.g. sad, depressed, angry).”\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"fig10.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Energy** is a measure from 0.0 to 1.0 and represents a perceptual measure of *intensity* and *activity*. Typically, energetic tracks feel fast, loud, and noisy. For example, death metal has *high* energy, while a Bach prelude scores *low* on the scale. Perceptual features contributing to this attribute include dynamic range, perceived loudness, timbre, onset rate, and general entropy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EdXV1TtlOPfXUePPNNze5/HBzx+/CCy+M119/PXr06BHDhg1rOCNfRERpaWnccccdMXny5Dj88MPjqaeeioqKig1+n0wmE3/605/iyCOP3Ozx2JQrr7wypk6dGocddlhce+21jcrV5/r27RuDBg2KU089NY455pg444wzGm479NBD47333otevXrFL3/5y/g//+f/RNu2bRtuHzhwYLz11ltbdPKNz89c+G//9m9x4403xvHHHx/33HNPtGix/p/uDz74IC6++OLo3r17nHTSSfGNb3yjYYZt6NCh8cwzz8Thhx8eP/vZz7b4WJx88snxq1/9Knr27BmvvfZa3HLLLQ233XDDDfHb3/42evbsGW+//XajZZG9evWKAw44II444ojo2bPnevvt3bt3XHLJJXHRRRfFEUccEYsWLfLm2kBBKco4tyvANuGBBx6Ip556qslmwnKxoWzvv/9+9OvXL/74xz9u9oQPTW3evHkxevToeOSRR5r0+2zqTZs39AbEX7Z69ero3bt3TJ48Ofbdd98mTArAtsoMGEBKli9fHnPmzIm6urr461//Gvfee28cd9xxaceKiM1nq6uri3vvvTdOOumk1MvX57783mTbookTJ0aXLl2UL4AC5iyIAClZt25djBo1KhYvXhxt2rSJ/v37x3e+8520Y0XEprOtWrUqvvnNb8Zee+3V6DVbaTr00EPTjrBZffr0iUwmE7/61a/SjgJAiixBBAAASIgliAAAAAlRwAAAABLiNWDNTM+ePWPvvffO+37Xrl272dNfs/0x7oUpn+P+wQf1H7/ylbzsjia2wbE3iNs9v+sLV65jv2TJknjppZfymIgIBazZ2XvvvWPSpEl53+/ChQvj4IMPzvt+2bYZ98Jk3AuXsS9Mxr1w5Tr2gwYNymMaPmcJIgAAQEIUMACyNm5c/YVmzCACJMoSRACydv759R+HDUs3BzkwiACJUsAAAChI69ati8WLF8fq1avTjtIk1q1bFwsXLtzsdq1atYoOHTpEy5YtE0iFAgYAQEFavHhxtGnTJvbdd98oKipKO07effbZZ9G6detNbpPJZOLDDz+MxYsXx3777ZdQssLmNWAAABSk1atXx+67775dlq8tVVRUFLvvvvt2Owu4LVLAAAAoWIVcvj7nGCRLAQMAgGZk8eLFcfLJJ6cdgyx5DRgAAETE0MpMXvc3voeZJdangAGQtUx+n6uQBoMIqVm1alVceumlsWzZsqirq4sLLrgg/vrXv8b//M//xJo1a6Jbt24xevToKCoqigULFsRPf/rTaN26dRx22GFpRycHliACAEAKXnjhhWjXrl1MmTIlpk6dGkceeWQMGTIkHn300Zg6dWqsXr06/ud//iciIq6++uq45ppr4r//+79TTk2uFDAAAEjBgQceGH/605/illtuicrKymjTpk289NJLMXjw4BgwYEC8+OKL8fbbb8eKFStixYoV8Y1vfCMiIgYOHJhycnJhCSIAWevevf7jnDnp5iAHBhFSs99++8WkSZNi5syZcdttt8U3v/nNeOCBB+LRRx+NPffcM+64445Ys2ZNZDIZZyrcjpgBAyBrr7xSf6EZM4iQmqqqqmjdunUMHDgwzjnnnHj99dcjIqJt27axcuXKeOaZZyIiYuedd46ysrKorKyMiIgnnngitczkzgwYAACk4M0334ybb745WrRoESUlJXHdddfF888/HwMGDIi99947unTp0rDtL37xi4aTcBxxxBEppiZXChgAAETyp40/8sgj48gjj2x0XZcuXeKyyy5bb9vOnTvHlClTGj6/6KKLmjwfTcMSRAAAgIQoYAAAAAlRwAAAABLiNWAAZO288/K/z+pRI/K6v7Lrb8vr/rY7TTGIAGyUAgZA1saNSzsBOTOIAImyBBEAACAhChgAWZszp/5CM2YQIVWLFy+Ok08+Oe0YJMgSRACy1qNH/cdMJt0c5MAgQgOvQSUJChgAAKSotrY2rrnmmnj11Vejffv28etf/zqmTJkS//3f/x3r1q2LffbZJ26++eZo3bp1XHXVVVFaWhpvv/12fPjhh3HVVVfFscceG5MmTYrnnnsu1q5dG4sXL44BAwbEOeecE7/85S+jbdu28b3vfS8iIm6//fbYfffdY+jQoSnf68JlCSIAAKTovffei7PPPjuefPLJaNOmTTzzzDNRUVERjz76aEyZMiX233//eOSRRxq2X7JkSUyYMCHuuuuuGDVqVKxZsyYiIubPnx+33nprPP744/H000/Ha6+9FmeccUY89thjERFRV1cXTz75ZAwYMCCV+0k9M2AAAJCiDh06xMEHHxwREYccckgsWbIk3nrrrfjlL38ZK1asiJUrV8YRRxzRsH2/fv2iRYsWse+++0bHjh3jr3/9a0RE/Nu//Vu0bds2IiIqKiri1VdfjfPOOy923XXXeP311+ODDz6I//W//lfDNqRDAQMAgBSVlpY2/Lu4uDjWrFkTV111Vfz617+Ogw46KCZNmhQvv/xywzZFRUWNvv7zzzd2/eDBg2PSpEnxwQcfxOmnn95Ud4MtZAkiAABsY1auXBl77LFHrFu3Lp544olGtz399NNRV1cXf//732PRokWx3377RUTEH//4x/j4449j9erV8fzzz0fXrl0jIuK4446LF154IebPn99oJo10mAEDAIBtzCWXXBKDBw+OvffeOw488MBYuXJlw2377bdfDBkyJD788MO4/vrrY4cddoiIiO7du8cVV1wR7733XgwYMCAOOeSQiKifYevZs2fsvPPOUVxcnMr94f9TwADIWmVl2gnImUGEBmmcNr5Dhw4xderUhs/POeechn9/5zvf2eDXHHbYYfHTn/50vet33333GDlyZMPnn332WUTUn3zjz3/+c4wdOzZfscmBAgZA1rp3TzsBOTOIsF17++234/zzz4+KiorYd999045DKGAAANBs3HTTTRu8ftCgQTFo0KD1rj/ggANi2rRpTR2LreAkHABkbdiw+gvNmEEESJQCBkDW7r67/kIzZhApcJlMJu0IqXMMkqWAAQBQkFq1ahUffvhhQReQTCYTH374YbRq1SrtKAXDa8AAAChIHTp0iMWLF8c//vGPtKM0iXXr1kXLli03u12rVq2iQ4cOCSQiQgEDAKBAtWzZsuFNjLdHCxcujIMPPjjtGHyJJYgAAAAJUcAAAAASYgkiAFk77LC0E5AzgwiQKAUMgKzNmZN2AnJmEAESZQkiAABAQhQwAACAhChgAGStqKj+QjNmEAESpYABAAAkRAEDAABIiAIGAACQEAUMAAAgIQoYAABAQhQwAACAhJSkHQCA5uuuu9JOQM4MIkCiFDAAsjZsWNoJyJlBBEiUJYgAAAAJUcAAyNq4cfUXmjGDCJAoSxAByNr559d/tIqtGTOIAIkyA9ZEli5dGt/97nejX79+0b9//7jvvvvW2yaTycTPfvazqKioiAEDBsRrr72WQlIAACApZsCaSHFxcVx11VVxyCGHRHV1dZx++unxzW9+Mw444ICGbWbNmhXvvvtuPPvss/HnP/85rrvuunj44YdTTA0AADQlM2BNpF27dnHIIYdERERZWVnsv//+UVVV1WibadOmxamnnhpFRUXRtWvX+PTTT2P58uVpxAUAABKggCVg8eLFsXDhwvj617/e6PqqqqooLy9v+Ly8vHy9kgYAAGw/LEFsYitXroyLL744fvrTn0ZZWVmj2zKZzHrbFxUVbXJ/a9eujYULF+Y1Y0TE6tWrm2S/bNuMe2HK77gfHBGR18dR2+oVedtXRMQij/EGGxr7g//10e+C7Zff9YXL2G+bFLAmtG7durj44otjwIABcfzxx693e3l5eSxbtqzh82XLlkW7du02uc/S0tI4+OCDN7lNNhYuXNgk+2XbZtwLU1OMez73V13WJm/7iogo9xhvsKmx97tg++V3feEy9tsmSxCbSCaTiX//93+P/fffP37wgx9scJs+ffrEY489FplMJubOnRtt2rTZbAED2JZkMvUXmjGDCJAoM2BNZM6cOfH444/HgQceGAMHDoyIiOHDh8f7778fERFnnXVWHH300TFz5syoqKiI1q1bx4033phmZAAAoIkpYE2kR48e8cYbb2xym6Kiohg1alRCiQD4sqGV+Z35Gd9j06/j3d7k8/gV2rEDCpcliABkrXv3+gvNmEEESJQZMACy9soraScgZwYRIFFmwAAAABKigAEAACREAQMAAEiIAgYAAJAQBQwAACAhzoIIQNbOOy/tBOTMIAIkSgEDIGvjxqWdgJwZRIBEWYIIAACQEAUMgKzNmVN/oRkziACJsgQRgKz16FH/MZNJNwc5MIgAiTIDBgAAkBAFDAAAICEKGAAAQEIUMAAAgIQoYAAAAAlRwAAAABLiNPQAZK2yMu0E5MwgAiRKAQMga927p52AnBlEgEQpYACQoupRI/K+z7Lrb8v7PvNp2IT173P1E0VZ729bv78R+R/n5nCfgQ3zGjAAsjZsWP2FZswgAiRKAQMga3ffXX+hGTOIAIlSwAAAABKigAEAACREAQMAAEiIAgYAAJAQBQwAACAh3gcMgKwddljaCciZQQRIlAIGQNbmzEk7ATkziACJsgQRAAAgIQoYAABAQhQwALJWVFR/oRkziACJUsAAAAAS4iQcAM3c0MrMVm1fvaJDlK3c8NeM72EmBACakhkwAACAhChgAAAACbEEEQDYpOpRIzZ4/bBPtm75KwBmwAAAABJjBgyArN11V9oJyJlBBEiUAgZA1oYNSzsBOTOIAImyBBEAACAhChgAWRs3rv5CM2YQARJlCSIAWTv//PqPVrE1YwYRIFFmwAAAABKigAEAACREAQMAAEiIAgYAAJAQBQwAACAhChgAAEBCnIYegKxlMmknIGcGESBRZsAAAAASooABAAAkxBJEALLWvXv9xzlz0s1BY9WjRmzw+rbVK6K6rE2j61rfPSEiIj47b0iT5wJAAQMgB6+8knYCclW8dHnaEQAKiiWIAAAACVHAAAAAEqKAAQAAJEQBAwAASIgCBgAAkBBnQQQga+edl3YCcrXusC5pRwAoKAoYAFkbNy7tBORqzckVaUcAKCiWIAIAACREAQMga3Pm1F9ovlq8XxUt3q9KOwZAwbAEEYCs9ehR/zGTSTcH2dvxnvsjIqJ65PCUkwAUBjNgAAAACVHAAAAAEqKAAQAAJEQBAwAASIiTcEABGFq54TMkVK/oEGUrt/7sCeN7FOUaCQCgIClgAGzXqkeN2Ohtwz7Z+v+AGDfktlziAFDgFDAAslZZmXYCcrXq3LPTjgBQUBQwALLWvXvaCchV3V7t044AUFCchAMAACAhChgAWRs2rP5C87XD1Odih6nPpR0DoGAoYABk7e676y80Xy1fmR8tX5mfdgyAgqGAAQAAJEQBAwAASIgCBgAAkBAFDAAAICEKGAAAQEK8ETMAWTvssLQTkKvaPdulHQGgoChgAGRtzpy0E5Crz84bknYEgIJiCSIAAEBCFLAmcvXVV0fv3r3j5JNP3uDtL730UnTv3j0GDhwYAwcOjP/4j/9IOCEAAJA0SxCbyKBBg2LIkCFx5ZVXbnSbHj16xF133ZVgKoD8Kiqq/5jJpJuD7JWNHhMREdUjh6ecBKAwKGBN5PDDD4/FixenHQNo5qpHjdjsNsM+2fL2M27IbbnEAbZTW/K7Jm1l1/v9xfZBAUvR3Llz45RTTol27drFlVdeGV/72tfSjgQA24Whlfmdlh3foyiv+wMKlwKWkkMOOSSmT58eO+20U8ycOTN+/OMfx7PPPrvZr1u7dm0sXLgw73lWr17dJPtl21C9osMGr6+rq43qFdVbvb+FC83uJqVt9YrNblNT03qL91e9onqT4771Y3vwv74uf78/tuQ+58vWHLvPbepnJpufjSTvb11dXVR/6fuV/evjl6/fEtkcv42prv4s669dtIHH38Z+72Ur1997+R7nDd3njdmSv/FJPg6ztTX3mXqe322bFLCUlJWVNfz76KOPjuuvvz7++c9/xm677bbJrystLY2DDz4473kWLlzYJPtl21C2csP/E1y9ojrK2pRt8LZN8VhJTnVZm81uU1K75f/TX9ambJPjnu3jLWmwAAAcJElEQVTY5vMxsSX3OV+25th9blM/M9kchyTvb3X1iijbyPfb2PWbks3x25hsvv/nyjdw3Df2ey9buT7G8z3OG7rPG7Mlf+OTfBxma2vuM/U8v9s2OQtiSv7xj39E5l+vWp83b17U1dVF27ZtU04FAAA0JTNgTWT48OHx8ssvx0cffRRHHXVUXHTRRVFTUxMREWeddVY888wzMXHixCguLo5WrVrFmDFjoqjI+nIAANieKWBNZMyYMZu8fciQITFkyJCE0gA0De+k0fyt7n9c2hEACooCBkDWhg1LOwG5qul+aNoRAAqK14ABAAAkRAEDIGvjxtVfaL5K5syLkjnz0o4BUDAsQQQga+efX//RUsTmq9WTz0dERLWliACJMAMGAACQEAUMAAAgIQoYAABAQhQwAACAhChgAAAACVHAAAAAEuI09ABkLZNJOwG5qh45PO0IAAXFDBgAAEBCzIBBngytzN9UwPgeRXnbVyHK51hE5H88tibfsE9MMQHA9sQMGABZ6969/kLz1fruCdH67glpxwAoGGbAAMjaK6+knYBcFS9dnnYEgIJiBgwAACAhChgAAEBCFDAAAICEKGAAAAAJUcAAAAAS4iyIAGTtvPPSTkCu1h3WJe0IAAVFAQMga+PGpZ2AXK05uSLtCAAFxRJEAACAhChgAGRtzpz6C81Xi/erosX7VWnHACgYliACkLUePeo/ZjLp5iB7O95zf0REVI8cnnISgMJgBgwAACAhZsAAgGatetSI9a4b9kn207LjhtyWSxyATTIDBgAAkBAFDAAAICGWIALQYGjl1i7bKtrk143vUZRjIgrF3ByWDAI0J2bAAAAAEmIGDICsnTTerEVzt+rcs9OOAFBQFDAAsrb7wWknIFd1e7VPOwJAQbEEEQAAICEKGABZm/3z+gvN1w5Tn4sdpj6XdgyAgqGAAZC1tx8rircfc6bD5qzlK/Oj5Svz044BUDAUMAAAgIQoYAAAAAlRwAAAABKigAEAACREAQMAAEiIN2IGIGu7HZRJOwI5qt2zXdoRAAqKAgZA1vr/Lu0E5Oqz84akHQGgoChgAAVk2IQRUVNTGyUlxXnZ37ght+VlP83JsAkjNnpb9RPeE217sKEx3tbGtnrUxh+HX9a2ekVUl7VpwjTA1vAaMAAAgIQoYABk7XeHF8XvDt+2ZgbYOmWjx0TZ6DFpxwAoGAoYAABAQrwGDEjd0Epn0mPLzP3EYwXI79+N8T3M4pMsM2AAAAAJUcAAAAASooABAAAkRAEDAABIiJNwAJC1nlc7KUZzt7r/cWlHACgoChgAWTtwUNoJyFVN90PTjgBQUCxBBAAASIgCBkDW3pxUf6H5KpkzL0rmzEs7BkDBsAQRgKy99Iv6NzA9cJDXgjVXrZ58PiIiqi1FBEiEGTAAAICEKGAAAAAJUcAAAAAS4jVgAORs2IQRG7y++omihJMAbJnPf2/l6/dU2fW35WU/bP/MgAEAACREAQMAAEiIJYgAZO2FS4anHYEcVY80hgBJUsAAIE/mfpLf90PruovX0AFsbyxBBAAASIgCBkDWzpl4WZwz8bK0Y5CD1ndPiNZ3T0g7BkDBsAQRgKy9ubxj2hHIUfHS5WlHACgoZsAAAAASooABAAAkRAEDAABIiAIGAACQEAUMAAAgIc6CCEDWBnSenXYEcrTusC5pRwAoKAoYAFm7ou/DaUcgR2tOrkg7AkBBsQQRAAAgIQoYAFl7o6pDvFHVIe0Y5KDF+1XR4v2qtGMAFAwFDICsnfvg8Dj3weFpxyAHO95zf+x4z/1pxwAoGAoYAABAQhQwAACAhChgAAAACVHAAAAAEuJ9wAA2Y2hlJu0IzdbcTxw7APgiM2AAAAAJMQPWRK6++uqYMWNG7L777jF16tT1bs9kMvHzn/88Zs6cGa1atYqbbropDjnkkBSSAmTvnm+PSTsCOVp17tlpRwAoKGbAmsigQYPinnvu2ejts2bNinfffTeeffbZuOGGG+K6665LLhxAnnRqvzg6tV+cdgxyULdX+6jbq33aMQAKhgLWRA4//PDYZZddNnr7tGnT4tRTT42ioqLo2rVrfPrpp7F8+fIEEwIAAElTwFJSVVUV5eXlDZ+Xl5dHVVVViokAtt7N0wbHzdMGpx2DHOww9bnYYepzaccAKBheA5aSTGb9M4MVFRVt9uvWrl0bCxcuzHue1atXN8l+C0n1ig5529fChfld0rWxbHV1tVG9onqr95dUPiJqamrzv9NMJm/7fWJB74iIGH70g3nZH41VV3+W1/3V1dVFdfWKRteVvTI/IiI+PKbXVu+vpqZ1XnI1B/keiyRtaNybo0VfeJ6Sj78bn/8ezNfYLtoGn0d5frdtUsBSUl5eHsuWLWv4fNmyZdGuXbvNfl1paWkcfPDBec+zcOHCJtlvISlbmb/Tbed7LDaWrXpFdZS1Kdvq/SWVj4iSkuK877Ompjbv+22KnESUlbXJ6/6qq1dsdJ/ZfK+S2sL52c33WCRpU+PenJR/4W9PPv5ufP57K1/HpnwbfB7l+d22yRLElPTp0ycee+yxyGQyMXfu3GjTps0WFTAAAKD5MgPWRIYPHx4vv/xyfPTRR3HUUUfFRRddFDU1NRERcdZZZ8XRRx8dM2fOjIqKimjdunXceOONKScGAACamgLWRMaM2fR74xQVFcWoUaMSSgMAAGwLLEEEAABIiBkwALJ2YLtFaUcgR7V7ev0xQJIUMACy9tuzbk87Ajn67LwhaUcAKCiWIAIAACREAQMAAEiIAgZA1o4cOyaOHLvps76ybSsbPSbKRhtDgKR4DRhsg4ZWZtKOAABAEzADBgAAkBAFDAAAICEKGAAAQEIUMAAAgIQoYAAAAAlxFkQAsnZ5n4fSjkCOVvc/Lu0IAAVFAQMga6d0eTHtCOSopvuhaUcAKCiWIAIAACREAQMga1Pm94op83ulHYMclMyZFyVz5qUdA6BgWIIIQNZumX5mRFiK2Jy1evL5iIiothSRbVz1qBEN/x72SSbFJJAbM2AAAAAJUcAAAAASooABAAAkRAEDAABIiAIGAACQEAUMAAAgIU5DD0DWXrhkeNoRyFH1SGMIkCQFDAC2UXPz/F5HBxTndXcFJd9j0XWXorzuL9/yfX+B/88SRAAAgIQoYABk7ZyJl8U5Ey9LOwY5aH33hGh994S0YwAUDEsQAcjam8s7ph2BHBUvXZ52BICCYgYMAAAgIQoYAABAQhQwAACAhChgAAAACVHAAAAAEuIsiAB5NGzCiLQjJGpA59lpRyBH6w7rknYEgIKigAGQtSv6Ppx2BHK05uSKtCMAFBRLEAEAABKigAGQtTeqOsQbVR3SjkEOWrxfFS3er0o7BkDBUMAAyNq5Dw6Pcx8cnnYMcrDjPffHjvfcn3YMgIKhgAEAACREAQMAAEiIAgYAAJAQBQwAACAh3geMJjO0MpPX/Y3vUZTX/ZG9fI8tAEChMAMGAACQEDNgAGTtnm+PSTsCOVp17tlpRwAoKAoYAFnr1H5x2hHIUd1e7dOOAFBQLEEEAABIiAIGQNZunjY4bp42OO0Y5GCHqc/FDlOfSzsGQMFQwADI2hMLescTC3qnHYMctHxlfrR8ZX7aMQAKhteAAQVr2IQRaUcAYDtRPSq/f1PKrr8tr/tj22EGDAAAICEKGAAAQEIUMAAAgIQoYAAAAAlxEg4AsnZgu0VpRyBHtXu2SzsCQEFRwADI2m/Puj3tCOTos/OGpB0BoKBYgggAAJAQBQwAACAhChgAWTty7Jg4cuyYtGOQg7LRY6JstDEESIrXgAEAJGzuJ5m87q/rLkV53R/QdMyAAQAAJEQBAwAASIgCBgAAkBAFDAAAICEKGAAAQEKcBRGArF3e56G0I5Cj1f2PSzsCQEFRwADI2ildXkw7Ajmq6X5o2hEACooliAAAAAlRwADI2pT5vWLK/F5pxyAHJXPmRcmceWnHACgYliACkLVbpp8ZEZYiNmetnnw+IiKqLUUESIQZMAAAgIQoYAAAAAlRwAAAABKigAEAACREAQMAAEiIAgYAAJAQp6EHIGsvXDI87QjkqHqkMQRIkgJGwRpamUk7AgCwnZn7SX6eX4z71/OU8T2K8rI/th2WIAIAACREAQMga+dMvCzOmXhZ2jHIQeu7J0TruyekHQOgYFiCCEDW3lzeMe0I5Kh46fK0IwAUFDNgAAAACVHAAAAAEqKAAQAAJEQBAwAASIgC1oRmzZoVJ5xwQlRUVMS4cePWu33SpEnRq1evGDhwYAwcODAefvjhFFICAABJcRbEJlJbWxujR4+Oe++9N9q3bx9nnHFG9OnTJw444IBG25100kkxcuTIlFIC5GZA59lpRyBH6w7rknYEgIKigDWRefPmxT777BMdO9aforl///4xbdq09QoYQHN2RV8z983dmpMr0o4AUFAsQWwiVVVVUV5e3vB5+/bto6qqar3tnn322RgwYEBcfPHFsXTp0iQjAgAACTMD1kQymcx61xUVFTX6/Nhjj42TTz45SktLY+LEiXHllVfG+PHjN7nftWvXxsKFC/OaNSJi9erVed9v9YoOed3fwoWL87q/fOdrjurqaqN6RXXaMVJTU1ObdoR0ZDJ5u+9vLK//OerULr8/nzSNuqK6qK5e0ei6kqp/RERETfs9tnp/NTWt85KL3FVXf7bR2+rq1h/3zSmksd3UsctGvo7d53+fc3n+0xTP78idAtZEysvLY9myZQ2fV1VVRbt27Rpt07Zt24Z/n3nmmXHrrbdudr+lpaVx8MEH5y/ovyxcuDDv+y1buX4JzcW2nq85ql5RHWVtytKOkZqSkuK0I6SipqY2b/f9hw9fHhERL1wyPC/7o2m1aNEiysraNLqubMzdERFRPXLrx7Ck1u/RbcWXx/WLqqtXbPL2DSmksd3aY7M5+Tp2n/99zuX5T1M8vyN3liA2kS5dusS7774bixYtirVr18aTTz4Zffr0abTN8uXLG/49ffr0+OpXv5p0TAAAIEFmwJpISUlJjBw5Ms4999yora2N008/Pb72ta/F2LFjo3PnztG3b9/43e9+F9OnT4/i4uLYZZdd4he/+EXasQEAgCakgDWho48+Oo4++uhG111yySUN/x4xYkSMGDEi6VgAAEBKFDCajaGVhbMeHaAp/GVN6/Ven3LEvz7O/cTvWIAkeA0YAABAQhQwAACAhFiCCEDW7vn2mLQjkKNXv/2dtCMAFBQFDICsdWrvDZibu5Xt26cdAaCgKGBAg2ET8ntWznFDbsvr/vKdDwAgaV4DBkDWbp42OG6eNjjtGOTggGnPxQHTnks7BkDBUMAAyNoTC3rHEwt6px2DHJQvWBDlCxakHQOgYChgAAAACVHAAAAAEqKAAQAAJEQBAwAASIgCBgAAkBDvAwZA1g5styjtCOSoul27tCMAFBQFDICs/fas29OOQI7mnnV22hEACooliAAAAAlRwAAAABKigAGQtSPHjokjx45JOwY5OGLs7XHEWEtJAZLiNWAAAM3c3E8yG72tpqZ1lNRu/HYgWWbAAAAAEqKAAQAAJEQBAwAASIgCBgAAkBAFDAAAICHOgghA1i7v81DaEcjRW336ph0BoKAoYABk7ZQuL6YdgRxVdTk07QgABcUSRAAAgIQoYABkbcr8XjFlfq+0Y5CD9vPnRfv589KOAVAwLEEEIGu3TD8zIixFbM6+Nn1aRFiKCJAUM2AAAAAJUcAAAAASooABAAAkRAEDAABIiAIGAACQEAUMAAAgIU5DD0DWXrhkeNoRyNEfLrks7QiQqrmfZNKOQIExAwYAAJAQBQwAACAhliCyRapHjdjqrxm2mSn9cUNuyzYOzcSwCVv/uKF5OWdi/fK13551e8pJyFbXifdHRMTcs85OOQlAYVDAAMjam8s7ph2BHJUtX552BICCYgkiAABAQhQwAACAhChgAAAACVHAAAAAEqKAAQAAJMRZEAHI2oDOs9OOQI6Wde6cdgSAgqKAAZC1K/o+nHYEcvR234q0IwAUFEsQAQAAEqKAAZC1N6o6xBtVHdKOQQ52qqqKnaqq0o4BUDAUMACydu6Dw+PcB4enHYMcdHvwgej24ANpxwAoGAoYAABAQhQwAACAhChgAAAACVHAAAAAEqKAAQAAJMQbMZOaYRNG5HV/44bcltf95TtfU8j3fQYAoGkpYABk7Z5vj0k7Ajl69dvfSTsCQEFRwADIWqf2i9OOQI5Wtm+fdgSAguI1YAAAAAlRwADI2s3TBsfN0wanHYMcHDDtuThg2nNpxwAoGAoYAFl7YkHveGJB77RjkIPyBQuifMGCtGMAFAwFDAAAICEKGAAAQEIUMAAAgIQoYAAAAAlRwAAAABLijZgByNqB7RalHYEcVbdrl3YEgIKigAGQtd+edXvaEcjR3LPOTjsCQEGxBBEAACAhChgAAEBCFDAAsnbk2DFx5NgxaccgB0eMvT2OGGspKUBSvAaM7cawCSPSjpC4XO9zTU1tlJQU5ykNAACbYwYMAAAgIQoYAABAQhQwAACAhChgAAAACVHAAAAAEuIsiABk7fI+D6UdgRy91adv2hEACooCBkDWTunyYtoRyFFVl0PTjgBQUCxBBAAASIgCBkDWpszvFVPm90o7BjloP39etJ8/L+0YAAXDEkQAsnbL9DMjwlLE5uxr06dFhKWIAEkxAwYAAJAQBQwAACAhClgTmjVrVpxwwglRUVER48aNW+/2tWvXxqWXXhoVFRUxePDgWLx4cQopAQCApChgTaS2tjZGjx4d99xzTzz55JMxderUePvttxtt8/DDD8fOO+8czz33XHz/+9+PW2+9NaW0AABAEhSwJjJv3rzYZ599omPHjlFaWhr9+/ePadOmNdpm+vTpcdppp0VExAknnBCzZ8+OTCaTRlwAACABClgTqaqqivLy8obP27dvH1VVVetts+eee0ZERElJSbRp0yY++uijRHMCAADJcRr6JrKhmayioqKt3ubLlixZEoMGDcotHECenHZa/e+jMX9POQhZG/OvlRjx93dTzQF8yY2nR0REms/6lixZkuJ3334pYE2kvLw8li1b1vB5VVVVtGvXbr1tli5dGuXl5VFTUxMrVqyIXXfddZP7femll5okLwAA0PQsQWwiXbp0iXfffTcWLVoUa9eujSeffDL69OnTaJs+ffrE5MmTIyLimWeeiV69em12BgwAAGi+ijLO+tBkZs6cGTfeeGPU1tbG6aefHj/60Y9i7Nix0blz5+jbt2+sWbMmLr/88li4cGHssssucfvtt0fHjh3Tjg0AADQRBQwAACAhliACAAAkRAEDAABIiAJWQGbNmhUnnHBCVFRUxLhx49a7fe3atXHppZdGRUVFDB48OBYvXpxCSprC5sb+3nvvjZNOOikGDBgQ3/ve95x2djuxuXH/3NNPPx2dOnWK+fPnJ5iOprQlY//UU0/FSSedFP37948RI0YknJCmsLlxf//99+O73/1unHrqqTFgwICYOXNmCinJt6uvvjp69+4dJ5988gZvz2Qy8bOf/SwqKipiwIAB8dprryWckPVkKAg1NTWZvn37Zv7+979n1qxZkxkwYEDmrbfearTNhAkTMtdee20mk8lkpk6dmrnkkkvSiEqebcnYz549O7Nq1apMJpPJ3H///cZ+O7Al457JZDIrVqzIfOc738kMHjw4M2/evBSSkm9bMvZ/+9vfMgMHDsx8/PHHmUwmk/nggw/SiEoebcm4X3PNNZn7778/k8lkMm+99Vbm2GOPTSMqefbyyy9nFixYkOnfv/8Gb58xY0bmnHPOydTV1WVeffXVzBlnnJFwQr7MDFiBmDdvXuyzzz7RsWPHKC0tjf79+8e0adMabTN9+vQ47V9vyHnCCSfE7NmzN/hm0TQvWzL2vXr1itatW0dERNeuXRu9hx3N05aMe0TE2LFj49xzz40ddtghhZQ0hS0Z+4ceeijOPvvs2GWXXSIiYvfdd08jKnm0JeNeVFQU1dXVERGxYsWK9d6flObp8MMPb/hZ3pBp06bFqaeeGkVFRdG1a9f49NNPY/ny5Qkm5MsUsAJRVVUV5eXlDZ+3b98+qqqq1ttmzz33jIiIkpKSaNOmTXz00UeJ5iT/tmTsv+iRRx6Jo446KoloNKEtGffXX389li1bFscee2zS8WhCWzL27777bvztb3+Lb3/723HmmWfGrFmzko5Jnm3JuF944YXxxBNPxFFHHRXDhg2La665JumYpODLj43y8vJNPg+g6SlgBWJDM1lfftPnLdmG5mdrxvXxxx+PBQsWxLnnntvUsWhimxv3urq6+MUvfhFXXnllkrFIwJb8zNfW1sZ7770Xv/vd7+K2226La665Jj799NOkItIEtmTcn3zyyTjttNNi1qxZMW7cuLjiiiuirq4uqYikxPO7bY8CViDKy8sbLSurqqpab+lBeXl5LF26NCIiampqYsWKFbHrrrsmmpP825Kxj4j405/+FL/5zW/izjvvjNLS0iQj0gQ2N+4rV66MN998M4YOHRp9+vSJuXPnxo9+9CMn4tgObMnPfPv27aNv377RsmXL6NixY+y3337x7rvvJpyUfNqScX/kkUeiX79+ERHRrVu3WLNmjZUuBeDLj41ly5ZZfpoyBaxAdOnSJd59991YtGhRrF27Np588sno06dPo2369OkTkydPjoiIZ555Jnr16uV/SLYDWzL2r7/+eowcOTLuvPNOrwXZTmxu3Nu0aRMvvfRSTJ8+PaZPnx5du3aNO++8M7p06ZJiavJhS37mjzvuuHjppZciIuKf//xnvPvuu9GxY8c04pInWzLue+65Z8yePTsiIt55551Ys2ZN7LbbbmnEJUF9+vSJxx57LDKZTMydOzfatGmjgKWsJO0AJKOkpCRGjhwZ5557btTW1sbpp58eX/va12Ls2LHRuXPn6Nu3b5xxxhlx+eWXR0VFReyyyy5x++23px2bPNiSsb/55ptj1apVcckll0RE/R/p3/zmNyknJxdbMu5sn7Zk7I888sj44x//GCeddFIUFxfHFVdcEW3btk07OjnYknG/6qqr4pprron/+q//iqKiorjpppv8R+t2YPjw4fHyyy/HRx99FEcddVRcdNFFUVNTExERZ511Vhx99NExc+bMqKioiNatW8eNN96YcmKKMk5zBwAAkAhLEAEAABKigAEAACREAQMAAEiIAgYAAJAQBQwAACAhChgAAEBCFDAAAICEKGAAAAAJUcAAAAASooABAAAkRAEDAABIiAIGAACQEAUMAAAgIQoYAABAQhQwAACAhChg/6/9OhYAAAAAGORvPYtdZREAAMBEwAAAACYCBgAAMBEwAACAiYABAABMBAwAAGAiYAAAABMBAwAAmAgYAADARMAAAAAmAgYAADARMAAAgImAAQAATAQMAABgImAAAAATAQMAAJgIGAAAwETAAAAAJgIGAAAwETAAAICJgAEAAEwEDAAAYCJgAAAAEwEDAACYCBgAAMBEwAAAACYCBgAAMBEwAACAiYABAABMBAwAAGAiYAAAABMBAwAAmAgYAADARMAAAAAmAgYAADARMAAAgImAAQAATAQMAABgImAAAAATAQMAAJgIGAAAwCQs3Wn6pvqwEwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"fig11.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Other important features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Danceability** describes how suitable a track is for dancing based on a combination of musical elements including tempo, rhythm stability, beat strength, and overall regularity. A value of 0.0 is least danceable and 1.0 is most danceable."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Speechiness** detects the presence of spoken words in a track. The more exclusively speech-like the recording (e.g. talk show, audio book, poetry), the closer to 1.0 the attribute value. Values above 0.66 describe tracks that are probably made entirely of spoken words. Values between 0.33 and 0.66 describe tracks that may contain both music and speech, either in sections or layered, including such cases as rap music. Values below 0.33 most likely represent music and other non-speech-like tracks."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's take another look at those graphs with these features in mind..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### User Specific Data\n",
    "\n",
    "This is for all of the songs in our data set. What happens if we just look at a specific user? Will the graphs be different? For example, let's consider songs only submitted by Valen and Emily. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {
      "image/png": {
       "unconfined": true
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"fig9.png\", unconfined=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 3: Machine Learning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What features determine a songs emotional sentiment?\n",
    "- Valence\n",
    "- Energy\n",
    "- Loudness\n",
    "- Danceability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import tree\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = [\"danceability\", \"valence\", \"energy\", \"loudness\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training size: 621, Test size: 69\n"
     ]
    }
   ],
   "source": [
    "trainingData = spotify_df\n",
    "train, test = train_test_split(trainingData, test_size=0.10)\n",
    "print(\"Training size: {}, Test size: {}\".format(len(train), len(test)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train = train[features]\n",
    "y_train = train[\"Sad/Happy\"]\n",
    "x_test = test[features]\n",
    "y_test = test[\"Sad/Happy\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model Parameters: ###\n",
    "- **learning rate**: shrinks the contribution of each tree by learning_rate. There is a trade-off between learning_rate and n_estimators.\n",
    "- **n_estimators**: The number of boosting stages to perform. Gradient boosting is fairly robust to over-fitting so a large number usually results in better performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy using Gbc:  76.8 %\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import GradientBoostingClassifier\n",
    "gbc = GradientBoostingClassifier(n_estimators=15, learning_rate=0.27, max_depth=1, random_state=0)\n",
    "gbc.fit(x_train, y_train)\n",
    "predicted = gbc.predict(x_test)\n",
    "score = accuracy_score(y_test, predicted)*100\n",
    "print(\"Accuracy using Gbc: \", round(score, 1), \"%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**GradientBoosting:** builds an additive model in a forward stage-wise fashion; it allows for the optimization of arbitrary differentiable loss functions. In each stage n_classes_ regression trees are fit on the negative gradient of the binomial or multinomial deviance loss function. Binary classification is a special case where only a single regression tree is induced."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generating our own playlist!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Title</th>\n",
       "      <th>Artist</th>\n",
       "      <th>Sad/Happy</th>\n",
       "      <th>parent</th>\n",
       "      <th>album</th>\n",
       "      <th>artists</th>\n",
       "      <th>available_markets</th>\n",
       "      <th>disc_number</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>...</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>track_href</th>\n",
       "      <th>analysis_url</th>\n",
       "      <th>time_signature</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jeremy</td>\n",
       "      <td>Human Sadness</td>\n",
       "      <td>The Voidz</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'album_type': 'album', 'artists': [{'external...</td>\n",
       "      <td>[{'external_urls': {'spotify': 'https://open.s...</td>\n",
       "      <td>['AD', 'AE', 'AR', 'AT', 'AU', 'BE', 'BG', 'BH...</td>\n",
       "      <td>1</td>\n",
       "      <td>656836</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0469</td>\n",
       "      <td>0.220000</td>\n",
       "      <td>0.80800</td>\n",
       "      <td>0.1130</td>\n",
       "      <td>0.132</td>\n",
       "      <td>121.623</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/2avCzL6HtaJ5...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/2avC...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jeremy</td>\n",
       "      <td>Trailer Trash</td>\n",
       "      <td>Modest Mouse</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'album_type': 'album', 'artists': [{'external...</td>\n",
       "      <td>[{'external_urls': {'spotify': 'https://open.s...</td>\n",
       "      <td>['AD', 'AE', 'AR', 'AT', 'BE', 'BG', 'BH', 'BO...</td>\n",
       "      <td>1</td>\n",
       "      <td>349600</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0347</td>\n",
       "      <td>0.076400</td>\n",
       "      <td>0.00522</td>\n",
       "      <td>0.0618</td>\n",
       "      <td>0.714</td>\n",
       "      <td>163.619</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/0WkhmPY4bLSi...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/0Wkh...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jeremy</td>\n",
       "      <td>Heroes</td>\n",
       "      <td>David Bowie</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'album_type': 'album', 'artists': [{'external...</td>\n",
       "      <td>[{'external_urls': {'spotify': 'https://open.s...</td>\n",
       "      <td>['AD', 'AE', 'AR', 'AT', 'AU', 'BE', 'BG', 'BH...</td>\n",
       "      <td>1</td>\n",
       "      <td>371413</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0297</td>\n",
       "      <td>0.000671</td>\n",
       "      <td>0.48400</td>\n",
       "      <td>0.0920</td>\n",
       "      <td>0.435</td>\n",
       "      <td>112.114</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/7Jh1bpe76CNT...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/7Jh1...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jeremy</td>\n",
       "      <td>I’m so lonesome I could cry</td>\n",
       "      <td>Hank Williams</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'album_type': 'album', 'artists': [{'external...</td>\n",
       "      <td>[{'external_urls': {'spotify': 'https://open.s...</td>\n",
       "      <td>['CA', 'MX', 'US']</td>\n",
       "      <td>1</td>\n",
       "      <td>169067</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0304</td>\n",
       "      <td>0.812000</td>\n",
       "      <td>0.00236</td>\n",
       "      <td>0.3440</td>\n",
       "      <td>0.369</td>\n",
       "      <td>112.033</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/4tj7IsJrn4Mv...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/4tj7...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Jeremy</td>\n",
       "      <td>Pale Blue Eyes</td>\n",
       "      <td>The Velvet Underground</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>{'album_type': 'album', 'artists': [{'external...</td>\n",
       "      <td>[{'external_urls': {'spotify': 'https://open.s...</td>\n",
       "      <td>['CA', 'MX', 'US']</td>\n",
       "      <td>1</td>\n",
       "      <td>339533</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0370</td>\n",
       "      <td>0.913000</td>\n",
       "      <td>0.00123</td>\n",
       "      <td>0.1030</td>\n",
       "      <td>0.310</td>\n",
       "      <td>82.641</td>\n",
       "      <td>https://api.spotify.com/v1/tracks/7urDSX97YCwD...</td>\n",
       "      <td>https://api.spotify.com/v1/audio-analysis/7urD...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Name                        Title                  Artist  Sad/Happy  \\\n",
       "0  Jeremy                Human Sadness               The Voidz        NaN   \n",
       "1  Jeremy                Trailer Trash            Modest Mouse        NaN   \n",
       "2  Jeremy                       Heroes             David Bowie        NaN   \n",
       "3  Jeremy  I’m so lonesome I could cry           Hank Williams        NaN   \n",
       "4  Jeremy               Pale Blue Eyes  The Velvet Underground        NaN   \n",
       "\n",
       "  parent                                              album  \\\n",
       "0    NaN  {'album_type': 'album', 'artists': [{'external...   \n",
       "1    NaN  {'album_type': 'album', 'artists': [{'external...   \n",
       "2    NaN  {'album_type': 'album', 'artists': [{'external...   \n",
       "3    NaN  {'album_type': 'album', 'artists': [{'external...   \n",
       "4    NaN  {'album_type': 'album', 'artists': [{'external...   \n",
       "\n",
       "                                             artists  \\\n",
       "0  [{'external_urls': {'spotify': 'https://open.s...   \n",
       "1  [{'external_urls': {'spotify': 'https://open.s...   \n",
       "2  [{'external_urls': {'spotify': 'https://open.s...   \n",
       "3  [{'external_urls': {'spotify': 'https://open.s...   \n",
       "4  [{'external_urls': {'spotify': 'https://open.s...   \n",
       "\n",
       "                                   available_markets  disc_number  \\\n",
       "0  ['AD', 'AE', 'AR', 'AT', 'AU', 'BE', 'BG', 'BH...            1   \n",
       "1  ['AD', 'AE', 'AR', 'AT', 'BE', 'BG', 'BH', 'BO...            1   \n",
       "2  ['AD', 'AE', 'AR', 'AT', 'AU', 'BE', 'BG', 'BH...            1   \n",
       "3                                 ['CA', 'MX', 'US']            1   \n",
       "4                                 ['CA', 'MX', 'US']            1   \n",
       "\n",
       "   duration_ms       ...        mode speechiness acousticness  \\\n",
       "0       656836       ...           1      0.0469     0.220000   \n",
       "1       349600       ...           1      0.0347     0.076400   \n",
       "2       371413       ...           1      0.0297     0.000671   \n",
       "3       169067       ...           1      0.0304     0.812000   \n",
       "4       339533       ...           1      0.0370     0.913000   \n",
       "\n",
       "  instrumentalness liveness  valence    tempo  \\\n",
       "0          0.80800   0.1130    0.132  121.623   \n",
       "1          0.00522   0.0618    0.714  163.619   \n",
       "2          0.48400   0.0920    0.435  112.114   \n",
       "3          0.00236   0.3440    0.369  112.033   \n",
       "4          0.00123   0.1030    0.310   82.641   \n",
       "\n",
       "                                          track_href  \\\n",
       "0  https://api.spotify.com/v1/tracks/2avCzL6HtaJ5...   \n",
       "1  https://api.spotify.com/v1/tracks/0WkhmPY4bLSi...   \n",
       "2  https://api.spotify.com/v1/tracks/7Jh1bpe76CNT...   \n",
       "3  https://api.spotify.com/v1/tracks/4tj7IsJrn4Mv...   \n",
       "4  https://api.spotify.com/v1/tracks/7urDSX97YCwD...   \n",
       "\n",
       "                                        analysis_url  time_signature  \n",
       "0  https://api.spotify.com/v1/audio-analysis/2avC...               4  \n",
       "1  https://api.spotify.com/v1/audio-analysis/0Wkh...               4  \n",
       "2  https://api.spotify.com/v1/audio-analysis/7Jh1...               4  \n",
       "3  https://api.spotify.com/v1/audio-analysis/4tj7...               3  \n",
       "4  https://api.spotify.com/v1/audio-analysis/7urD...               4  \n",
       "\n",
       "[5 rows x 36 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_df = pd.read_csv(\"test_data.csv\")\n",
    "test_df = test_df.drop(columns='Unnamed: 0')\n",
    "test_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Title:  Human Sadness\n",
      "Artist: The Voidz\n",
      "Emotional Sentiment: S\n",
      "\n",
      "Title:  Trailer Trash\n",
      "Artist: Modest Mouse\n",
      "Emotional Sentiment: H\n",
      "\n",
      "Title:  Heroes\n",
      "Artist: David Bowie\n",
      "Emotional Sentiment: H\n",
      "\n",
      "Title:  I’m so lonesome I could cry\n",
      "Artist: Hank Williams\n",
      "Emotional Sentiment: S\n",
      "\n",
      "Title:  Pale Blue Eyes\n",
      "Artist: The Velvet Underground\n",
      "Emotional Sentiment: S\n",
      "\n",
      "Title:  Folsom Prison Blues\n",
      "Artist: Johnny Cash\n",
      "Emotional Sentiment: H\n",
      "\n",
      "Title:  Fell in Love with a girl\n",
      "Artist: The White Stripes\n",
      "Emotional Sentiment: H\n",
      "\n",
      "Title:  Girlfriend\n",
      "Artist: Ty Segall\n",
      "Emotional Sentiment: H\n",
      "\n",
      "Title:  Nerve Jamming\n",
      "Artist: Bass Drum Of Death\n",
      "Emotional Sentiment: S\n",
      "\n",
      "Title:  Some Things Last a long time\n",
      "Artist: Daniel Johnston\n",
      "Emotional Sentiment: S\n",
      "\n",
      "Title:  One\n",
      "Artist: Harry Nilsson\n",
      "Emotional Sentiment: S\n",
      "\n",
      "Title:  Get Found\n",
      "Artist: Bass Drum of Death\n",
      "Emotional Sentiment: S\n",
      "\n",
      "Title:  Zond\n",
      "Artist: Pond\n",
      "Emotional Sentiment: H\n",
      "\n",
      "Title:  Ladies Of Cambridge\n",
      "Artist: Vampire Weekend\n",
      "Emotional Sentiment: H\n",
      "\n",
      "Title:  Near Wild Heaven\n",
      "Artist: R.E.M.\n",
      "Emotional Sentiment: H\n",
      "\n",
      "Title:  You Turn Me On\n",
      "Artist: George Morgan\n",
      "Emotional Sentiment: S\n",
      "\n",
      "Title:  No Man's Land\n",
      "Artist: Syd Barrett\n",
      "Emotional Sentiment: S\n",
      "\n",
      "Title:  Stroker's Theme\n",
      "Artist: The Charlie Daniels Band\n",
      "Emotional Sentiment: S\n",
      "\n",
      "Title:  Chemical Warfare\n",
      "Artist: Dead Kennedys\n",
      "Emotional Sentiment: H\n",
      "\n",
      "Title:  Fall In\n",
      "Artist: Cloud Nothings\n",
      "Emotional Sentiment: H\n",
      "\n",
      "Title:  Acid Rain\n",
      "Artist: The Spits\n",
      "Emotional Sentiment: H\n",
      "\n",
      "Title:  Flaming Home\n",
      "Artist: Mount Eerie\n",
      "Emotional Sentiment: S\n",
      "\n",
      "Title:  Morpha Too\n",
      "Artist: Big Star\n",
      "Emotional Sentiment: S\n",
      "\n",
      "Title:  Orpheus Under the Influence\n",
      "Artist: The Buttertones\n",
      "Emotional Sentiment: H\n",
      "\n"
     ]
    }
   ],
   "source": [
    "pred = gbc.predict(test_df[features])\n",
    "i = 0\n",
    "for prediction in pred:\n",
    "    print(\"Title:  {}\\nArtist: {}\\nEmotional Sentiment: {}\\n\".format(test_df[\"Title\"][i],test_df[\"Artist\"][i], prediction))\n",
    "    i+=1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How could we improve the model?\n",
    "- ### Lyrics\n",
    "- ### User-specific models\n",
    "- ### Include different emotions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q&A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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