statistics.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import glob\n",
    "import sqlite3\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>duration</th>\n",
       "      <th>end_of_fade_in</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>start_of_fade_out</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>e_grammy</th>\n",
       "      <th>e_billboard</th>\n",
       "      <th>e_spotify</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1211.000000</td>\n",
       "      <td>1211.000000</td>\n",
       "      <td>1211.000000</td>\n",
       "      <td>1211.000000</td>\n",
       "      <td>1211.000000</td>\n",
       "      <td>1211.000000</td>\n",
       "      <td>1211.000000</td>\n",
       "      <td>1211.000000</td>\n",
       "      <td>1211.000000</td>\n",
       "      <td>1211.000000</td>\n",
       "      <td>1211.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>234.941919</td>\n",
       "      <td>1.148684</td>\n",
       "      <td>5.224608</td>\n",
       "      <td>-9.704753</td>\n",
       "      <td>0.710157</td>\n",
       "      <td>225.665208</td>\n",
       "      <td>122.233003</td>\n",
       "      <td>3.697770</td>\n",
       "      <td>0.022296</td>\n",
       "      <td>0.118910</td>\n",
       "      <td>0.258464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>92.735189</td>\n",
       "      <td>2.318206</td>\n",
       "      <td>3.610923</td>\n",
       "      <td>5.513450</td>\n",
       "      <td>0.453877</td>\n",
       "      <td>91.567689</td>\n",
       "      <td>32.333065</td>\n",
       "      <td>1.087641</td>\n",
       "      <td>0.147704</td>\n",
       "      <td>0.323816</td>\n",
       "      <td>0.437971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>10.605260</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-34.198000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>10.605000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>180.897505</td>\n",
       "      <td>0.089000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>-12.037500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>173.212000</td>\n",
       "      <td>100.083500</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>229.067300</td>\n",
       "      <td>0.229000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>-8.238000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>218.860000</td>\n",
       "      <td>119.945000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>273.122810</td>\n",
       "      <td>0.877000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>-5.935000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>262.313000</td>\n",
       "      <td>139.783000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1400.267300</td>\n",
       "      <td>30.674000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>-0.558000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1389.592000</td>\n",
       "      <td>243.049000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          duration  end_of_fade_in          key     loudness         mode  \\\n",
       "count  1211.000000     1211.000000  1211.000000  1211.000000  1211.000000   \n",
       "mean    234.941919        1.148684     5.224608    -9.704753     0.710157   \n",
       "std      92.735189        2.318206     3.610923     5.513450     0.453877   \n",
       "min      10.605260        0.000000     0.000000   -34.198000     0.000000   \n",
       "25%     180.897505        0.089000     2.000000   -12.037500     0.000000   \n",
       "50%     229.067300        0.229000     5.000000    -8.238000     1.000000   \n",
       "75%     273.122810        0.877000     8.000000    -5.935000     1.000000   \n",
       "max    1400.267300       30.674000    11.000000    -0.558000     1.000000   \n",
       "\n",
       "       start_of_fade_out        tempo  time_signature     e_grammy  \\\n",
       "count        1211.000000  1211.000000     1211.000000  1211.000000   \n",
       "mean          225.665208   122.233003        3.697770     0.022296   \n",
       "std            91.567689    32.333065        1.087641     0.147704   \n",
       "min            10.605000     0.000000        0.000000     0.000000   \n",
       "25%           173.212000   100.083500        4.000000     0.000000   \n",
       "50%           218.860000   119.945000        4.000000     0.000000   \n",
       "75%           262.313000   139.783000        4.000000     0.000000   \n",
       "max          1389.592000   243.049000        7.000000     1.000000   \n",
       "\n",
       "       e_billboard    e_spotify  \n",
       "count  1211.000000  1211.000000  \n",
       "mean      0.118910     0.258464  \n",
       "std       0.323816     0.437971  \n",
       "min       0.000000     0.000000  \n",
       "25%       0.000000     0.000000  \n",
       "50%       0.000000     0.000000  \n",
       "75%       0.000000     1.000000  \n",
       "max       1.000000     1.000000  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv('./binary_final_data.csv')\n",
    "\n",
    "stats = df.describe()\n",
    "stats1 = df[['duration','end_of_fade_in','key', 'loudness', 'start_of_fade_out', 'tempo', 'time_signature']]\n",
    "display(stats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\\begin{tabular}{lrrrrrrr}\n",
      "\\toprule\n",
      "{} &     duration &  end\\_of\\_fade\\_in &          key &     loudness &  start\\_of\\_fade\\_out &        tempo &  time\\_signature \\\\\n",
      "\\midrule\n",
      "count &  1211.000000 &     1211.000000 &  1211.000000 &  1211.000000 &        1211.000000 &  1211.000000 &     1211.000000 \\\\\n",
      "mean  &   234.941919 &        1.148684 &     5.224608 &    -9.704753 &         225.665208 &   122.233003 &        3.697770 \\\\\n",
      "std   &    92.735189 &        2.318206 &     3.610923 &     5.513450 &          91.567689 &    32.333065 &        1.087641 \\\\\n",
      "min   &    10.605260 &        0.000000 &     0.000000 &   -34.198000 &          10.605000 &     0.000000 &        0.000000 \\\\\n",
      "25\\%   &   180.897505 &        0.089000 &     2.000000 &   -12.037500 &         173.212000 &   100.083500 &        4.000000 \\\\\n",
      "50\\%   &   229.067300 &        0.229000 &     5.000000 &    -8.238000 &         218.860000 &   119.945000 &        4.000000 \\\\\n",
      "75\\%   &   273.122810 &        0.877000 &     8.000000 &    -5.935000 &         262.313000 &   139.783000 &        4.000000 \\\\\n",
      "max   &  1400.267300 &       30.674000 &    11.000000 &    -0.558000 &        1389.592000 &   243.049000 &        7.000000 \\\\\n",
      "\\bottomrule\n",
      "\\end{tabular}\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Usuari\\AppData\\Local\\Temp\\ipykernel_26136\\287996934.py:1: FutureWarning: In future versions `DataFrame.to_latex` is expected to utilise the base implementation of `Styler.to_latex` for formatting and rendering. The arguments signature may therefore change. It is recommended instead to use `DataFrame.style.to_latex` which also contains additional functionality.\n",
      "  print(stats1.describe().to_latex())\n"
     ]
    }
   ],
   "source": [
    "print(stats1.describe().to_latex())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_corr_matrix(df):\n",
    "    corrMatrix = df.corr()\n",
    "    display(corrMatrix)\n",
    "    sns.heatmap(corrMatrix, annot = True)\n",
    "    plt.show()\n",
    "\n",
    "def drop_specific_cols(df, cols):\n",
    "    df = df.drop(cols,axis=1)\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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>duration</th>\n",
       "      <th>end_of_fade_in</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>start_of_fade_out</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>e_grammy</th>\n",
       "      <th>e_billboard</th>\n",
       "      <th>e_spotify</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>duration</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.106192</td>\n",
       "      <td>0.015323</td>\n",
       "      <td>0.342819</td>\n",
       "      <td>-0.092950</td>\n",
       "      <td>0.998205</td>\n",
       "      <td>-0.049393</td>\n",
       "      <td>0.035182</td>\n",
       "      <td>0.066303</td>\n",
       "      <td>0.135332</td>\n",
       "      <td>0.250266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>end_of_fade_in</th>\n",
       "      <td>0.106192</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.019619</td>\n",
       "      <td>-0.157216</td>\n",
       "      <td>-0.092094</td>\n",
       "      <td>0.099716</td>\n",
       "      <td>-0.001589</td>\n",
       "      <td>0.053199</td>\n",
       "      <td>0.047919</td>\n",
       "      <td>-0.026154</td>\n",
       "      <td>-0.019036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>key</th>\n",
       "      <td>0.015323</td>\n",
       "      <td>-0.019619</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.062361</td>\n",
       "      <td>-0.115559</td>\n",
       "      <td>0.015336</td>\n",
       "      <td>0.006004</td>\n",
       "      <td>0.024664</td>\n",
       "      <td>0.033990</td>\n",
       "      <td>-0.015086</td>\n",
       "      <td>0.029629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>loudness</th>\n",
       "      <td>0.342819</td>\n",
       "      <td>-0.157216</td>\n",
       "      <td>0.062361</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.006763</td>\n",
       "      <td>0.347202</td>\n",
       "      <td>0.039872</td>\n",
       "      <td>0.088894</td>\n",
       "      <td>0.061973</td>\n",
       "      <td>0.146491</td>\n",
       "      <td>0.244621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mode</th>\n",
       "      <td>-0.092950</td>\n",
       "      <td>-0.092094</td>\n",
       "      <td>-0.115559</td>\n",
       "      <td>-0.006763</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.091928</td>\n",
       "      <td>-0.029466</td>\n",
       "      <td>-0.067104</td>\n",
       "      <td>0.034835</td>\n",
       "      <td>-0.023969</td>\n",
       "      <td>-0.080153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>start_of_fade_out</th>\n",
       "      <td>0.998205</td>\n",
       "      <td>0.099716</td>\n",
       "      <td>0.015336</td>\n",
       "      <td>0.347202</td>\n",
       "      <td>-0.091928</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.048022</td>\n",
       "      <td>0.032571</td>\n",
       "      <td>0.063927</td>\n",
       "      <td>0.135478</td>\n",
       "      <td>0.249383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tempo</th>\n",
       "      <td>-0.049393</td>\n",
       "      <td>-0.001589</td>\n",
       "      <td>0.006004</td>\n",
       "      <td>0.039872</td>\n",
       "      <td>-0.029466</td>\n",
       "      <td>-0.048022</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.027581</td>\n",
       "      <td>-0.008269</td>\n",
       "      <td>0.035371</td>\n",
       "      <td>0.031054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time_signature</th>\n",
       "      <td>0.035182</td>\n",
       "      <td>0.053199</td>\n",
       "      <td>0.024664</td>\n",
       "      <td>0.088894</td>\n",
       "      <td>-0.067104</td>\n",
       "      <td>0.032571</td>\n",
       "      <td>0.027581</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.026546</td>\n",
       "      <td>0.027035</td>\n",
       "      <td>0.065230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e_grammy</th>\n",
       "      <td>0.066303</td>\n",
       "      <td>0.047919</td>\n",
       "      <td>0.033990</td>\n",
       "      <td>0.061973</td>\n",
       "      <td>0.034835</td>\n",
       "      <td>0.063927</td>\n",
       "      <td>-0.008269</td>\n",
       "      <td>0.026546</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.255549</td>\n",
       "      <td>0.179131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e_billboard</th>\n",
       "      <td>0.135332</td>\n",
       "      <td>-0.026154</td>\n",
       "      <td>-0.015086</td>\n",
       "      <td>0.146491</td>\n",
       "      <td>-0.023969</td>\n",
       "      <td>0.135478</td>\n",
       "      <td>0.035371</td>\n",
       "      <td>0.027035</td>\n",
       "      <td>0.255549</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.383329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e_spotify</th>\n",
       "      <td>0.250266</td>\n",
       "      <td>-0.019036</td>\n",
       "      <td>0.029629</td>\n",
       "      <td>0.244621</td>\n",
       "      <td>-0.080153</td>\n",
       "      <td>0.249383</td>\n",
       "      <td>0.031054</td>\n",
       "      <td>0.065230</td>\n",
       "      <td>0.179131</td>\n",
       "      <td>0.383329</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   duration  end_of_fade_in       key  loudness      mode  \\\n",
       "duration           1.000000        0.106192  0.015323  0.342819 -0.092950   \n",
       "end_of_fade_in     0.106192        1.000000 -0.019619 -0.157216 -0.092094   \n",
       "key                0.015323       -0.019619  1.000000  0.062361 -0.115559   \n",
       "loudness           0.342819       -0.157216  0.062361  1.000000 -0.006763   \n",
       "mode              -0.092950       -0.092094 -0.115559 -0.006763  1.000000   \n",
       "start_of_fade_out  0.998205        0.099716  0.015336  0.347202 -0.091928   \n",
       "tempo             -0.049393       -0.001589  0.006004  0.039872 -0.029466   \n",
       "time_signature     0.035182        0.053199  0.024664  0.088894 -0.067104   \n",
       "e_grammy           0.066303        0.047919  0.033990  0.061973  0.034835   \n",
       "e_billboard        0.135332       -0.026154 -0.015086  0.146491 -0.023969   \n",
       "e_spotify          0.250266       -0.019036  0.029629  0.244621 -0.080153   \n",
       "\n",
       "                   start_of_fade_out     tempo  time_signature  e_grammy  \\\n",
       "duration                    0.998205 -0.049393        0.035182  0.066303   \n",
       "end_of_fade_in              0.099716 -0.001589        0.053199  0.047919   \n",
       "key                         0.015336  0.006004        0.024664  0.033990   \n",
       "loudness                    0.347202  0.039872        0.088894  0.061973   \n",
       "mode                       -0.091928 -0.029466       -0.067104  0.034835   \n",
       "start_of_fade_out           1.000000 -0.048022        0.032571  0.063927   \n",
       "tempo                      -0.048022  1.000000        0.027581 -0.008269   \n",
       "time_signature              0.032571  0.027581        1.000000  0.026546   \n",
       "e_grammy                    0.063927 -0.008269        0.026546  1.000000   \n",
       "e_billboard                 0.135478  0.035371        0.027035  0.255549   \n",
       "e_spotify                   0.249383  0.031054        0.065230  0.179131   \n",
       "\n",
       "                   e_billboard  e_spotify  \n",
       "duration              0.135332   0.250266  \n",
       "end_of_fade_in       -0.026154  -0.019036  \n",
       "key                  -0.015086   0.029629  \n",
       "loudness              0.146491   0.244621  \n",
       "mode                 -0.023969  -0.080153  \n",
       "start_of_fade_out     0.135478   0.249383  \n",
       "tempo                 0.035371   0.031054  \n",
       "time_signature        0.027035   0.065230  \n",
       "e_grammy              0.255549   0.179131  \n",
       "e_billboard           1.000000   0.383329  \n",
       "e_spotify             0.383329   1.000000  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_corr_matrix(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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>duration</th>\n",
       "      <th>end_of_fade_in</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>start_of_fade_out</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>e_grammy</th>\n",
       "      <th>e_billboard</th>\n",
       "      <th>e_spotify</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>duration</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.241463</td>\n",
       "      <td>0.158346</td>\n",
       "      <td>0.539455</td>\n",
       "      <td>-0.261152</td>\n",
       "      <td>0.998438</td>\n",
       "      <td>-0.052349</td>\n",
       "      <td>0.132342</td>\n",
       "      <td>0.225049</td>\n",
       "      <td>0.185997</td>\n",
       "      <td>0.493562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>end_of_fade_in</th>\n",
       "      <td>0.241463</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.104252</td>\n",
       "      <td>-0.131953</td>\n",
       "      <td>-0.252436</td>\n",
       "      <td>0.238041</td>\n",
       "      <td>0.032554</td>\n",
       "      <td>0.213447</td>\n",
       "      <td>-0.076813</td>\n",
       "      <td>-0.074180</td>\n",
       "      <td>0.055608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>key</th>\n",
       "      <td>0.158346</td>\n",
       "      <td>0.104252</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.057354</td>\n",
       "      <td>0.030854</td>\n",
       "      <td>0.165808</td>\n",
       "      <td>-0.158530</td>\n",
       "      <td>0.010316</td>\n",
       "      <td>0.177489</td>\n",
       "      <td>-0.000891</td>\n",
       "      <td>0.159548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>loudness</th>\n",
       "      <td>0.539455</td>\n",
       "      <td>-0.131953</td>\n",
       "      <td>0.057354</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.081459</td>\n",
       "      <td>0.539384</td>\n",
       "      <td>0.071081</td>\n",
       "      <td>0.086649</td>\n",
       "      <td>0.160026</td>\n",
       "      <td>0.173427</td>\n",
       "      <td>0.396263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mode</th>\n",
       "      <td>-0.261152</td>\n",
       "      <td>-0.252436</td>\n",
       "      <td>0.030854</td>\n",
       "      <td>-0.081459</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.268848</td>\n",
       "      <td>0.159050</td>\n",
       "      <td>-0.138598</td>\n",
       "      <td>-0.065151</td>\n",
       "      <td>-0.135213</td>\n",
       "      <td>-0.043983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>start_of_fade_out</th>\n",
       "      <td>0.998438</td>\n",
       "      <td>0.238041</td>\n",
       "      <td>0.165808</td>\n",
       "      <td>0.539384</td>\n",
       "      <td>-0.268848</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.067625</td>\n",
       "      <td>0.132499</td>\n",
       "      <td>0.222114</td>\n",
       "      <td>0.184984</td>\n",
       "      <td>0.488222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tempo</th>\n",
       "      <td>-0.052349</td>\n",
       "      <td>0.032554</td>\n",
       "      <td>-0.158530</td>\n",
       "      <td>0.071081</td>\n",
       "      <td>0.159050</td>\n",
       "      <td>-0.067625</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.194492</td>\n",
       "      <td>-0.022987</td>\n",
       "      <td>-0.022661</td>\n",
       "      <td>-0.128062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time_signature</th>\n",
       "      <td>0.132342</td>\n",
       "      <td>0.213447</td>\n",
       "      <td>0.010316</td>\n",
       "      <td>0.086649</td>\n",
       "      <td>-0.138598</td>\n",
       "      <td>0.132499</td>\n",
       "      <td>0.194492</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.009492</td>\n",
       "      <td>0.114792</td>\n",
       "      <td>0.113178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e_grammy</th>\n",
       "      <td>0.225049</td>\n",
       "      <td>-0.076813</td>\n",
       "      <td>0.177489</td>\n",
       "      <td>0.160026</td>\n",
       "      <td>-0.065151</td>\n",
       "      <td>0.222114</td>\n",
       "      <td>-0.022987</td>\n",
       "      <td>0.009492</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.318357</td>\n",
       "      <td>0.275092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e_billboard</th>\n",
       "      <td>0.185997</td>\n",
       "      <td>-0.074180</td>\n",
       "      <td>-0.000891</td>\n",
       "      <td>0.173427</td>\n",
       "      <td>-0.135213</td>\n",
       "      <td>0.184984</td>\n",
       "      <td>-0.022661</td>\n",
       "      <td>0.114792</td>\n",
       "      <td>0.318357</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.351040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e_spotify</th>\n",
       "      <td>0.493562</td>\n",
       "      <td>0.055608</td>\n",
       "      <td>0.159548</td>\n",
       "      <td>0.396263</td>\n",
       "      <td>-0.043983</td>\n",
       "      <td>0.488222</td>\n",
       "      <td>-0.128062</td>\n",
       "      <td>0.113178</td>\n",
       "      <td>0.275092</td>\n",
       "      <td>0.351040</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   duration  end_of_fade_in       key  loudness      mode  \\\n",
       "duration           1.000000        0.241463  0.158346  0.539455 -0.261152   \n",
       "end_of_fade_in     0.241463        1.000000  0.104252 -0.131953 -0.252436   \n",
       "key                0.158346        0.104252  1.000000  0.057354  0.030854   \n",
       "loudness           0.539455       -0.131953  0.057354  1.000000 -0.081459   \n",
       "mode              -0.261152       -0.252436  0.030854 -0.081459  1.000000   \n",
       "start_of_fade_out  0.998438        0.238041  0.165808  0.539384 -0.268848   \n",
       "tempo             -0.052349        0.032554 -0.158530  0.071081  0.159050   \n",
       "time_signature     0.132342        0.213447  0.010316  0.086649 -0.138598   \n",
       "e_grammy           0.225049       -0.076813  0.177489  0.160026 -0.065151   \n",
       "e_billboard        0.185997       -0.074180 -0.000891  0.173427 -0.135213   \n",
       "e_spotify          0.493562        0.055608  0.159548  0.396263 -0.043983   \n",
       "\n",
       "                   start_of_fade_out     tempo  time_signature  e_grammy  \\\n",
       "duration                    0.998438 -0.052349        0.132342  0.225049   \n",
       "end_of_fade_in              0.238041  0.032554        0.213447 -0.076813   \n",
       "key                         0.165808 -0.158530        0.010316  0.177489   \n",
       "loudness                    0.539384  0.071081        0.086649  0.160026   \n",
       "mode                       -0.268848  0.159050       -0.138598 -0.065151   \n",
       "start_of_fade_out           1.000000 -0.067625        0.132499  0.222114   \n",
       "tempo                      -0.067625  1.000000        0.194492 -0.022987   \n",
       "time_signature              0.132499  0.194492        1.000000  0.009492   \n",
       "e_grammy                    0.222114 -0.022987        0.009492  1.000000   \n",
       "e_billboard                 0.184984 -0.022661        0.114792  0.318357   \n",
       "e_spotify                   0.488222 -0.128062        0.113178  0.275092   \n",
       "\n",
       "                   e_billboard  e_spotify  \n",
       "duration              0.185997   0.493562  \n",
       "end_of_fade_in       -0.074180   0.055608  \n",
       "key                  -0.000891   0.159548  \n",
       "loudness              0.173427   0.396263  \n",
       "mode                 -0.135213  -0.043983  \n",
       "start_of_fade_out     0.184984   0.488222  \n",
       "tempo                -0.022661  -0.128062  \n",
       "time_signature        0.114792   0.113178  \n",
       "e_grammy              0.318357   0.275092  \n",
       "e_billboard           1.000000   0.351040  \n",
       "e_spotify             0.351040   1.000000  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_corr_matrix(df[df['artist_name'] == 'Michael Jackson'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>duration</th>\n",
       "      <th>end_of_fade_in</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>start_of_fade_out</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>e_grammy</th>\n",
       "      <th>e_billboard</th>\n",
       "      <th>e_spotify</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>duration</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.076533</td>\n",
       "      <td>0.144493</td>\n",
       "      <td>0.604935</td>\n",
       "      <td>-0.128756</td>\n",
       "      <td>0.996188</td>\n",
       "      <td>0.180364</td>\n",
       "      <td>0.139164</td>\n",
       "      <td>0.035038</td>\n",
       "      <td>0.149779</td>\n",
       "      <td>0.326155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>end_of_fade_in</th>\n",
       "      <td>0.076533</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.072979</td>\n",
       "      <td>-0.109828</td>\n",
       "      <td>-0.238958</td>\n",
       "      <td>0.086591</td>\n",
       "      <td>0.062882</td>\n",
       "      <td>-0.096578</td>\n",
       "      <td>-0.064722</td>\n",
       "      <td>0.057285</td>\n",
       "      <td>-0.084778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>key</th>\n",
       "      <td>0.144493</td>\n",
       "      <td>0.072979</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.006244</td>\n",
       "      <td>-0.284392</td>\n",
       "      <td>0.130553</td>\n",
       "      <td>-0.108454</td>\n",
       "      <td>0.004322</td>\n",
       "      <td>0.118907</td>\n",
       "      <td>-0.037210</td>\n",
       "      <td>0.017356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>loudness</th>\n",
       "      <td>0.604935</td>\n",
       "      <td>-0.109828</td>\n",
       "      <td>0.006244</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.016033</td>\n",
       "      <td>0.605711</td>\n",
       "      <td>0.168347</td>\n",
       "      <td>0.218497</td>\n",
       "      <td>-0.040662</td>\n",
       "      <td>0.001739</td>\n",
       "      <td>0.262252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mode</th>\n",
       "      <td>-0.128756</td>\n",
       "      <td>-0.238958</td>\n",
       "      <td>-0.284392</td>\n",
       "      <td>0.016033</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.123783</td>\n",
       "      <td>-0.076481</td>\n",
       "      <td>0.151140</td>\n",
       "      <td>0.176188</td>\n",
       "      <td>-0.023399</td>\n",
       "      <td>-0.033542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>start_of_fade_out</th>\n",
       "      <td>0.996188</td>\n",
       "      <td>0.086591</td>\n",
       "      <td>0.130553</td>\n",
       "      <td>0.605711</td>\n",
       "      <td>-0.123783</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.193158</td>\n",
       "      <td>0.147190</td>\n",
       "      <td>0.032477</td>\n",
       "      <td>0.146974</td>\n",
       "      <td>0.336815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tempo</th>\n",
       "      <td>0.180364</td>\n",
       "      <td>0.062882</td>\n",
       "      <td>-0.108454</td>\n",
       "      <td>0.168347</td>\n",
       "      <td>-0.076481</td>\n",
       "      <td>0.193158</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.104325</td>\n",
       "      <td>-0.102587</td>\n",
       "      <td>0.212773</td>\n",
       "      <td>0.212017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>time_signature</th>\n",
       "      <td>0.139164</td>\n",
       "      <td>-0.096578</td>\n",
       "      <td>0.004322</td>\n",
       "      <td>0.218497</td>\n",
       "      <td>0.151140</td>\n",
       "      <td>0.147190</td>\n",
       "      <td>0.104325</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.033723</td>\n",
       "      <td>-0.116855</td>\n",
       "      <td>-0.000591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e_grammy</th>\n",
       "      <td>0.035038</td>\n",
       "      <td>-0.064722</td>\n",
       "      <td>0.118907</td>\n",
       "      <td>-0.040662</td>\n",
       "      <td>0.176188</td>\n",
       "      <td>0.032477</td>\n",
       "      <td>-0.102587</td>\n",
       "      <td>0.033723</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>0.165783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e_billboard</th>\n",
       "      <td>0.149779</td>\n",
       "      <td>0.057285</td>\n",
       "      <td>-0.037210</td>\n",
       "      <td>0.001739</td>\n",
       "      <td>-0.023399</td>\n",
       "      <td>0.146974</td>\n",
       "      <td>0.212773</td>\n",
       "      <td>-0.116855</td>\n",
       "      <td>0.422577</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.243580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>e_spotify</th>\n",
       "      <td>0.326155</td>\n",
       "      <td>-0.084778</td>\n",
       "      <td>0.017356</td>\n",
       "      <td>0.262252</td>\n",
       "      <td>-0.033542</td>\n",
       "      <td>0.336815</td>\n",
       "      <td>0.212017</td>\n",
       "      <td>-0.000591</td>\n",
       "      <td>0.165783</td>\n",
       "      <td>0.243580</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   duration  end_of_fade_in       key  loudness      mode  \\\n",
       "duration           1.000000        0.076533  0.144493  0.604935 -0.128756   \n",
       "end_of_fade_in     0.076533        1.000000  0.072979 -0.109828 -0.238958   \n",
       "key                0.144493        0.072979  1.000000  0.006244 -0.284392   \n",
       "loudness           0.604935       -0.109828  0.006244  1.000000  0.016033   \n",
       "mode              -0.128756       -0.238958 -0.284392  0.016033  1.000000   \n",
       "start_of_fade_out  0.996188        0.086591  0.130553  0.605711 -0.123783   \n",
       "tempo              0.180364        0.062882 -0.108454  0.168347 -0.076481   \n",
       "time_signature     0.139164       -0.096578  0.004322  0.218497  0.151140   \n",
       "e_grammy           0.035038       -0.064722  0.118907 -0.040662  0.176188   \n",
       "e_billboard        0.149779        0.057285 -0.037210  0.001739 -0.023399   \n",
       "e_spotify          0.326155       -0.084778  0.017356  0.262252 -0.033542   \n",
       "\n",
       "                   start_of_fade_out     tempo  time_signature  e_grammy  \\\n",
       "duration                    0.996188  0.180364        0.139164  0.035038   \n",
       "end_of_fade_in              0.086591  0.062882       -0.096578 -0.064722   \n",
       "key                         0.130553 -0.108454        0.004322  0.118907   \n",
       "loudness                    0.605711  0.168347        0.218497 -0.040662   \n",
       "mode                       -0.123783 -0.076481        0.151140  0.176188   \n",
       "start_of_fade_out           1.000000  0.193158        0.147190  0.032477   \n",
       "tempo                       0.193158  1.000000        0.104325 -0.102587   \n",
       "time_signature              0.147190  0.104325        1.000000  0.033723   \n",
       "e_grammy                    0.032477 -0.102587        0.033723  1.000000   \n",
       "e_billboard                 0.146974  0.212773       -0.116855  0.422577   \n",
       "e_spotify                   0.336815  0.212017       -0.000591  0.165783   \n",
       "\n",
       "                   e_billboard  e_spotify  \n",
       "duration              0.149779   0.326155  \n",
       "end_of_fade_in        0.057285  -0.084778  \n",
       "key                  -0.037210   0.017356  \n",
       "loudness              0.001739   0.262252  \n",
       "mode                 -0.023399  -0.033542  \n",
       "start_of_fade_out     0.146974   0.336815  \n",
       "tempo                 0.212773   0.212017  \n",
       "time_signature       -0.116855  -0.000591  \n",
       "e_grammy              0.422577   0.165783  \n",
       "e_billboard           1.000000   0.243580  \n",
       "e_spotify             0.243580   1.000000  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_corr_matrix(df[df['artist_name'] == 'Eminem'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#draw all the 7 boxplots we require for each column\n",
    "def drawBoxPlotsByColumn(df, colName, successType):\n",
    "    print('Global boxplot by',colName)\n",
    "    sns.boxplot(y = df[colName])\n",
    "    plt.show()\n",
    "    if 'e_grammy' in successType:\n",
    "        print('Boxplot grouped by grammy success')\n",
    "        sns.boxplot(x = 'e_grammy', y = colName, data = df[[colName, 'e_grammy']] )\n",
    "        plt.show()\n",
    "    if 'e_billboard' in successType:\n",
    "        print('Boxplot grouped by billboard success')\n",
    "        sns.boxplot(x = 'e_billboard', y = colName, data = df[[colName, 'e_billboard']] )\n",
    "        plt.show()\n",
    "    if 'e_spotify' in successType:\n",
    "        print('Boxplot grouped by spotify success')\n",
    "        sns.boxplot(x = 'e_spotify', y = colName, data = df[[colName, 'e_spotify']] )\n",
    "        plt.show()\n",
    "    \n",
    "def drawBoxPlotsNoOutlierByColumn(df,colName):\n",
    "    print('Global boxplot by',colName)\n",
    "    ax = sns.boxplot(y = df[colName], fliersize=0)\n",
    "    plt.show()\n",
    "    print('Boxplot grouped by grammy success')\n",
    "    sns.boxplot(x = 'e_grammy', y = colName, data = df[[colName, 'e_grammy']], fliersize=0)\n",
    "    plt.show()\n",
    "    print('Boxplot grouped by billboard success')\n",
    "    sns.boxplot(x = 'e_billboard', y = colName, data = df[[colName, 'e_billboard']], fliersize=0)\n",
    "    plt.show()\n",
    "    print('Boxplot grouped by spotify success')\n",
    "    sns.boxplot(x = 'e_spotify', y = colName, data = df[[colName, 'e_spotify']], fliersize=0)\n",
    "    plt.show()\n",
    "\n",
    "def drawAllBoxPlots(df, successType):\n",
    "    columns = df.columns[:-5]\n",
    "    for col in columns:\n",
    "        drawBoxPlotsByColumn(df, col, successType)\n",
    "    \n",
    "def drawAllBoxPlotsNoOutlier(df):\n",
    "    columns = df.columns[:-5]\n",
    "    for col in columns:\n",
    "        drawBoxPlotsNoOutlierByColumn(df, col)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>Michael Jackson"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "mickey_df = df[df['artist_name'] == 'Michael Jackson']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by duration\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by grammy success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by end_of_fade_in\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by grammy success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by key\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by grammy success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by loudness\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by grammy success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by mode\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by grammy success\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEGCAYAAABo25JHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAAR5ElEQVR4nO3df5Bd9X3e8fcjycKqHXBiyZSuJES6ch2N4wl0TWg8mXjG6YxgWpQmTosmxIHg6I8EVTNOO8Wpgz1kTMZJpilWcByVMHZsxxi7Jd1MlSGtg+vJD4gEOMQC0+zIAbSmReGXwYBA6NM/7pV9vborNpbOnpW+79fMztxzzlf3Pmgu++ic7/mRqkKS1K5lfQeQJPXLIpCkxlkEktQ4i0CSGmcRSFLjVvQd4O9r9erVtWHDhr5jSNIp5e677/67qlozbtspVwQbNmxg7969fceQpFNKkofm2+ahIUlqnEUgSY2zCCSpcRaBJDXOIpCkxnVWBEluTvJYki/Psz1JPpxkJsl9SS7oKoskaX5d7hF8DNh8nO0XAxuHP9uA3+4wiyRpHp1dR1BVX0yy4ThDtgC/V4P7YN+Z5HVJzqmqR7vKBPDud7+bRx/t9CNe0aFDhzhy5EivGZaSZcuWccYZZ/Qdg3POOYebbrqp7xi927lzJzMzM71mmJ2dBWBiYqLXHACTk5Ns37697xid6vOCsgngkZHlA8N1x/yWTrKNwV4D69evP6EPfeqpp3j2G8/B8h7/048cAZ8D8U0v1xFeeuHFnkMc5qmnnuo3g77p+eef7ztCU06JK4urahewC2BqauqEfoNOTEzwfw+t4Pk3XXJSsun0sOoru5mYOLvvGEvCUvjX744dOwC44YYbek7Shj7PGpoF1o0srx2ukyQtoj6LYBp41/DsoYuAp7ueH5AkHauzQ0NJPg28HVid5ADwfuBVAFX1UWA3cAkwAzwHXNlVFknS/Lo8a2jrK2wv4Be6+nxJ0sJ4ZbEkNc4ikKTGWQSS1DiLQJIaZxFIUuMsAklqnEUgSY2zCCSpcRaBJDXOIpCkxlkEktQ4i0CSGmcRSFLjLAJJapxFIEmNswgkqXEWgSQ1ziKQpMZZBJLUOItAkhpnEUhS4ywCSWqcRSBJjbMIJKlxFoEkNc4ikKTGWQSS1DiLQJIaZxFIUuMsAklqnEUgSY3rtAiSbE7yYJKZJNeM2b4+yR1J7k1yX5JLuswjSTpWZ0WQZDlwI3AxsAnYmmTTnGHvA26tqvOBy4CPdJVHkjRel3sEFwIzVbW/ql4EbgG2zBlTwJnD12cBX+swjyRpjC6LYAJ4ZGT5wHDdqA8Alyc5AOwGto97oyTbkuxNsvfgwYNdZJWkZvU9WbwV+FhVrQUuAT6R5JhMVbWrqqaqamrNmjWLHlKSTmddFsEssG5kee1w3airgFsBquovgFcDqzvMJEmao8si2ANsTHJekpUMJoOn54x5GHgHQJLvY1AEHvuRpEXUWRFU1WHgauB24AEGZwftS3JdkkuHw34R+LkkfwV8GriiqqqrTJKkY63o8s2rajeDSeDRddeOvL4feFuXGSRJx9f3ZLEkqWcWgSQ1ziKQpMZ1OkcgaeF27tzJzMxM3zGWhKN/Dzt27Og5ydIwOTnJ9u1jr7c9KSwCaYmYmZnhb/bdy/rXvtx3lN6tfGlwsOLQQ3t7TtK/h59d3vlnWATSErL+tS/zSxd8ve8YWkKuv+fMVx50gpwjkKTGWQSS1DiLQJIaZxFIUuMsAklqnEUgSY2zCCSpcRaBJDXOIpCkxlkEktQ4i0CSGmcRSFLjLAJJapxFIEmNswgkqXEWgSQ1ziKQpMZZBJLUOItAkhpnEUhS4ywCSWqcRSBJjbMIJKlxFoEkNa7TIkiyOcmDSWaSXDPPmH+d5P4k+5L8fpd5JEnHWtHVGydZDtwI/HPgALAnyXRV3T8yZiPwXuBtVfVkkjd0lUeSNF6XewQXAjNVtb+qXgRuAbbMGfNzwI1V9SRAVT3WYR5J0hhdFsEE8MjI8oHhulFvBN6Y5M+S3Jlk87g3SrItyd4kew8ePNhRXElqU9+TxSuAjcDbga3Af0nyurmDqmpXVU1V1dSaNWsWN6Eknea6LIJZYN3I8trhulEHgOmqeqmqvgr8HwbFIElaJF0WwR5gY5LzkqwELgOm54z5AwZ7AyRZzeBQ0f4OM0mS5uisCKrqMHA1cDvwAHBrVe1Lcl2SS4fDbgceT3I/cAfw76vq8a4ySZKO1dnpowBVtRvYPWfdtSOvC3jP8EeS1IO+J4slST2zCCSpcRaBJDVuQUWQgcuTXDtcXp/kwm6jSZIWw0L3CD4C/DMGF30BPMPgPkKSpFPcQs8a+sGquiDJvQDDG8St7DCXJGmRLHSP4KXh3UQLIMka4EhnqSRJi2ahRfBh4DbgDUk+CPwpcH1nqSRJi2ZBh4aq6lNJ7gbeAQT4sap6oNNkkqRFcdwiSPI9I4uPAZ8e3VZVT3QVTJK0OF5pj+BuBvMCAdYDTw5fvw54GDivy3CSpO4dd46gqs6rqu8F/hfwL6tqdVW9HvgXwB8vRkBJUrcWOll80fAGcgBU1R8BP9RNJEnSYlrodQRfS/I+4JPD5Z8CvtZNJKlNs7OzfOOZ5Vx/z5l9R9ES8tAzy3nN7Nxnep1cC90j2AqsYXAK6W3AG/jWVcaSpFPYQk8ffQLYkeS7Bov1bLexpPZMTExw6PCj/NIFX+87ipaQ6+85kzMmJjr9jIXedO77h7eX+DKwL8ndSd7caTJJ0qJY6KGh3wHeU1XnVtW5wC8Cu7qLJUlaLAstgtdU1R1HF6rqC8BrOkkkSVpUCz1raH+SXwY+MVy+HNjfTSRJ0mJa6B7BzzI4a+i/Dn9WA1d2FUqStHgWWgT/GFg3HL+Swc3nvthVKEnS4lnooaFPAf+OwVlDPodAkk4jCy2Cg1X1h50mkST1YqFF8P4kNwGfBw4dXVlV/62TVJKkRbPQIrgSeBPwKr51aKgAi0CSTnELLYK3VtU/6TSJJKkXCz1r6M+TbOo0iSSpFwvdI7gI+FKSrzKYIwiDm8+9pbNkkqRFsdAi2NxpCklSbxZ6G+qHug4iSerHQucIviNJNid5MMlMkmuOM+4nklSSqS7zSJKO1VkRJFkO3AhcDGwCto6bcB4+7GYHcFdXWSRJ8+tyj+BCYKaq9lfVi8AtwJYx434F+BDwQodZJEnz6LIIJoBHRpYPDNd9U5ILgHVV9T+O90ZJtiXZm2TvwYMHT35SSWpYp3MEx5NkGfCfGDzt7LiqaldVTVXV1Jo1a7oPJ0kN6bIIZhncuvqotcN1R30X8GbgC0n+lsG1CtNOGEvS4uqyCPYAG5Ocl2QlcBkwfXRjVT1dVaurakNVbQDuBC6tqr0dZpIkzdFZEVTVYeBq4HbgAeDWqtqX5Lokl3b1uZKkv5+FXln8Hamq3cDuOeuunWfs27vMIkkar7fJYknS0mARSFLjLAJJapxFIEmNswgkqXEWgSQ1ziKQpMZZBJLUOItAkhpnEUhS4ywCSWqcRSBJjbMIJKlxFoEkNc4ikKTGWQSS1DiLQJIaZxFIUuMsAklqnEUgSY2zCCSpcRaBJDVuRd8BJH3Lw88u5/p7zuw7Ru/+33ODf6Oe/Q+O9Jykfw8/u5yNHX+GRSAtEZOTk31HWDJenJkB4Ixz/TvZSPffDYtAWiK2b9/ed4QlY8eOHQDccMMNPSdpg3MEktQ4i0CSGmcRSFLjLAJJapxFIEmN67QIkmxO8mCSmSTXjNn+niT3J7kvyeeTnNtlHknSsTorgiTLgRuBi4FNwNYkm+YMuxeYqqq3AJ8Dfq2rPJKk8brcI7gQmKmq/VX1InALsGV0QFXdUVXPDRfvBNZ2mEeSNEaXRTABPDKyfGC4bj5XAX80bkOSbUn2Jtl78ODBkxhRkrQkJouTXA5MAb8+bntV7aqqqaqaWrNmzeKGk6TTXJe3mJgF1o0srx2u+zZJfhT4j8CPVNWhDvNIksboco9gD7AxyXlJVgKXAdOjA5KcD/wOcGlVPdZhFknSPDorgqo6DFwN3A48ANxaVfuSXJfk0uGwXwdeC3w2yZeSTM/zdpKkjnR699Gq2g3snrPu2pHXP9rl50uSXtmSmCyWJPXHIpCkxlkEktQ4i0CSGmcRSFLjLAJJapxFIEmNswgkqXEWgSQ1ziKQpMZZBJLUOItAkhpnEUhS4ywCSWqcRSBJjbMIJKlxFoEkNc4ikKTGWQSS1DiLQJIaZxFIUuMsAklqnEUgSY2zCCSpcRaBJDXOIpCkxlkEktQ4i0CSGmcRSFLjLAJJapxFIEmN67QIkmxO8mCSmSTXjNl+RpLPDLfflWRDl3kkScfqrAiSLAduBC4GNgFbk2yaM+wq4MmqmgR+E/hQV3kkSeOt6PC9LwRmqmo/QJJbgC3A/SNjtgAfGL7+HPBbSVJV1WEulj/3BKu+srvLjziuZS98nRx5qbfPX2pq2as48uoze82w/LkngLN7zbBU7Ny5k5mZmV4zHP38HTt29JoDYHJyku3bt/cdo1NdFsEE8MjI8gHgB+cbU1WHkzwNvB74u9FBSbYB2wDWr19/QqEmJydP6M+fDLOzh3n++ef7jrFkrFq1iomJvn8Jn70kvhsaWLVqVd8RmtJlEZw0VbUL2AUwNTV1QnsLp3uzSyfK/0fa0+Vk8SywbmR57XDd2DFJVgBnAY93mEmSNEeXRbAH2JjkvCQrgcuA6TljpoGfGb5+J/AnXc8PSJK+XWeHhobH/K8GbgeWAzdX1b4k1wF7q2oa+F3gE0lmgCcYlIUkaRF1OkdQVbuB3XPWXTvy+gXgJ7vMIEk6Pq8slqTGWQSS1DiLQJIaZxFIUuNyqp2tmeQg8FDfOU4jq5lzJbe0RPjdPLnOrao14zacckWgkyvJ3qqa6juHNJffzcXjoSFJapxFIEmNswi0q+8A0jz8bi4S5wgkqXHuEUhS4ywCSWqcRdCIJJuTPJhkJsk1Y7afkeQzw+13JdnQQ0w1JsnNSR5L8uV5tifJh4ffy/uSXLDYGVtgETQgyXLgRuBiYBOwNcmmOcOuAp6sqkngN4EPLW5KNepjwObjbL8Y2Dj82Qb89iJkao5F0IYLgZmq2l9VLwK3AFvmjNkCfHz4+nPAO5JkETOqQVX1RQbPIpnPFuD3auBO4HVJzlmcdO2wCNowATwysnxguG7smKo6DDwNvH5R0knzW8h3VyfIIpCkxlkEbZgF1o0srx2uGzsmyQrgLODxRUknzW8h312dIIugDXuAjUnOS7KSwbOhp+eMmQZ+Zvj6ncCflFcbqn/TwLuGZw9dBDxdVY/2Hep00+kzi7U0VNXhJFcDtwPLgZural+S64C9VTUN/C7wiSQzDCbvLusvsVqR5NPA24HVSQ4A7wdeBVBVH2XwzPNLgBngOeDKfpKe3rzFhCQ1zkNDktQ4i0CSGmcRSFLjLAJJapxFIEmNswik78DwojvptODpo2pGksuBfwusBO4Cfr6qXh4z7irgPwBPAX8FHKqqq5N8DHgBOB/4MwY377sBeDXwPHBlVT2Y5Argx4DXMLhr5m8MP/OngUPAJVX1RJIvAPcCPzwc+y7gvcD3A5+pqvcNr/V4oqr+8zDbB4HHquqGk/hXo8a5R6AmJPk+4N8Ab6uqHwBeBn5qzLh/BPwycBHwNuBNc4asBX6oqt4DfAX44ao6H7gWuH5k3JuBHwfeCnwQeG447i8Y/MI/6sWqmgI+Cvx34BeGf/aKJK8Hbj46PskyBhf6ffI7+1uQxnP3Vq14B/BPgT3Du2uvAh4bM+5C4H9X1RMAST4LvHFk+2dH9iLOAj6eZCNQDK+IHbqjqp4BnknyNPCHw/V/DbxlZNz0yPp9R2+fkGQ/sK6qvpTk8STnA2cD91aV94DSSWURqBUBPl5V7z3B9/nGyOtfYfAL/18Nn+j2hZFth0ZeHxlZPsK3/393aMyYueNuAq4A/iGDPQTppPLQkFrxeeCdSd4AkOR7kpw7Ztwe4EeSfPdwQvgnjvOeZ/GtO2FecTLDznEbg6d4vZXB/aKkk8oiUBOq6n7gfcAfJ7kP+J/AMU+6qqpZBsf6/5LBhPDfMnhIzzi/BvxqknvpcO96+FS5O4Bbx01uSyfKs4akOZK8tqqeHe4R3Mbgbq239ZhnGXAP8JNV9Td95dDpyz0C6VgfSPIl4MvAV4E/6CtIkk0MbsH8eUtAXXGPQM1KchdwxpzVP11Vf91HHqkvFoEkNc5DQ5LUOItAkhpnEUhS4ywCSWqcRSBJjfv/4IF4wHFu3D8AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by start_of_fade_out\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by grammy success\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEGCAYAAABhMDI9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAAZaUlEQVR4nO3df5RU5Z3n8feHBoGMUQJ0HKfBYNLMuJqdQYOOE9fZrMoJmh+YrNnoJoqOOySrQTLJGIMnO8nshsxkz0wMchKzKMbGuBrHxBUdhgz4Iwl7EpNGCOCPHHsVIx2iPY0iDgbt5rt/3KekbtN0V0lV3W7q8zqnTt/73Ofe+tKn6G8997nP8ygiMDMzKxlTdABmZjayODGYmVmOE4OZmeU4MZiZWY4Tg5mZ5YwtOoBDNXXq1JgxY0bRYZiZjSobNmz4l4hoHezYqE8MM2bMoLOzs+gwzMxGFUnPHOyYbyWZmVmOE4OZmeU4MZiZWY4Tg5mZ5Tgx2Ot6e3u56qqr6O3tLToUMyuQE4O9rqOjgy1btrBy5cqiQzGzAjkxGJC1FtasWUNEsGbNGrcazJqYE4MBWWth3759APT397vVYNbEnBgMgHXr1tHX1wdAX18fa9euLTgiMyuKE4MBcM455zB2bDYQfuzYscyZM6fgiMysKE4MBsD8+fMZMyb7OLS0tHDJJZcUHJGZFcWJwQCYMmUKc+fORRJz585lypQpRYdkZgUZ9ZPoWe3Mnz+fbdu2ubVg1uScGOx1U6ZM4frrry86DDMrmG8lmZlZjhODmZnlODGYmVmOE4OZmeU4MZiZWU5DEoOkFkkbJd2X9m+R9LSkTek1K5VL0vWSuiRtlnRKI+IzM7P9GtViWAQ8PqDs6oiYlV6bUtm5wMz0WgDc0KD4DK/HYGaZuicGSdOA9wE3VVB9HrAyMj8FJkk6tq4B2uu8HoOZQWNaDF8HPgfsG1C+JN0uuk7S+FTWBjxbVmd7KsuRtEBSp6TOnp6eesTcdLweg5mV1DUxSHo/8HxEbBhwaDFwAnAqMBm4pprrRsTyiJgdEbNbW1trE2yT83oMZlZS7xbDGcAHJW0D7gDOkvSdiNiRbhftBb4NnJbqdwPTy86flsqszrweg5mV1DUxRMTiiJgWETOAC4EHIuLjpX4DSQLOB7amU1YBl6Snk04HdkXEjnrGaBmvx2BmJUWNY7hN0hZgCzAV+HIqXw08BXQBNwJXFBNe8/F6DGZW0rDZVSPiIeChtH3WQeoEcGWjYrL9Susx3HvvvV6PwazJedpte53XYzAzcGKwMl6PwczAcyWZmdkATgxmZpbjxGBmZjlODGZmluPEYGZmOU4MZmaW48RgZmY5TgxmZpbjxGBmZjlODGZmluPEYGZmOU4MZmaW48RgZmY5TgxmZpbjxGBmZjlODGZmluPEYGZmOQ1JDJJaJG2UdF/aP17Sw5K6JH1X0hGpfHza70rHZzQiPjMz269RLYZFwONl+18FrouIduAF4PJUfjnwQiq/LtUzM7MGqntikDQNeB9wU9oXcBZwV6rSAZyftuelfdLxs1N9a4De3l6uuuoqent7iw7FzArUiBbD14HPAfvS/hTgxYjoS/vbgba03QY8C5CO70r1cyQtkNQpqbOnp6eOoTeXjo4OtmzZwsqVK4sOxcwKVNfEIOn9wPMRsaGW142I5RExOyJmt7a21vLSTau3t5c1a9YQEaxZs8atBrMmVu8WwxnAByVtA+4gu4W0FJgkaWyqMw3oTtvdwHSAdPxowH+hGqCjo4N9+7JGXX9/v1sNZk2srokhIhZHxLSImAFcCDwQER8DHgQuSNXmA/ek7VVpn3T8gYiIesZomXXr1tHXl93d6+vrY+3atQVHZGZFKWocwzXAZyR1kfUhrEjlK4ApqfwzwOcLiq/pnHnmmUPum1nzGDt8ldqIiIeAh9L2U8Bpg9T5LfCRRsVk+7lhZmYlHvlsAKxfvz63/+Mf/7igSMysaE4MBsA555xDS0sLAC0tLcyZM6fgiMysKA27lWQHt2zZMrq6ugqN4bXXXqO/vx+Affv28eSTT7Jo0aJCYmlvb2fhwoWFvLeZucVgybhx4xg7NvueMHnyZMaNG1dwRGZWFLcYRoCR8u34iiuu4JlnnmH58uVMmXLAgHMzaxJuMdjrxo0bR3t7u5OCWZNzYjAzsxwnBjMzy3FiMDOzHCcGMzPLqTgxSDq+kjIzMxvdqnlc9XvAKQPK7gLeVbtwzGykGQkDMLu7s5n529rahqlZf80wAHPYxCDpBOAk4GhJHy47dBQwoV6BmZmVvPLKK0WH0FQqaTH8AfB+YBLwgbLy3cCf1yEmMxtBRsK349L0LEuXLi04kuYwbGKIiHuAeyT9SUT8pAExmZlZgarpY1gg6YAWQkT8WQ3jMTOzglWTGO4r254AfAj4dW3DMTOzolWcGCLie+X7km4H1h+kupmZjVKHMsBtJvDWWgViZmYjQzUD3HZLeqn0E7gXuGaYcyZI+pmkX0h6VNJfp/JbJD0taVN6zUrlknS9pC5JmyUNHDdhZmZ1Vs2tpDe/gevvBc6KiJcljQPWS/qndOzqiLhrQP1zyVoiM4E/Bm5IP82azkgYWDZSlH4PRa0qONLUe5BdVQv1SPog8Kdp96GIuG+o+hERwMtpd1x6xRCnzANWpvN+KmmSpGMjYkc1cZodDrq6unjy0Y0cd2R/0aEU7ojXspsbe5/pLDiS4v3q5Za6v0fFiUHS3wKnArelokWS3h0R1w5zXguwAWgHvhERD0v6r8ASSX8F3A98PiL2Am3As2Wnb09lOwZccwGwAOC4446r9J9gNuocd2Q/157yUtFh2AjylUeOqvt7VNP5fB4wJyJujoibgblkI6KHFBH9ETELmAacJumdwGLgBLJEM5lh+ioGuebyiJgdEbNbW1urOdXMzIZR7VNJk8q2j67mxIh4EXgQmBsROyKzF/g2cFqq1g1MLzttWiozM7MGqSYx/A2wMT1R1EF2e2jJUCdIapU0KW1PBOYAT0g6NpUJOB/Ymk5ZBVySnk46Hdjl/gUzs8aq5qmk2yU9RHb7B+CaiPhN6bikkyLi0QGnHQt0pH6GMcCdEXGfpAcktQICNgGfTPVXk92y6gL2AJdV/08yM7NDUdVTSenb+6qDHL6VAes1RMRm4ORBrnPWQa4fwJXVxGRmZrVVy6U9VcNrmZlZQapqMQxjqPEJZlal7u5u/nV3S0MeT7TR45ndLfxOd32fyalli8HMzA4DtWwxvFrDa5k1vba2Nvb27fAAN8v5yiNHMb7Oa19XM4meJH08jVZG0nGSSuMPiIjT6xGgmZk1VjW3kr4J/AlwUdrfDXyj5hGZmVmhqrmV9McRcYqkjQAR8YKkI+oUl5mZFaSaFsNraaBaQDaqGdhXl6jMzKww1SSG64G7gbdKWkK2rOdX6hKVmZkVppopMW6TtAE4m2ww2/kR8XjdIjMzfvWyxzEAPLcn+w57zJt8k+JXL7cws87vMWxikDS5bPd54PbyYxGxsx6BmTW79vb2okMYMV5NK7iNf5t/JzOp/2ejkhbDBrJ+BQHHAS+k7UnAr4Dj6xWcWTOr59KNo01pSc+lS5cWHElzGLaPISKOj4i3A+uAD0TE1IiYQrZIzz/XO0AzM2usajqfT4+I1aWdiPgn4N21D8nMzIpUzTiGX0v6AvCdtP8x4Ne1D8nMzIpUTYvhIqCV7JHVu4G3sn8UtJmZHSaqeVx1J7CojrGYmdkIUHFiSCOdPwecBEwolR9sNTYzMxudquljuA34LtnTSJ8E5gM99QjKzEaOZcuW0ZXGERSl9P6lx1aL1N7eftg/SlxNH8OUiFgBvBYRP4yIPwPcWjCzups4cSITJ04sOoymUU2L4bX0c4ek95E9kTR5iPpImgD8CBif3uuuiPiipOOBO4ApZAPoLo6IVyWNB1YC7wJ6gY9GxLYqYjSzGjvcvx3bgappMXxZ0tHAZ4G/BG4C/mKYc/YCZ0XEHwGzgLmSTge+ClwXEe1kI6kvT/UvB15I5delemZm1kDDJgZJpT/OEyNiV0RsjYj/EBHviohVQ50bmZfT7rj0CrJbUHel8g7g/LQ9L+2Tjp8tSRX/a8zM7JBV0mI4L/1xXvxG3kBSi6RNZBPwrQX+H/BiRPSlKtuB0gKmbcCzAOn4LrLbTQOvuUBSp6TOnh73f5uZ1VIliWEN2e2eP5T0Utlrt6RhVymPiP6ImAVMA04DTjikiLNrLo+I2RExu7W19VAvZ2ZmZSqZRO/qiJgE/GNEHFX2enNEVDxRfES8CDxItm70JEmlju9pQHfa7gamA6TjR5N1QpuZWYNU3PkcEfOGOi7pJ4OUtUqalLYnAnOAx8kSxAWp2nzgnrS9Ku2Tjj8QEVFpjGZmduiqeVx1OBMGKTsW6EhrRY8B7oyI+yQ9Btwh6cvARmBFqr8CuFVSF7ATuLCG8ZmZWQVqmRgO+GYfEZuBkwcpf4qsv2Fg+W+Bj9QwJjMzq1I14xjMzKwJVDKOYXyF1/J4AzOzw0AlLYafAEi6dZh6Fx96OGZmVrRK+hiOkPSfgXdL+vDAgxHx/fRza62DMzOzxqskMXySbBnPScAHBhwL4Ps1jsnMzAo0bGKIiPXAekmdadptMzM7jFXzuOqtkq4C/jTt/xD4VkS8NsQ5ZmY2ylSTGL5JNjvqN9P+xcANwH+pdVBmZlacahLDqWldhZIHJP2i1gGZmVmxqhng1i/pHaUdSW8H+msfkpmZFamaFsPVwIOSniIbzPY24LK6RGVmZoWpODFExP2SZgJ/kIp+GRF7S8clzYmItbUO0MzMGquqSfRSIth8kMNfJVuhbVRZtmwZXV1dRYcxIpR+D4sWLSo4kpGhvb2dhQsXFh2GWcPVcnbVUTlXUldXF5u2Pk7/myYXHUrhxryaTZC74annCo6keC17dhYdgllh6jrt9mjR/6bJvHLCeUWHYSPIxCdWFx2CWWE87baZmeVUnBgGm357QNm2WgRkZmbFqqbFcMCazuVlEXHAzKtmZjb6DNvHIOl3gTZgoqST2d/JfBTwpjrGZmZmBaik8/m9wKXANODv2Z8YXgKuHepESdOBlcAxZJ3TyyNiqaQvAX8O9KSq10bE6nTOYuByslHVV0XED6r495iZ2SGqZNrtjrR620URcVuV1+8DPhsRj0h6M7BBUmmsw3UR8XfllSWdCFwInAT8HrBO0u9HhKfeMDNrkIr6GCJiH/AX1V48InZExCNpezfwONltqYOZB9wREXsj4mmgCzit2vc1M7M3rprO53WS/lLSdEmTS69KT5Y0AzgZeDgVfUrSZkk3S3pLKmsDni07bTuDJBJJCyR1Surs6ekZeNjMzA5BNYnho8CVwI+ADenVWcmJko4Evgd8OiJeIlvH4R3ALGAHWd9FxSJieUTMjojZra2t1ZxqZmbDqGYSvePfyBtIGkeWFG6LiO+naz1XdvxG4L602w1MLzt9WiozM7MGqWpKDEnvBE4EJpTKImLlEPUFrAAej4ivlZUfGxE70u6HgK1pexXwvyV9jazzeSbws2piNDOzQ1NxYpD0ReA9ZIlhNXAusJ7scdSDOYNsCdAtkjalsmuBiyTNInuEdRvwCYCIeFTSncBjZE80XeknkszMGquaFsMFwB8BGyPiMknHAN8Z6oSIWM/gs64edIayiFgCLKkiLjMzq6FqOp9fSY+t9kk6CniefH+AmZkdBqppMXRKmgTcSPZE0ssMPn+SmZmNYtU8lXRF2vyWpDXAURFxsNXczMxslKpm2u37S9sRsS0iNpeXmZnZ4aGS2VUnkM2iOjWNUC6fXXWo6S3MzGwUquRW0ieAT5ONK9hAlhgC2A0sq1tkZmZWiGFvJUXE0jTqeQkwK21/G3gKdz6bmR12qnlc9YKIeEnSvwPOAm4im/PIzMwOI9UkhtII5PcBN0bEPwJH1D4kMzMrUjWJoVvS/yKbZXW1pPFVnm9mZqNANX/Y/xPwA+C9EfEiMBm4uh5BmZlZcaoZ4LYH+H7Z/g6ytRTMzOww4ltBZmaW48RgZmY5TgxmZpZT1Qpuh6Pu7m5a9uxi4hMHXSLCmlDLnl66u/uKDsOsEG4xmJlZTtO3GNra2vjN3rG8csJ5RYdiI8jEJ1bT1nZM0WGYFcItBjMzy6lrYpA0XdKDkh6T9KikRal8sqS1kp5MP9+SyiXpekldkjZLOqWe8ZmZ2YHq3WLoAz4bEScCpwNXSjoR+Dxwf0TMBO5P+wDnAjPTawGepM/MrOHqmhgiYkdEPJK2dwOPky3uMw/oSNU6gPPT9jxgZWR+CkySdGw9YzQzs7yG9TFImgGcDDwMHJOm1AD4DVDq5WsDni07bTuDrBInaYGkTkmdPT099QvazKwJNSQxSDoS+B7w6Yh4qfxYRATZinAVi4jlETE7Ima3trbWMFIzM6t7YpA0jiwp3BYRpUn4nivdIko/n0/l3cD0stOnpTIzM2uQej+VJGAF8HhEfK3s0CpgftqeD9xTVn5JejrpdGBX2S0nMzNrgHoPcDsDuBjYImlTKrsW+FvgTkmXA8+QrfUAsBo4D+gC9gCX1Tk+MzMboK6JISLWAzrI4bMHqR/AlfWMyczMhuaRz2ZmluPEYGZmOU4MZmaW0/SzqwK07Nnp9RiAMb/Nhpjsm3BUwZEUr2XPTvaPuzRrLk2fGNrb24sOYcTo6toNQPvb/QcRjvFnw5pW0yeGhQsXFh3CiLFo0SIAli5dWnAkZlYk9zGYmVmOE4OZmeU4MZiZWY4Tg5mZ5TgxmJlZjhODmZnlODGYmVmOE4OZmeU4MZiZWY4Tg5mZ5TgxmJlZjhODmZnlODGYmVlOXRODpJslPS9pa1nZlyR1S9qUXueVHVssqUvSLyW9t56xmZnZ4OrdYrgFmDtI+XURMSu9VgNIOhG4EDgpnfNNSS11js/MzAaoa2KIiB8BOyusPg+4IyL2RsTTQBdwWt2CMzOzQRXVx/ApSZvTraa3pLI24NmyOttT2QEkLZDUKamzp6en3rGamTWVIhLDDcA7gFnADuDvq71ARCyPiNkRMbu1tbXG4ZmZNbeGJ4aIeC4i+iNiH3Aj+28XdQPTy6pOS2VmZtZADU8Mko4t2/0QUHpiaRVwoaTxko4HZgI/a3R8ZmbNbmw9Ly7pduA9wFRJ24EvAu+RNAsIYBvwCYCIeFTSncBjQB9wZUT01zM+MzM7UF0TQ0RcNEjxiiHqLwGW1C8iMzMbjkc+m5lZjhODmZnlODGYmVmOE4OZmeU4MZiZWY4Tg5mZ5TgxmJlZjhODmZnl1HWAm1Vm2bJldHV1FR3G6zEsWrSo0Dja29tZuHBhoTGYNTMnBnvdxIkTiw7BzEYAJ4YRwN+OzWwkcR+DmZnlODGYmVmOE4OZmeU4MZiZWY4Tg5mZ5TgxmJlZjhODmZnlODGYmVmOIqLoGA6JpB7gmaLjOIxMBf6l6CDMBuHPZm29LSJaBzsw6hOD1ZakzoiYXXQcZgP5s9k4vpVkZmY5TgxmZpbjxGADLS86ALOD8GezQdzHYGZmOW4xmJlZjhODmZnlODE0KUlzJf1SUpekzw9yfLyk76bjD0uaUUCY1mQk3SzpeUlbD3Jckq5Pn8vNkk5pdIzNwImhCUlqAb4BnAucCFwk6cQB1S4HXoiIduA64KuNjdKa1C3A3CGOnwvMTK8FwA0NiKnpODE0p9OAroh4KiJeBe4A5g2oMw/oSNt3AWdLUgNjtCYUET8Cdg5RZR6wMjI/BSZJOrYx0TUPJ4bm1AY8W7a/PZUNWici+oBdwJSGRGd2cJV8du0QOTGYmVmOE0Nz6gaml+1PS2WD1pE0Fjga6G1IdGYHV8ln1w6RE0Nz+jkwU9Lxko4ALgRWDaizCpifti8AHgiPhrTirQIuSU8nnQ7siogdRQd1uBlbdADWeBHRJ+lTwA+AFuDmiHhU0n8HOiNiFbACuFVSF1ln4IXFRWzNQtLtwHuAqZK2A18ExgFExLeA1cB5QBewB7ismEgPb54Sw8zMcnwryczMcpwYzMwsx4nBzMxynBjMzCzHicHMzHKcGMxqIA0CNDss+HFVa1qSPg5cBRwBPAxcERH9g9S7HLgGeBH4BbA3Ij4l6Rbgt8DJwP8lm4xwKTABeAW4LCJ+KelS4Hzgd8hmBf279J4XA3uB8yJip6SHgI3AmanuJcBi4N8C342IL6SxJjsj4usptiXA8xGxtIa/GmtybjFYU5L0b4CPAmdExCygH/jYIPV+D/hvwOnAGcAJA6pMA94dEZ8BngDOjIiTgb8CvlJW753Ah4FTgSXAnlTvJ2QJoOTViJgNfAu4B7gynXuppCnAzaX6ksaQDTz8zhv7LZgNzs1fa1ZnA+8Cfp5mE58IPD9IvdOAH0bETgBJ/wD8ftnxfyhrZRwNdEiaCQRpxG7yYETsBnZL2gXcm8q3AH9YVm9VWfmjpekeJD0FTI+ITZJ6JZ0MHANsjAjPYWU15cRgzUpAR0QsPsTr/GvZ9v8gSwAfSivePVR2bG/Z9r6y/X3k/x/uHaTOwHo3AZcCv0vWgjCrKd9KsmZ1P3CBpLcCSJos6W2D1Ps58O8lvSV1MP/HIa55NPtn+ry0lsEOcDfZKmenks13ZVZTTgzWlCLiMeALwD9L2gysBQ5YCSwiusn6Cn5G1sG8jWzRosH8T+BvJG2kjq3xtOreg8Cdg3WWmx0qP5VkNgxJR0bEy6nFcDfZbLR3FxjPGOAR4CMR8WRRcdjhyy0Gs+F9SdImYCvwNPB/igpE0olkU07f76Rg9eIWg1ki6WFg/IDiiyNiSxHxmBXFicHMzHJ8K8nMzHKcGMzMLMeJwczMcpwYzMwsx4nBzMxy/j/UupV5k0fPtwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by tempo\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by grammy success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "drawAllBoxPlots(mickey_df, ['e_grammy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by duration\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by billboard success\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEHCAYAAABBW1qbAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAAWRklEQVR4nO3df5BdZZ3n8fcnCUKUUSTptdhONDqNOOjuIEZ0yt0thx+7iDgwVc6Iq5KiqGVGMWTWqRnF2hoZa7B2qlYxZEZ2UZQwOiLruCWFmFlQ0HVrBANEwg/RXgGhYSS2giIRTfLdP+7JoQn5cSM5fZrc96vqVp/znOfc+02nqz/9nB/PSVUhSRLAvL4LkCTNHYaCJKllKEiSWoaCJKllKEiSWgv6LuDpWLx4cS1btqzvMiTpGeWmm276UVWN7WzbMzoUli1bxvr16/suQ5KeUZLcu6ttHj6SJLUMBUlSy1CQJLUMBUlSy1AQANPT05xzzjlMT0/3XYqkHhkKAmDt2rVs3LiRyy67rO9SJPXIUBDT09OsW7eOqmLdunWOFqQRZiiItWvXsm3bNgC2bt3qaEEaYYaCuPbaa9myZQsAW7Zs4Zprrum5Ikl9MRTE8ccfz4IFg5vbFyxYwAknnNBzRZL6YiiIFStWMG/e4Edh/vz5nH766T1XJKkvhoJYtGgRJ554Ikk48cQTWbRoUd8lSerJM3pCPO07K1as4J577nGUII04Q0HAYLRw4YUX9l2GpJ55+EiS1DIUJEktQ0GS1DIUJEktQ0GS1DIUJEktQ0GS1PI+BUm7tGbNGiYnJ3utYWpqCoDx8fFe6wCYmJhg5cqVfZfRqc5HCknmJ7klyVXN+qVJ7k6yoXkd1bQnyYVJJpPcmuTormuTNPdt3ryZzZs3913GyJiNkcIq4E7guTPa/qyqPr9DvzcAhzev1wAXNV8l9WQu/FW8atUqAFavXt1zJaOh05FCkiXAG4FPDNH9FOCyGvgmcEiSw7qsT5L0ZF0fPvoo8OfAth3az28OEV2Q5MCmbRy4b0af+5u2J0lyVpL1SdZv2rSpi5olaWR1FgpJTgYeqqqbdth0LvAy4NXAocB79+Z9q+riqlpeVcvHxsb2TbGSJKDbkcLrgN9Lcg9wOXBskk9X1YPNIaLHgU8BxzT9p4ClM/Zf0rRJkmZJZ6FQVedW1ZKqWgacBny1qt6+/TxBkgCnArc1u1wJnN5chfRa4JGqerCr+iRJT9XHfQqfSTIGBNgA/HHTfjVwEjAJPAac0UNtkjTSZiUUqup64Ppm+dhd9Cng7NmoR5K0c05zIUlqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqdR4KSeYnuSXJVc36i5PckGQyyeeSPKtpP7BZn2y2L+u6Nj1henqac845h+np6b5LkdSj2RgprALunLH+18AFVTUB/AQ4s2k/E/hJ035B00+zZO3atWzcuJHLLrus71Ik9ajTUEiyBHgj8IlmPcCxwOebLmuBU5vlU5p1mu3HNf3VsenpadatW0dVsW7dOkcL0gjreqTwUeDPgW3N+iLg4ara0qzfD4w3y+PAfQDN9kea/k+S5Kwk65Os37RpU4elj461a9eybdvgv2jr1q2OFqQR1lkoJDkZeKiqbtqX71tVF1fV8qpaPjY2ti/femRde+21bNkyyOktW7ZwzTXX9FyRpL50OVJ4HfB7Se4BLmdw2Gg1cEiSBU2fJcBUszwFLAVotj8P8DjGLDj++ONZsGDwX7JgwQJOOOGEniuS1JfOQqGqzq2qJVW1DDgN+GpVvQ24Dnhz020F8MVm+cpmnWb7V6uquqpPT1ixYgXz5g1+FObNm8fpp5/ec0WS+tLHfQrvBd6TZJLBOYNLmvZLgEVN+3uA9/VQ20hatGgRixcvBmDx4sUsWvSUUzmSRsSCPXd5+qrqeuD6Zvn7wDE76fML4A9mox492fT0NA888AAADzzwANPT0waDNKK8o1msWbNmt+uSRoehIL72ta/tdl3S6DAUxI7n8z2/L40uQ0EsWbLkSetLly7tqRJJfTMUxHnnnfek9Q984AP9FCKpd4aCmJiYaEcLS5cuZWJioueKJPXFUBAwGC085znPcZQgjbhZuU9Bc9/ExARf+tKX+i5DUs8MhZ6tWbOGycnJvstgamowBdX4+PgeenZrYmKClStX9lqDNMoMBQGwefPmvkuQNAcYCj2bK38Vr1q1CoDVq1f3XImkPnmiWZLUMhQkSS1DQZLUMhQkSS1DQZLUMhQkSS1DQZLUMhQkSa3OQiHJQUluTPLtJLcn+cum/dIkdyfZ0LyOatqT5MIkk0luTXJ0V7VJknauyzuaHweOrapHkxwAfCPJl5ttf1ZVn9+h/xuAw5vXa4CLmq+SpFnS2UihBh5tVg9oXrt7zuMpwGXNft8EDklyWFf1SZKeqtNzCknmJ9kAPARcU1U3NJvObw4RXZDkwKZtHLhvxu73N207vudZSdYnWb9p06Yuy5ekkdNpKFTV1qo6ClgCHJPkFcC5wMuAVwOHAu/dy/e8uKqWV9XysbGxfV2yJI20Wbn6qKoeBq4DTqyqB5tDRI8DnwKOabpNATOfGL+kaZMkzZIurz4aS3JIs7wQOAH4zvbzBEkCnArc1uxyJXB6cxXSa4FHqurBruqTJD1Vl1cfHQasTTKfQfhcUVVXJflqkjEgwAbgj5v+VwMnAZPAY8AZHdYmSdqJzkKhqm4FXrmT9mN30b+As7uqR5K0Z97RLElqGQqSpNbQh4+SjAMvmrlPVX29i6IkSf0YKhSS/DXwFuAOYGvTXIChIEn7kWFHCqcCRzT3FkiS9lPDnlP4PoO5iyRJ+7FhRwqPARuSfIXB7KcAVNU5nVQlSerFsKFwZfOSNAvWrFnD5ORk32XMCdu/D6tWreq5krlhYmKClStXdvb+Q4VCVa1N8izgpU3TXVX1q86qkkbc5OQk37v9Fl548NY9d97PPetXg6Pcj9+7vudK+veDR+d3/hnDXn30emAtcA+D6SmWJlnhJalSd1548Fbef/RP+y5Dc8iHbn5u558x7OGjDwP/vqruAkjyUuCzwKu6KkySNPuGvfrogO2BAFBV38WrkSRpvzPsSGF9kk8An27W3wZ4gE+S9jPDhsI7Gcxguv0S1P8DfKyTiiRJvRn26qPHgY80L0nSfmq3oZDkiqr6wyQbGcx19CRV9a87q0ySNOv2NFLYfrfIyV0XIknq326vPprxjOR3VdW9M1/Au7ovT5I0m4a9JPWEnbS9YV8WIknq325DIck7m/MJRyS5dcbrbuDWPex7UJIbk3w7ye1J/rJpf3GSG5JMJvlcM30GSQ5s1ieb7cv20b9RkjSkPY0U/h54E4PJ8N404/Wqqnr7HvZ9HDi2qn4bOAo4Mclrgb8GLqiqCeAnwJlN/zOBnzTtFzT9JEmzaE/nFB6pqnuq6q3NeYTNDK5COjjJC/ewb1XVo83qAc2rgGOBzzftaxk8wAfglGadZvtxSbKX/x5J0tMw1DmFJG9K8j3gbuBrDCbG+/IQ+81PsgF4CLgG+H/Aw1W1pelyPzDeLI8D9wE02x8BFu3kPc9Ksj7J+k2bNg1TviRpSMOeaP4r4LXAd6vqxcBxwDf3tFNVba2qo4AlwDHAy37NOme+58VVtbyqlo+NjT3dt5MkzTBsKPyqqqaBeUnmVdV1wPJhP6SqHgauA34HOCTJ9vsjlgBTzfIUsBSg2f48YHrYz5AkPX3DhsLDSQ4Gvg58Jslq4Oe72yHJWJJDmuWFDC5rvZNBOLy56bYC+GKzfGWzTrP9q1X1lLuoJUndGXZCvFMYnGT+zwxmSH0e8ME97HMYsDbJfAbhc0VVXZXkDuDyJH8F3AJc0vS/BPi7JJPAj4HT9upfIkl62vYYCs0v9auq6neBbTxxhdBuVdWtwCt30v59BucXdmz/BfAHw7y3JKkbezx8VFVbgW1JnjcL9UiSejTs4aNHgY1JrmHGuYSqOmfXu0iSnmmGDYUvNC9J0n5s2IfsDHUeQZL0zDZUKDQT4O3sITsv2ecVSZJ6M+zho5k3qh3E4CqhQ/d9OZKkPg1181pVTc94TVXVR4E3dluaJGm2DXv46OgZq/MYjByGHWVIkp4hhv3F/mGeOKewhcEsqd5oJkn7md2GQpL3NItXMQiF7c83KOBk4CPdlSZJmm17Gin8RvP1CODVDCavC4Onr93YYV2SpB7sNhSqavtzlb8OHF1VP2vWzwO+1Hl1kqRZNezU2S8Afjlj/ZdNmyRpPzLsiebLgBuT/K9m/VTg0i4Kmk1r1qxhcnKy7zLmhO3fh1WrVvVcydwwMTHBypUr+y5DmnXDTnNxfpIvA/+2aTqjqm7prqzZMTk5yYbb7mTrs70Pb94vBxeX3fT9H/ZcSf/mP/bjvkuQejP0vQZVdTNwc4e19GLrsw9l88tO6rsMzSELv3N13yVIvRn2nIIkaQQYCpKklqEgSWp1FgpJlia5LskdSW5PsqppPy/JVJINzeukGfucm2QyyV1J/kNXtUmSdq7LSe22AH9aVTcn+Q3gpuZxngAXVNV/m9k5yZHAacDLgX8JXJvkpc0zoiVJs6CzkUJVPdhcsURzJ/SdwPhudjkFuLyqHq+qu4FJ4Jiu6pMkPdWsnFNIsgx4JXBD0/TuJLcm+WSS5zdt48B9M3a7n52ESJKzkqxPsn7Tpk1dli1JI6fzUEhyMPAPwJ9U1U+Bi4DfBI4CHmQwLffQquriqlpeVcvHxsb2dbmSNNI6DYUkBzAIhM9U1RcAquqHVbW1qrYBH+eJQ0RTwNIZuy9p2iRJs6SzE81JAlwC3FlVH5nRflhVPdis/j5wW7N8JfD3ST7C4ETz4Tg9t0bU1NQUP//ZfD5083P7LkVzyL0/m89zprr9W7nLq49eB7wD2JhkQ9P2fuCtSY5i8KCee4A/Aqiq25NcAdzB4Mqls73ySJJmV2ehUFXf4Ikntc20y4llqup84PyuapKeKcbHx3l8y4O8/+if9l2K5pAP3fxcDhzf3UWcT593NEuSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWoaCJKllKEiSWl1OiCfpafjBo86SCvDDxwZ/u77g2dt6rqR/P3h0Pod3/BkjHQpTU1PMf+wRFn5nl3P0aQTNf2yaqaktvdYwMTHR6+fPJb+cnATgwBf5PTmc7n82RjoUpLlq5cqVfZcwZ6xatQqA1atX91zJaBjpUBgfH+efH1/A5ped1HcpmkMWfudqxsdf0HcZUi880SxJahkKkqSWoSBJahkKkqRWZ6GQZGmS65LckeT2JKua9kOTXJPke83X5zftSXJhkskktyY5uqvaJEk71+VIYQvwp1V1JPBa4OwkRwLvA75SVYcDX2nWAd7A4DLcw4GzgIs6rE2StBOdhUJVPVhVNzfLPwPuBMaBU4C1Tbe1wKnN8inAZTXwTeCQJId1VZ8k6alm5ZxCkmXAK4EbgBdU1YPNpn8Gtl8QPg7cN2O3+5u2Hd/rrCTrk6zftGlTd0VL0gjqPBSSHAz8A/AnVfXTmduqqoDam/erqouranlVLR8bG9uHlUqSOg2FJAcwCITPVNUXmuYfbj8s1Hx9qGmfApbO2H1J0yZJmiWdTXORJMAlwJ1V9ZEZm64EVgD/tfn6xRnt705yOfAa4JEZh5k6M/+xHzshHjDvF4NB3LaDnJVz/mM/5omjmtJo6XLuo9cB7wA2JtnQtL2fQRhckeRM4F7gD5ttVwMnAZPAY8AZHdYGOBPlTJOTPwNg4iX+MoQX+LOhkdVZKFTVN4DsYvNxO+lfwNld1bMzzkT5BGeilATe0SxJmsFQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUquzZzQn+SRwMvBQVb2iaTsP+E/Apqbb+6vq6mbbucCZwFbgnKr6x65qm0vWrFnD5ORk32W0NWx/VnNfJiYmfHa21KMuRwqXAifupP2CqjqqeW0PhCOB04CXN/t8LMn8DmvTDhYuXMjChQv7LkNSzzobKVTV15MsG7L7KcDlVfU4cHeSSeAY4J+6qm+u8K9iSXNJH+cU3p3k1iSfTPL8pm0cuG9Gn/ubtqdIclaS9UnWb9q0aWddJEm/ptkOhYuA3wSOAh4EPry3b1BVF1fV8qpaPjY2to/Lk6TRNquhUFU/rKqtVbUN+DiDQ0QAU8DSGV2XNG2SpFk0q6GQ5LAZq78P3NYsXwmcluTAJC8GDgdunM3aJEndXpL6WeD1wOIk9wMfAF6f5CiggHuAPwKoqtuTXAHcAWwBzq6qrV3VJknauS6vPnrrTpov2U3/84Hzu6pHkrRn3tEsSWoZCpKklqEgSWoZCpKklqEgSWoZCpKkVmeXpEp65psLU7vPlWndYTSmdjcUJM1pTuk+uwwFSbu0v/9VrKfynIIkqWUoSJJahoIkqWUoSJJahoIkqWUoSJJahoIkqWUoSJJaqaq+a/i1JdkE3Nt3HfuRxcCP+i5C2gl/NvetF1XV2M42PKNDQftWkvVVtbzvOqQd+bM5ezx8JElqGQqSpJahoJku7rsAaRf82ZwlnlOQJLUcKUiSWoaCJKllKIgkJya5K8lkkvf1XY+0XZJPJnkoyW191zIqDIURl2Q+8LfAG4AjgbcmObLfqqTWpcCJfRcxSgwFHQNMVtX3q+qXwOXAKT3XJAFQVV8Hftx3HaPEUNA4cN+M9fubNkkjyFCQJLUMBU0BS2esL2naJI0gQ0HfAg5P8uIkzwJOA67suSZJPTEURlxVbQHeDfwjcCdwRVXd3m9V0kCSzwL/BByR5P4kZ/Zd0/7OaS4kSS1HCpKklqEgSWoZCpKklqEgSWoZCpKklqEgSWoZCtIuJHl0F+0fTHJ8s3x9kuXN8j1JFidZNhtTPc/W52i0LOi7AOmZpqr+oo/PTbKgudlQ6owjBY2cJG9PcmOSDUn+R/NMiV31vSDJ7Um+kmSsabs0yZv38DELknwmyZ1JPp/k2c2+xyW5JcnG5gEyBzbtf5HkW0luS3JxkjTt1yf5aJL1wKokr0ry7STfBs7eJ98QaQZDQSMlyW8BbwFeV1VHAVuBt+2i+3OA9VX1cuBrwAf24qOOAD5WVb8F/BR4V5KDGDw05i1V9a8YjNTf2fT/m6p6dVW9AlgInDzjvZ5VVcur6sPAp4CVVfXbe1GLNDRDQaPmOOBVwLeSbGjWX7KLvtuAzzXLnwb+zV58zn1V9X932PcI4O6q+m7Tvhb4d83y7ya5IclG4Fjg5TPe63MASQ4BDmkePAPwd3tRjzQUzylo1ARYW1Xn/hr77s1EYTv23eW+zQjiY8DyqrovyXnAQTO6/HwvPld6WhwpaNR8BXhzkn8BkOTQJC/aRd95wPZzB/8R+MZefM4Lk/zODvveBSxLMtG0v4PBYantAfCjJAfP+MwnqaqHgYeTbB+x7Oqwl/RrMxQ0UqrqDuC/AP87ya3ANcBhu+j+c+CY5rLPY4EP7sVH3QWcneRO4PnARVX1C+AM4H82h4m2Af+9+WX/ceA2BlOYf2s373sG8LfNoa/sRT3SUJw6W5LUcqQgSWp5olkjL8kNwIE7NL+jqjb2UY/UJw8fSZJaHj6SJLUMBUlSy1CQJLUMBUlS6/8DC0NIgJsM84oAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by end_of_fade_in\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by billboard success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by key\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by billboard success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by loudness\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by billboard success\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYcAAAEHCAYAAABFroqmAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAASaklEQVR4nO3df5Rfd13n8eeriW1DSy2kLd1NSVPO8KugsDDUZV1XgeBmOWoBQXBX2kXOZkWcjp7ddYHuQeBIjyKKaZCVrKItoohiBU8hpfEc4OBR2mkBm9gis6W/gkIaVukvUpK894/vd8J07kzyTTrf+XyT7/NxzpzM9977/d7XmTMnr7mfe+/npqqQJGm+k1oHkCSNHstBktRhOUiSOiwHSVKH5SBJ6ljdOsByOOuss2rDhg2tY0jSceWmm266t6rOXmzdCVEOGzZsYGZmpnUMSTquJLlzqXUOK0mSOiwHSVKH5SBJ6rAcJEkdloMeYe/evVx22WXs3bu3dRRJDVkOeoSrrrqKW265hauvvrp1FEkNWQ46ZO/evWzfvp2qYvv27R49SGPMctAhV111FQcPHgTgwIEDHj1IY8xy0CE7duxg//79AOzfv5/rr7++cSJJrVgOOmTjxo2sXt27aX716tW8+MUvbpxIUiuWgw659NJLOemk3q/EqlWruOSSSxonktSK5aBD1q5dy6ZNm0jCpk2bWLt2betIkho5ISbe0/K59NJLueOOOzxqkMac5aBHWLt2LVdeeWXrGJIac1hJktRhOUiSOiwHPYJzK0kCy0ELOLeSJLAcNI9zK0maYznoEOdWkjRn5Mohya8luS3J3ya5JsmZrTONC+dWkjRn5MoBuB54ZlV9L/D3wJsa5xkbzq0kac7IlUNVfbKq9vdf/g1wXss848S5lSTNGblyWOCngU8stiLJ5iQzSWb27NmzwrFOTM6tJGlOk+kzkuwAzl1k1eVV9dH+NpcD+4EPLvYZVbUN2AYwOTlZQ4o6dpxbSRI0Koeq2ni49Un+M/AjwIuqyv/4V5BzK0mCEZx4L8km4BeBH6yqB1vnkaRxNHLlALwHOAW4PgnA31TVz7SNtDK2bt3K7Oxs0wy7d+8GYN26dU1zAExMTDA1NdU6hjSWRq4cqmqidYZx9tBDD7WOIGkEjFw5jLNR+Ct5enoagC1btjROIqmlUb+UVZLUgOUgSeqwHCRJHZaDJKnDcpAkdVgOkqQOy0GS1OF9DpKOyLv3H2kc7t63HCQdF7x7f2VZDpKOaBT+Svbu/ZXlOQdJUoflIEnqsBwkSR2WgySpw3KQJHVYDpKkDstBktRhOUiSOiwHSVKH5SBJ6hjZckjy35JUkrNaZ5GkcTOS5ZDkicAPA3e1ziJJ42gkywF4N/CLQLUOIknjaOTKIcnFwO6q+uIRttucZCbJzJ49e1YonSSNhyZTdifZAZy7yKrLgTfTG1I6rKraBmwDmJyc9AhDkpZRk3Koqo2LLU/yPcAFwBeTAJwH3Jzkoqr6xxWMKEljbaQe9lNVtwDnzL1OcgcwWVX3NgslSWNo5M45SJLaG6kjh4WqakPrDJI0jjxykCR1WA6SpA7LQZLUMdLnHKRxt3XrVmZnZ1vHGAlzP4fp6enGSUbDxMQEU1NTQ/t8y0EaYbOzs3x51+dZf/qB1lGaO/nbvYGOfXfONE7S3l33rxr6PiwHacStP/0Ab37ON1vH0Ai54uYzhr4PzzlIkjosB0lSh+UgSeqwHCRJHZaDJKnDcpAkdVgOkqQOy0GS1GE5SJI6LAdJUoflIEnqsBwkSR2WgySpw3KQJHVYDpKkjpEshyRTSW5LsivJO1vnkaRxM3IP+0nyAuBi4FlVtS/JOa0zSdK4GcUjh9cDv1JV+wCq6uuN80jS2BnFcngK8ANJPpfk00met9hGSTYnmUkys2fPnhWOKEkntibDSkl2AOcusupyepkeD/xr4HnAh5M8qapq/oZVtQ3YBjA5OVkLP0iSdOyalENVbVxqXZLXA3/WL4MbkhwEzgI8PJCkFTKKw0p/DrwAIMlTgJOBe1sGkqRxc9RHDklOAk6vqm8OIQ/A+4H3J9kJPAxcunBISZI0XAOVQ5I/BH4GOADcCJyRZEtV/dpyB6qqh4GfWu7PlSQNbtBhpQv7RwovBT4BXAC8ZlihJEltDVoO35Xku+iVw8eq6tuAQz2SdIIatBzeB9wBnAZ8Jsn5wLDOOUiSGhvonENVXQlcOW/Rnf1pLiRJJ6BBT0hPA78H3Af8DvCvgDcCnxxetJWzdetWZmdnW8cYCXM/h+np6cZJRsPExARTU1OtY0grbtBLWX+6qrYk+ffA4+idjP4AJ0g5zM7O8oWdt3LgMY9vHaW5kx7unUq66favNU7S3qoHv9E6gtTMoOWQ/r8vAT5QVbuS5HBvON4ceMzjeehpL2kdQyNkzW0fbx1BambQE9I3JfkkvXK4LsljgYPDiyVJamnQI4fXAc8Gbq+qB5OsBV47tFSSANi9ezcP3LeKK24+o3UUjZA771vFabt3D3Ufgx45FHAhcFn/9WnAqUNJJElqbtAjh/fSG0Z6IfB2elctfYTelNqShmTdunXs2/8PvPk53lak77ji5jM4Zd26oe5j0HL4vqp6TpLPA1TV/0ty8hBzSZIaGnRY6dtJVtGfMiPJ2XhCWpJOWIOWw5XANcA5Sd4BfBa4YmipJElNDTp9xgeT3AS8iN49Dy+tqluHmkyS1MzRPOzny/Qm21sNkGR9Vd01lFSSpKYGnVtpCvgl4Gv0HvgTeucfvnd40SRJrQx65DANPLWq9g4zjCRpNAx6Qvpu4J+HGUSSNDoGPXK4HfhUkmuBfXMLq+o3hpJKktTUoOVwV//r5P7X0CR5NvDb9Kbn2A/8bFXdMMx9SpIeadBLWd827CDzvBN4W1V9IslL+q9/aAX3L0lj77DlkOQv6N8VvZiq+rFlT9Tb39wUlN8NfHUI+5AkHcaRjhze1f/35cC5wB/0X/8kvctah+Hn6T0z4l30Tpj/myHtR5K0hMOWQ1V9GiDJr1fV5LxVf5Fk5lh3mmQHvbJZ6HJ6d2H/QlV9JMlPAL8LbFzkMzYDmwHWr19/rFEkSYsY9IT0aUmeVFW3AyS5gN4zHY5JVXX+s5+T5Gp691UA/AnwO0t8xjZgG8Dk5OSSQ1+SpKM3aDn8Ar1LWW+nd3f0+cB/HVKmrwI/CHyK3vMjvjyk/UiSljDo1UrbkzwZeFp/0W1Vte9w73kU/guwJclq4Fv0h44kSStn0LmVLlmw6FlJqKqrlztQVX0WeO5yf64kaXCDDivNfxzoqfROGt8MLHs5SJLaG3RYaWr+6yRnAh8aRiBJUntH8zyH+R4ALljOIC3t3r2bVQ/+M2tu+3jrKBohqx7cy+7d+1vHkJoY9JzD/DulVwFPBz48rFCSpLYGPXJ417zv9wN3VtU9Q8jTxLp16/jHfat56GkvaR1FI2TNbR9n3bontI4hNTHQ8xz6d0rfBjwWeBzw8DBDSZLaGqgc+tNY3AC8EvgJ4HNJXjHMYJKkdgYdVroceF5VfR0gydnADuBPhxVMktTOoI8JPWmuGPr2HsV7JUnHmUGPHLYnuQ74o/7rVwFe9ylJJ6hBb4L7H0l+HPj+/qJtVXXN8GJJmnPX/au44uYzjrzhCe5rD/YGK57wmIONk7R31/2rePKQ9zHwTXBV9RHgI0PMImmBiYmJ1hFGxsOzswCccr4/kycz/N+NIz0m9D4Wf0xogKoq/5yRhmhqaurIG42J6eneY162bNnSOMl4ONKT4B67UkEkSaPDK44kSR2WgySpw3KQJHVYDpKkDstBktRhOUiSOiwHSVLHsT4m9FFJ8krgrfSeKHdRVc3MW/cm4HXAAeCyqrpuJTKtevAbPiYUOOlb3wTg4Kne37jqwW8APuxH46lJOQA7gZcD75u/MMmFwKuBZwD/EtiR5ClVdWCYYZyi4DtmZ+8DYOJJ/qcIT/B3Q2OrSTlU1a0ASRauuhj4UFXtA76SZBa4CPjrYeZxioLvcIoCSTB65xzWAXfPe31Pf5kkaQUN7cghyQ7g3EVWXV5VH12Gz98MbAZYv379o/04SdI8QyuHqtp4DG/bDTxx3uvz+ssW+/xtwDaAycnJxWaOlSQdo1EbVvoY8OokpyS5gN605Tc0ziRJY6dJOSR5WZJ7gOcD1/YfQUpV7QI+DPwdsB14w7CvVJIkdbW6WukaYNHHjFbVO4B3rGwiSdJ8ozasJEkaAZaDJKnDcpAkdVgOkqQOy0GS1GE5SJI6LAdJUoflIEnqsBwkSR2WgySpw3KQJHVYDpKkDstBktRhOUiSOiwHSVKH5SBJ6mjysB9Jx5etW7cyOzvbNMPc/qenp5vmAJiYmGBqaqp1jKGyHCQdF9asWdM6wlixHCQd0Yn+V7K6POcgSeqwHCRJHU3KIckrk+xKcjDJ5LzlL05yU5Jb+v++sEU+SRp3rc457AReDrxvwfJ7gR+tqq8meSZwHbBupcNJ0rhrUg5VdStAkoXLPz/v5S5gTZJTqmrfCsaTpLE3yuccfhy4ealiSLI5yUySmT179qxwNEk6sQ3tyCHJDuDcRVZdXlUfPcJ7nwH8KvDDS21TVduAbQCTk5P1KKJKkhYYWjlU1cZjeV+S84BrgEuq6v8ubypJ0iBGalgpyZnAtcAbq+qvGseRpLHV6lLWlyW5B3g+cG2S6/qrfg6YAN6S5Av9r3NaZJSkcdbqaqVr6A0dLVz+y8Avr3wiSdJ8IzWsJEkaDZaDJKnDcpAkdVgOkqQOy0GS1GE5SJI6LAdJUoflIEnqsBwkSR2WgySpw3KQJHVYDpKkDstBktRhOUiSOiwHSVKH5SBJ6rAcJEkdloMkqcNykCR1WA6SpA7LQZLU0aQckrwyya4kB5NMLrJ+fZL7k/z3Fvkkady1OnLYCbwc+MwS638D+MTKxZEkzbe6xU6r6laAJJ11SV4KfAV4YGVTSZLmjNQ5hySnA/8TeNsA225OMpNkZs+ePcMPJ0ljZGjlkGRHkp2LfF18mLe9FXh3Vd1/pM+vqm1VNVlVk2efffay5ZYkDXFYqao2HsPbvg94RZJ3AmcCB5N8q6res6zhJEmH1eScw1Kq6gfmvk/yVuD+cSqGrVu3Mjs72zTD3P6np6eb5gCYmJhgamqqdQxpLLW6lPVlSe4Bng9cm+S6FjnUtWbNGtasWdM6hqTGUlWtMzxqk5OTNTMz0zqGJB1XktxUVZ17zWDErlaSJI0Gy0GS1GE5SJI6LAdJUoflIEnqsBwkSR2WgySpw3KQJHWcEDfBJdkD3Nk6xwnkLODe1iGkRfi7ubzOr6pFZy49IcpByyvJzFJ3TUot+bu5chxWkiR1WA6SpA7LQYvZ1jqAtAR/N1eI5xwkSR0eOUiSOiwHSVKH5aBHSLIpyZeSzCZ5Y+s8EkCS9yf5epKdrbOMC8tBhyRZBfwW8B+AC4GfTHJh21QSAL8PbGodYpxYDprvImC2qm6vqoeBDwEXN84kUVWfAb7ROsc4sRw03zrg7nmv7+kvkzRmLAdJUofloPl2A0+c9/q8/jJJY8Zy0Hw3Ak9OckGSk4FXAx9rnElSA5aDDqmq/cDPAdcBtwIfrqpdbVNJkOSPgL8GnprkniSva53pROf0GZKkDo8cJEkdloMkqcNykCR1WA6SpA7LQZLUYTlIkjosB+kIkty/xPK3J9nY//5TSSb739+R5KwkG1ZiiumV2o/Gy+rWAaTjVVW9pcV+k6zu37AoDY1HDhpbSX4qyQ1JvpDkff3nWSy17buT7Eryl0nO7i/7/SSvOMJuVif5YJJbk/xpksf03/uiJJ9Pckv/QTan9Je/JcmNSXYm2ZYk/eWfSvKbSWaA6STPTfLFJF8E3rAsPxBpHstBYynJ04FXAd9fVc8GDgD/aYnNTwNmquoZwKeBXzqKXT0VeG9VPR34JvCzSU6l9/CaV1XV99A7gn99f/v3VNXzquqZwBrgR+Z91slVNVlVvw78HjBVVc86iizSwCwHjasXAc8Fbkzyhf7rJy2x7UHgj/vf/wHwb49iP3dX1V8teO9Tga9U1d/3l18F/Lv+9y9I8rkktwAvBJ4x77P+GCDJmcCZ/QfgAHzgKPJIA/Gcg8ZVgKuq6k3H8N6jmZBs4bZLvrd/RPFeYLKq7k7yVuDUeZs8cBT7lR4Vjxw0rv4SeEWScwCSPD7J+UtsexIwd27hPwKfPYr9rE/y/AXv/RKwIclEf/lr6A1XzRXBvUlOn7fPR6iqfwL+KcncEcxSw2HSMbMcNJaq6u+A/wV8MsnfAtcD/2KJzR8ALupfLvpC4O1HsasvAW9IcivwOOB/V9W3gNcCf9IfPjoI/Hb/P/3/A+ykN236jYf53NcCv9UfEstR5JEG4pTdkqQOjxwkSR2ekJb6knwOOGXB4tdU1S0t8kgtOawkSepwWEmS1GE5SJI6LAdJUoflIEnq+P+GRpRW8BLHBQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by mode\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by billboard success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by start_of_fade_out\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by billboard success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by tempo\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by billboard success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "drawAllBoxPlots(mickey_df, ['e_billboard'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by duration\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by spotify success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by end_of_fade_in\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by spotify success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by key\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by spotify success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by loudness\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by spotify success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by mode\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by spotify success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by start_of_fade_out\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by spotify success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by tempo\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by spotify success\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEHCAYAAABBW1qbAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAAUx0lEQVR4nO3df5RfdZ3f8eeLRF1QEUlGDg4guIlS1vqDHSnVbUXBGjk9jXuOh5VTl4h2c1Q2Rnfr+mP3LOs51dpdqyekrd10iYTWxVKkQs9SXKDrsu0WMCLy23WqAhmRjGEX0SCY8O4f35vrOMyQCeR+7yTf5+OcOXO/n/u59/uenMm8vvdz7/3cVBWSJAEc0ncBkqTFw1CQJLUMBUlSy1CQJLUMBUlSa2nfBTwdy5cvr+OPP77vMiTpgPK1r33tB1U1Nte6AzoUjj/+eLZu3dp3GZJ0QElyz3zrHD6SJLUMBUlSy1CQJLUMBUlSy1CQJLUMBUlSy1CQJLUO6PsUDgYbN25kcnKy7zKYmpoCYHx8vNc6VqxYwbp163qtQRplhoIAeOSRR/ouQdIiYCj0bLF8Kl6/fj0AGzZs6LkSSX3ynIIkqWUoSJJahoIkqWUoSJJahoIkqWUoSJJanYVCkmOT/EWSO5PckWR9035kkmuSfKv5/vymPUkuSDKZ5NYkJ3dVmyRpbl0eKewCfruqTgJOBc5LchLwYeC6qloJXNe8BngzsLL5Wgt8tsPaJElz6CwUqur+qrq5WX4YuAsYB1YDW5puW4C3NMurgYtr4AbgiCRHd1WfJOmJhnJOIcnxwKuAG4Gjqur+ZtX3gaOa5XHgvhmbbWvaZu9rbZKtSbZOT093V7QkjaDOQyHJc4AvAu+vqh/OXFdVBdS+7K+qNlXVRFVNjI2N7cdKJUmdhkKSZzAIhM9X1eVN8wN7hoWa79ub9ing2BmbH9O0SZKGpMurjwJcCNxVVZ+esepKYE2zvAa4Ykb7Oc1VSKcCD80YZpIkDUGXs6S+Fvh14LYktzRtHwU+CVya5F3APcBZzbqrgDOBSWAncG6HtUmS5tBZKFTV/wYyz+rT5+hfwHld1SNJ2jvvaJYktQwFSVLLUJAktQwFSVLLUJAktQwFSVLLUJC0qO3YsYP3ve997Nixo+9SRoKhIGlR27JlC7fddhsXX3xx36WMBENB0qK1Y8cOrr76aqqKq6++2qOFITAUJC1aW7Zs4fHHHwdg9+7dHi0MgaEgadG69tpr2bVrFwC7du3immuu6bmig5+hIGnROuOMM1i6dDBF29KlS3njG9/Yc0UHP0NB0qK1Zs0aDjlk8GdqyZIlnHPOOT1XdPAzFCQtWsuWLWPVqlUkYdWqVSxbtqzvkg56XT5PQZKetjVr1vDd737Xo4QhMRQkLWrLli3jggsu6LuMkeHwkSSpZShIklqdhUKSzUm2J7l9Rtsrk9yQ5JYkW5Oc0rQnyQVJJpPcmuTkruqSJM2vyyOFi4BVs9r+EPhYVb0S+P3mNcCbgZXN11rgsx3WJUmaR2ehUFXXAw/ObgYOb5afB3yvWV4NXFwDNwBHJDm6q9okSXMb9tVH7we+nORTDALpNU37OHDfjH7bmrb7Z+8gyVoGRxMcd9xxXdYqSSNn2Cea3wN8oKqOBT4AXLivO6iqTVU1UVUTY2Nj+71ASRplww6FNcDlzfJ/A05plqeAY2f0O6ZpkyQN0bBD4XvA65rlNwDfapavBM5prkI6FXioqp4wdCRJ6lZn5xSSXAKcBixPsg04H/gNYEOSpcBPaM4NAFcBZwKTwE7g3K7qkiTNr7NQqKqz51n1y3P0LeC8rmqRJC2MdzRLklqGgiSpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSpZShIklqdhUKSzUm2J7l9Vvu6JHcnuSPJH85o/0iSySTfTPKmruqSJM1vaYf7vgj4d8DFexqSvB5YDbyiqh5N8oKm/STgbcAvAS8Erk3ykqra3WF9kqRZOjtSqKrrgQdnNb8H+GRVPdr02d60rwa+UFWPVtV3gEnglK5qkyTNbdjnFF4C/KMkNyb5yySvbtrHgftm9NvWtD1BkrVJtibZOj093XG5kjRahh0KS4EjgVOBDwKXJsm+7KCqNlXVRFVNjI2NdVGjJI2sYYfCNuDyGrgJeBxYDkwBx87od0zTJkkaomGHwpeA1wMkeQnwTOAHwJXA25I8K8kJwErgpiHXJkkjr7Orj5JcApwGLE+yDTgf2Axsbi5TfQxYU1UF3JHkUuBOYBdwnlceSdLwdRYKVXX2PKvePk//jwMf76oeSdLeeUezJKllKEiSWoaCJKnV5TQXkg5wGzduZHJystcapqYGV6ePj895P+tQrVixgnXr1vVdRqcMBUmL2iOPPNJ3CSPFUJA0r8XwqXj9+vUAbNiwoedKRoPnFCRJLUNBktQyFCRJLUNBktQyFCRJLUNBktQyFCRJLUNBktRa0M1rSY4C9jxP+aaq2t5dSZKkvuw1FJKcBfwR8BUgwMYkH6yqyzqurXOLYV6XxWLPv8Oeu0dH3SjMcSPNZSFHCr8LvHrP0UGSMeBa4IAPhcnJSW65/S52H3Zk36X07pDHCoCvffuBnivp35KdD/ZdgtSbhYTCIbOGi3ZwEJ2L2H3YkTxy4pl9l6FF5NC7r+q7BKk3C/njfnWSLyd5R5J3AH8G7PV/TZLNSbY3z2Oeve63k1SS5c3rJLkgyWSSW5OcvK8/iCTp6dtrKFTVB4E/Bl7efG2qqg8tYN8XAatmNyY5FvgnwL0zmt8MrGy+1gKfXcD+JUn72UKnzv5rYDfwOPDVhWxQVdcnOX6OVZ8Bfge4YkbbauDiqirghiRHJDm6qu5fYH2SpP1gr0cKSf4FcBPwq8BbGfzRfudTebMkq4GpqvrGrFXjwH0zXm9r2ubax9okW5NsnZ6efiplSJLmsZAjhQ8Cr6qqHQBJljE4cti8L2+U5DDgowyGjp6yqtoEbAKYmJiop7MvSdLPW0go7AAenvH64aZtX/0icALwjSQAxwA3JzkFmAKOndH3mKZNkjRECwmFSeDGJFcAxWD8/9YkvwVQVZ9eyBtV1W3AC/a8TvJdYKKqfpDkSuA3k3wB+AfAQ55PkKThW0go/L/ma489J4if+2QbJbkEOA1YnmQbcH5VXThP96uAMxkE0E7g3AXUJUnaz/YaClX1saey46o6ey/rj5+xXMB5T+V9JEn7z0LmPppgMNXFi2b2r6qXd1iXJKkHCxk++jyDK5BuY3CfgiTpILWQUJiuqis7r0SS1LuFhML5Sf4EuA54dE9jVV3eWVWSpF4sJBTOBU4EnsHPho8KMBQk6SCzkFB4dVW9tPNKJEm9W8jU2X+d5KTOK5Ek9W4hRwqnArck+Q6DcwphcGuBl6RK0kFmIaHwhGciSJIOTgt5yM49DCare0OzvHMh20mSDjwLeZ7C+cCHgI80Tc8A/kuXRUmS+rGQT/y/Cvwz4McAVfU99jIZniTpwLSQUHismbCuAJI8u9uSJEl9WUgoXJrkj4EjkvwGcC3wn7otS5LUh4VcfTQGXAb8EHgp8PvAGV0WJUnqx0JC4Y1V9SHgmj0NSf4tg5PPkjqwceNGJicn+y5jUdjz77B+/fqeK1kcVqxYwbp16zrb/7yhkOQ9wHuBFye5dcaq5wL/p7OKJDE5Ocm37vg6xz1nd9+l9O6ZPx2Mcj96z9aeK+nfvT9a0vl7PNmRwp8C/xP418CHZ7Q/XFUPdlqVJI57zm4+evIP+y5Di8gnbj688/eYNxSq6iHgIeBJH6spSTp4dHZncpLNSbYnuX1G2x8luTvJrUn+e5IjZqz7SJLJJN9M8qau6pIkza/L6Sou4onzJl0DvKyZTO9vaO6SbmZhfRvwS802/yFJ94NnkqSf01koVNX1wIOz2v68qnY1L28AjmmWVwNfqKpHq+o7wCRwSle1SZLm1ufEdu9kcCIbYBy4b8a6bU3bEyRZm2Rrkq3T09MdlyhJo6WXUEjyu8Au4PP7um1VbaqqiaqaGBsb2//FSdIIW8jNa/tVkncA/xQ4vZlTCWCKwfTcexzTtEmShmiooZBkFfA7wOuqaueMVVcCf5rk08ALgZXATV3XMzU1xZKdD3Ho3Vd1/VY6gCzZuYOpqV177ygdhDoLhSSXAKcBy5NsA85ncLXRs4BrkgDcUFXvrqo7klwK3MlgWOm8qvJWTo2sqakpfvzwkqHcrKQDxz0PL+HZU90OonQWClU1101vFz5J/48DH++qnrmMj4/z/UeX8siJZw7zbbXIHXr3VYyPH9V3GVIvhn5OQdLejY+P8+iu+53mQj/nEzcfzrPG57wwc7/xWcuSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpFZnoZBkc5LtSW6f0XZkkmuSfKv5/vymPUkuSDKZ5NYkJ3dVlyRpfl0eKVwErJrV9mHguqpaCVzXvAZ4M7Cy+VoLfLbDuiRJ8+jsGc1VdX2S42c1rwZOa5a3AF8BPtS0X1xVBdyQ5IgkR1fV/V3Vt8eSnQ9y6N1Xdf02i94hPxk8C/jxXzi850r6t2Tng8BRfZch9aKzUJjHUTP+0H+fn/3PGwfum9FvW9PWaSisWLGiy90fUCYnHwZgxYv9YwhHLYrfjXt/tIRP3GxIP7BzMKBx1GGP91xJ/+790RJWdvweww6FVlVVktrX7ZKsZTDExHHHHfe0ali3bt3T2v5gsn79egA2bNjQcyUCP7DM9NjkJADPepH/Jivp/ndj2KHwwJ5hoSRHA9ub9ing2Bn9jmnanqCqNgGbACYmJvY5VKQDgR9YfsYPLMM17EtSrwTWNMtrgCtmtJ/TXIV0KvDQMM4nSJJ+XmdHCkkuYXBSeXmSbcD5wCeBS5O8C7gHOKvpfhVwJjAJ7ATO7aouSdL8urz66Ox5Vp0+R98CzuuqFknSwnhHsySpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSpZShIklqGgiSp1UsoJPlAkjuS3J7kkiS/kOSEJDcmmUzyX5M8s4/aJGmUDT0UkowD7wMmquplwBLgbcC/AT5TVSuAvwXeNezaJGnU9TV8tBQ4NMlS4DDgfuANwGXN+i3AW/opTZJG19BDoaqmgE8B9zIIg4eArwF/V1W7mm7bgPG5tk+yNsnWJFunp6eHUbIkjYw+ho+eD6wGTgBeCDwbWLXQ7atqU1VNVNXE2NhYR1VK0mjqY/joDOA7VTVdVT8FLgdeCxzRDCcBHANM9VCbJI20PkLhXuDUJIclCXA6cCfwF8Bbmz5rgCt6qE2SRlof5xRuZHBC+WbgtqaGTcCHgN9KMgksAy4cdm2SNOqW7r3L/ldV5wPnz2r+NnBKD+VIkhre0SxJahkKkqRWL8NHkg4MGzduZHJystca9rz/+vXre60DYMWKFaxbt67vMjplKEha1A499NC+SxgphoKkeR3sn4r1RJ5TkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVJUstpLnq2GCYcg8Uz6dgoTDgmLWaGggAnHZM0YCj0zE/FkhaTXs4pJDkiyWVJ7k5yV5J/mOTIJNck+Vbz/fl91CZJo6yvE80bgKur6kTgFcBdwIeB66pqJXBd81qSNERDD4UkzwP+MXAhQFU9VlV/B6wGtjTdtgBvGXZtkjTq+jhSOAGYBj6X5OtJ/iTJs4Gjqur+ps/3gaN6qE2SRlofobAUOBn4bFW9Cvgxs4aKqqqAmmvjJGuTbE2ydXp6uvNiJWmU9BEK24BtVXVj8/oyBiHxQJKjAZrv2+fauKo2VdVEVU2MjY0NpWBJGhVDD4Wq+j5wX5KXNk2nA3cCVwJrmrY1wBXDrk2SRl1f9ymsAz6f5JnAt4FzGQTUpUneBdwDnNVTbZI0sjIYvj8wJZlmECDaP5YDP+i7CGkO/m7uXy+qqjnH3w/oUND+lWRrVU30XYc0m7+bw+MsqZKklqEgSWoZCpppU98FSPPwd3NIPKcgSWp5pCBJahkKkqSWoSCSrEryzSSTSZyyXItGks1Jtie5ve9aRoWhMOKSLAH+PfBm4CTg7CQn9VuV1LoIWNV3EaPEUNApwGRVfbuqHgO+wODZFlLvqup64MG+6xglhoLGgftmvN7WtEkaQYaCJKllKGgKOHbG62OaNkkjyFDQV4GVSU5opjJ/G4NnW0gaQYbCiKuqXcBvAl8G7gIurao7+q1KGkhyCfB/gZcm2dY8b0UdcpoLSVLLIwVJUstQkCS1DAVJUstQkCS1DAVJUstQkCS1DAVpyJKcluQ1M16/O8k5zfKJSW5J8vUkv9hflRpV3qcgDVmSPwB+VFWfmmPdh4GlVfWvhl6YhKEgAZDk7cD7gGcCNwLvrards/osAS4EJoACNlfVZ5J8BfgG8DpgKfDOqropyZHAZuDFwE5gLfBD4AZgNzANrANOB34E3Nn03w38DYPZay+vqi817/95BnecX9HNv4Lk8JFEkr8H/Brw2qp6JYM/yv98jq6vBMar6mVV9feBz81Yd1iz7XsZ/GEH+Bjw9ap6OfBR4OKq+i7wH4HPVNUrq+qv9uygqq6ase71DALoHU2NzwNeA/zZfviRpXkZCtLgk/ovA19Nckvz+sVz9Ps28OIkG5OsYvCpf49LoH0ozOFJjgB+BfjPTfv/ApYlOXyhRVXVXzKYrHAMOBv4YjNXldSZpX0XIC0CAbZU1UeerFNV/W2SVwBvAt4NnAW8c8/q2d33U20XA29nMHvtuftpn9K8PFKQ4DrgrUleAJDkyCQvmt0pyXLgkKr6IvB7wMkzVv9a0+dXgIeq6iHgr2iGoZKcBvygqn4IPAw8d4G1XQS8H6Cq7tzHn0vaZx4paORV1Z1Jfg/48ySHAD8FzgPumdV1HPhc0wdg5pHFT5J8HXgGPzt6+ANgc5JbGZxoXtO0/w/gsiSrGZxofrLaHkhyF/Clp/KzSfvKq4+kp6m5+uhfVtXWDvZ9GHAbcHJz9CF1yuEjaZFKcgaDBx9tNBA0LB4pSHNIciPwrFnNv15Vt/VRjzQshoIkqeXwkSSpZShIklqGgiSpZShIklr/H5abgQJjHAQeAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "drawAllBoxPlots(mickey_df, ['e_spotify'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>Eminem"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "eminem_df = df[df['artist_name'] == 'Eminem']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by duration\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by grammy success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by end_of_fade_in\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by grammy success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by key\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by grammy success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by loudness\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by grammy success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by mode\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by grammy success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by start_of_fade_out\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by grammy success\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEGCAYAAABhMDI9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAAYj0lEQVR4nO3dfbRddX3n8fcnITxYhfBwTTGAYJPWQa2AkaK2jhVRoOOAjrUyrUSHmeAqYuxYx4flVFuL1VmtTmDVBxRqsFalVoaMBTVG1OUsRYNgAB+Wd1ArVyApEcQBI5Dv/HH2hbMvl9x7yD13Jznv11pnnb1/+7fP+Sbr5n6y9/7t305VIUnSpAVdFyBJ2rUYDJKkFoNBktRiMEiSWgwGSVLLXl0XsLMOOeSQOvLII7suQ5J2K9dcc82/VtXYdNt2+2A48sgj2bhxY9dlSNJuJcmPHm6bp5IkSS0GgySpxWCQJLUYDJKkFoNBktRiMEiSWgwGSVLLbn8fw57gggsuYHx8vOsymJiYAGDp0qWd1rFs2TLOPffcTmuQRpnBoAfcc889XZcgaRdgMOwCdpX/Ha9evRqANWvWdFyJpC55jUGS1GIwSJJaDAZJUovBIElqMRgkSS0GgySpxWCQJLUYDJKkFoNBktQy1GBIsm+Sryf5VpIbk/x50/7hJD9Icl3zOqZpT5Lzk4wn2ZTkuGHWJ0l6qGFPibENeG5V/TzJIuArSa5str2+qj45pf8pwPLm9VvA+5p3SdI8GeoRQ/X8vFld1LxqB7ucBlzS7Pc1YHGSQ4dZoySpbejXGJIsTHIdsBlYX1VXN5vOa04XvSfJPk3bUuDHfbvf3LRN/cxVSTYm2bhly5Zhli9JI2fowVBV91fVMcBhwPFJngy8CXgi8HTgIOANA37mhVW1oqpWjI2NzXXJkjTS5m1UUlXdAVwFnFxVtzSni7YBfwcc33SbAA7v2+2wpk2SNE+GPSppLMniZnk/4CTgu5PXDZIEOB24odllHXBmMzrpBODOqrplmDVKktqGPSrpUGBtkoX0QujSqvp0ki8kGQMCXAe8qul/BXAqMA7cDbxyyPVJkqYYajBU1Sbg2Gnan/sw/Qs4Z5g1SZJ2zDufJUktBoMkqcVgkCS1GAySpBaDQZLUYjBIkloMBklSi8EgSWoxGCRJLQaDJKnFYJAktRgMkqQWg0GS1GIwSJJaDAZJUovBIElqMRgkSS0GgySpxWCQJLUMNRiS7Jvk60m+leTGJH/etB+V5Ook40k+kWTvpn2fZn282X7kMOuTJD3UsI8YtgHPraqnAscAJyc5AXgX8J6qWgb8FDir6X8W8NOm/T1NP0nSPBpqMFTPz5vVRc2rgOcCn2za1wKnN8unNes0209MkmHWKElqG/o1hiQLk1wHbAbWA/8XuKOq7mu63AwsbZaXAj8GaLbfCRw87BolSQ8aejBU1f1VdQxwGHA88MSd/cwkq5JsTLJxy5YtO/txkqQ+8zYqqaruAK4CngEsTrJXs+kwYKJZngAOB2i2HwDcPs1nXVhVK6pqxdjY2LBLl6SRstfMXR65JGPAvVV1R5L9gJPoXVC+CngJ8HFgJXB5s8u6Zv2rzfYvVFUNs8YLLriA8fHxYX7FbmPy72H16tUdV7JrWLZsGeeee27XZUjzbqjBABwKrE2ykN7RyaVV9ekk3wY+nuQvgWuBi5r+FwEfSTIObAVeNuT6GB8f57obvsP9jzpo2F+1y1vwy14GX3PTbR1X0r2Fd2/tugSpM0MNhqraBBw7TftN9K43TG3/BfD7w6xpOvc/6iDueeKp8/212oXt990rui5B6ox3PkuSWgwGSVKLwSBJajEYJEktBoMkqcVgkCS1GAySpBaDQZLUMuw7nyXt5naFaWMmJnrTqS1dunSGnsM3ClOlGAySdnn33HNP1yWMlFkHQ5KjquoHM7VJ2rPsCv87npzYcc2aNR1XMhoGucbwT9O0fXKaNknSbmzGI4YkTwSeBByQ5MV9m/YH9h1WYZKkbszmVNJvAP8OWAy8sK/9LuC/DKEmSVKHZgyGqrocuDzJM6rqq/NQkySpQ4OMSlqV5CFHCFX1n+awHklSxwYJhk/3Le8LvAj4ydyWI2nSrnD/wK7Cx862DfteilkHQ1W1RiUl+RjwlTmvSBLQ+2X4/Ruv5YhH3991KZ3b+97eAMptP9rYcSXd+5efLxz6d+zMDW7LgcfOVSFdmZiYYOHdd/ooR7UsvPt2Jibu67oMjnj0/bz5uJ91XYZ2Ie/45v5D/45BbnC7CyggzfutwBuGVJckqSODnEp6zKAfnuRw4BJgCb0wubCq1iR5G72hrluarm+uqiuafd4EnAXcD7ymqj476PcOYunSpdy6bS/ueeKpw/wa7Wb2++4VLF26pOsypE4MdCopyb8Hnt2sfrGqPr2j/sB9wOuq6ptJHgNck2R9s+09VfXXUz7/aOBl9G6oexzw+SS/XlWeZJWkeTLrKTGSvBNYDXy7ea1O8o4d7VNVt1TVN5vlu4DvADuaHvE04ONVta2Zg2kcOH62NUqSdt4gcyWdCpxUVRdX1cXAyfTuiJ6VJEcCxwJXN02vTrIpycVJDmzalgI/7tvtZqYJkiSrkmxMsnHLli1TN0uSdsKgo5IWA1ub5QNmu1OSR9ObhO+1VfWzJO8D3k7vusPbgb8BZn2jXFVdCFwIsGLFiprtftLuZGJigq137MXZXzpw5s57uHu3B4BFC/znvu3+cNBeE0P9jkGC4a+Aa5NcRW9k0rOBN860U5JF9ELho1X1KYCquq1v+wd58Oa5CeDwvt0Pa9qkkbN48eJd4jkE27ZtY/v27Z3WsL22N+/DH8M/kwULFrDPPvt09v370fvZGKZBRiV9LMkXgac3TW+oqlsntyd5UlXd2L9PkgAXAd+pqnf3tR9aVbc0qy8CbmiW1wH/kOTd9C4+Lwe+PtgfSdozfOhDH+q6BGDXuAPbJ7jNr4FOJTW/zNc9zOaPAMdNaXsW8HLg+iTXNW1vBs5Icgy9U0k/BM5uPv/GJJfSu7h9H3COI5Kkbu3pvwT1UHP5aM9Mbaiqr0zXDjzsbcZVdR5w3hzWJUkawCCjkmbiVSFJ2gPMZTBIkvYAcxkMv5zDz5IkdWSQO5+T5I+S/FmzfkSSB+5KrqoThlGgJGl+DXLE8F7gGcAZzfpdwN/OeUWSpE4NMirpt6rquCTXAlTVT5PsPaS6JEkdGeSI4d4kC2lGHyUZA7q9HVKSNOcGCYbzgcuAxyY5j95jPXc4u6okafczyJQYH01yDXAivZvWTq+q7wytMklSJ2YMhiQH9a1uBj7Wv62qtj50L0nS7mo2RwzX8OCzno8AftosLwb+BThqWMVJkubfjNcYquqoqnoC8HnghVV1SFUdTO8hPZ8bdoGSpPk1yMXnE6rqgcnvqupK4JlzX5IkqUuD3MfwkyRvAf6+Wf9D4CdzX5IkqUuDHDGcAYzRG7J6GfBYHrwLWpK0hxhkuOpWYPUQa5Ek7QJmHQzNnc7/DXgSsO9ke1U9dwh1zauFd29lv+8+7LODRsaCX/wMgO377t9xJd1bePdWYEnXZUidGOQaw0eBT9AbjfQqYCWwZRhFzadly5Z1XcIuY3z8LgCWPcFfiLDEnw2NrFTN7sFrSa6pqqcl2VRVv9m0faOqnj7UCmewYsWK2rhxY5cl7DFWr+6dKVyzZk3HlUgatuZ3+orptg1yxHBv835Lkt+jNyLpoB30lyTthgYZlfSXSQ4AXgf8KfAh4E92tEOSw5NcleTbSW5MsrppPyjJ+iTfb94PbNqT5Pwk40k2JTnuEf65JEmP0IzBkORdzeJ+VXVnVd1QVb9bVU+rqnUz7H4f8LqqOho4ATgnydHAG4ENVbUc2NCsA5wCLG9eq4D3Df5HkiTtjNkcMZyaJMCbBv3wqrqlqr7ZLN8FfAdYCpwGrG26rQVOb5ZPAy6pnq8Bi5McOuj3SpIeudlcY/gMvYnzHp3kZ33tAaqqZjW2McmRwLHA1cCSqrql2XQrD44LXAr8uG+3m5u2W/raSLKK3hEFRxxxxGy+XpI0S7OZRO/1VbUY+Oeq2r/v9ZgBQuHRwD8Br62q/nChesOiZjc06sF9LqyqFVW1YmxsbJBdJUkzmPXF56o6bUfbk3z1YdoX0QuFj1bVp5rm2yZPETXvm5v2CeDwvt0Pa9okSfNkkFFJM9l3akNzbeIi4DtV9e6+Tevo3SBH8355X/uZzeikE4A7+045SZLmwSD3McxkutNBzwJeDlyf5Lqm7c3AO4FLk5wF/Ah4abPtCuBUYBy4G3jlHNYnSZqFuQyGh6iqr9C7SD2dE6fpX8A5w6xJkrRjs7mPYZ9ZftbDBYAkaTcym2sMXwVI8pEZ+r1858uRJHVtNqeS9k7yH4FnJnnx1I2TI42q6oa5Lk6SNP9mEwyvovcYz8XAC6dsK+BTU3eQJO2+ZgyG5gLyV5JsrKqL5qEmSVKHBhmV9JEkrwGe3ax/CXh/Vd27g30kSbuZQYLhvcCi5h16F5vfB/znuS5KktSdQYLh6VX11L71LyT51lwXJEnq1iBTYtyf5NcmV5I8Abh/7kuSJHVpkCOG1wNXJbmJ3s1sj8cpKyRpjzPrYKiqDUmWA7/RNH2vqrZNbk9yUlWtn+sCJUnza6DZVatqW1Vtal7bpmx+17Q7SZJ2K3M57bZzJUnSHmAug2Ggp7BJknZNcxkMkqQ9wKyDYbrpt6e0/XAuCpIkdWuQI4bpnun8QFtVPWTmVUnS7mfG4apJfhVYCuyX5FgevMi8P/CoIdYmSerAbO5jeAHwCuAw4G94MBh+Ru/5zZKkPchspt1e2zy97Yyq+ug81CRJ6tCsrjFU1XbgTwb98CQXJ9mc5Ia+trclmUhyXfM6tW/bm5KMJ/lekhcM+n2SpJ03yMXnzyf50ySHJzlo8jXDPh8GTp6m/T1VdUzzugIgydHAy4AnNfu8N8nCAeqTJM2BQSbR+4Pm/Zy+tgKe8HA7VNWXkxw5y88/Dfh4M9XGD5KMA8cz/WgoSdKQDDKJ3lFz+L2vTnImsBF4XVX9lN7Ip6/19bm5aXuIJKuAVQBHHHHEHJYlSRrozuckT07y0iRnTr4ewXe+D/g14BjgFnojnQZSVRdW1YqqWjE2NvYISpAkPZxZHzEkeSvwHOBo4ArgFOArwCWDfGFV3db3mR8EPt2sTgCH93U9rGmTJM2jQY4YXgKcCNxaVa8EngocMOgXJjm0b/VFwOSIpXXAy5Lsk+QoYDnw9UE/X5K0cwa5+HxPVW1Pcl+S/YHNtP+H/xBJPkbvKOOQJDcDbwWek+QYeheufwicDVBVNya5FPg2cB9wTlX56FBJmmeDBMPGJIuBDwLXAD9nhhFDVXXGNM0X7aD/ecB5A9QkSZpjg4xK+uNm8f1JPgPsX1WbhlOWJKkrg0y7vWFyuap+WFWb+tskSXuG2cyuui+9WVQPSXIg7dlVp73PQJK0+5rNqaSzgdcCj6N3bSH0LhzfBVwwtMokSZ2Y8VRSVa1p7no+DzimWf474CacrkKS9jgD3cdQVT9L8tvAc4EP0buLWZK0BxkkGCbvKfg94INV9c/A3nNfkiSpS4MEw0SSD9CbZfWKJPsMuL8kaTcwyC/2lwKfBV5QVXcABwGvH0ZRkqTuDHKD293Ap/rWb6E3O6okaQ/iqSBJUovBIElqMRgkSS0GgySpxWCQJLUM8jwGDckFF1zA+Ph412U8UMPq1as7rWPZsmWce+65ndYgjTKDQQ/Yb7/9ui5B0i7AYNgF+L9jSbsSrzFIklqGGgxJLk6yOckNfW0HJVmf5PvN+4FNe5Kcn2Q8yaYkxw2zNknS9IZ9xPBh4OQpbW8ENlTVcmBDsw5wCrC8ea3CKb0lqRNDDYaq+jKwdUrzacDaZnktcHpf+yXV8zVgcZJDh1mfJOmhurjGsKSZgA/gVmBJs7wU+HFfv5vxmdKSNO86vfhcVUXv+dEDSbIqycYkG7ds2TKEyiRpdHURDLdNniJq3jc37RPA4X39DmvaHqKqLqyqFVW1YmxsbKjFStKo6SIY1gErm+WVwOV97Wc2o5NOAO7sO+UkSZonQ73BLcnHgOcAhyS5GXgr8E7g0iRnAT+i92Q4gCuAU4Fx4G7glcOsTZI0vaEGQ1Wd8TCbTpymbwHnDLMeSdLMvPNZktRiMEiSWgwGSVKLwSBJajEYJEktBoMkqcVgkCS1GAySpBaDQZLUYjBIkloMBklSi8EgSWoxGCRJLQaDJKnFYJAktRgMkqQWg0EPuP3223nNa17D7bff3nUpkjpkMOgBa9eu5frrr+eSSy7puhRJHTIYBPSOFq688kqqiiuvvNKjBmmEGQwCekcL9913HwD33nuvRw3SCOssGJL8MMn1Sa5LsrFpOyjJ+iTfb94P7Kq+UbN+/XqqCoCq4nOf+1zHFUnqStdHDL9bVcdU1Ypm/Y3AhqpaDmxo1jUPlixZssN1SaOj62CY6jRgbbO8Fji9u1JGy2233bbDdUmjo8tgKOBzSa5JsqppW1JVtzTLtwLT/rc1yaokG5Ns3LJly3zUusc76aSTSAJAEp7//Od3XJGkrnQZDL9dVccBpwDnJHl2/8bqnfCu6XasqgurakVVrRgbG5uHUvd8K1euZNGiRQAsWrSIM888s+OKJHWls2CoqonmfTNwGXA8cFuSQwGa981d1TdqDj74YE4++WSScMopp3DwwQd3XZKkjnQSDEl+JcljJpeB5wM3AOuAlU23lcDlXdQ3qlauXMlTnvIUjxakEbdXR9+7BLisOae9F/APVfWZJN8ALk1yFvAj4KUd1TeSDj74YM4///yuy5DUsU6CoapuAp46TfvtwInzX5EkadKuNlxVHXISPUlgMKjPBz7wATZt2sSFF17YdSmSOmQwCOgdLaxfvx7oTY/hUYM0ugwGAb2jhcm5krZv3+5RgzTCDAYBsGHDhtb65z//+Y4qkdQ1g0FA7yhhR+uSRofBIAAWLFiww3VJo8N//QLgxBPbt48873nP66gSSV0zGATA2Wef/cBRwoIFC1i1atUMe0jaUxkMAnrTYUweJZx00klOoieNsK7mStIu6Oyzz+bWW2/1aEEacQaDHuAkepLAU0mSpCkMBklSi8EgSWoxGCRJLZmcOG13lWQLvae9aW4cAvxr10VI0/Bnc249vqrGptuw2weD5laSjVW1ous6pKn82Zw/nkqSJLUYDJKkFoNBU/mEHu2q/NmcJ15jkCS1eMQgSWoxGCRJLQbDiEpycpLvJRlP8sZptu+T5BPN9quTHNlBmRoxSS5OsjnJDQ+zPUnOb34uNyU5br5rHAUGwwhKshD4W+AU4GjgjCRHT+l2FvDTqloGvAd41/xWqRH1YeDkHWw/BVjevFYB75uHmkaOwTCajgfGq+qmqvol8HHgtCl9TgPWNsufBE5MknmsUSOoqr4MbN1Bl9OAS6rna8DiJIfOT3Wjw2AYTUuBH/et39y0Tdunqu4D7gR8rJu6NpufXe0kg0GS1GIwjKYJ4PC+9cOatmn7JNkLOAC4fV6qkx7ebH52tZMMhtH0DWB5kqOS7A28DFg3pc86YGWz/BLgC+XdkOreOuDMZnTSCcCdVXVL10XtaXzm8wiqqvuSvBr4LLAQuLiqbkzyF8DGqloHXAR8JMk4vYuBL+uuYo2KJB8DngMckuRm4K3AIoCqej9wBXAqMA7cDbyym0r3bE6JIUlq8VSSJKnFYJAktRgMkqQWg0GS1GIwSJJaDAZpDjQ3AUp7BIeramQl+SPgNcDewNXAH1fV/dP0Owt4A3AH8C1gW1W9OsmHgV8AxwL/h95khGuAfYF7gFdW1feSvAI4HfgVerOC/nXznS8HtgGnVtXWJF8ErgV+p+l7JvAm4CnAJ6rqLc29Jlur6n82tZ0HbK6qNXP4V6MR5xGDRlKSfwP8AfCsqjoGuB/4w2n6PQ7478AJwLOAJ07pchjwzKr6r8B3gd+pqmOBPwPe0dfvycCLgacD5wF3N/2+Si8AJv2yqlYA7wcuB85p9n1FkoOBiyf7J1lA78bDv39kfwvS9Dz81ag6EXga8I1mNvH9gM3T9Dse+FJVbQVI8o/Ar/dt/8e+o4wDgLVJlgNFc8du46qqugu4K8mdwP9u2q8HfrOv37q+9hsnp3tIchNweFVdl+T2JMcCS4Brq8o5rDSnDAaNqgBrq+pNO/k5/69v+e30AuBFzRPvvti3bVvf8va+9e20/x1um6bP1H4fAl4B/Cq9IwhpTnkqSaNqA/CSJI8FSHJQksdP0+8bwL9NcmBzgfk/7OAzD+DBmT5fMZfFTnEZvaecPZ3efFfSnDIYNJKq6tvAW4DPJdkErAce8iSwqpqgd63g6/QuMP+Q3kOLpvM/gL9Kci1DPBpvnrp3FXDpdBfLpZ3lqCRpBkkeXVU/b44YLqM3G+1lHdazAPgm8PtV9f2u6tCeyyMGaWZvS3IdcAPwA+B/dVVIkqPpTTm9wVDQsHjEIDWSXA3sM6X55VV1fRf1SF0xGCRJLZ5KkiS1GAySpBaDQZLUYjBIkloMBklSy/8Hf50aV4XgRKMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by tempo\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by grammy success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "drawAllBoxPlots(eminem_df, ['e_grammy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by duration\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by billboard success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by end_of_fade_in\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAADrCAYAAACM2ubBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAAP70lEQVR4nO3dfYxc1X3G8efZ3Zi3AFaWLa0Ax1QgR7SYF01JKkrkxut2oRSillQhNF7Squs/WhvSNgXUSmkqNVWlNsKmadotTWsnlKghoAawNrERTnEbQdfg8GZHci0nYDWwTF5wCDKs99c/ZtZe27veufY9c2eOvx/panznzp3z+8N+fHTm3HMcEQIA5Kmn6gIAAOkQ8gCQMUIeADJGyANAxgh5AMgYIQ8AGeuruoCZzjnnnFi8eHHVZQBAV9m2bdtrETEw27WOCvnFixdrfHy86jIAoKvY/s5c1xiuAYCMJQ1520tsb59xvG779pRtAgAOSTpcExHflnS5JNnulbRX0kMp2wQAHNLO4Zrlkv43IuYcOwIAlKudIf9hSfe3sT2gNPV6XWvWrFG9Xq+6FKCQtoS87QWSbpD05Vmujdgetz0+MTHRjnKAwtavX6/nnntOGzZsqLoUoJB29eSvlfR0RLxy5IWIGI2IWkTUBgZmneYJVKper2tsbEwRobGxMXrz6CrtCvmbxVANutT69es1NTUlSTpw4AC9eXSV5CFv+wxJKyQ9mLotIIXNmzdrcnJSkjQ5OalNmzZVXBHQuuQhHxFvRER/RPwodVtACoODg+rra8w27uvr04oVKyquCGgdT7wC8xgeHlZPT+OfSm9vr1auXFlxRUDrCHlgHv39/RoaGpJtDQ0Nqb+/v+qSgJZ11AJlQKcaHh7Wnj176MWj6xDyQAv6+/u1bt26qssACmO4BgAyRsgDQMYIeQDIGCEPABkj5AEgY4Q8AGSMkAeAjBHyAJAxQh4AMkbIA0DGCHkAyBghDwAZI+QBIGOEPABkjJAHgIwR8gCQseQhb3uh7Qds77S9w/Yvpm4TANDQjp2h1koai4ibbC+QdHob2gQAKHHI2z5b0vsl3SpJEfGWpLdStgkAOCT1cM2FkiYk/YvtZ2zfa/uMxG0CAJpSh3yfpCslfS4irpD0hqQ7Z37A9ojtcdvjExMTicsBgJNL6pB/WdLLEfFk8/wBNUL/oIgYjYhaRNQGBgYSlwMAJ5ekIR8R35P0ku0lzbeWS3oxZZsAgEPaMbtmtaT7mjNrdkv6WBvaBACoDSEfEdsl1VK3AwA4Gk+8AkDGCHkAyBghDwAZI+QBIGOEPABkjJAHgIwR8gCQMUIeADJGyANAxgh5AMgYIQ8AGSPkASBjhDwAZIyQB4CMEfIAkDFCHgAyRsgDQMYIeQDIGCEPABkj5AEgY8k38ra9R9I+SQckTUYEm3oDQJskD/mmX46I19rUFgCgieEaAMhYO0I+JH3d9jbbI0detD1ie9z2+MTERBvKAYCTRztC/pci4kpJ10r6fdvvn3kxIkYjohYRtYGBgTaUAwAnj+QhHxF7m6+vSnpI0lWp2wQANCQNedtn2D5z+s+SfkXS8ynbBAAcknp2zbmSHrI93da/RcRY4jYBAE1JQz4idku6LGUbAIC5MYUSADJGyANAxgh5AMhYoTF5271q/Jh68L6I+G7ZRQEAytFyyNteLemTkl6RNNV8OyQtTVAXAKAERXryt0laEhH1VMUAAMpVZEz+JUk/SlUIAKB8RXryuyVtsf2opP3Tb0bEZ0qvCgBQiiIh/93msaB5AAA6XMshHxGfSlkIAKB884a87bsj4nbbD6sxm+YwEXFDksoAACeslZ78F5qvf5OyEABA+eYN+YjY1nz9xrE+Z/srEfGbZRUGADhxZS5r8LMlfhcAoARlhvxR4/UAgGqxQBkAZKzMkHeJ3wUAKEGhkLd9mu0lc1y+o4R6AAAlajnkbf+6pO2Sxprnl9v+6vT1iPh66dUBAE5IkZ78n0u6StIPJSkitku6sJUbbffafsb2IwXrAwCcgCIh/3ZEHLkKZaszam6TtKNAWwCAEhQJ+Rdsf0RSr+2Lbd8j6b/nu8n2+ZJ+TdK9x1kjAOA4FQn51ZJ+To1lhu+X9Lqk21u4725Jf6JDu0kBANqkyCqUP5H0p82jJbavl/RqRGyzvWyOz4xIGpGkRYsWtfrVAIAWtLIK5ayrT06bZxXKqyXdYPs6SadKOsv2FyPit2fcPyppVJJqtRpPzQJAiVrpyU+vPvkbkn5a0heb5zersan3nCLiLkl3SVKzJ//HMwMeAJBWK6tQfkOSbP9tRNRmXHrY9niyygAAJ6zID69n2D640qTtCyWd0erNEbElIq4vUhwA4MQU2eP142ps5L1bjXVq3i1pVZKqAAClKDK7Zsz2xZLe03xrZ0TsT1MWAKAMRXryknSxpCVqzJS5zLYiYkP5ZQEAytByyNv+pKRlki6RtFHStZK2SiLkAaBDFfnh9SZJyyV9LyI+JukySWcnqQoAUIoiIf9mRExJmrR9lqRXJV2QpiwAQBmKjMmP214o6Z8kbZP0Y0nfTFEUAKAcrSxrcHVE/Jekjzdn0/yD7TFJZ0XEs8krBAAct1aGa9Y1Xw/22iNiDwEPAJ2vleGat22PSjrf9rojL0bEmvLLAgCUoZWQv17SoKRfVWMsHgDQJVpZoOw1SV+yvSMivjXX52zfFRF/VWp1AIAT0vIUymMFfNOHTrAWoGPV63WtWbNG9Xq96lKAQorMk5+PS/wuoKOMjo7q2Wef1ejoaNWlAIWUGfLs6oQs1et1bdq0SZK0adMmevPoKvTkgXmMjo5qaqqxD/3U1BS9eXSVeUPe9l83X+cbc/9yKRUBHeaxxx475jnQyVrpyV9n22ru1TqXiPh0OSUBnSUijnkOdLJWQn5M0g8kLbX9uu19M18T1wdUbvny5YedDw4OVlQJUNy8IR8Rn4iIhZIejYizIuLMma/pSwSqtWrVKvX0NP6p9PT0aGRkpOKKgNYVmSd/o+1zbV/fPAbmu8f2qbafsv0t2y/Y/tSJlQu0X39//8He+4oVK9Tf319xRUDrWg755g+vT6nx0NNvSXrK9k3z3LZf0gci4jJJl0sasv2+46wVqMyqVau0dOlSevHoOkXWk/8zSb8QEa9KUrMnv1nSA3PdEI1fqH7cPH1H8+BXKwBokyLz5HumA76p3sr9tnttb1djJ6lNEfFksRKB6vHEK7pVkZAfs/0127favlXSo2ps6H1MEXEgIi6XdL6kq2z//Mzrtkdsj9sen5iYKFAO0B488YpuVuSH109I+kdJS5vHaETcUeD+H0p6XNLQEe+PRkQtImoDA/P+lgu0HU+8opsVWtYgIh6MiD9sHg/NvGb7qP1ebQ8094WV7dMkrZC08wTqBdqOJ17RzYr88DqfU2d572ckrbfdq8Z/KP8eEY+U2CaQHE+8opuVGfJH/c1v7gN7RYltAG13zTXXaMuWLYedA92izFUogSwtWLDgsPNTTjmlokqA4lhqGJjH1q1bDzt/4oknKqoEKK7MkP9oid8FdIzBwUH19vZKknp7e7VixYqKKwJa18rDTNOrTs56TH8uIp5PWypQjeHh4YMh39fXp5UrV1ZcEdC6VlahnF5tcq2kOyWdp8aDTXdIujtpdUAH6O/v17JlyyRJy5YtY4EydJUiwzU3RMTfR8S+iHg9Ij4n6cZUhQGdpLFvDtB9ioT8G7Zvaa5F02P7FklvpCoM6BT1el2PP/64JGnLli0sa4CuUiTkP6LGEsOvNI8PNd8DsrZ+/fqDyxocOHBAGzZsqLgioHVF1q7ZExE3RsQ5ETEQER+MiD0JawM6wubNmzU5OSlJmpycPLhYGdANWn7itbl+/O9JWjzzvoj4nfLLAjrH4OCgNm7cqMnJSfX19TGFEl2lyHDNf0g6W42NQh6dcQBZGx4ePrjHa29vL1Mo0VWKrF1zepGlhYFc9Pf3a2hoSA8//LCGhoaYQomuUqQn/4jt65JVAnSw4eFhXXrppfTi0XXc6rKptvdJOl3SW5LeVmOtmmg+KFWKWq0W4+PjZX0dAJwUbG+LiNps14oM15wt6RZJF0bEX9hepMZ68QCADlVkuOazkt4n6ebm+T5Jf1d6RQCA0hTpyb83Iq60/YwkRcQPbC+Y7yYAQHWK9OTfbm7jF9LBefNTSaoCAJSiSMivk/SQpJ+y/ZeStkr6dJKqAAClaHm4JiLus71N0nI1ZtZ8MCJ2JKsMAHDCCm3kHRE7Je1s9fO2L5C0QdK5agzzjEbE2kIVAgCOW6GQPw6Tkv4oIp62faakbbY3RcSLidsFAKjcPV6PEhH/FxFPN/+8T9IONXaWAgC0QdKQn8n2YklXSHryiPdHbI/bHp+YmGhXOQBwUmhLyNt+p6SvSLo9Il6feS0iRiOiFhG1gYGBdpQDACeN5CFv+x1qBPx9EfFg6vYAAIckDXk3dj/+Z0k7IuIzKdsCABwtdU/+akkflfQB29ubB8sVA0CbJJ1CGRFb1XhwCgBQgbbNrgEAtB8hDwAZI+QBIGOEPABkjJAHgIwR8gCQMUIeADJGyANAxgh5AMgYIQ8AGSPkASBjhDwAZIyQB4CMEfIAkDFCHgAyRsgDQMYIeQDIGCEPABkj5AEgY0lD3vbnbb9q+/mU7QAAZpe6J/+vkoYStwEAmEPSkI+I/5T0/ZRtAADmxpg8AGSs8pC3PWJ73Pb4xMRE1eUAQFYqD/mIGI2IWkTUBgYGqi4HALJSecgDANJJPYXyfknflLTE9su2fzdlewCAw/Wl/PKIuDnl9wMAjo3hGgDIGCEPABkj5AEgY4Q8AGSMkAeAjBHyAJAxQh4AMkbIA0DGCHkAyFjSJ17R3e655x7t2rWr6jI6wt69eyVJ5513XsWVdIaLLrpIq1evrroMtICQB1rw5ptvVl0CcFwIecyJntoht912myRp7dq1FVcCFMOYPABkjJAHgIwR8gCQMcbkj8CMEsxm+u/E9Ng8MK3TZxoR8kfYtWuXtj+/QwdOf1fVpaCD9LwVkqRtu1+puBJ0kt6ffL/qEuZFyM/iwOnv0pvvua7qMgB0uNN2bqy6hHkxJg8AGSPkASBjyUPe9pDtb9veZfvO1O0BAA5JGvK2eyV9VtK1ki6RdLPtS1K2CQA4JPUPr1dJ2hURuyXJ9pck3SjpxcTtHre9e/eqd19d73z6C1WXUr2pA1JE1VWgE9lST2/VVVTvwKT27p2suopjSh3y50l6acb5y5LeO/MDtkckjUjSokWLEpczv4ULF7IYVdP+/fs1NTVVdRnoQD09PTrllAVVl9EBFmjhwoVVF3FMlU+hjIhRSaOSVKvVKu823nvvvVWXAAClSf3D615JF8w4P7/5HgCgDVKH/P9Iutj2hbYXSPqwpK8mbhMA0JR0uCYiJm3/gaSvSeqV9PmIeCFlmwCAQ5KPyUfERkmd/+wvAGSIJ14BIGOEPABkjJAHgIwR8gCQMUcHPbZue0LSd6quA5jDOZJeq7oIYBbvjoiB2S50VMgDncz2eETUqq4DKILhGgDIGCEPABkj5IHWjVZdAFAUY/IAkDF68gCQMUIeADJGyANAxgh5AMgYIQ8AGft/Ks5AxkqqEZEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by billboard success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by key\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by billboard success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by loudness\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by billboard success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by mode\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by billboard success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by start_of_fade_out\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by billboard success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by tempo\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by billboard success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "drawAllBoxPlots(eminem_df, ['e_billboard'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by duration\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by spotify success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by end_of_fade_in\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAADrCAYAAACM2ubBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAAP70lEQVR4nO3dfYxc1X3G8efZ3Zi3AFaWLa0Ax1QgR7SYF01JKkrkxut2oRSillQhNF7Squs/WhvSNgXUSmkqNVWlNsKmadotTWsnlKghoAawNrERTnEbQdfg8GZHci0nYDWwTF5wCDKs99c/ZtZe27veufY9c2eOvx/panznzp3z+8N+fHTm3HMcEQIA5Kmn6gIAAOkQ8gCQMUIeADJGyANAxgh5AMgYIQ8AGeuruoCZzjnnnFi8eHHVZQBAV9m2bdtrETEw27WOCvnFixdrfHy86jIAoKvY/s5c1xiuAYCMJQ1520tsb59xvG779pRtAgAOSTpcExHflnS5JNnulbRX0kMp2wQAHNLO4Zrlkv43IuYcOwIAlKudIf9hSfe3sT2gNPV6XWvWrFG9Xq+6FKCQtoS87QWSbpD05Vmujdgetz0+MTHRjnKAwtavX6/nnntOGzZsqLoUoJB29eSvlfR0RLxy5IWIGI2IWkTUBgZmneYJVKper2tsbEwRobGxMXrz6CrtCvmbxVANutT69es1NTUlSTpw4AC9eXSV5CFv+wxJKyQ9mLotIIXNmzdrcnJSkjQ5OalNmzZVXBHQuuQhHxFvRER/RPwodVtACoODg+rra8w27uvr04oVKyquCGgdT7wC8xgeHlZPT+OfSm9vr1auXFlxRUDrCHlgHv39/RoaGpJtDQ0Nqb+/v+qSgJZ11AJlQKcaHh7Wnj176MWj6xDyQAv6+/u1bt26qssACmO4BgAyRsgDQMYIeQDIGCEPABkj5AEgY4Q8AGSMkAeAjBHyAJAxQh4AMkbIA0DGCHkAyBghDwAZI+QBIGOEPABkjJAHgIwR8gCQseQhb3uh7Qds77S9w/Yvpm4TANDQjp2h1koai4ibbC+QdHob2gQAKHHI2z5b0vsl3SpJEfGWpLdStgkAOCT1cM2FkiYk/YvtZ2zfa/uMxG0CAJpSh3yfpCslfS4irpD0hqQ7Z37A9ojtcdvjExMTicsBgJNL6pB/WdLLEfFk8/wBNUL/oIgYjYhaRNQGBgYSlwMAJ5ekIR8R35P0ku0lzbeWS3oxZZsAgEPaMbtmtaT7mjNrdkv6WBvaBACoDSEfEdsl1VK3AwA4Gk+8AkDGCHkAyBghDwAZI+QBIGOEPABkjJAHgIwR8gCQMUIeADJGyANAxgh5AMgYIQ8AGSPkASBjhDwAZIyQB4CMEfIAkDFCHgAyRsgDQMYIeQDIGCEPABkj5AEgY8k38ra9R9I+SQckTUYEm3oDQJskD/mmX46I19rUFgCgieEaAMhYO0I+JH3d9jbbI0detD1ie9z2+MTERBvKAYCTRztC/pci4kpJ10r6fdvvn3kxIkYjohYRtYGBgTaUAwAnj+QhHxF7m6+vSnpI0lWp2wQANCQNedtn2D5z+s+SfkXS8ynbBAAcknp2zbmSHrI93da/RcRY4jYBAE1JQz4idku6LGUbAIC5MYUSADJGyANAxgh5AMhYoTF5271q/Jh68L6I+G7ZRQEAytFyyNteLemTkl6RNNV8OyQtTVAXAKAERXryt0laEhH1VMUAAMpVZEz+JUk/SlUIAKB8RXryuyVtsf2opP3Tb0bEZ0qvCgBQiiIh/93msaB5AAA6XMshHxGfSlkIAKB884a87bsj4nbbD6sxm+YwEXFDksoAACeslZ78F5qvf5OyEABA+eYN+YjY1nz9xrE+Z/srEfGbZRUGADhxZS5r8LMlfhcAoARlhvxR4/UAgGqxQBkAZKzMkHeJ3wUAKEGhkLd9mu0lc1y+o4R6AAAlajnkbf+6pO2Sxprnl9v+6vT1iPh66dUBAE5IkZ78n0u6StIPJSkitku6sJUbbffafsb2IwXrAwCcgCIh/3ZEHLkKZaszam6TtKNAWwCAEhQJ+Rdsf0RSr+2Lbd8j6b/nu8n2+ZJ+TdK9x1kjAOA4FQn51ZJ+To1lhu+X9Lqk21u4725Jf6JDu0kBANqkyCqUP5H0p82jJbavl/RqRGyzvWyOz4xIGpGkRYsWtfrVAIAWtLIK5ayrT06bZxXKqyXdYPs6SadKOsv2FyPit2fcPyppVJJqtRpPzQJAiVrpyU+vPvkbkn5a0heb5zersan3nCLiLkl3SVKzJ//HMwMeAJBWK6tQfkOSbP9tRNRmXHrY9niyygAAJ6zID69n2D640qTtCyWd0erNEbElIq4vUhwA4MQU2eP142ps5L1bjXVq3i1pVZKqAAClKDK7Zsz2xZLe03xrZ0TsT1MWAKAMRXryknSxpCVqzJS5zLYiYkP5ZQEAytByyNv+pKRlki6RtFHStZK2SiLkAaBDFfnh9SZJyyV9LyI+JukySWcnqQoAUIoiIf9mRExJmrR9lqRXJV2QpiwAQBmKjMmP214o6Z8kbZP0Y0nfTFEUAKAcrSxrcHVE/Jekjzdn0/yD7TFJZ0XEs8krBAAct1aGa9Y1Xw/22iNiDwEPAJ2vleGat22PSjrf9rojL0bEmvLLAgCUoZWQv17SoKRfVWMsHgDQJVpZoOw1SV+yvSMivjXX52zfFRF/VWp1AIAT0vIUymMFfNOHTrAWoGPV63WtWbNG9Xq96lKAQorMk5+PS/wuoKOMjo7q2Wef1ejoaNWlAIWUGfLs6oQs1et1bdq0SZK0adMmevPoKvTkgXmMjo5qaqqxD/3U1BS9eXSVeUPe9l83X+cbc/9yKRUBHeaxxx475jnQyVrpyV9n22ru1TqXiPh0OSUBnSUijnkOdLJWQn5M0g8kLbX9uu19M18T1wdUbvny5YedDw4OVlQJUNy8IR8Rn4iIhZIejYizIuLMma/pSwSqtWrVKvX0NP6p9PT0aGRkpOKKgNYVmSd/o+1zbV/fPAbmu8f2qbafsv0t2y/Y/tSJlQu0X39//8He+4oVK9Tf319xRUDrWg755g+vT6nx0NNvSXrK9k3z3LZf0gci4jJJl0sasv2+46wVqMyqVau0dOlSevHoOkXWk/8zSb8QEa9KUrMnv1nSA3PdEI1fqH7cPH1H8+BXKwBokyLz5HumA76p3sr9tnttb1djJ6lNEfFksRKB6vHEK7pVkZAfs/0127favlXSo2ps6H1MEXEgIi6XdL6kq2z//Mzrtkdsj9sen5iYKFAO0B488YpuVuSH109I+kdJS5vHaETcUeD+H0p6XNLQEe+PRkQtImoDA/P+lgu0HU+8opsVWtYgIh6MiD9sHg/NvGb7qP1ebQ8094WV7dMkrZC08wTqBdqOJ17RzYr88DqfU2d572ckrbfdq8Z/KP8eEY+U2CaQHE+8opuVGfJH/c1v7gN7RYltAG13zTXXaMuWLYedA92izFUogSwtWLDgsPNTTjmlokqA4lhqGJjH1q1bDzt/4oknKqoEKK7MkP9oid8FdIzBwUH19vZKknp7e7VixYqKKwJa18rDTNOrTs56TH8uIp5PWypQjeHh4YMh39fXp5UrV1ZcEdC6VlahnF5tcq2kOyWdp8aDTXdIujtpdUAH6O/v17JlyyRJy5YtY4EydJUiwzU3RMTfR8S+iHg9Ij4n6cZUhQGdpLFvDtB9ioT8G7Zvaa5F02P7FklvpCoM6BT1el2PP/64JGnLli0sa4CuUiTkP6LGEsOvNI8PNd8DsrZ+/fqDyxocOHBAGzZsqLgioHVF1q7ZExE3RsQ5ETEQER+MiD0JawM6wubNmzU5OSlJmpycPLhYGdANWn7itbl+/O9JWjzzvoj4nfLLAjrH4OCgNm7cqMnJSfX19TGFEl2lyHDNf0g6W42NQh6dcQBZGx4ePrjHa29vL1Mo0VWKrF1zepGlhYFc9Pf3a2hoSA8//LCGhoaYQomuUqQn/4jt65JVAnSw4eFhXXrppfTi0XXc6rKptvdJOl3SW5LeVmOtmmg+KFWKWq0W4+PjZX0dAJwUbG+LiNps14oM15wt6RZJF0bEX9hepMZ68QCADlVkuOazkt4n6ebm+T5Jf1d6RQCA0hTpyb83Iq60/YwkRcQPbC+Y7yYAQHWK9OTfbm7jF9LBefNTSaoCAJSiSMivk/SQpJ+y/ZeStkr6dJKqAAClaHm4JiLus71N0nI1ZtZ8MCJ2JKsMAHDCCm3kHRE7Je1s9fO2L5C0QdK5agzzjEbE2kIVAgCOW6GQPw6Tkv4oIp62faakbbY3RcSLidsFAKjcPV6PEhH/FxFPN/+8T9IONXaWAgC0QdKQn8n2YklXSHryiPdHbI/bHp+YmGhXOQBwUmhLyNt+p6SvSLo9Il6feS0iRiOiFhG1gYGBdpQDACeN5CFv+x1qBPx9EfFg6vYAAIckDXk3dj/+Z0k7IuIzKdsCABwtdU/+akkflfQB29ubB8sVA0CbJJ1CGRFb1XhwCgBQgbbNrgEAtB8hDwAZI+QBIGOEPABkjJAHgIwR8gCQMUIeADJGyANAxgh5AMgYIQ8AGSPkASBjhDwAZIyQB4CMEfIAkDFCHgAyRsgDQMYIeQDIGCEPABkj5AEgY0lD3vbnbb9q+/mU7QAAZpe6J/+vkoYStwEAmEPSkI+I/5T0/ZRtAADmxpg8AGSs8pC3PWJ73Pb4xMRE1eUAQFYqD/mIGI2IWkTUBgYGqi4HALJSecgDANJJPYXyfknflLTE9su2fzdlewCAw/Wl/PKIuDnl9wMAjo3hGgDIGCEPABkj5AEgY4Q8AGSMkAeAjBHyAJAxQh4AMkbIA0DGCHkAyFjSJ17R3e655x7t2rWr6jI6wt69eyVJ5513XsWVdIaLLrpIq1evrroMtICQB1rw5ptvVl0CcFwIecyJntoht912myRp7dq1FVcCFMOYPABkjJAHgIwR8gCQMcbkj8CMEsxm+u/E9Ng8MK3TZxoR8kfYtWuXtj+/QwdOf1fVpaCD9LwVkqRtu1+puBJ0kt6ffL/qEuZFyM/iwOnv0pvvua7qMgB0uNN2bqy6hHkxJg8AGSPkASBjyUPe9pDtb9veZfvO1O0BAA5JGvK2eyV9VtK1ki6RdLPtS1K2CQA4JPUPr1dJ2hURuyXJ9pck3SjpxcTtHre9e/eqd19d73z6C1WXUr2pA1JE1VWgE9lST2/VVVTvwKT27p2suopjSh3y50l6acb5y5LeO/MDtkckjUjSokWLEpczv4ULF7IYVdP+/fs1NTVVdRnoQD09PTrllAVVl9EBFmjhwoVVF3FMlU+hjIhRSaOSVKvVKu823nvvvVWXAAClSf3D615JF8w4P7/5HgCgDVKH/P9Iutj2hbYXSPqwpK8mbhMA0JR0uCYiJm3/gaSvSeqV9PmIeCFlmwCAQ5KPyUfERkmd/+wvAGSIJ14BIGOEPABkjJAHgIwR8gCQMUcHPbZue0LSd6quA5jDOZJeq7oIYBbvjoiB2S50VMgDncz2eETUqq4DKILhGgDIGCEPABkj5IHWjVZdAFAUY/IAkDF68gCQMUIeADJGyANAxgh5AMgYIQ8AGft/Ks5AxkqqEZEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by spotify success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by key\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by spotify success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by loudness\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by spotify success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by mode\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by spotify success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by start_of_fade_out\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by spotify success\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEHCAYAAACqbOGYAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAAW1ElEQVR4nO3dfZBddZ3n8ffH8BRGQ4y0LNOAgMnIortGjAw+lKuwrsisG51yEWYURt2NlpiJs+qKlrVqlbhaNSOF2REXBzS4DCzlw8BqdEREHap8ChCRJ9ceBKENEAUhbBAhfvePexruaTpJX+jbp5N+v6pu3XN+55x7v51K9afP+f3O76SqkCRpwpO6LkCSNLcYDJKkFoNBktRiMEiSWgwGSVLLHl0X8ETtv//+deihh3ZdhiTtUq666qpfVdXIVNt2+WA49NBD2bBhQ9dlSNIuJcmt29vmpSRJUovBIElqMRgkSS0GgySpxWCQJLUYDJKkFoNBktSyy9/HIGm41q5dy9jYWKc1jI+PAzA6OtppHQBLly5l9erVXZcxVAaDpDnvgQce6LqEecVgkLRDc+Gv4zVr1gBw1llndVzJ/GAfgySpxWCQJLUYDJKkFoNBktRiMEiSWhyVNAfMhXHiMHfGis+HceLSXGYw6BGOFZcEBsOcMFf+OnasuCSwj0GSNMlQgyHJPkl+mOTHSa5P8uGm/XNJfp5kY/Na3rQnySeTjCW5NslRw6xPkvRYw76U9CBwbFXdn2RP4MokX2u2vaeqvjBp/1cBy5rXHwNnN++SpFky1DOG6rm/Wd2zedUODlkJnN8c931gcZIDh1mjJKlt6H0MSRYk2QjcBVxWVT9oNp3RXC46M8neTdsocFvf4bc3bZM/c1WSDUk2bN68eZjlS9K8M/RgqKptVbUcOAg4OslzgPcBRwAvAJYA7x3wM8+pqhVVtWJkZGSmS5akeW3WRiVV1W+AK4Djq2pTc7noQeCzwNHNbuPAwX2HHdS0SZJmybBHJY0kWdwsLwReAdw00W+QJMBrgOuaQy4FTmlGJx0D3FtVm4ZZoySpbdijkg4E1iVZQC+ELq6qryT5VpIRIMBG4G3N/uuBE4AxYCvwpiHXJ0maZKjBUFXXAs+bov3Y7exfwGnDrEmStGPe+SxJajEYJEktBoMkqcVgkCS1GAySpBaDQZLUYjBIkloMBklSi8EgSWoxGCRJLQaDJKnFYJAktRgMkqQWg0GS1GIwSJJaDAZJUovBIElqMRgkSS0GgySpZajPfE6yD/BdYO/mu75QVR9MchhwEfA04CrgjVX1uyR7A+cDzwd+Dby+qm4ZZo3SXLV27VrGxsa6LmNOmPh3WLNmTceVzA1Lly5l9erVQ/v8oQYD8CBwbFXdn2RP4MokXwP+C3BmVV2U5NPAW4Czm/d7qmppkpOAjwOvH3KN0pw0NjbGz66/hkOevK3rUjq310O9ixsP3rqh40q694v7Fwz9O4YaDFVVwP3N6p7Nq4BjgT9r2tcBH6IXDCubZYAvAP8jSZrPkeadQ568jfcfdV/XZWgO+ejVi4b+HUPvY0iyIMlG4C7gMuCfgd9U1cPNLrcDo83yKHAbQLP9XnqXmyRJs2TowVBV26pqOXAQcDRwxBP9zCSrkmxIsmHz5s1P9OMkSX1mbVRSVf0GuAJ4IbA4ycRlrIOA8WZ5HDgYoNm+H71O6MmfdU5VraiqFSMjI8MuXZLmlaEGQ5KRJIub5YXAK4Ab6QXE65rdTgUuaZYvbdZptn/L/gVJml3DHpV0ILAuyQJ6IXRxVX0lyQ3ARUk+AlwDnNvsfy7w+SRjwN3ASUOuT5I0ybBHJV0LPG+K9pvp9TdMbv8t8B+HWZMkace881mS1GIwSJJaht3HMOc57cCjnHagbdjTDkhz1bwPhrGxMTZedyPb9l3SdSmde9LvegPArrr5zo4r6d6CrXd3XYLUmXkfDADb9l3CA0ec0HUZmkMW3rS+6xKkztjHIElqMRgkSS0GgySpxWCQJLUYDJKklmkHQ/M4zp22SZJ2bYOcMXxxirYvzFQhkqS5Yaf3MSQ5Ang2sF+SP+3btAjYZ1iFSZK6MZ0b3J4F/HtgMfDqvvYtwH8eQk2SpA7tNBiq6hLgkiQvrKrvzUJNkqQODTIlxqokjzlDqKo3z2A9kqSODRIMX+lb3gd4LfDLmS1H0oTx8XH+35YFfPTqRV2Xojnk1i0L+IPx8aF+x7SDoapao5KSXAhcOeMVSZI69URmV10GPH2mCpHUNjo6yoMPb+L9R93XdSmaQz569SL2Hh0d6ndMOxiSbAEKSPN+B/DeIdUlSerItG9wq6qnVNWivvc/mnx5abIkBye5IskNSa5PsqZp/1CS8SQbm9cJfce8L8lYkp8meeXj/9EkSY/HQJeSkvwH4KXN6rer6is72h94GHhXVV2d5CnAVUkua7adWVV/PenzjwROondD3R8C30zyR1W1bZA6JUmP3yBzJX0MWAPc0LzWJPnojo6pqk1VdXWzvAW4EdjRxbGVwEVV9WBV/RwYA46ebo2SpCdukLmSTgBeUVXnVdV5wPH07oieliSHAs8DftA0vSPJtUnOS/LUpm0UuK3vsNuZIkiSrEqyIcmGzZs3D/AjSJJ2ZtBptxf3Le833YOSPJneJHzvrKr7gLOBZwLLgU3A3wxSRFWdU1UrqmrFyMjIIIdKknZikD6G/w5ck+QKeiOTXgqcvrODkuxJLxQuqKovAVTVnX3bP8OjN8+NAwf3HX5Q0yZJmiWD3OB2YZJvAy9omt5bVXdMbE/y7Kq6vv+YJAHOBW6sqk/0tR9YVZua1dcC1zXLlwJ/n+QT9DqflwE/HOxHGsz4+DgLtt7LwpvWD/NrtItZsPXXjI8/3HUZUicGGpXU/DK/dDubPw8cNantxcAbgZ8k2di0vR84OclyevdD3AK8tfn865NcTK9z+2HgNEckSdLseiJ3Pk+WyQ1VdeVU7cB2/zyvqjOAM2awrh0aHR3ljgf34IEjTtj5zpo3Ft60ntHRA7oug1/c71xJAHdu7XWHHrDv7zuupHu/uH8By4b8HTMZDDWDnyXNe0uXLu26hDnjd2NjAOz9DP9NljH8/xszGQySZtDq1au7LmHOWLNmDQBnnXVWx5XMD4MOV92R383gZ0mSOjLInc9J8oYk/61ZPyTJI3clV9UxwyhQkjS7Bjlj+BTwQuDkZn0L8LczXpEkqVOD9DH8cVUdleQagKq6J8leQ6pLktSRQc4YHkqygGb0UZIRwLFjkrSbGSQYPgl8GXh6kjPoPdZzh7OrSpJ2PYNMiXFBkquA4+jdtPaaqrpxaJVJkjqx02BIsqRv9S7gwv5tVXX3MAqTJHVjOmcMV/Hos54PAe5plhcDvwAOG1ZxkqTZt9M+hqo6rKoOB74JvLqq9q+qp9F7SM83hl2gJGl2DdL5fExVPTL5XVV9DXjRzJckSerSIPcx/DLJB4D/1az/OfDLmS9JktSlQc4YTgZG6A1Z/TLwdB69C1qStJsYZLjq3cCaIdYiSZoDph0MzZ3O/xV4NrDPRHtVHTuEuiRJHRnkUtIFwE30hqd+mN4jOX80hJokSR0aJBieVlXnAg9V1Xeq6s2AZwuStJsZZFTSQ837piR/Qm9E0pId7C9J2gUNcsbwkST7Ae8C3g38HfBXOzogycFJrkhyQ5Lrk6xp2pckuSzJz5r3pzbtSfLJJGNJrk1y1OP8uSRJj9NOgyHJx5vFhVV1b1VdV1Uvr6rnV9WlOzn8YeBdVXUkcAxwWpIjgdOBy6tqGXB5sw7wKnrPul4GrALOHvxHkiQ9EdM5YzghSYD3DfrhVbWpqq5ulrcANwKjwEpgXbPbOuA1zfJK4Pzq+T6wOMmBg36vJOnxm04fw9fpTZz35CT39bUHqKpaNJ0vSnIo8DzgB8ABVbWp2XQHcECzPArc1nfY7U3bpr42kqyid0bBIYccMp2vlyRN03Qm0XtPVS0GvlpVi/peTxkgFJ4MfBF4Z1X1hwtVVTRPhZuuqjqnqlZU1YqRkZFBDpUk7cS0O5+rauWOtif53nba96QXChdU1Zea5jsnLhE173c17ePAwX2HH9S0SZJmySCjknZmn8kNTd/EucCNVfWJvk2XAqc2y6cCl/S1n9KMTjoGuLfvkpMkaRYMch/Dzkx1OejFwBuBnyTZ2LS9H/gYcHGStwC3Aic229YDJwBjwFbgTTNYnyRpGmYyGB6jqq6k10k9leOm2L+A04ZZkyRpx6ZzH8Pe0/ys7QWAJGkXMp0+hu8BJPn8TvZ74xMvR5LUtelcStoryZ8BL0ryp5M3Tow0qqrrZro4SdLsm04wvI3eYzwXA6+etK2AL00+QJK069ppMDQdyFcm2dBMuy1J2o0NMirp80n+Enhps/4d4NNV9dAOjpEk7WIGCYZPAXs279DrbD4b+E8zXZSkuWPt2rWMjY11WsPE969Z0/1j55cuXcrq1au7LmOoBgmGF1TVc/vWv5XkxzNdkCRNtnDhwq5LmFcGCYZtSZ5ZVf8MkORwYNtwypI0V+zufx3rsQYJhvcAVyS5md7NbM/AKSskabcz7WCoqsuTLAOe1TT9tKoenNie5BVVddlMFyhJml0DzZXUBMG129n8cWCXDIYFW+9m4U3ruy6jc0/6be9RGb/fZ1qP2ditLdh6N48+P0qaX2ZyEr1dcq6kpUuXdl3CnDE2tgWApYf7CxEO8P+G5q1hT7s959mx9qiJoYBnnXVWx5VI6tJMPqhHkrQbmHYwTDX99qS2W2aiIElStwY5Y5jqmc6PtFXVY2ZelSTtenbax5DkXwCjwMIkz+PRTuZFwL5DrE2S1IHpdD6/EvgL4CDgb3g0GO6j9/xmSdJuZDrTbq9rnt52clVdMAs1SZI6NK0+hqr6PfBXg354kvOS3JXkur62DyUZT7KxeZ3Qt+19ScaS/DTJKwf9PknSEzdI5/M3k7w7ycFJlky8dnLM54Djp2g/s6qWN6/1AEmOBE4Cnt0c86kkCwaoT5I0Awa5we31zftpfW0FHL69A6rqu0kOnebnrwQuaqbd+HmSMeBoph4NJUkakkEm0TtsBr/3HUlOATYA76qqe+iNfPp+3z63N22PkWQVsArgkEMOmcGyJEkD3fmc5DlJTkxyysTrcXzn2cAzgeXAJnojnQZSVedU1YqqWjEyMvI4SpAkbc+0zxiSfBB4GXAksB54FXAlcP4gX1hVd/Z95meArzSr48DBfbse1LRJkmbRIGcMrwOOA+6oqjcBzwX2G/QLkxzYt/paYGLE0qXASUn2TnIYsAz44aCfL0l6YgbpfH6gqn6f5OEki4C7aP+F/xhJLqR3lrF/ktuBDwIvS7KcXsf1LcBbAarq+iQXAzcADwOnVZWPDpWkWTZIMGxIshj4DHAVcD87GTFUVSdP0XzuDvY/AzhjgJokSTNskFFJb28WP53k68Ciqtre09wkSbuoQabdvnxiuapuqapr+9skSbuH6cyuug+9WVT3T/JU2rOrTnmfgSRp1zWdS0lvBd4J/CG9voXQ6zjeAqwdWmWSpE7s9FJSVZ3V3PV8BrC8Wf4scDNOVyFJu52B7mOoqvuSvAQ4Fvg7encxS5J2I4MEw8Q9BX8CfKaqvgrsNfMlSZK6NEgwjCf5n/RmWV2fZO8Bj5ck7QIG+cV+IvCPwCur6jfAEuA9wyhKktSdQW5w2wp8qW99E73ZUSVJuxEvBUmSWgwGSVKLwSBJajEYJEktBoMkqcVgkCS1GAySpBaDQZLUYjBIklqGGgxJzktyV5Lr+tqWJLksyc+a96c27UnyySRjSa5NctQwa5MkTW3YZwyfA46f1HY6cHlVLQMub9YBXgUsa16rcEpvSerEUIOhqr4L3D2peSWwrlleB7ymr/386vk+sDjJgcOsT5L0WF30MRzQTMAHcAdwQLM8CtzWt9/t+ExpSZp1nXY+V1XRe370QJKsSrIhyYbNmzcPoTJJmr+6CIY7Jy4RNe93Ne3jwMF9+x3UtD1GVZ1TVSuqasXIyMhQi5Wk+aaLYLgUOLVZPhW4pK/9lGZ00jHAvX2XnCRJs2TaD+p5PJJcCLwM2D/J7cAHgY8BFyd5C3ArvSfDAawHTgDGgK3Am4ZZmyRpakMNhqo6eTubjpti3wJOG2Y9kqSd885nSVKLwSBJajEYJEktBoMkqcVgkCS1GAySpBaDQZLUYjBIkloMBklSi8EgSWoxGCRJLQaDJKnFYJAktRgMkqQWg0GS1GIwSJJaDAZJUovBIElqMRgkSS0GgySpZY+uvjjJLcAWYBvwcFWtSLIE+N/AocAtwIlVdU9XNUrSfNT1GcPLq2p5Va1o1k8HLq+qZcDlzbokaRZ1HQyTrQTWNcvrgNd0V4okzU9dBkMB30hyVZJVTdsBVbWpWb4DOGCqA5OsSrIhyYbNmzfPRq2SNG901scAvKSqxpM8HbgsyU39G6uqktRUB1bVOcA5ACtWrJhyH0nS49PZGUNVjTfvdwFfBo4G7kxyIEDzfldX9UnSfNVJMCT5gyRPmVgG/h1wHXApcGqz26nAJV3UJ0nzWVeXkg4Avpxkooa/r6qvJ/kRcHGStwC3Aid2VJ8kzVudBENV3Qw8d4r2XwPHzX5FkqQJc224qiSpYwaDJKnFYJAktRgMkqQWg0GS1NLlnc9qrF27lrGxsa7LeKSGNWvWdFrH0qVLWb16dac1SPOZwaBHLFy4sOsSJM0BBsMc4F/HkuYS+xgkSS0GgySpxWCQJLUYDJKkFoNBktRiMEiSWgwGSVKLwSBJaklVdV3DE5JkM72nvWlm7A/8qusipCn4f3NmPaOqRqbasMsHg2ZWkg1VtaLrOqTJ/L85e7yUJElqMRgkSS0GgyY7p+sCpO3w/+YssY9BktTiGYMkqcVgkCS1GAwCIMnxSX6aZCzJ6V3XI01Icl6Su5Jc13Ut84XBIJIsAP4WeBVwJHBykiO7rUp6xOeA47suYj4xGARwNDBWVTdX1e+Ai4CVHdckAVBV3wXu7rqO+cRgEMAocFvf+u1Nm6R5yGCQJLUYDAIYBw7uWz+oaZM0DxkMAvgRsCzJYUn2Ak4CLu24JkkdMRhEVT0MvAP4R+BG4OKqur7bqqSeJBcC3wOeleT2JG/puqbdnVNiSJJaPGOQJLUYDJKkFoNBktRiMEiSWgwGSVKLwSBJajEYpA4keVmSF/Wtvy3JKc3yEUk2JrkmyTO7q1LzlfcxSB1I8iHg/qr66ym2nQ7sUVUfmfXCJAwG6RFJ3gD8JbAX8APg7VW1bdI+C4BzgRVAAedV1ZlJvg38GPg3wB7Am6vqh0mWAOcBhwNbgVXAfcD3gW3AZmA1cBxwP3BDs/824P/Sm/X2S1X1D833X0DvzvRLhvOvIHkpSQIgyb8EXg+8uKqW0/vF/OdT7LocGK2q51TVvwI+27dt3+bYt9P75Q7wYeCaqvrXwPuB86vqFuDTwJlVtbyq/mniA6pqfd+2l9MLob9oatwPeBHw1Rn4kaXtMhiknuOA5wM/SrKxWT98iv1uBg5PsjbJ8fT++p9wITzyYJlFSRYDLwE+37R/C3hakkXTLaqqvkNvgsMR4GTgi83cVtLQ7NF1AdIcEWBdVb1vRztV1T1Jngu8EngbcCLw5onNk3efodrOB95Ab9bbN83QZ0rb5RmD1HM58LokTwdIsiTJMybvlGR/4ElV9UXgA8BRfZtf3+zzEuDeqroX+CeaS1JJXgb8qqruA7YAT5lmbZ8D3glQVTcM+HNJA/OMQaL3CzfJB4BvJHkS8BBwGnDrpF1Hgc82+wD0n2H8Nsk1wJ48ehbxIeC8JNfS63w+tWn/P8AXkqyk1/m8o9ruTHIj8A+P52eTBuWoJGkGNKOS3l1VG4bw2fsCPwGOas5CpKHyUpI0hyX5t/QenrTWUNBs8YxB2o4kPwD2ntT8xqr6SRf1SLPFYJAktXgpSZLUYjBIkloMBklSi8EgSWr5/25/bigzE9SNAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global boxplot by tempo\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Boxplot grouped by spotify success\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "drawAllBoxPlots(eminem_df, ['e_spotify'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Estadística paramètrica\n",
    "En aquest apartat hem calculat un interval de confiança per un model de Bernoulli que intenta descriure els èxits. Això és una simplificació on suposem que cada cançó és un experiment aleatori que pot tenir un resultat positiu o negatiu amb una certa probabilitat que intentem estimar. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = len(df)\n",
    "\n",
    "def confidence_interval(f, n, z):\n",
    "    a = f-z*math.sqrt((f*(1-f)/n))\n",
    "    b = f+z*math.sqrt((f*(1-f)/n))\n",
    "    return f'Interval de confiança per 0.955: [{a},{b}]'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Grammy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Freqüència relativa: 0.022295623451692816\n",
      "Interval de confiança per 0.955: [0.013810239189157381,0.030781007714228252]\n"
     ]
    }
   ],
   "source": [
    "import math\n",
    "#adequació amb va Bernoulli per Grammy\n",
    "f = len(df[df['e_grammy'] == 1]) / n\n",
    "print('Freqüència relativa:',f)\n",
    "print(confidence_interval(f, n, 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Spotify"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.2584640792733278\n",
      "Interval de confiança per 0.955: [0.23330329824948295,0.2836248602971727]\n"
     ]
    }
   ],
   "source": [
    "#adequació amb va Bernoulli\n",
    "f = len(df[df['e_spotify'] == 1]) / len(df)\n",
    "print('Freqüència relativa:',f)\n",
    "print(confidence_interval(f, n, 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Billboard"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Freqüència relativa: 0.11890999174236168\n",
      "Interval de confiança per 0.955: [0.10030723801439896,0.1375127454703244]\n"
     ]
    }
   ],
   "source": [
    "#adequació amb va Bernoulli\n",
    "f = len(df[df['e_billboard'] == 1]) / len(df)\n",
    "print('Freqüència relativa:',f)\n",
    "print(confidence_interval(f, n, 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "La freqüència relativa és un estimador de ML per la p de Bernoulli, per tant considerem el nostre model com Ber(0.0116894)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "9cdacb074fd413ed432059c098981130e26492064e7604b5b2bccceb261aadee"
  },
  "kernelspec": {
   "display_name": "Python 3.8.10 64-bit (windows store)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}