tracks_analysis-checkpoint.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "489644d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8a79aaf1",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>popularity</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>explicit</th>\n",
       "      <th>artists</th>\n",
       "      <th>id_artists</th>\n",
       "      <th>release_date</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>35iwgR4jXetI318WEWsa1Q</td>\n",
       "      <td>Carve</td>\n",
       "      <td>6</td>\n",
       "      <td>126903</td>\n",
       "      <td>0</td>\n",
       "      <td>['Uli']</td>\n",
       "      <td>['45tIt06XoI0Iio4LBEVpls']</td>\n",
       "      <td>1922-02-22</td>\n",
       "      <td>0.645</td>\n",
       "      <td>0.4450</td>\n",
       "      <td>0</td>\n",
       "      <td>-13.338</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4510</td>\n",
       "      <td>0.674</td>\n",
       "      <td>0.7440</td>\n",
       "      <td>0.151</td>\n",
       "      <td>0.127</td>\n",
       "      <td>104.851</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>021ht4sdgPcrDgSk7JTbKY</td>\n",
       "      <td>Capítulo 2.16 - Banquero Anarquista</td>\n",
       "      <td>0</td>\n",
       "      <td>98200</td>\n",
       "      <td>0</td>\n",
       "      <td>['Fernando Pessoa']</td>\n",
       "      <td>['14jtPCOoNZwquk5wd9DxrY']</td>\n",
       "      <td>1922-06-01</td>\n",
       "      <td>0.695</td>\n",
       "      <td>0.2630</td>\n",
       "      <td>0</td>\n",
       "      <td>-22.136</td>\n",
       "      <td>1</td>\n",
       "      <td>0.9570</td>\n",
       "      <td>0.797</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.148</td>\n",
       "      <td>0.655</td>\n",
       "      <td>102.009</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>07A5yehtSnoedViJAZkNnc</td>\n",
       "      <td>Vivo para Quererte - Remasterizado</td>\n",
       "      <td>0</td>\n",
       "      <td>181640</td>\n",
       "      <td>0</td>\n",
       "      <td>['Ignacio Corsini']</td>\n",
       "      <td>['5LiOoJbxVSAMkBS2fUm3X2']</td>\n",
       "      <td>1922-03-21</td>\n",
       "      <td>0.434</td>\n",
       "      <td>0.1770</td>\n",
       "      <td>1</td>\n",
       "      <td>-21.180</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0512</td>\n",
       "      <td>0.994</td>\n",
       "      <td>0.0218</td>\n",
       "      <td>0.212</td>\n",
       "      <td>0.457</td>\n",
       "      <td>130.418</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>08FmqUhxtyLTn6pAh6bk45</td>\n",
       "      <td>El Prisionero - Remasterizado</td>\n",
       "      <td>0</td>\n",
       "      <td>176907</td>\n",
       "      <td>0</td>\n",
       "      <td>['Ignacio Corsini']</td>\n",
       "      <td>['5LiOoJbxVSAMkBS2fUm3X2']</td>\n",
       "      <td>1922-03-21</td>\n",
       "      <td>0.321</td>\n",
       "      <td>0.0946</td>\n",
       "      <td>7</td>\n",
       "      <td>-27.961</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0504</td>\n",
       "      <td>0.995</td>\n",
       "      <td>0.9180</td>\n",
       "      <td>0.104</td>\n",
       "      <td>0.397</td>\n",
       "      <td>169.980</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>08y9GfoqCWfOGsKdwojr5e</td>\n",
       "      <td>Lady of the Evening</td>\n",
       "      <td>0</td>\n",
       "      <td>163080</td>\n",
       "      <td>0</td>\n",
       "      <td>['Dick Haymes']</td>\n",
       "      <td>['3BiJGZsyX9sJchTqcSA7Su']</td>\n",
       "      <td>1922</td>\n",
       "      <td>0.402</td>\n",
       "      <td>0.1580</td>\n",
       "      <td>3</td>\n",
       "      <td>-16.900</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0390</td>\n",
       "      <td>0.989</td>\n",
       "      <td>0.1300</td>\n",
       "      <td>0.311</td>\n",
       "      <td>0.196</td>\n",
       "      <td>103.220</td>\n",
       "      <td>4</td>\n",
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      "text/plain": [
       "                       id                                 name  popularity  \\\n",
       "0  35iwgR4jXetI318WEWsa1Q                                Carve           6   \n",
       "1  021ht4sdgPcrDgSk7JTbKY  Capítulo 2.16 - Banquero Anarquista           0   \n",
       "2  07A5yehtSnoedViJAZkNnc   Vivo para Quererte - Remasterizado           0   \n",
       "3  08FmqUhxtyLTn6pAh6bk45        El Prisionero - Remasterizado           0   \n",
       "4  08y9GfoqCWfOGsKdwojr5e                  Lady of the Evening           0   \n",
       "\n",
       "   duration_ms  explicit              artists                  id_artists  \\\n",
       "0       126903         0              ['Uli']  ['45tIt06XoI0Iio4LBEVpls']   \n",
       "1        98200         0  ['Fernando Pessoa']  ['14jtPCOoNZwquk5wd9DxrY']   \n",
       "2       181640         0  ['Ignacio Corsini']  ['5LiOoJbxVSAMkBS2fUm3X2']   \n",
       "3       176907         0  ['Ignacio Corsini']  ['5LiOoJbxVSAMkBS2fUm3X2']   \n",
       "4       163080         0      ['Dick Haymes']  ['3BiJGZsyX9sJchTqcSA7Su']   \n",
       "\n",
       "  release_date  danceability  energy  key  loudness  mode  speechiness  \\\n",
       "0   1922-02-22         0.645  0.4450    0   -13.338     1       0.4510   \n",
       "1   1922-06-01         0.695  0.2630    0   -22.136     1       0.9570   \n",
       "2   1922-03-21         0.434  0.1770    1   -21.180     1       0.0512   \n",
       "3   1922-03-21         0.321  0.0946    7   -27.961     1       0.0504   \n",
       "4         1922         0.402  0.1580    3   -16.900     0       0.0390   \n",
       "\n",
       "   acousticness  instrumentalness  liveness  valence    tempo  time_signature  \n",
       "0         0.674            0.7440     0.151    0.127  104.851               3  \n",
       "1         0.797            0.0000     0.148    0.655  102.009               1  \n",
       "2         0.994            0.0218     0.212    0.457  130.418               5  \n",
       "3         0.995            0.9180     0.104    0.397  169.980               3  \n",
       "4         0.989            0.1300     0.311    0.196  103.220               4  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tracks= pd.read_csv('C:/Users/HP/Downloads/spotify_analysis/tracks.csv')\n",
    "df_tracks.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "685cb169",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                   0\n",
       "name                71\n",
       "popularity           0\n",
       "duration_ms          0\n",
       "explicit             0\n",
       "artists              0\n",
       "id_artists           0\n",
       "release_date         0\n",
       "danceability         0\n",
       "energy               0\n",
       "key                  0\n",
       "loudness             0\n",
       "mode                 0\n",
       "speechiness          0\n",
       "acousticness         0\n",
       "instrumentalness     0\n",
       "liveness             0\n",
       "valence              0\n",
       "tempo                0\n",
       "time_signature       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#null_values\n",
    "pd.isnull(df_tracks).sum()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4b58b46d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 586672 entries, 0 to 586671\n",
      "Data columns (total 20 columns):\n",
      " #   Column            Non-Null Count   Dtype  \n",
      "---  ------            --------------   -----  \n",
      " 0   id                586672 non-null  object \n",
      " 1   name              586601 non-null  object \n",
      " 2   popularity        586672 non-null  int64  \n",
      " 3   duration_ms       586672 non-null  int64  \n",
      " 4   explicit          586672 non-null  int64  \n",
      " 5   artists           586672 non-null  object \n",
      " 6   id_artists        586672 non-null  object \n",
      " 7   release_date      586672 non-null  object \n",
      " 8   danceability      586672 non-null  float64\n",
      " 9   energy            586672 non-null  float64\n",
      " 10  key               586672 non-null  int64  \n",
      " 11  loudness          586672 non-null  float64\n",
      " 12  mode              586672 non-null  int64  \n",
      " 13  speechiness       586672 non-null  float64\n",
      " 14  acousticness      586672 non-null  float64\n",
      " 15  instrumentalness  586672 non-null  float64\n",
      " 16  liveness          586672 non-null  float64\n",
      " 17  valence           586672 non-null  float64\n",
      " 18  tempo             586672 non-null  float64\n",
      " 19  time_signature    586672 non-null  int64  \n",
      "dtypes: float64(9), int64(6), object(5)\n",
      "memory usage: 89.5+ MB\n"
     ]
    }
   ],
   "source": [
    "df_tracks.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "63709012",
   "metadata": {},
   "outputs": [
    {
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       "      <th>546130</th>\n",
       "      <td>181rTRhCcggZPwP2TUcVqm</td>\n",
       "      <td>Newspaper Reports On Abner, 20 February 1935</td>\n",
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       "      <td>['Norris Goff', 'Chester Lauck', 'Carlton Bric...</td>\n",
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       "      <td>1935-02-20</td>\n",
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       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>546222</th>\n",
       "      <td>0yOCz3V5KMm8l1T8EFc60i</td>\n",
       "      <td>恋は水の上で</td>\n",
       "      <td>0</td>\n",
       "      <td>188440</td>\n",
       "      <td>0</td>\n",
       "      <td>['Hibari Misora']</td>\n",
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       "      <td>1949</td>\n",
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       "      <td>-8.580</td>\n",
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       "      <td>0.1050</td>\n",
       "      <td>0.439</td>\n",
       "      <td>94.549</td>\n",
       "      <td>4</td>\n",
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       "      <th>546221</th>\n",
       "      <td>0y48Hhwe52099UqYjegRCO</td>\n",
       "      <td>私の誕生日</td>\n",
       "      <td>0</td>\n",
       "      <td>173467</td>\n",
       "      <td>0</td>\n",
       "      <td>['Hibari Misora']</td>\n",
       "      <td>['1m5pMY5blqJwdxJ7vqQtuN']</td>\n",
       "      <td>1949</td>\n",
       "      <td>0.642</td>\n",
       "      <td>0.178</td>\n",
       "      <td>5</td>\n",
       "      <td>-11.700</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0501</td>\n",
       "      <td>0.993</td>\n",
       "      <td>0.000943</td>\n",
       "      <td>0.0928</td>\n",
       "      <td>0.715</td>\n",
       "      <td>119.013</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>546220</th>\n",
       "      <td>0xCmgtf9ka07hkZg3D6PaV</td>\n",
       "      <td>エル・チョクロ (EL CHOCLO)</td>\n",
       "      <td>0</td>\n",
       "      <td>205280</td>\n",
       "      <td>0</td>\n",
       "      <td>['Hibari Misora']</td>\n",
       "      <td>['1m5pMY5blqJwdxJ7vqQtuN']</td>\n",
       "      <td>1949</td>\n",
       "      <td>0.695</td>\n",
       "      <td>0.467</td>\n",
       "      <td>0</td>\n",
       "      <td>-12.236</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0422</td>\n",
       "      <td>0.827</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0861</td>\n",
       "      <td>0.756</td>\n",
       "      <td>125.941</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>546219</th>\n",
       "      <td>0tBXS3VuCPX7KWUFH2nros</td>\n",
       "      <td>恋は不思議なもの</td>\n",
       "      <td>0</td>\n",
       "      <td>185733</td>\n",
       "      <td>0</td>\n",
       "      <td>['Hibari Misora']</td>\n",
       "      <td>['1m5pMY5blqJwdxJ7vqQtuN']</td>\n",
       "      <td>1949</td>\n",
       "      <td>0.389</td>\n",
       "      <td>0.388</td>\n",
       "      <td>2</td>\n",
       "      <td>-8.221</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0351</td>\n",
       "      <td>0.869</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0924</td>\n",
       "      <td>0.372</td>\n",
       "      <td>72.800</td>\n",
       "      <td>4</td>\n",
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       "      <th>546218</th>\n",
       "      <td>0qrKnQtYDVJhKFAXTHYVS9</td>\n",
       "      <td>ゆうべはどうしたの (WHATSA MALLA U)</td>\n",
       "      <td>0</td>\n",
       "      <td>183427</td>\n",
       "      <td>0</td>\n",
       "      <td>['Hibari Misora']</td>\n",
       "      <td>['1m5pMY5blqJwdxJ7vqQtuN']</td>\n",
       "      <td>1949</td>\n",
       "      <td>0.631</td>\n",
       "      <td>0.249</td>\n",
       "      <td>5</td>\n",
       "      <td>-11.883</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0355</td>\n",
       "      <td>0.951</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0814</td>\n",
       "      <td>0.517</td>\n",
       "      <td>131.097</td>\n",
       "      <td>4</td>\n",
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       "      <td>Screen Director's Playhouse, Music For Million...</td>\n",
       "      <td>0</td>\n",
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       "      <td>['2rbm8QWvmnVwxFo84EVM1h', '4yW5adMgyIfHFzaL9i...</td>\n",
       "      <td>1949-04-10</td>\n",
       "      <td>0.533</td>\n",
       "      <td>0.317</td>\n",
       "      <td>7</td>\n",
       "      <td>-13.047</td>\n",
       "      <td>1</td>\n",
       "      <td>0.9180</td>\n",
       "      <td>0.682</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3330</td>\n",
       "      <td>0.336</td>\n",
       "      <td>76.836</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
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       "      <td>0kGEdsxVLYjCdfxM9tbezd</td>\n",
       "      <td>ブルーマンボ</td>\n",
       "      <td>0</td>\n",
       "      <td>162147</td>\n",
       "      <td>0</td>\n",
       "      <td>['Hibari Misora']</td>\n",
       "      <td>['1m5pMY5blqJwdxJ7vqQtuN']</td>\n",
       "      <td>1949</td>\n",
       "      <td>0.529</td>\n",
       "      <td>0.546</td>\n",
       "      <td>0</td>\n",
       "      <td>-6.462</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0418</td>\n",
       "      <td>0.784</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.3750</td>\n",
       "      <td>0.903</td>\n",
       "      <td>128.604</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546215</th>\n",
       "      <td>0bc3PUZurUUXrY7yqoOxjq</td>\n",
       "      <td>Screen Director's Playhouse, Trade Winds direc...</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>['Wally Maher', 'Tay Garnett', 'Lurene Tuttle'...</td>\n",
       "      <td>['7hkhJTTI3VnUGVWUt8SJXT', '3kYeeIpRCgJz4fQYDv...</td>\n",
       "      <td>1949-05-19</td>\n",
       "      <td>0.599</td>\n",
       "      <td>0.321</td>\n",
       "      <td>0</td>\n",
       "      <td>-15.428</td>\n",
       "      <td>0</td>\n",
       "      <td>0.9330</td>\n",
       "      <td>0.808</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.5570</td>\n",
       "      <td>0.379</td>\n",
       "      <td>93.025</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>546214</th>\n",
       "      <td>0Wwm0ruSjYMIiWG0nyAI1F</td>\n",
       "      <td>Screen Director's Playhouse, It's A Wonderful ...</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>['Joseph Granby', 'Jimmy Stewart', 'Irene Tedr...</td>\n",
       "      <td>['6GK59BC4LJzqR0OpHAX2S3', '58BzBaExrnrx898sby...</td>\n",
       "      <td>1949-05-08</td>\n",
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       "      <td>0.341</td>\n",
       "      <td>8</td>\n",
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       "      <td>0.690</td>\n",
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       "      <td>0.1530</td>\n",
       "      <td>0.431</td>\n",
       "      <td>117.591</td>\n",
       "      <td>4</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            id  \\\n",
       "546130  181rTRhCcggZPwP2TUcVqm   \n",
       "546222  0yOCz3V5KMm8l1T8EFc60i   \n",
       "546221  0y48Hhwe52099UqYjegRCO   \n",
       "546220  0xCmgtf9ka07hkZg3D6PaV   \n",
       "546219  0tBXS3VuCPX7KWUFH2nros   \n",
       "546218  0qrKnQtYDVJhKFAXTHYVS9   \n",
       "546217  0nqsDxOeKSwEzp3AUQAAqS   \n",
       "546216  0kGEdsxVLYjCdfxM9tbezd   \n",
       "546215  0bc3PUZurUUXrY7yqoOxjq   \n",
       "546214  0Wwm0ruSjYMIiWG0nyAI1F   \n",
       "\n",
       "                                                     name  popularity  \\\n",
       "546130       Newspaper Reports On Abner, 20 February 1935           0   \n",
       "546222                                             恋は水の上で           0   \n",
       "546221                                              私の誕生日           0   \n",
       "546220                                エル・チョクロ (EL CHOCLO)           0   \n",
       "546219                                           恋は不思議なもの           0   \n",
       "546218                         ゆうべはどうしたの (WHATSA MALLA U)           0   \n",
       "546217  Screen Director's Playhouse, Music For Million...           0   \n",
       "546216                                             ブルーマンボ           0   \n",
       "546215  Screen Director's Playhouse, Trade Winds direc...           0   \n",
       "546214  Screen Director's Playhouse, It's A Wonderful ...           0   \n",
       "\n",
       "        duration_ms  explicit  \\\n",
       "546130       896575         0   \n",
       "546222       188440         0   \n",
       "546221       173467         0   \n",
       "546220       205280         0   \n",
       "546219       185733         0   \n",
       "546218       183427         0   \n",
       "546217      1767071         0   \n",
       "546216       162147         0   \n",
       "546215      1776652         0   \n",
       "546214      1767576         0   \n",
       "\n",
       "                                                  artists  \\\n",
       "546130  ['Norris Goff', 'Chester Lauck', 'Carlton Bric...   \n",
       "546222                                  ['Hibari Misora']   \n",
       "546221                                  ['Hibari Misora']   \n",
       "546220                                  ['Hibari Misora']   \n",
       "546219                                  ['Hibari Misora']   \n",
       "546218                                  ['Hibari Misora']   \n",
       "546217  ['Wilms Herbert', 'June Allyson', 'Joseph Kear...   \n",
       "546216                                  ['Hibari Misora']   \n",
       "546215  ['Wally Maher', 'Tay Garnett', 'Lurene Tuttle'...   \n",
       "546214  ['Joseph Granby', 'Jimmy Stewart', 'Irene Tedr...   \n",
       "\n",
       "                                               id_artists release_date  \\\n",
       "546130  ['3WCwCPDMpGzrt0Qz6quumy', '7vk8UqABg0Sga78GI3...   1935-02-20   \n",
       "546222                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n",
       "546221                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n",
       "546220                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n",
       "546219                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n",
       "546218                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n",
       "546217  ['2rbm8QWvmnVwxFo84EVM1h', '4yW5adMgyIfHFzaL9i...   1949-04-10   \n",
       "546216                         ['1m5pMY5blqJwdxJ7vqQtuN']         1949   \n",
       "546215  ['7hkhJTTI3VnUGVWUt8SJXT', '3kYeeIpRCgJz4fQYDv...   1949-05-19   \n",
       "546214  ['6GK59BC4LJzqR0OpHAX2S3', '58BzBaExrnrx898sby...   1949-05-08   \n",
       "\n",
       "        danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "546130         0.595   0.262    8   -17.746     1       0.9320         0.993   \n",
       "546222         0.418   0.388    0    -8.580     1       0.0358         0.925   \n",
       "546221         0.642   0.178    5   -11.700     1       0.0501         0.993   \n",
       "546220         0.695   0.467    0   -12.236     0       0.0422         0.827   \n",
       "546219         0.389   0.388    2    -8.221     1       0.0351         0.869   \n",
       "546218         0.631   0.249    5   -11.883     1       0.0355         0.951   \n",
       "546217         0.533   0.317    7   -13.047     1       0.9180         0.682   \n",
       "546216         0.529   0.546    0    -6.462     0       0.0418         0.784   \n",
       "546215         0.599   0.321    0   -15.428     0       0.9330         0.808   \n",
       "546214         0.645   0.341    8   -12.177     1       0.8670         0.690   \n",
       "\n",
       "        instrumentalness  liveness  valence    tempo  time_signature  \n",
       "546130          0.007510    0.0991    0.320   79.849               4  \n",
       "546222          0.000014    0.1050    0.439   94.549               4  \n",
       "546221          0.000943    0.0928    0.715  119.013               4  \n",
       "546220          0.000000    0.0861    0.756  125.941               4  \n",
       "546219          0.000000    0.0924    0.372   72.800               4  \n",
       "546218          0.000000    0.0814    0.517  131.097               4  \n",
       "546217          0.000000    0.3330    0.336   76.836               4  \n",
       "546216          0.000000    0.3750    0.903  128.604               4  \n",
       "546215          0.000000    0.5570    0.379   93.025               4  \n",
       "546214          0.000000    0.1530    0.431  117.591               4  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_df = df_tracks.sort_values('popularity', ascending= True)\n",
    "sorted_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "119cb2d0",
   "metadata": {},
   "outputs": [
    {
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       "      <th>popularity</th>\n",
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       "      <th>danceability</th>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.68600</td>\n",
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       "    <tr>\n",
       "      <th>energy</th>\n",
       "      <td>586672.0</td>\n",
       "      <td>0.542036</td>\n",
       "      <td>0.251923</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.3430</td>\n",
       "      <td>0.549000</td>\n",
       "      <td>0.74800</td>\n",
       "      <td>1.000</td>\n",
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       "      <th>key</th>\n",
       "      <td>586672.0</td>\n",
       "      <td>5.221603</td>\n",
       "      <td>3.519423</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>5.000000</td>\n",
       "      <td>8.00000</td>\n",
       "      <td>11.000</td>\n",
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       "    <tr>\n",
       "      <th>loudness</th>\n",
       "      <td>586672.0</td>\n",
       "      <td>-10.206067</td>\n",
       "      <td>5.089328</td>\n",
       "      <td>-60.0</td>\n",
       "      <td>-12.8910</td>\n",
       "      <td>-9.243000</td>\n",
       "      <td>-6.48200</td>\n",
       "      <td>5.376</td>\n",
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       "    <tr>\n",
       "      <th>mode</th>\n",
       "      <td>586672.0</td>\n",
       "      <td>0.658797</td>\n",
       "      <td>0.474114</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.00000</td>\n",
       "      <td>1.000</td>\n",
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       "    <tr>\n",
       "      <th>speechiness</th>\n",
       "      <td>586672.0</td>\n",
       "      <td>0.104864</td>\n",
       "      <td>0.179893</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0340</td>\n",
       "      <td>0.044300</td>\n",
       "      <td>0.07630</td>\n",
       "      <td>0.971</td>\n",
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       "      <th>acousticness</th>\n",
       "      <td>586672.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>0.78500</td>\n",
       "      <td>0.996</td>\n",
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       "      <th>instrumentalness</th>\n",
       "      <td>586672.0</td>\n",
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       "      <td>0.266868</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.000024</td>\n",
       "      <td>0.00955</td>\n",
       "      <td>1.000</td>\n",
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       "      <th>liveness</th>\n",
       "      <td>586672.0</td>\n",
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       "      <td>0.184326</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0983</td>\n",
       "      <td>0.139000</td>\n",
       "      <td>0.27800</td>\n",
       "      <td>1.000</td>\n",
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       "      <td>586672.0</td>\n",
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       "      <td>586672.0</td>\n",
       "      <td>118.464857</td>\n",
       "      <td>29.764108</td>\n",
       "      <td>0.0</td>\n",
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      "text/plain": [
       "                     count           mean            std     min          25%  \\\n",
       "popularity        586672.0      27.570053      18.370642     0.0      13.0000   \n",
       "duration_ms       586672.0  230051.167286  126526.087418  3344.0  175093.0000   \n",
       "explicit          586672.0       0.044086       0.205286     0.0       0.0000   \n",
       "danceability      586672.0       0.563594       0.166103     0.0       0.4530   \n",
       "energy            586672.0       0.542036       0.251923     0.0       0.3430   \n",
       "key               586672.0       5.221603       3.519423     0.0       2.0000   \n",
       "loudness          586672.0     -10.206067       5.089328   -60.0     -12.8910   \n",
       "mode              586672.0       0.658797       0.474114     0.0       0.0000   \n",
       "speechiness       586672.0       0.104864       0.179893     0.0       0.0340   \n",
       "acousticness      586672.0       0.449863       0.348837     0.0       0.0969   \n",
       "instrumentalness  586672.0       0.113451       0.266868     0.0       0.0000   \n",
       "liveness          586672.0       0.213935       0.184326     0.0       0.0983   \n",
       "valence           586672.0       0.552292       0.257671     0.0       0.3460   \n",
       "tempo             586672.0     118.464857      29.764108     0.0      95.6000   \n",
       "time_signature    586672.0       3.873382       0.473162     0.0       4.0000   \n",
       "\n",
       "                            50%           75%          max  \n",
       "popularity            27.000000      41.00000      100.000  \n",
       "duration_ms       214893.000000  263867.00000  5621218.000  \n",
       "explicit               0.000000       0.00000        1.000  \n",
       "danceability           0.577000       0.68600        0.991  \n",
       "energy                 0.549000       0.74800        1.000  \n",
       "key                    5.000000       8.00000       11.000  \n",
       "loudness              -9.243000      -6.48200        5.376  \n",
       "mode                   1.000000       1.00000        1.000  \n",
       "speechiness            0.044300       0.07630        0.971  \n",
       "acousticness           0.422000       0.78500        0.996  \n",
       "instrumentalness       0.000024       0.00955        1.000  \n",
       "liveness               0.139000       0.27800        1.000  \n",
       "valence                0.564000       0.76900        1.000  \n",
       "tempo                117.384000     136.32100      246.381  \n",
       "time_signature         4.000000       4.00000        5.000  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tracks.describe().transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0a14b807",
   "metadata": {},
   "outputs": [
    {
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       "      <td>198082</td>\n",
       "      <td>1</td>\n",
       "      <td>['Justin Bieber', 'Daniel Caesar', 'Giveon']</td>\n",
       "      <td>['1uNFoZAHBGtllmzznpCI3s', '20wkVLutqVOYrc0kxF...</td>\n",
       "      <td>2021-03-19</td>\n",
       "      <td>0.677</td>\n",
       "      <td>0.696</td>\n",
       "      <td>0</td>\n",
       "      <td>-6.181</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1190</td>\n",
       "      <td>0.32100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.4200</td>\n",
       "      <td>0.464</td>\n",
       "      <td>90.030</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93803</th>\n",
       "      <td>7lPN2DXiMsVn7XUKtOW1CS</td>\n",
       "      <td>drivers license</td>\n",
       "      <td>99</td>\n",
       "      <td>242014</td>\n",
       "      <td>1</td>\n",
       "      <td>['Olivia Rodrigo']</td>\n",
       "      <td>['1McMsnEElThX1knmY4oliG']</td>\n",
       "      <td>2021-01-08</td>\n",
       "      <td>0.585</td>\n",
       "      <td>0.436</td>\n",
       "      <td>10</td>\n",
       "      <td>-8.761</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0601</td>\n",
       "      <td>0.72100</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.1050</td>\n",
       "      <td>0.132</td>\n",
       "      <td>143.874</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93804</th>\n",
       "      <td>3Ofmpyhv5UAQ70mENzB277</td>\n",
       "      <td>Astronaut In The Ocean</td>\n",
       "      <td>98</td>\n",
       "      <td>132780</td>\n",
       "      <td>0</td>\n",
       "      <td>['Masked Wolf']</td>\n",
       "      <td>['1uU7g3DNSbsu0QjSEqZtEd']</td>\n",
       "      <td>2021-01-06</td>\n",
       "      <td>0.778</td>\n",
       "      <td>0.695</td>\n",
       "      <td>4</td>\n",
       "      <td>-6.865</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0913</td>\n",
       "      <td>0.17500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1500</td>\n",
       "      <td>0.472</td>\n",
       "      <td>149.996</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92810</th>\n",
       "      <td>5QO79kh1waicV47BqGRL3g</td>\n",
       "      <td>Save Your Tears</td>\n",
       "      <td>97</td>\n",
       "      <td>215627</td>\n",
       "      <td>1</td>\n",
       "      <td>['The Weeknd']</td>\n",
       "      <td>['1Xyo4u8uXC1ZmMpatF05PJ']</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>0.680</td>\n",
       "      <td>0.826</td>\n",
       "      <td>0</td>\n",
       "      <td>-5.487</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0309</td>\n",
       "      <td>0.02120</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.5430</td>\n",
       "      <td>0.644</td>\n",
       "      <td>118.051</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92811</th>\n",
       "      <td>6tDDoYIxWvMLTdKpjFkc1B</td>\n",
       "      <td>telepatía</td>\n",
       "      <td>97</td>\n",
       "      <td>160191</td>\n",
       "      <td>0</td>\n",
       "      <td>['Kali Uchis']</td>\n",
       "      <td>['1U1el3k54VvEUzo3ybLPlM']</td>\n",
       "      <td>2020-12-04</td>\n",
       "      <td>0.653</td>\n",
       "      <td>0.524</td>\n",
       "      <td>11</td>\n",
       "      <td>-9.016</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0502</td>\n",
       "      <td>0.11200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.2030</td>\n",
       "      <td>0.553</td>\n",
       "      <td>83.970</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92813</th>\n",
       "      <td>0VjIjW4GlUZAMYd2vXMi3b</td>\n",
       "      <td>Blinding Lights</td>\n",
       "      <td>96</td>\n",
       "      <td>200040</td>\n",
       "      <td>0</td>\n",
       "      <td>['The Weeknd']</td>\n",
       "      <td>['1Xyo4u8uXC1ZmMpatF05PJ']</td>\n",
       "      <td>2020-03-20</td>\n",
       "      <td>0.514</td>\n",
       "      <td>0.730</td>\n",
       "      <td>1</td>\n",
       "      <td>-5.934</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0598</td>\n",
       "      <td>0.00146</td>\n",
       "      <td>0.000095</td>\n",
       "      <td>0.0897</td>\n",
       "      <td>0.334</td>\n",
       "      <td>171.005</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93805</th>\n",
       "      <td>7MAibcTli4IisCtbHKrGMh</td>\n",
       "      <td>Leave The Door Open</td>\n",
       "      <td>96</td>\n",
       "      <td>242096</td>\n",
       "      <td>0</td>\n",
       "      <td>['Bruno Mars', 'Anderson .Paak', 'Silk Sonic']</td>\n",
       "      <td>['0du5cEVh5yTK9QJze8zA0C', '3jK9MiCrA42lLAdMGU...</td>\n",
       "      <td>2021-03-05</td>\n",
       "      <td>0.586</td>\n",
       "      <td>0.616</td>\n",
       "      <td>5</td>\n",
       "      <td>-7.964</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0324</td>\n",
       "      <td>0.18200</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0927</td>\n",
       "      <td>0.719</td>\n",
       "      <td>148.088</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92814</th>\n",
       "      <td>6f3Slt0GbA2bPZlz0aIFXN</td>\n",
       "      <td>The Business</td>\n",
       "      <td>95</td>\n",
       "      <td>164000</td>\n",
       "      <td>0</td>\n",
       "      <td>['Tiësto']</td>\n",
       "      <td>['2o5jDhtHVPhrJdv3cEQ99Z']</td>\n",
       "      <td>2020-09-16</td>\n",
       "      <td>0.798</td>\n",
       "      <td>0.620</td>\n",
       "      <td>8</td>\n",
       "      <td>-7.079</td>\n",
       "      <td>0</td>\n",
       "      <td>0.2320</td>\n",
       "      <td>0.41400</td>\n",
       "      <td>0.019200</td>\n",
       "      <td>0.1120</td>\n",
       "      <td>0.235</td>\n",
       "      <td>120.031</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91866</th>\n",
       "      <td>60ynsPSSKe6O3sfwRnIBRf</td>\n",
       "      <td>Streets</td>\n",
       "      <td>94</td>\n",
       "      <td>226987</td>\n",
       "      <td>1</td>\n",
       "      <td>['Doja Cat']</td>\n",
       "      <td>['5cj0lLjcoR7YOSnhnX0Po5']</td>\n",
       "      <td>2019-11-07</td>\n",
       "      <td>0.749</td>\n",
       "      <td>0.463</td>\n",
       "      <td>11</td>\n",
       "      <td>-8.433</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0828</td>\n",
       "      <td>0.20800</td>\n",
       "      <td>0.037100</td>\n",
       "      <td>0.3370</td>\n",
       "      <td>0.190</td>\n",
       "      <td>90.028</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92816</th>\n",
       "      <td>3FAJ6O0NOHQV8Mc5Ri6ENp</td>\n",
       "      <td>Heartbreak Anniversary</td>\n",
       "      <td>94</td>\n",
       "      <td>198371</td>\n",
       "      <td>0</td>\n",
       "      <td>['Giveon']</td>\n",
       "      <td>['4fxd5Ee7UefO4CUXgwJ7IP']</td>\n",
       "      <td>2020-03-27</td>\n",
       "      <td>0.449</td>\n",
       "      <td>0.465</td>\n",
       "      <td>0</td>\n",
       "      <td>-8.964</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0791</td>\n",
       "      <td>0.52400</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.3030</td>\n",
       "      <td>0.543</td>\n",
       "      <td>89.087</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           id                                    name  \\\n",
       "93802  4iJyoBOLtHqaGxP12qzhQI  Peaches (feat. Daniel Caesar & Giveon)   \n",
       "93803  7lPN2DXiMsVn7XUKtOW1CS                         drivers license   \n",
       "93804  3Ofmpyhv5UAQ70mENzB277                  Astronaut In The Ocean   \n",
       "92810  5QO79kh1waicV47BqGRL3g                         Save Your Tears   \n",
       "92811  6tDDoYIxWvMLTdKpjFkc1B                               telepatía   \n",
       "92813  0VjIjW4GlUZAMYd2vXMi3b                         Blinding Lights   \n",
       "93805  7MAibcTli4IisCtbHKrGMh                     Leave The Door Open   \n",
       "92814  6f3Slt0GbA2bPZlz0aIFXN                            The Business   \n",
       "91866  60ynsPSSKe6O3sfwRnIBRf                                 Streets   \n",
       "92816  3FAJ6O0NOHQV8Mc5Ri6ENp                  Heartbreak Anniversary   \n",
       "\n",
       "       popularity  duration_ms  explicit  \\\n",
       "93802         100       198082         1   \n",
       "93803          99       242014         1   \n",
       "93804          98       132780         0   \n",
       "92810          97       215627         1   \n",
       "92811          97       160191         0   \n",
       "92813          96       200040         0   \n",
       "93805          96       242096         0   \n",
       "92814          95       164000         0   \n",
       "91866          94       226987         1   \n",
       "92816          94       198371         0   \n",
       "\n",
       "                                              artists  \\\n",
       "93802    ['Justin Bieber', 'Daniel Caesar', 'Giveon']   \n",
       "93803                              ['Olivia Rodrigo']   \n",
       "93804                                 ['Masked Wolf']   \n",
       "92810                                  ['The Weeknd']   \n",
       "92811                                  ['Kali Uchis']   \n",
       "92813                                  ['The Weeknd']   \n",
       "93805  ['Bruno Mars', 'Anderson .Paak', 'Silk Sonic']   \n",
       "92814                                      ['Tiësto']   \n",
       "91866                                    ['Doja Cat']   \n",
       "92816                                      ['Giveon']   \n",
       "\n",
       "                                              id_artists release_date  \\\n",
       "93802  ['1uNFoZAHBGtllmzznpCI3s', '20wkVLutqVOYrc0kxF...   2021-03-19   \n",
       "93803                         ['1McMsnEElThX1knmY4oliG']   2021-01-08   \n",
       "93804                         ['1uU7g3DNSbsu0QjSEqZtEd']   2021-01-06   \n",
       "92810                         ['1Xyo4u8uXC1ZmMpatF05PJ']   2020-03-20   \n",
       "92811                         ['1U1el3k54VvEUzo3ybLPlM']   2020-12-04   \n",
       "92813                         ['1Xyo4u8uXC1ZmMpatF05PJ']   2020-03-20   \n",
       "93805  ['0du5cEVh5yTK9QJze8zA0C', '3jK9MiCrA42lLAdMGU...   2021-03-05   \n",
       "92814                         ['2o5jDhtHVPhrJdv3cEQ99Z']   2020-09-16   \n",
       "91866                         ['5cj0lLjcoR7YOSnhnX0Po5']   2019-11-07   \n",
       "92816                         ['4fxd5Ee7UefO4CUXgwJ7IP']   2020-03-27   \n",
       "\n",
       "       danceability  energy  key  loudness  mode  speechiness  acousticness  \\\n",
       "93802         0.677   0.696    0    -6.181     1       0.1190       0.32100   \n",
       "93803         0.585   0.436   10    -8.761     1       0.0601       0.72100   \n",
       "93804         0.778   0.695    4    -6.865     0       0.0913       0.17500   \n",
       "92810         0.680   0.826    0    -5.487     1       0.0309       0.02120   \n",
       "92811         0.653   0.524   11    -9.016     0       0.0502       0.11200   \n",
       "92813         0.514   0.730    1    -5.934     1       0.0598       0.00146   \n",
       "93805         0.586   0.616    5    -7.964     1       0.0324       0.18200   \n",
       "92814         0.798   0.620    8    -7.079     0       0.2320       0.41400   \n",
       "91866         0.749   0.463   11    -8.433     1       0.0828       0.20800   \n",
       "92816         0.449   0.465    0    -8.964     1       0.0791       0.52400   \n",
       "\n",
       "       instrumentalness  liveness  valence    tempo  time_signature  \n",
       "93802          0.000000    0.4200    0.464   90.030               4  \n",
       "93803          0.000013    0.1050    0.132  143.874               4  \n",
       "93804          0.000000    0.1500    0.472  149.996               4  \n",
       "92810          0.000012    0.5430    0.644  118.051               4  \n",
       "92811          0.000000    0.2030    0.553   83.970               4  \n",
       "92813          0.000095    0.0897    0.334  171.005               4  \n",
       "93805          0.000000    0.0927    0.719  148.088               4  \n",
       "92814          0.019200    0.1120    0.235  120.031               4  \n",
       "91866          0.037100    0.3370    0.190   90.028               4  \n",
       "92816          0.000001    0.3030    0.543   89.087               3  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "most_popular = df_tracks.query('popularity>90', inplace= False).sort_values('popularity', ascending= False)\n",
    "most_popular.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8734178a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>popularity</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>explicit</th>\n",
       "      <th>artists</th>\n",
       "      <th>id_artists</th>\n",
       "      <th>danceability</th>\n",
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       "      <th>key</th>\n",
       "      <th>loudness</th>\n",
       "      <th>mode</th>\n",
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       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
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       "      <th>valence</th>\n",
       "      <th>tempo</th>\n",
       "      <th>time_signature</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>release_date</th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1922-02-22</th>\n",
       "      <td>35iwgR4jXetI318WEWsa1Q</td>\n",
       "      <td>Carve</td>\n",
       "      <td>6</td>\n",
       "      <td>126903</td>\n",
       "      <td>0</td>\n",
       "      <td>['Uli']</td>\n",
       "      <td>['45tIt06XoI0Iio4LBEVpls']</td>\n",
       "      <td>0.645</td>\n",
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       "      <td>-13.338</td>\n",
       "      <td>1</td>\n",
       "      <td>0.4510</td>\n",
       "      <td>0.674</td>\n",
       "      <td>0.7440</td>\n",
       "      <td>0.151</td>\n",
       "      <td>0.127</td>\n",
       "      <td>104.851</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1922-06-01</th>\n",
       "      <td>021ht4sdgPcrDgSk7JTbKY</td>\n",
       "      <td>Capítulo 2.16 - Banquero Anarquista</td>\n",
       "      <td>0</td>\n",
       "      <td>98200</td>\n",
       "      <td>0</td>\n",
       "      <td>['Fernando Pessoa']</td>\n",
       "      <td>['14jtPCOoNZwquk5wd9DxrY']</td>\n",
       "      <td>0.695</td>\n",
       "      <td>0.2630</td>\n",
       "      <td>0</td>\n",
       "      <td>-22.136</td>\n",
       "      <td>1</td>\n",
       "      <td>0.9570</td>\n",
       "      <td>0.797</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.148</td>\n",
       "      <td>0.655</td>\n",
       "      <td>102.009</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1922-03-21</th>\n",
       "      <td>07A5yehtSnoedViJAZkNnc</td>\n",
       "      <td>Vivo para Quererte - Remasterizado</td>\n",
       "      <td>0</td>\n",
       "      <td>181640</td>\n",
       "      <td>0</td>\n",
       "      <td>['Ignacio Corsini']</td>\n",
       "      <td>['5LiOoJbxVSAMkBS2fUm3X2']</td>\n",
       "      <td>0.434</td>\n",
       "      <td>0.1770</td>\n",
       "      <td>1</td>\n",
       "      <td>-21.180</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0512</td>\n",
       "      <td>0.994</td>\n",
       "      <td>0.0218</td>\n",
       "      <td>0.212</td>\n",
       "      <td>0.457</td>\n",
       "      <td>130.418</td>\n",
       "      <td>5</td>\n",
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       "    <tr>\n",
       "      <th>1922-03-21</th>\n",
       "      <td>08FmqUhxtyLTn6pAh6bk45</td>\n",
       "      <td>El Prisionero - Remasterizado</td>\n",
       "      <td>0</td>\n",
       "      <td>176907</td>\n",
       "      <td>0</td>\n",
       "      <td>['Ignacio Corsini']</td>\n",
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       "      <td>0.321</td>\n",
       "      <td>0.0946</td>\n",
       "      <td>7</td>\n",
       "      <td>-27.961</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0504</td>\n",
       "      <td>0.995</td>\n",
       "      <td>0.9180</td>\n",
       "      <td>0.104</td>\n",
       "      <td>0.397</td>\n",
       "      <td>169.980</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1922-01-01</th>\n",
       "      <td>08y9GfoqCWfOGsKdwojr5e</td>\n",
       "      <td>Lady of the Evening</td>\n",
       "      <td>0</td>\n",
       "      <td>163080</td>\n",
       "      <td>0</td>\n",
       "      <td>['Dick Haymes']</td>\n",
       "      <td>['3BiJGZsyX9sJchTqcSA7Su']</td>\n",
       "      <td>0.402</td>\n",
       "      <td>0.1580</td>\n",
       "      <td>3</td>\n",
       "      <td>-16.900</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0390</td>\n",
       "      <td>0.989</td>\n",
       "      <td>0.1300</td>\n",
       "      <td>0.311</td>\n",
       "      <td>0.196</td>\n",
       "      <td>103.220</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  id                                 name  \\\n",
       "release_date                                                                \n",
       "1922-02-22    35iwgR4jXetI318WEWsa1Q                                Carve   \n",
       "1922-06-01    021ht4sdgPcrDgSk7JTbKY  Capítulo 2.16 - Banquero Anarquista   \n",
       "1922-03-21    07A5yehtSnoedViJAZkNnc   Vivo para Quererte - Remasterizado   \n",
       "1922-03-21    08FmqUhxtyLTn6pAh6bk45        El Prisionero - Remasterizado   \n",
       "1922-01-01    08y9GfoqCWfOGsKdwojr5e                  Lady of the Evening   \n",
       "\n",
       "              popularity  duration_ms  explicit              artists  \\\n",
       "release_date                                                           \n",
       "1922-02-22             6       126903         0              ['Uli']   \n",
       "1922-06-01             0        98200         0  ['Fernando Pessoa']   \n",
       "1922-03-21             0       181640         0  ['Ignacio Corsini']   \n",
       "1922-03-21             0       176907         0  ['Ignacio Corsini']   \n",
       "1922-01-01             0       163080         0      ['Dick Haymes']   \n",
       "\n",
       "                              id_artists  danceability  energy  key  loudness  \\\n",
       "release_date                                                                    \n",
       "1922-02-22    ['45tIt06XoI0Iio4LBEVpls']         0.645  0.4450    0   -13.338   \n",
       "1922-06-01    ['14jtPCOoNZwquk5wd9DxrY']         0.695  0.2630    0   -22.136   \n",
       "1922-03-21    ['5LiOoJbxVSAMkBS2fUm3X2']         0.434  0.1770    1   -21.180   \n",
       "1922-03-21    ['5LiOoJbxVSAMkBS2fUm3X2']         0.321  0.0946    7   -27.961   \n",
       "1922-01-01    ['3BiJGZsyX9sJchTqcSA7Su']         0.402  0.1580    3   -16.900   \n",
       "\n",
       "              mode  speechiness  acousticness  instrumentalness  liveness  \\\n",
       "release_date                                                                \n",
       "1922-02-22       1       0.4510         0.674            0.7440     0.151   \n",
       "1922-06-01       1       0.9570         0.797            0.0000     0.148   \n",
       "1922-03-21       1       0.0512         0.994            0.0218     0.212   \n",
       "1922-03-21       1       0.0504         0.995            0.9180     0.104   \n",
       "1922-01-01       0       0.0390         0.989            0.1300     0.311   \n",
       "\n",
       "              valence    tempo  time_signature  \n",
       "release_date                                    \n",
       "1922-02-22      0.127  104.851               3  \n",
       "1922-06-01      0.655  102.009               1  \n",
       "1922-03-21      0.457  130.418               5  \n",
       "1922-03-21      0.397  169.980               3  \n",
       "1922-01-01      0.196  103.220               4  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tracks.set_index('release_date', inplace=True)\n",
    "df_tracks.index=pd.to_datetime(df_tracks.index)\n",
    "df_tracks.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1a775677",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "artists    ['Victor Boucher']\n",
       "Name: 1922-01-01 00:00:00, dtype: object"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tracks[['artists']].iloc[18]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "06923dd8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "release_date\n",
       "1922-02-22    127\n",
       "1922-06-01     98\n",
       "1922-03-21    182\n",
       "1922-03-21    177\n",
       "1922-01-01    163\n",
       "Name: duration, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tracks['duration']= df_tracks['duration_ms'].apply(lambda x: round(x/1000))\n",
    "df_tracks.drop('duration_ms', inplace= True, axis=1)\n",
    "df_tracks.duration.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "53f63746",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'AxesSubplot' object has no attribute 'set_xticklables'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "Input \u001b[1;32mIn [27]\u001b[0m, in \u001b[0;36m<cell line: 5>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      3\u001b[0m heatmap\u001b[38;5;241m=\u001b[39msns\u001b[38;5;241m.\u001b[39mheatmap(corr_df,annot\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,fmt\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.1g\u001b[39m\u001b[38;5;124m'\u001b[39m,vmin\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m,vmax\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m,center\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0\u001b[39m,cmap\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124minferno\u001b[39m\u001b[38;5;124m'\u001b[39m,linewidths\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m,linecolor\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mBlack\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m      4\u001b[0m heatmap\u001b[38;5;241m.\u001b[39mset_title(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mCorrelation Heat Map\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m----> 5\u001b[0m \u001b[43mheatmap\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mset_xticklables\u001b[49m(heatmap\u001b[38;5;241m.\u001b[39mget_xticklables(),rotation\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m90\u001b[39m)\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'AxesSubplot' object has no attribute 'set_xticklables'"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_df=df_tracks.drop(['key','mode','explicit'],axis=1).corr(method='pearson')\n",
    "plt.figure(figsize=(14,6))\n",
    "heatmap=sns.heatmap(corr_df,annot=True,fmt='.1g',vmin=-1,vmax=1,center=0,cmap='inferno',linewidths=1,linecolor='Black')\n",
    "heatmap.set_title('Correlation Heat Map')\n",
    "heatmap.set_xticklables(heatmap.get_xticklables(),rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "45a658f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2346\n"
     ]
    }
   ],
   "source": [
    "sample_df=df_tracks.sample(int(0.004*len(df_tracks)))\n",
    "print(len(sample_df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "854b067b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Loudness vs Noise Corr')]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,6))\n",
    "sns.regplot(data = sample_df, y='loudness', x='energy',color ='c').set(title='Loudness vs Noise Corr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "84bd1b78",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'popularity vs acousticnes Corr')]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,6))\n",
    "sns.regplot(data = sample_df, y='popularity', x='acousticness',color ='c').set(title='popularity vs acousticnes Corr')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e396b4ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_tracks['dates']=df_tracks.index.get_level_values('release_date')\n",
    "df_tracks.dates= pd.to_datetime(df_tracks.dates)\n",
    "years=df_tracks.dates.dt.year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b956121c",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.displot(years, discrete=True,aspect=2, height=5, kind='hist').set(title='num of songs per year')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2044b47c",
   "metadata": {},
   "outputs": [],
   "source": [
    "total_dr = df_tracks.duration\n",
    "fig_dims= (18,7)\n",
    "fig, ax= plt.subplots(figsize= fig_dims)\n",
    "fig= sns.barplot(x= years , y=total_dr ,ax=ax, errwidth = False).set(title='years vs duration')\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "018fb53e",
   "metadata": {},
   "outputs": [],
   "source": [
    "total_dr = df_tracks.duration\n",
    "sns.set_style(style='whitegrid')\n",
    "fig_dims= (10 ,5)\n",
    "fig, ax= plt.subplots(figsize= fig_dims)\n",
    "fig= sns.barplot(x= years , y=total_dr ,ax=ax).set(title='years vs duration')\n",
    "plt.xticks(rotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "06178191",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_genre=pd.read_csv('C:/Users/HP/Downloads/spotify_analysis/SpotifyFeatures.csv')\n",
    "df_genre.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "970d32c5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "975f583b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "76077bc0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "09fb8e58",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}