spotify_data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "65f93ba1-0647-4576-9c71-f7a2fadc72d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8b586895-7d51-4dc3-95b5-6314d620afa1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>artist_name</th>\n",
       "      <th>track_name</th>\n",
       "      <th>is_explicit</th>\n",
       "      <th>album_release_date</th>\n",
       "      <th>genres</th>\n",
       "      <th>danceability</th>\n",
       "      <th>valence</th>\n",
       "      <th>energy</th>\n",
       "      <th>loudness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>key</th>\n",
       "      <th>tempo</th>\n",
       "      <th>mode</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>popularity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Miley Cyrus</td>\n",
       "      <td>Flowers</td>\n",
       "      <td>False</td>\n",
       "      <td>2023-08-18</td>\n",
       "      <td>['pop']</td>\n",
       "      <td>0.706</td>\n",
       "      <td>0.632</td>\n",
       "      <td>0.691</td>\n",
       "      <td>-4.775</td>\n",
       "      <td>0.0584</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.0232</td>\n",
       "      <td>0.0633</td>\n",
       "      <td>0</td>\n",
       "      <td>118.048</td>\n",
       "      <td>1</td>\n",
       "      <td>200600</td>\n",
       "      <td>4</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SZA</td>\n",
       "      <td>Kill Bill</td>\n",
       "      <td>False</td>\n",
       "      <td>2022-12-08</td>\n",
       "      <td>['pop', 'r&amp;b', 'rap']</td>\n",
       "      <td>0.644</td>\n",
       "      <td>0.418</td>\n",
       "      <td>0.735</td>\n",
       "      <td>-5.747</td>\n",
       "      <td>0.0521</td>\n",
       "      <td>0.144000</td>\n",
       "      <td>0.1610</td>\n",
       "      <td>0.0391</td>\n",
       "      <td>8</td>\n",
       "      <td>88.980</td>\n",
       "      <td>1</td>\n",
       "      <td>153947</td>\n",
       "      <td>4</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>As It Was</td>\n",
       "      <td>False</td>\n",
       "      <td>2022-05-20</td>\n",
       "      <td>['pop']</td>\n",
       "      <td>0.520</td>\n",
       "      <td>0.662</td>\n",
       "      <td>0.731</td>\n",
       "      <td>-5.338</td>\n",
       "      <td>0.3420</td>\n",
       "      <td>0.001010</td>\n",
       "      <td>0.3110</td>\n",
       "      <td>0.0557</td>\n",
       "      <td>6</td>\n",
       "      <td>173.930</td>\n",
       "      <td>0</td>\n",
       "      <td>167303</td>\n",
       "      <td>4</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jung Kook</td>\n",
       "      <td>Seven (feat. Latto) (Explicit Ver.)</td>\n",
       "      <td>True</td>\n",
       "      <td>2023-11-03</td>\n",
       "      <td>['k-pop']</td>\n",
       "      <td>0.790</td>\n",
       "      <td>0.872</td>\n",
       "      <td>0.831</td>\n",
       "      <td>-4.185</td>\n",
       "      <td>0.3120</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0797</td>\n",
       "      <td>0.0440</td>\n",
       "      <td>11</td>\n",
       "      <td>124.987</td>\n",
       "      <td>1</td>\n",
       "      <td>183551</td>\n",
       "      <td>4</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Eslabon Armado</td>\n",
       "      <td>Ella Baila Sola</td>\n",
       "      <td>False</td>\n",
       "      <td>2023-04-28</td>\n",
       "      <td>['corrido', 'corridos tumbados', 'sad sierreno...</td>\n",
       "      <td>0.668</td>\n",
       "      <td>0.834</td>\n",
       "      <td>0.758</td>\n",
       "      <td>-5.176</td>\n",
       "      <td>0.4830</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.0837</td>\n",
       "      <td>0.0332</td>\n",
       "      <td>5</td>\n",
       "      <td>147.989</td>\n",
       "      <td>0</td>\n",
       "      <td>165671</td>\n",
       "      <td>3</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      artist_name                           track_name  is_explicit  \\\n",
       "0     Miley Cyrus                              Flowers        False   \n",
       "1             SZA                            Kill Bill        False   \n",
       "2    Harry Styles                            As It Was        False   \n",
       "3       Jung Kook  Seven (feat. Latto) (Explicit Ver.)         True   \n",
       "4  Eslabon Armado                      Ella Baila Sola        False   \n",
       "\n",
       "  album_release_date                                             genres  \\\n",
       "0         2023-08-18                                            ['pop']   \n",
       "1         2022-12-08                              ['pop', 'r&b', 'rap']   \n",
       "2         2022-05-20                                            ['pop']   \n",
       "3         2023-11-03                                          ['k-pop']   \n",
       "4         2023-04-28  ['corrido', 'corridos tumbados', 'sad sierreno...   \n",
       "\n",
       "   danceability  valence  energy  loudness  acousticness  instrumentalness  \\\n",
       "0         0.706    0.632   0.691    -4.775        0.0584          0.000070   \n",
       "1         0.644    0.418   0.735    -5.747        0.0521          0.144000   \n",
       "2         0.520    0.662   0.731    -5.338        0.3420          0.001010   \n",
       "3         0.790    0.872   0.831    -4.185        0.3120          0.000000   \n",
       "4         0.668    0.834   0.758    -5.176        0.4830          0.000019   \n",
       "\n",
       "   liveness  speechiness  key    tempo  mode  duration_ms  time_signature  \\\n",
       "0    0.0232       0.0633    0  118.048     1       200600               4   \n",
       "1    0.1610       0.0391    8   88.980     1       153947               4   \n",
       "2    0.3110       0.0557    6  173.930     0       167303               4   \n",
       "3    0.0797       0.0440   11  124.987     1       183551               4   \n",
       "4    0.0837       0.0332    5  147.989     0       165671               3   \n",
       "\n",
       "   popularity  \n",
       "0          94  \n",
       "1          86  \n",
       "2          95  \n",
       "3          90  \n",
       "4          86  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"SPOTIFY_DATASET.csv\")\n",
    "df.head() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb867eba-4e5a-42a2-a967-214c0e33e54a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 50 entries, 0 to 49\n",
      "Data columns (total 19 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   artist_name         50 non-null     object \n",
      " 1   track_name          50 non-null     object \n",
      " 2   is_explicit         50 non-null     bool   \n",
      " 3   album_release_date  50 non-null     object \n",
      " 4   genres              50 non-null     object \n",
      " 5   danceability        50 non-null     float64\n",
      " 6   valence             50 non-null     float64\n",
      " 7   energy              50 non-null     float64\n",
      " 8   loudness            50 non-null     float64\n",
      " 9   acousticness        50 non-null     float64\n",
      " 10  instrumentalness    50 non-null     float64\n",
      " 11  liveness            50 non-null     float64\n",
      " 12  speechiness         50 non-null     float64\n",
      " 13  key                 50 non-null     int64  \n",
      " 14  tempo               50 non-null     float64\n",
      " 15  mode                50 non-null     int64  \n",
      " 16  duration_ms         50 non-null     int64  \n",
      " 17  time_signature      50 non-null     int64  \n",
      " 18  popularity          50 non-null     int64  \n",
      "dtypes: bool(1), float64(9), int64(5), object(4)\n",
      "memory usage: 7.2+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7ccda0bd-301b-482d-9472-3bbbf1436174",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>danceability</th>\n",
       "      <th>valence</th>\n",
       "      <th>energy</th>\n",
       "      <th>loudness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>key</th>\n",
       "      <th>tempo</th>\n",
       "      <th>mode</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>popularity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.00000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.662580</td>\n",
       "      <td>0.510740</td>\n",
       "      <td>0.659880</td>\n",
       "      <td>-6.012440</td>\n",
       "      <td>0.253332</td>\n",
       "      <td>0.020542</td>\n",
       "      <td>0.161280</td>\n",
       "      <td>0.083594</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>124.069500</td>\n",
       "      <td>0.560000</td>\n",
       "      <td>200458.10000</td>\n",
       "      <td>3.900000</td>\n",
       "      <td>88.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.123089</td>\n",
       "      <td>0.212346</td>\n",
       "      <td>0.121499</td>\n",
       "      <td>1.784443</td>\n",
       "      <td>0.222188</td>\n",
       "      <td>0.093655</td>\n",
       "      <td>0.091988</td>\n",
       "      <td>0.077913</td>\n",
       "      <td>3.522522</td>\n",
       "      <td>31.396557</td>\n",
       "      <td>0.501427</td>\n",
       "      <td>32580.81077</td>\n",
       "      <td>0.303046</td>\n",
       "      <td>5.690128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.445000</td>\n",
       "      <td>0.131000</td>\n",
       "      <td>0.417000</td>\n",
       "      <td>-10.613000</td>\n",
       "      <td>0.001460</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023200</td>\n",
       "      <td>0.025600</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>67.033000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>131013.00000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>72.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.559500</td>\n",
       "      <td>0.344000</td>\n",
       "      <td>0.556750</td>\n",
       "      <td>-7.126000</td>\n",
       "      <td>0.086275</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.094675</td>\n",
       "      <td>0.038950</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>97.963000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>176936.75000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>85.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.647500</td>\n",
       "      <td>0.507000</td>\n",
       "      <td>0.678000</td>\n",
       "      <td>-5.639000</td>\n",
       "      <td>0.164500</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.121500</td>\n",
       "      <td>0.050950</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>124.983500</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>199740.00000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>89.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.776500</td>\n",
       "      <td>0.654500</td>\n",
       "      <td>0.736500</td>\n",
       "      <td>-4.877000</td>\n",
       "      <td>0.405500</td>\n",
       "      <td>0.000263</td>\n",
       "      <td>0.227000</td>\n",
       "      <td>0.081200</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>138.059750</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>228219.75000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>92.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.911000</td>\n",
       "      <td>0.893000</td>\n",
       "      <td>0.965000</td>\n",
       "      <td>-2.810000</td>\n",
       "      <td>0.830000</td>\n",
       "      <td>0.634000</td>\n",
       "      <td>0.371000</td>\n",
       "      <td>0.333000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>203.759000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>272373.00000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>99.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       danceability    valence     energy   loudness  acousticness  \\\n",
       "count     50.000000  50.000000  50.000000  50.000000     50.000000   \n",
       "mean       0.662580   0.510740   0.659880  -6.012440      0.253332   \n",
       "std        0.123089   0.212346   0.121499   1.784443      0.222188   \n",
       "min        0.445000   0.131000   0.417000 -10.613000      0.001460   \n",
       "25%        0.559500   0.344000   0.556750  -7.126000      0.086275   \n",
       "50%        0.647500   0.507000   0.678000  -5.639000      0.164500   \n",
       "75%        0.776500   0.654500   0.736500  -4.877000      0.405500   \n",
       "max        0.911000   0.893000   0.965000  -2.810000      0.830000   \n",
       "\n",
       "       instrumentalness   liveness  speechiness        key       tempo  \\\n",
       "count         50.000000  50.000000    50.000000  50.000000   50.000000   \n",
       "mean           0.020542   0.161280     0.083594   5.000000  124.069500   \n",
       "std            0.093655   0.091988     0.077913   3.522522   31.396557   \n",
       "min            0.000000   0.023200     0.025600   0.000000   67.033000   \n",
       "25%            0.000000   0.094675     0.038950   2.000000   97.963000   \n",
       "50%            0.000012   0.121500     0.050950   5.000000  124.983500   \n",
       "75%            0.000263   0.227000     0.081200   7.000000  138.059750   \n",
       "max            0.634000   0.371000     0.333000  11.000000  203.759000   \n",
       "\n",
       "            mode   duration_ms  time_signature  popularity  \n",
       "count  50.000000      50.00000       50.000000   50.000000  \n",
       "mean    0.560000  200458.10000        3.900000   88.100000  \n",
       "std     0.501427   32580.81077        0.303046    5.690128  \n",
       "min     0.000000  131013.00000        3.000000   72.000000  \n",
       "25%     0.000000  176936.75000        4.000000   85.000000  \n",
       "50%     1.000000  199740.00000        4.000000   89.000000  \n",
       "75%     1.000000  228219.75000        4.000000   92.750000  \n",
       "max     1.000000  272373.00000        4.000000   99.000000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()\n",
    "# Basic description and overview of the data set that we are going to analyze"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7a47f2eb-28b3-4605-bf77-ef126bbe9f6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "artist_name           0\n",
       "track_name            0\n",
       "is_explicit           0\n",
       "album_release_date    0\n",
       "genres                0\n",
       "danceability          0\n",
       "valence               0\n",
       "energy                0\n",
       "loudness              0\n",
       "acousticness          0\n",
       "instrumentalness      0\n",
       "liveness              0\n",
       "speechiness           0\n",
       "key                   0\n",
       "tempo                 0\n",
       "mode                  0\n",
       "duration_ms           0\n",
       "time_signature        0\n",
       "popularity            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()\n",
    "# This will show us if there are any null values in the dataset or not"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5ea959e1-303c-4f2b-8172-f0c4302be8db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    50\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.duplicated().value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e7eae785-50ce-40da-969d-207111d4e749",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\advik\\AppData\\Local\\Temp\\ipykernel_1664\\1788300420.py:15: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x='Count', y='Artist', data=df_top_5, legend=False,palette='Accent')\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Number of Tracks By Artist\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import plotly.graph_objects as go\n",
    "\n",
    "sns.set_style('darkgrid')\n",
    "# To make the code more visible in dark bacckgorunds and also a wide range of view in graphs\n",
    "\n",
    "\n",
    "\n",
    "artist_counts = df['artist_name'].value_counts()\n",
    "df_artist_counts = pd.DataFrame({'Artist': artist_counts.index, 'Count': artist_counts.values})\n",
    "df_top_5 = df_artist_counts.head(5)\n",
    "\n",
    "sns.barplot(x='Count', y='Artist', data=df_top_5, legend=False,palette='Accent')\n",
    "plt.title('Number of Songs by Artist')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a4326105-ad2a-41f8-94b2-dade84e6f097",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "track_attributes = ['danceability','valence','energy','acousticness','instrumentalness','liveness','speechiness',]\n",
    "\n",
    "correlation_matrix = df[track_attributes].corr()\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "heatmap = sns.heatmap(correlation_matrix,vmin=-1,vmax=1,cmap='RdBu_r')\n",
    "\n",
    "# Loop to add correlation values in each cell\n",
    "for i in range(len(track_attributes)):\n",
    "    for j in range(len(track_attributes)):\n",
    "        text = \"{:.2f}\".format(correlation_matrix.iloc[i, j])\n",
    "        heatmap.text(j + 0.5, i + 0.5, text,ha='center', va='center', color='black')\n",
    "\n",
    "plt.xticks(range(len(track_attributes)), track_attributes, rotation=45)\n",
    "plt.yticks(range(len(track_attributes)), track_attributes, rotation=0)\n",
    "plt.title(\"Correlation Heatmap\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4a79cb27-e7d1-4759-b62d-5dbf406a0b1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,2))\n",
    "sns.regplot(x='valence',y='danceability',data=df)\n",
    "plt.title(\"Regression: Valence & Danceability\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "66d6b5d0-c46a-4a63-a3bf-7bea2406bc8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x2000 with 11 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "numerical_vars = ['danceability', 'valence', 'energy', 'acousticness', 'instrumentalness', 'liveness', 'speechiness', 'tempo', 'popularity', 'duration_ms', 'loudness']\n",
    "\n",
    "n = len(numerical_vars)\n",
    "ncols = 3  \n",
    "# the number of columns for your subplots\n",
    "\n",
    "nrows = n // ncols + (n % ncols > 0)  \n",
    "# Calculate rows needed, add an extra row if there are leftovers\n",
    "\n",
    "# Create a figure to contain the subplots\n",
    "plt.figure(figsize=(15, 5 * nrows))\n",
    "\n",
    "for i, var in enumerate(numerical_vars, 1):\n",
    "    plt.subplot(nrows, ncols, i)\n",
    "    sns.boxplot(y=df[var])\n",
    "    plt.title(var)\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "62747b58-1055-45d3-8854-d9c8626d3d60",
   "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>artist_name</th>\n",
       "      <th>track_name</th>\n",
       "      <th>is_explicit</th>\n",
       "      <th>album_release_date</th>\n",
       "      <th>genres</th>\n",
       "      <th>danceability</th>\n",
       "      <th>valence</th>\n",
       "      <th>energy</th>\n",
       "      <th>loudness</th>\n",
       "      <th>acousticness</th>\n",
       "      <th>instrumentalness</th>\n",
       "      <th>liveness</th>\n",
       "      <th>speechiness</th>\n",
       "      <th>key</th>\n",
       "      <th>tempo</th>\n",
       "      <th>mode</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>time_signature</th>\n",
       "      <th>popularity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Miley Cyrus</td>\n",
       "      <td>Flowers</td>\n",
       "      <td>False</td>\n",
       "      <td>2023-08-18</td>\n",
       "      <td>['pop']</td>\n",
       "      <td>0.706</td>\n",
       "      <td>0.632</td>\n",
       "      <td>0.691</td>\n",
       "      <td>-4.775</td>\n",
       "      <td>0.0584</td>\n",
       "      <td>0.000070</td>\n",
       "      <td>0.0232</td>\n",
       "      <td>0.0633</td>\n",
       "      <td>C</td>\n",
       "      <td>118.048</td>\n",
       "      <td>1</td>\n",
       "      <td>200600</td>\n",
       "      <td>4</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>SZA</td>\n",
       "      <td>Kill Bill</td>\n",
       "      <td>False</td>\n",
       "      <td>2022-12-08</td>\n",
       "      <td>['pop', 'r&amp;b', 'rap']</td>\n",
       "      <td>0.644</td>\n",
       "      <td>0.418</td>\n",
       "      <td>0.735</td>\n",
       "      <td>-5.747</td>\n",
       "      <td>0.0521</td>\n",
       "      <td>0.144000</td>\n",
       "      <td>0.1610</td>\n",
       "      <td>0.0391</td>\n",
       "      <td>G#</td>\n",
       "      <td>88.980</td>\n",
       "      <td>1</td>\n",
       "      <td>153947</td>\n",
       "      <td>4</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Harry Styles</td>\n",
       "      <td>As It Was</td>\n",
       "      <td>False</td>\n",
       "      <td>2022-05-20</td>\n",
       "      <td>['pop']</td>\n",
       "      <td>0.520</td>\n",
       "      <td>0.662</td>\n",
       "      <td>0.731</td>\n",
       "      <td>-5.338</td>\n",
       "      <td>0.3420</td>\n",
       "      <td>0.001010</td>\n",
       "      <td>0.3110</td>\n",
       "      <td>0.0557</td>\n",
       "      <td>F#</td>\n",
       "      <td>173.930</td>\n",
       "      <td>0</td>\n",
       "      <td>167303</td>\n",
       "      <td>4</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jung Kook</td>\n",
       "      <td>Seven (feat. Latto) (Explicit Ver.)</td>\n",
       "      <td>True</td>\n",
       "      <td>2023-11-03</td>\n",
       "      <td>['k-pop']</td>\n",
       "      <td>0.790</td>\n",
       "      <td>0.872</td>\n",
       "      <td>0.831</td>\n",
       "      <td>-4.185</td>\n",
       "      <td>0.3120</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0797</td>\n",
       "      <td>0.0440</td>\n",
       "      <td>B</td>\n",
       "      <td>124.987</td>\n",
       "      <td>1</td>\n",
       "      <td>183551</td>\n",
       "      <td>4</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Eslabon Armado</td>\n",
       "      <td>Ella Baila Sola</td>\n",
       "      <td>False</td>\n",
       "      <td>2023-04-28</td>\n",
       "      <td>['corrido', 'corridos tumbados', 'sad sierreno...</td>\n",
       "      <td>0.668</td>\n",
       "      <td>0.834</td>\n",
       "      <td>0.758</td>\n",
       "      <td>-5.176</td>\n",
       "      <td>0.4830</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.0837</td>\n",
       "      <td>0.0332</td>\n",
       "      <td>F</td>\n",
       "      <td>147.989</td>\n",
       "      <td>0</td>\n",
       "      <td>165671</td>\n",
       "      <td>3</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      artist_name                           track_name  is_explicit  \\\n",
       "0     Miley Cyrus                              Flowers        False   \n",
       "1             SZA                            Kill Bill        False   \n",
       "2    Harry Styles                            As It Was        False   \n",
       "3       Jung Kook  Seven (feat. Latto) (Explicit Ver.)         True   \n",
       "4  Eslabon Armado                      Ella Baila Sola        False   \n",
       "\n",
       "  album_release_date                                             genres  \\\n",
       "0         2023-08-18                                            ['pop']   \n",
       "1         2022-12-08                              ['pop', 'r&b', 'rap']   \n",
       "2         2022-05-20                                            ['pop']   \n",
       "3         2023-11-03                                          ['k-pop']   \n",
       "4         2023-04-28  ['corrido', 'corridos tumbados', 'sad sierreno...   \n",
       "\n",
       "   danceability  valence  energy  loudness  acousticness  instrumentalness  \\\n",
       "0         0.706    0.632   0.691    -4.775        0.0584          0.000070   \n",
       "1         0.644    0.418   0.735    -5.747        0.0521          0.144000   \n",
       "2         0.520    0.662   0.731    -5.338        0.3420          0.001010   \n",
       "3         0.790    0.872   0.831    -4.185        0.3120          0.000000   \n",
       "4         0.668    0.834   0.758    -5.176        0.4830          0.000019   \n",
       "\n",
       "   liveness  speechiness key    tempo  mode  duration_ms  time_signature  \\\n",
       "0    0.0232       0.0633   C  118.048     1       200600               4   \n",
       "1    0.1610       0.0391  G#   88.980     1       153947               4   \n",
       "2    0.3110       0.0557  F#  173.930     0       167303               4   \n",
       "3    0.0797       0.0440   B  124.987     1       183551               4   \n",
       "4    0.0837       0.0332   F  147.989     0       165671               3   \n",
       "\n",
       "   popularity  \n",
       "0          94  \n",
       "1          86  \n",
       "2          95  \n",
       "3          90  \n",
       "4          86  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key_mapping = {0: 'C',1: 'C#', 2: 'D',  3: 'D#',  4: 'E', 5: 'F', 6: 'F#',7: 'G', 8: 'G#', 9: 'A',10: 'A#',11: 'B'}\n",
    "df['key'] = df['key'].map(key_mapping)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "af8bab66-f9c4-41d0-93f4-1585fe832247",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "\n",
    "sns.histplot(df['duration_ms'], bins=50, kde=True)\n",
    "plt.axvline(x=df['duration_ms'].mean(), color='red', linestyle='dashed', linewidth=2, label=\"Mean Duration in Milli-Second\")\n",
    "\n",
    "plt.title('Distribution of Track Duration in Milli-Second')\n",
    "plt.xlabel('Duration')\n",
    "plt.ylabel('Frequency')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "66dff9da-a679-4760-b506-69bc25a83f27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "\n",
    "sns.histplot(df['loudness'], bins=50, kde=True)\n",
    "plt.axvline(x=df['loudness'].mean(), color='red', linestyle='dashed', linewidth=2, label=\"Mean Loudness\")\n",
    "\n",
    "plt.title('Distribution of Loudness')\n",
    "plt.xlabel('Loudness in decibels (dB)')\n",
    "plt.ylabel('Frequency')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2a75c07e-0c6f-4442-9791-5d480163275d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\advik\\AppData\\Local\\Temp\\ipykernel_1664\\3659731601.py:3: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.countplot(x='mode',data=df,palette='viridis',order=df['mode'].value_counts().index)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "\n",
    "sns.countplot(x='mode',data=df,palette='viridis',order=df['mode'].value_counts().index)\n",
    "\n",
    "plt.title('Mode')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "87e3d509-5787-4f4d-8920-06aa383de31b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['pop', 'pop', 'r&b', 'rap', 'pop', 'k-pop', 'corrido', 'corridos tumbados', 'sad sierreno', 'sierreno', 'pop', 'rap', 'afrobeats', 'nigerian pop', 'argentine hip hop', 'pop venezolano', 'trap argentino', 'trap latino', 'urbano latino', 'pop', 'garage rock', 'modern rock', 'permanent wave', 'rock', 'sheffield indie', 'reggaeton', 'reggaeton colombiano', 'trap latino', 'urbano latino', 'reggaeton', 'urbano mexicano', 'big room', 'dance pop', 'edm', 'pop', 'pop dance', 'canadian contemporary r&b', 'canadian pop', 'pop', 'musica chihuahuense', 'pop', 'uk pop', 'colombian pop', 'latin pop', 'reggaeton', 'reggaeton colombiano', 'trap latino', 'urbano latino', 'bedroom pop', 'gen z singer-songwriter', 'singer-songwriter pop', 'chill pop', 'canadian contemporary r&b', 'canadian pop', 'pop', 'latin hip hop', 'reggaeton', 'trap latino', 'urbano latino', 'k-pop girl group', 'canadian contemporary r&b', 'canadian pop', 'pop', 'piano rock', 'pop', 'bedroom pop', 'contemporary country', 'modern indie pop', 'pov: indie', 'singer-songwriter pop', 'gen z singer-songwriter', 'reggaeton', 'trap latino', 'urbano latino', 'argentine hip hop', 'pop venezolano', 'trap argentino', 'trap latino', 'urbano latino', 'puerto rican pop', 'reggaeton', 'trap latino', 'urbano latino', 'colombian pop', 'pop reggaeton', 'reggaeton', 'reggaeton colombiano', 'trap latino', 'urbano latino', 'dance pop', 'pop', 'modern alternative rock', 'modern rock', 'pop', 'pop', 'r&b', 'rap', 'pop', 'canadian contemporary r&b', 'canadian pop', 'pop', 'reggaeton', 'trap latino', 'urbano latino', 'k-pop', 'detroit hip hop', 'hip hop', 'rap', 'uk contemporary r&b', 'uk pop', 'pop', 'corridos tumbados', 'sad sierreno', 'hip hop', 'rap', 'reggaeton', 'trap latino', 'urbano latino', 'k-pop', 'k-pop girl group', 'corrido', 'corridos tumbados', 'musica mexicana', 'sad sierreno', 'sierreno', 'bedroom pop']\n"
     ]
    }
   ],
   "source": [
    "\n",
    "import ast\n",
    "\n",
    "# Deserialize with ast.literal_eval\n",
    "df['genres'] = df['genres'].apply(lambda x: ast.literal_eval(x))\n",
    "# Flatten the list of genres and count freqencies\n",
    "all_genres = [genre for sublist in df['genres'] for genre in sublist]\n",
    "print(all_genres)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "33a79771-7050-4d8a-affb-5660835362e2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                        Genre  Count\n",
      "0                         pop     17\n",
      "1               urbano latino     10\n",
      "2                 trap latino     10\n",
      "3                   reggaeton      9\n",
      "4                         rap      5\n",
      "5   canadian contemporary r&b      4\n",
      "6                canadian pop      4\n",
      "7        reggaeton colombiano      3\n",
      "8                 bedroom pop      3\n",
      "9                sad sierreno      3\n",
      "10          corridos tumbados      3\n",
      "11                      k-pop      3\n",
      "12           k-pop girl group      2\n",
      "13                     uk pop      2\n",
      "14    gen z singer-songwriter      2\n",
      "15                        r&b      2\n",
      "16                  dance pop      2\n",
      "17              colombian pop      2\n",
      "18      singer-songwriter pop      2\n",
      "19             trap argentino      2\n",
      "20             pop venezolano      2\n",
      "21                    corrido      2\n",
      "22                   sierreno      2\n",
      "23                modern rock      2\n",
      "24                    hip hop      2\n",
      "25          argentine hip hop      2\n",
      "26        uk contemporary r&b      1\n",
      "27                 piano rock      1\n",
      "28           puerto rican pop      1\n",
      "29              latin hip hop      1\n",
      "30       contemporary country      1\n",
      "31            detroit hip hop      1\n",
      "32           modern indie pop      1\n",
      "33                 pov: indie      1\n",
      "34    modern alternative rock      1\n",
      "35              pop reggaeton      1\n",
      "36                        edm      1\n",
      "37                  chill pop      1\n",
      "38                  latin pop      1\n",
      "39        musica chihuahuense      1\n",
      "40                  pop dance      1\n",
      "41                   big room      1\n",
      "42            urbano mexicano      1\n",
      "43            sheffield indie      1\n",
      "44                       rock      1\n",
      "45             permanent wave      1\n",
      "46                garage rock      1\n",
      "47               nigerian pop      1\n",
      "48                  afrobeats      1\n",
      "49            musica mexicana      1\n"
     ]
    }
   ],
   "source": [
    "genre_counts = pd.Series(all_genres).value_counts()\n",
    "df_genres = pd.DataFrame({'Genre': genre_counts.index, 'Count': genre_counts.values})\n",
    "print(df_genres)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a4dfabee-d6ff-47b3-a992-4cf363572105",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "genre_counts.plot(kind='bar', figsize=(15,10))\n",
    "plt.title('Genre Bar Plot')\n",
    "plt.ylabel('Frequency')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6c5a15af-3a99-46bf-8075-bc8ee239c2d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "is_explicit\n",
      "False    28\n",
      "True     22\n",
      "Name: count, dtype: int64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "explicit_counts = df['is_explicit'].value_counts()\n",
    "print(explicit_counts)\n",
    "\n",
    "colorblind_palette = sns.color_palette(\"colorblind\")\n",
    "\n",
    "plt.figure(figsize=(8,8))\n",
    "plt.pie(explicit_counts, \n",
    "        labels=['Not Explicit', 'Explicit'], \n",
    "        autopct='%1.1f%%', \n",
    "        startangle=90, \n",
    "        colors=colorblind_palette[:2])\n",
    "plt.title(\"Distribution of Explicit Content\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "416bb9ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "fill": "toself",
         "line": {
          "color": "pink"
         },
         "name": "Top 50",
         "r": [
          0.6475,
          0.507,
          0.678,
          0.16449999999999998,
          0.000011995000000000001,
          0.1215,
          0.05095
         ],
         "theta": [
          "danceability",
          "valence",
          "energy",
          "acousticness",
          "instrumentalness",
          "liveness",
          "speechiness"
         ],
         "type": "scatterpolar"
        }
       ],
       "layout": {
        "polar": {
         "radialaxis": {
          "range": [
           0,
           1
          ],
          "visible": true
         }
        },
        "showlegend": true,
        "template": {
         "data": {
          "bar": [
           {
            "error_x": {
             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
             [
              0.8888888888888888,
              "#fdca26"
             ],
             [
              1,
              "#f0f921"
             ]
            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
              0,
              "#0d0887"
             ],
             [
              0.1111111111111111,
              "#46039f"
             ],
             [
              0.2222222222222222,
              "#7201a8"
             ],
             [
              0.3333333333333333,
              "#9c179e"
             ],
             [
              0.4444444444444444,
              "#bd3786"
             ],
             [
              0.5555555555555556,
              "#d8576b"
             ],
             [
              0.6666666666666666,
              "#ed7953"
             ],
             [
              0.7777777777777778,
              "#fb9f3a"
             ],
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         "layout": {
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           },
           "bgcolor": "#E5ECF6",
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            "linecolor": "white",
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          },
          "scene": {
           "xaxis": {
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            "gridcolor": "white",
            "gridwidth": 2,
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            "showbackground": true,
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           "yaxis": {
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            "gridcolor": "white",
            "gridwidth": 2,
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           },
           "zaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           }
          },
          "shapedefaults": {
           "line": {
            "color": "#2a3f5f"
           }
          },
          "ternary": {
           "aaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Top 50 songs are energetic, positive and dancable"
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_values_top_50 = df[['danceability',\n",
    "    'valence',\n",
    "    'energy',\n",
    "    'acousticness',\n",
    "    'instrumentalness',\n",
    "    'liveness',\n",
    "    'speechiness',]].median()\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "fig.add_trace(go.Scatterpolar(\n",
    "    r=mean_values_top_50,\n",
    "    theta=['danceability',\n",
    "    'valence',\n",
    "    'energy',\n",
    "    'acousticness',\n",
    "    'instrumentalness',\n",
    "    'liveness',\n",
    "    'speechiness',],\n",
    "    fill='toself',\n",
    "    name='Top 50',\n",
    "    line=dict(color='pink'),\n",
    "))\n",
    "\n",
    "fig.update_layout(\n",
    "            polar=dict(radialaxis=dict(visible=True, range=[0, 1])),\n",
    "            showlegend=True,\n",
    "            title='Top 50 songs are energetic, positive and dancable'\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "104f53a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2000x1500 with 14 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "variables = [\n",
    "    'danceability', 'valence', 'energy', 'loudness', 'acousticness',\n",
    "    'instrumentalness', 'liveness', 'speechiness', 'key', 'tempo',\n",
    "    'mode', 'duration_ms', 'time_signature', 'popularity'\n",
    "]\n",
    "\n",
    "plt.figure(figsize=(20, 15))\n",
    "for i, var in enumerate(variables, 1):\n",
    "    plt.subplot(5, 3, i)  \n",
    "    sns.histplot(df[var], kde=True, stat=\"density\", linewidth=0)\n",
    "    plt.title(var)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "daa234d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['album_release_date'] = pd.to_datetime(df['album_release_date'])\n",
    "df['release_quarter'] = df['album_release_date'].dt.to_period('Q').astype(str)\n",
    "\n",
    "# Aggregate data: For example, count number of albums per quarter\n",
    "quarterly_counts = df.groupby('release_quarter')['popularity'].count()\n",
    "\n",
    "# Ensure the index is sorted; this relies on the quarters being in a sortable format\n",
    "quarterly_counts = quarterly_counts.sort_index()\n",
    "\n",
    "# Plotting\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.lineplot(x=quarterly_counts.index, y=quarterly_counts.values)\n",
    "plt.xticks(rotation=45)\n",
    "plt.title('Album Releases by Quarter')\n",
    "plt.xlabel('Quarter')\n",
    "plt.ylabel('Number of Albums Released by Quarter')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  }
 ],
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