{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "da340f49",
   "metadata": {},
   "source": [
    "# Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6943c704",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3591957a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['popularity', 'duration_ms', 'explicit', 'danceability', 'energy',\n",
       "       'key', 'loudness', 'mode', 'speechiness', 'acousticness',\n",
       "       'instrumentalness', 'liveness', 'valence', 'tempo', 'time_signature',\n",
       "       'track_genre'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('cleaned_dataset.csv')\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2072b152",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>popularity</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>explicit</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",
       "      <th>track_genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>73</td>\n",
       "      <td>230666</td>\n",
       "      <td>False</td>\n",
       "      <td>0.676</td>\n",
       "      <td>0.4610</td>\n",
       "      <td>1</td>\n",
       "      <td>-6.746</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1430</td>\n",
       "      <td>0.0322</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.3580</td>\n",
       "      <td>0.7150</td>\n",
       "      <td>87.917</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>55</td>\n",
       "      <td>149610</td>\n",
       "      <td>False</td>\n",
       "      <td>0.420</td>\n",
       "      <td>0.1660</td>\n",
       "      <td>1</td>\n",
       "      <td>-17.235</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0763</td>\n",
       "      <td>0.9240</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.1010</td>\n",
       "      <td>0.2670</td>\n",
       "      <td>77.489</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>57</td>\n",
       "      <td>210826</td>\n",
       "      <td>False</td>\n",
       "      <td>0.438</td>\n",
       "      <td>0.3590</td>\n",
       "      <td>0</td>\n",
       "      <td>-9.734</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0557</td>\n",
       "      <td>0.2100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.1200</td>\n",
       "      <td>76.332</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>71</td>\n",
       "      <td>201933</td>\n",
       "      <td>False</td>\n",
       "      <td>0.266</td>\n",
       "      <td>0.0596</td>\n",
       "      <td>0</td>\n",
       "      <td>-18.515</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0363</td>\n",
       "      <td>0.9050</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>0.1320</td>\n",
       "      <td>0.1430</td>\n",
       "      <td>181.740</td>\n",
       "      <td>3</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>82</td>\n",
       "      <td>198853</td>\n",
       "      <td>False</td>\n",
       "      <td>0.618</td>\n",
       "      <td>0.4430</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.681</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0526</td>\n",
       "      <td>0.4690</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0829</td>\n",
       "      <td>0.1670</td>\n",
       "      <td>119.949</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>58</td>\n",
       "      <td>214240</td>\n",
       "      <td>False</td>\n",
       "      <td>0.688</td>\n",
       "      <td>0.4810</td>\n",
       "      <td>6</td>\n",
       "      <td>-8.807</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1050</td>\n",
       "      <td>0.2890</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1890</td>\n",
       "      <td>0.6660</td>\n",
       "      <td>98.017</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>74</td>\n",
       "      <td>229400</td>\n",
       "      <td>False</td>\n",
       "      <td>0.407</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>2</td>\n",
       "      <td>-8.822</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0355</td>\n",
       "      <td>0.8570</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.0913</td>\n",
       "      <td>0.0765</td>\n",
       "      <td>141.284</td>\n",
       "      <td>3</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>80</td>\n",
       "      <td>242946</td>\n",
       "      <td>False</td>\n",
       "      <td>0.703</td>\n",
       "      <td>0.4440</td>\n",
       "      <td>11</td>\n",
       "      <td>-9.331</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0417</td>\n",
       "      <td>0.5590</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0973</td>\n",
       "      <td>0.7120</td>\n",
       "      <td>150.960</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>74</td>\n",
       "      <td>189613</td>\n",
       "      <td>False</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.4140</td>\n",
       "      <td>0</td>\n",
       "      <td>-8.700</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.2940</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1510</td>\n",
       "      <td>0.6690</td>\n",
       "      <td>130.088</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>56</td>\n",
       "      <td>205594</td>\n",
       "      <td>False</td>\n",
       "      <td>0.442</td>\n",
       "      <td>0.6320</td>\n",
       "      <td>1</td>\n",
       "      <td>-6.770</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0295</td>\n",
       "      <td>0.4260</td>\n",
       "      <td>0.004190</td>\n",
       "      <td>0.0735</td>\n",
       "      <td>0.1960</td>\n",
       "      <td>78.899</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   popularity  duration_ms  explicit  danceability  energy  key  loudness  \\\n",
       "0          73       230666     False         0.676  0.4610    1    -6.746   \n",
       "1          55       149610     False         0.420  0.1660    1   -17.235   \n",
       "2          57       210826     False         0.438  0.3590    0    -9.734   \n",
       "3          71       201933     False         0.266  0.0596    0   -18.515   \n",
       "4          82       198853     False         0.618  0.4430    2    -9.681   \n",
       "5          58       214240     False         0.688  0.4810    6    -8.807   \n",
       "6          74       229400     False         0.407  0.1470    2    -8.822   \n",
       "7          80       242946     False         0.703  0.4440   11    -9.331   \n",
       "8          74       189613     False         0.625  0.4140    0    -8.700   \n",
       "9          56       205594     False         0.442  0.6320    1    -6.770   \n",
       "\n",
       "   mode  speechiness  acousticness  instrumentalness  liveness  valence  \\\n",
       "0     0       0.1430        0.0322          0.000001    0.3580   0.7150   \n",
       "1     1       0.0763        0.9240          0.000006    0.1010   0.2670   \n",
       "2     1       0.0557        0.2100          0.000000    0.1170   0.1200   \n",
       "3     1       0.0363        0.9050          0.000071    0.1320   0.1430   \n",
       "4     1       0.0526        0.4690          0.000000    0.0829   0.1670   \n",
       "5     1       0.1050        0.2890          0.000000    0.1890   0.6660   \n",
       "6     1       0.0355        0.8570          0.000003    0.0913   0.0765   \n",
       "7     1       0.0417        0.5590          0.000000    0.0973   0.7120   \n",
       "8     1       0.0369        0.2940          0.000000    0.1510   0.6690   \n",
       "9     1       0.0295        0.4260          0.004190    0.0735   0.1960   \n",
       "\n",
       "     tempo  time_signature track_genre  \n",
       "0   87.917               4    acoustic  \n",
       "1   77.489               4    acoustic  \n",
       "2   76.332               4    acoustic  \n",
       "3  181.740               3    acoustic  \n",
       "4  119.949               4    acoustic  \n",
       "5   98.017               4    acoustic  \n",
       "6  141.284               3    acoustic  \n",
       "7  150.960               4    acoustic  \n",
       "8  130.088               4    acoustic  \n",
       "9   78.899               4    acoustic  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ef9622ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>popularity</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>loudness</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>80418.000000</td>\n",
       "      <td>8.041800e+04</td>\n",
       "      <td>80418.000000</td>\n",
       "      <td>80418.000000</td>\n",
       "      <td>80418.000000</td>\n",
       "      <td>80418.000000</td>\n",
       "      <td>80418.000000</td>\n",
       "      <td>80418.000000</td>\n",
       "      <td>80418.000000</td>\n",
       "      <td>80418.000000</td>\n",
       "      <td>80418.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>34.681701</td>\n",
       "      <td>2.317442e+05</td>\n",
       "      <td>0.561713</td>\n",
       "      <td>0.637542</td>\n",
       "      <td>-8.523842</td>\n",
       "      <td>0.088682</td>\n",
       "      <td>0.326749</td>\n",
       "      <td>0.182417</td>\n",
       "      <td>0.218949</td>\n",
       "      <td>0.465508</td>\n",
       "      <td>122.481646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>19.453003</td>\n",
       "      <td>1.150244e+05</td>\n",
       "      <td>0.175640</td>\n",
       "      <td>0.256646</td>\n",
       "      <td>5.207436</td>\n",
       "      <td>0.114958</td>\n",
       "      <td>0.338356</td>\n",
       "      <td>0.329693</td>\n",
       "      <td>0.197241</td>\n",
       "      <td>0.262605</td>\n",
       "      <td>29.689490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.580000e+04</td>\n",
       "      <td>0.051300</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>-46.591000</td>\n",
       "      <td>0.022100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009250</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>30.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>21.000000</td>\n",
       "      <td>1.742932e+05</td>\n",
       "      <td>0.449000</td>\n",
       "      <td>0.459000</td>\n",
       "      <td>-10.375000</td>\n",
       "      <td>0.036100</td>\n",
       "      <td>0.015700</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.098400</td>\n",
       "      <td>0.244000</td>\n",
       "      <td>99.866000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>35.000000</td>\n",
       "      <td>2.154930e+05</td>\n",
       "      <td>0.575000</td>\n",
       "      <td>0.680000</td>\n",
       "      <td>-7.231000</td>\n",
       "      <td>0.049200</td>\n",
       "      <td>0.187000</td>\n",
       "      <td>0.000085</td>\n",
       "      <td>0.133000</td>\n",
       "      <td>0.451000</td>\n",
       "      <td>122.203500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>49.000000</td>\n",
       "      <td>2.674952e+05</td>\n",
       "      <td>0.691000</td>\n",
       "      <td>0.857000</td>\n",
       "      <td>-5.128000</td>\n",
       "      <td>0.087100</td>\n",
       "      <td>0.623000</td>\n",
       "      <td>0.141000</td>\n",
       "      <td>0.282000</td>\n",
       "      <td>0.678000</td>\n",
       "      <td>140.237750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>100.000000</td>\n",
       "      <td>5.237295e+06</td>\n",
       "      <td>0.985000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.532000</td>\n",
       "      <td>0.965000</td>\n",
       "      <td>0.996000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.995000</td>\n",
       "      <td>243.372000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         popularity   duration_ms  danceability        energy      loudness  \\\n",
       "count  80418.000000  8.041800e+04  80418.000000  80418.000000  80418.000000   \n",
       "mean      34.681701  2.317442e+05      0.561713      0.637542     -8.523842   \n",
       "std       19.453003  1.150244e+05      0.175640      0.256646      5.207436   \n",
       "min        0.000000  1.580000e+04      0.051300      0.000020    -46.591000   \n",
       "25%       21.000000  1.742932e+05      0.449000      0.459000    -10.375000   \n",
       "50%       35.000000  2.154930e+05      0.575000      0.680000     -7.231000   \n",
       "75%       49.000000  2.674952e+05      0.691000      0.857000     -5.128000   \n",
       "max      100.000000  5.237295e+06      0.985000      1.000000      4.532000   \n",
       "\n",
       "        speechiness  acousticness  instrumentalness      liveness  \\\n",
       "count  80418.000000  80418.000000      80418.000000  80418.000000   \n",
       "mean       0.088682      0.326749          0.182417      0.218949   \n",
       "std        0.114958      0.338356          0.329693      0.197241   \n",
       "min        0.022100      0.000000          0.000000      0.009250   \n",
       "25%        0.036100      0.015700          0.000000      0.098400   \n",
       "50%        0.049200      0.187000          0.000085      0.133000   \n",
       "75%        0.087100      0.623000          0.141000      0.282000   \n",
       "max        0.965000      0.996000          1.000000      1.000000   \n",
       "\n",
       "            valence         tempo  \n",
       "count  80418.000000  80418.000000  \n",
       "mean       0.465508    122.481646  \n",
       "std        0.262605     29.689490  \n",
       "min        0.000000     30.200000  \n",
       "25%        0.244000     99.866000  \n",
       "50%        0.451000    122.203500  \n",
       "75%        0.678000    140.237750  \n",
       "max        0.995000    243.372000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop(['track_genre','key','mode','explicit','time_signature'],axis=1).describe()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "f0f88ac5",
   "metadata": {},
   "source": [
    "### Plot correlation heatmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5eec50de",
   "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>popularity</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>danceability</th>\n",
       "      <th>energy</th>\n",
       "      <th>loudness</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>popularity</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.055623</td>\n",
       "      <td>0.086538</td>\n",
       "      <td>-0.001812</td>\n",
       "      <td>0.091850</td>\n",
       "      <td>-0.063228</td>\n",
       "      <td>-0.030212</td>\n",
       "      <td>-0.175712</td>\n",
       "      <td>-0.028292</td>\n",
       "      <td>0.010128</td>\n",
       "      <td>0.002012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>duration_ms</th>\n",
       "      <td>-0.055623</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.066229</td>\n",
       "      <td>0.057909</td>\n",
       "      <td>-0.003685</td>\n",
       "      <td>-0.063007</td>\n",
       "      <td>-0.106162</td>\n",
       "      <td>0.115357</td>\n",
       "      <td>0.008832</td>\n",
       "      <td>-0.146564</td>\n",
       "      <td>0.020561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>danceability</th>\n",
       "      <td>0.086538</td>\n",
       "      <td>-0.066229</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.120063</td>\n",
       "      <td>0.247496</td>\n",
       "      <td>0.106329</td>\n",
       "      <td>-0.162282</td>\n",
       "      <td>-0.179704</td>\n",
       "      <td>-0.128545</td>\n",
       "      <td>0.484445</td>\n",
       "      <td>-0.043791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>energy</th>\n",
       "      <td>-0.001812</td>\n",
       "      <td>0.057909</td>\n",
       "      <td>0.120063</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.761855</td>\n",
       "      <td>0.138560</td>\n",
       "      <td>-0.732104</td>\n",
       "      <td>-0.180489</td>\n",
       "      <td>0.195741</td>\n",
       "      <td>0.247678</td>\n",
       "      <td>0.250031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>loudness</th>\n",
       "      <td>0.091850</td>\n",
       "      <td>-0.003685</td>\n",
       "      <td>0.247496</td>\n",
       "      <td>0.761855</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.053917</td>\n",
       "      <td>-0.581658</td>\n",
       "      <td>-0.430496</td>\n",
       "      <td>0.087001</td>\n",
       "      <td>0.280699</td>\n",
       "      <td>0.218960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>speechiness</th>\n",
       "      <td>-0.063228</td>\n",
       "      <td>-0.063007</td>\n",
       "      <td>0.106329</td>\n",
       "      <td>0.138560</td>\n",
       "      <td>0.053917</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.008943</td>\n",
       "      <td>-0.104286</td>\n",
       "      <td>0.227145</td>\n",
       "      <td>0.033123</td>\n",
       "      <td>-0.006364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>acousticness</th>\n",
       "      <td>-0.030212</td>\n",
       "      <td>-0.106162</td>\n",
       "      <td>-0.162282</td>\n",
       "      <td>-0.732104</td>\n",
       "      <td>-0.581658</td>\n",
       "      <td>0.008943</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.091040</td>\n",
       "      <td>-0.018135</td>\n",
       "      <td>-0.096829</td>\n",
       "      <td>-0.220920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>instrumentalness</th>\n",
       "      <td>-0.175712</td>\n",
       "      <td>0.115357</td>\n",
       "      <td>-0.179704</td>\n",
       "      <td>-0.180489</td>\n",
       "      <td>-0.430496</td>\n",
       "      <td>-0.104286</td>\n",
       "      <td>0.091040</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.100997</td>\n",
       "      <td>-0.327447</td>\n",
       "      <td>-0.048384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>liveness</th>\n",
       "      <td>-0.028292</td>\n",
       "      <td>0.008832</td>\n",
       "      <td>-0.128545</td>\n",
       "      <td>0.195741</td>\n",
       "      <td>0.087001</td>\n",
       "      <td>0.227145</td>\n",
       "      <td>-0.018135</td>\n",
       "      <td>-0.100997</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.019023</td>\n",
       "      <td>0.000341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>valence</th>\n",
       "      <td>0.010128</td>\n",
       "      <td>-0.146564</td>\n",
       "      <td>0.484445</td>\n",
       "      <td>0.247678</td>\n",
       "      <td>0.280699</td>\n",
       "      <td>0.033123</td>\n",
       "      <td>-0.096829</td>\n",
       "      <td>-0.327447</td>\n",
       "      <td>0.019023</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.079498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tempo</th>\n",
       "      <td>0.002012</td>\n",
       "      <td>0.020561</td>\n",
       "      <td>-0.043791</td>\n",
       "      <td>0.250031</td>\n",
       "      <td>0.218960</td>\n",
       "      <td>-0.006364</td>\n",
       "      <td>-0.220920</td>\n",
       "      <td>-0.048384</td>\n",
       "      <td>0.000341</td>\n",
       "      <td>0.079498</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  popularity  duration_ms  danceability    energy  loudness  \\\n",
       "popularity          1.000000    -0.055623      0.086538 -0.001812  0.091850   \n",
       "duration_ms        -0.055623     1.000000     -0.066229  0.057909 -0.003685   \n",
       "danceability        0.086538    -0.066229      1.000000  0.120063  0.247496   \n",
       "energy             -0.001812     0.057909      0.120063  1.000000  0.761855   \n",
       "loudness            0.091850    -0.003685      0.247496  0.761855  1.000000   \n",
       "speechiness        -0.063228    -0.063007      0.106329  0.138560  0.053917   \n",
       "acousticness       -0.030212    -0.106162     -0.162282 -0.732104 -0.581658   \n",
       "instrumentalness   -0.175712     0.115357     -0.179704 -0.180489 -0.430496   \n",
       "liveness           -0.028292     0.008832     -0.128545  0.195741  0.087001   \n",
       "valence             0.010128    -0.146564      0.484445  0.247678  0.280699   \n",
       "tempo               0.002012     0.020561     -0.043791  0.250031  0.218960   \n",
       "\n",
       "                  speechiness  acousticness  instrumentalness  liveness  \\\n",
       "popularity          -0.063228     -0.030212         -0.175712 -0.028292   \n",
       "duration_ms         -0.063007     -0.106162          0.115357  0.008832   \n",
       "danceability         0.106329     -0.162282         -0.179704 -0.128545   \n",
       "energy               0.138560     -0.732104         -0.180489  0.195741   \n",
       "loudness             0.053917     -0.581658         -0.430496  0.087001   \n",
       "speechiness          1.000000      0.008943         -0.104286  0.227145   \n",
       "acousticness         0.008943      1.000000          0.091040 -0.018135   \n",
       "instrumentalness    -0.104286      0.091040          1.000000 -0.100997   \n",
       "liveness             0.227145     -0.018135         -0.100997  1.000000   \n",
       "valence              0.033123     -0.096829         -0.327447  0.019023   \n",
       "tempo               -0.006364     -0.220920         -0.048384  0.000341   \n",
       "\n",
       "                   valence     tempo  \n",
       "popularity        0.010128  0.002012  \n",
       "duration_ms      -0.146564  0.020561  \n",
       "danceability      0.484445 -0.043791  \n",
       "energy            0.247678  0.250031  \n",
       "loudness          0.280699  0.218960  \n",
       "speechiness       0.033123 -0.006364  \n",
       "acousticness     -0.096829 -0.220920  \n",
       "instrumentalness -0.327447 -0.048384  \n",
       "liveness          0.019023  0.000341  \n",
       "valence           1.000000  0.079498  \n",
       "tempo             0.079498  1.000000  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.drop(['track_genre','key','mode','explicit','time_signature'],axis=1).corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "45f4f2e9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = sns.diverging_palette(220,10, as_cmap =True)\n",
    "sns.heatmap(df.drop(['track_genre','key','mode','explicit','time_signature'],axis=1).corr(), vmax=.3,center=0,square = True, linewidths = .5,cbar_kws={\"shrink\":.5},cmap = cmap)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "32280c3a",
   "metadata": {},
   "source": [
    "### Plot distribution of continuous variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5005ce42",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_continuous_distribution(df, cols):\n",
    "    fig, axes = plt.subplots(nrows=len(cols)//3 + len(cols)%3, ncols=3, figsize=(12, 12))\n",
    "    axes = axes.flatten()\n",
    "    for i, col in enumerate(cols):\n",
    "        sns.histplot(df[col], kde=True, ax=axes[i])\n",
    "        axes[i].set_title(f'Distribution of {col}')\n",
    "    for i in range(len(cols), len(axes)):\n",
    "        fig.delaxes(axes[i])\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(\"dist.png\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "43a8c021",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 11 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cont_features = ['duration_ms', 'danceability', 'energy', 'loudness', 'speechiness', 'acousticness', 'instrumentalness', 'liveness', 'valence', 'tempo','popularity']\n",
    "plot_continuous_distribution(df,cont_features)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "8405565e",
   "metadata": {},
   "source": [
    "### Plot barchart for categorical features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "ddae1aa3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_cat_barcharts(df, cat_features):\n",
    "    fig, axes = plt.subplots(nrows=len(cat_features)//3 + len(cat_features)%3, ncols=3, figsize=(15, 15))\n",
    "    axes = axes.flatten()\n",
    "    for i, cat_feature in enumerate(cat_features):\n",
    "        if cat_feature == 'track_genre':\n",
    "            top_30_genres = df[cat_feature].value_counts().nlargest(30).index\n",
    "            sns.countplot(x=cat_feature, data=df[df[cat_feature].isin(top_30_genres)], order=top_30_genres, ax=axes[i])\n",
    "            axes[i].set_xticklabels(axes[i].get_xticklabels(), rotation=90)\n",
    "            axes[i].set_title(f\"Top 30 {cat_feature.capitalize()} Counts\")\n",
    "        else:\n",
    "            sns.countplot(x=cat_feature, data=df, order=df[cat_feature].value_counts().index, ax=axes[i])\n",
    "            axes[i].set_xticklabels(axes[i].get_xticklabels(), rotation=90)\n",
    "            axes[i].set_title(f\"{cat_feature.capitalize()} Counts\")\n",
    "    for i in range(len(cat_features), len(axes)):\n",
    "        fig.delaxes(axes[i])\n",
    "    plt.tight_layout()\n",
    "    plt.savefig('dist2.png')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "4fbdefca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat_features = ['explicit','key','mode','time_signature', 'track_genre']\n",
    "plot_cat_barcharts(df,cat_features)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "3b75ff40",
   "metadata": {},
   "source": [
    "### Scatter plot of continuous features vs popularity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a146110b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_scatter(df, cont_features):\n",
    "    fig, axes = plt.subplots(nrows=len(cont_features)//4 + len(cont_features)%4, ncols=4, figsize=(15, 15))\n",
    "    axes = axes.flatten()\n",
    "    for i, feature in enumerate(cont_features):\n",
    "        axes[i].scatter(df[feature], df['popularity'])\n",
    "        axes[i].set_xlabel(feature)\n",
    "        axes[i].set_ylabel('popularity')\n",
    "    for i in range(len(cont_features), len(axes)):\n",
    "        fig.delaxes(axes[i])\n",
    "    plt.tight_layout()\n",
    "    plt.savefig('scatter.png')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1d2a6d63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cont_features = ['duration_ms', 'danceability', 'energy', 'loudness', 'speechiness', 'acousticness', 'instrumentalness', 'liveness', 'valence', 'tempo']\n",
    "plot_scatter(df, cont_features)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "091e4de7",
   "metadata": {},
   "source": [
    "### Box plot for categorical features vs popularity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "00265002",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_box_cat(df, cat_features):\n",
    "    fig, axes = plt.subplots(nrows=len(cat_features)//3 + len(cat_features)%3, ncols=3, figsize=(15, 15))\n",
    "    axes = axes.flatten()\n",
    "    for i, col in enumerate(cat_features):\n",
    "        if col == 'track_genre':\n",
    "            N = 10  # number of top genres to include\n",
    "            # calculate the average popularity for each genre\n",
    "            genre_popularity = df.groupby('track_genre')['popularity'].mean()\n",
    "            # get the top N genres by average popularity\n",
    "            top_genres = genre_popularity.nlargest(N).index\n",
    "            df_top_genres = df[df['track_genre'].isin(top_genres)]\n",
    "            sns.boxplot(x=col, y='popularity', data=df_top_genres, ax=axes[i])\n",
    "        else:\n",
    "            sns.boxplot(x=col, y='popularity', data=df, ax=axes[i])\n",
    "        axes[i].set_title(f\"{col.capitalize()} vs {'popularity'.capitalize()}\")\n",
    "    for i in range(len(cat_features), len(axes)):\n",
    "        fig.delaxes(axes[i])\n",
    "    plt.tight_layout()\n",
    "    plt.savefig('box.png')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "945f8e6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat_features = ['explicit','key','mode','time_signature', 'track_genre']\n",
    "\n",
    "\n",
    "# filter the data to include only rows with a genre in the top N genres\n",
    "plot_box_cat(df, cat_features)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "14f0386b",
   "metadata": {},
   "source": [
    "### Create a popularity flag where popularity > 3rd quantile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "8bba46ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "popularity_threshold = df['popularity'].quantile(0.75)\n",
    "df['popularity_flag'] = (df['popularity'] > popularity_threshold).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "d7bf5907",
   "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>popularity</th>\n",
       "      <th>duration_ms</th>\n",
       "      <th>explicit</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",
       "      <th>track_genre</th>\n",
       "      <th>popularity_flag</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>73</td>\n",
       "      <td>230666</td>\n",
       "      <td>False</td>\n",
       "      <td>0.676</td>\n",
       "      <td>0.4610</td>\n",
       "      <td>1</td>\n",
       "      <td>-6.746</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1430</td>\n",
       "      <td>0.0322</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.3580</td>\n",
       "      <td>0.7150</td>\n",
       "      <td>87.917</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>55</td>\n",
       "      <td>149610</td>\n",
       "      <td>False</td>\n",
       "      <td>0.420</td>\n",
       "      <td>0.1660</td>\n",
       "      <td>1</td>\n",
       "      <td>-17.235</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0763</td>\n",
       "      <td>0.9240</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>0.1010</td>\n",
       "      <td>0.2670</td>\n",
       "      <td>77.489</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>57</td>\n",
       "      <td>210826</td>\n",
       "      <td>False</td>\n",
       "      <td>0.438</td>\n",
       "      <td>0.3590</td>\n",
       "      <td>0</td>\n",
       "      <td>-9.734</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0557</td>\n",
       "      <td>0.2100</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1170</td>\n",
       "      <td>0.1200</td>\n",
       "      <td>76.332</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>71</td>\n",
       "      <td>201933</td>\n",
       "      <td>False</td>\n",
       "      <td>0.266</td>\n",
       "      <td>0.0596</td>\n",
       "      <td>0</td>\n",
       "      <td>-18.515</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0363</td>\n",
       "      <td>0.9050</td>\n",
       "      <td>0.000071</td>\n",
       "      <td>0.1320</td>\n",
       "      <td>0.1430</td>\n",
       "      <td>181.740</td>\n",
       "      <td>3</td>\n",
       "      <td>acoustic</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>82</td>\n",
       "      <td>198853</td>\n",
       "      <td>False</td>\n",
       "      <td>0.618</td>\n",
       "      <td>0.4430</td>\n",
       "      <td>2</td>\n",
       "      <td>-9.681</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0526</td>\n",
       "      <td>0.4690</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0829</td>\n",
       "      <td>0.1670</td>\n",
       "      <td>119.949</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>58</td>\n",
       "      <td>214240</td>\n",
       "      <td>False</td>\n",
       "      <td>0.688</td>\n",
       "      <td>0.4810</td>\n",
       "      <td>6</td>\n",
       "      <td>-8.807</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1050</td>\n",
       "      <td>0.2890</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1890</td>\n",
       "      <td>0.6660</td>\n",
       "      <td>98.017</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>74</td>\n",
       "      <td>229400</td>\n",
       "      <td>False</td>\n",
       "      <td>0.407</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>2</td>\n",
       "      <td>-8.822</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0355</td>\n",
       "      <td>0.8570</td>\n",
       "      <td>0.000003</td>\n",
       "      <td>0.0913</td>\n",
       "      <td>0.0765</td>\n",
       "      <td>141.284</td>\n",
       "      <td>3</td>\n",
       "      <td>acoustic</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>80</td>\n",
       "      <td>242946</td>\n",
       "      <td>False</td>\n",
       "      <td>0.703</td>\n",
       "      <td>0.4440</td>\n",
       "      <td>11</td>\n",
       "      <td>-9.331</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0417</td>\n",
       "      <td>0.5590</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0973</td>\n",
       "      <td>0.7120</td>\n",
       "      <td>150.960</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>74</td>\n",
       "      <td>189613</td>\n",
       "      <td>False</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.4140</td>\n",
       "      <td>0</td>\n",
       "      <td>-8.700</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0369</td>\n",
       "      <td>0.2940</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.1510</td>\n",
       "      <td>0.6690</td>\n",
       "      <td>130.088</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>56</td>\n",
       "      <td>205594</td>\n",
       "      <td>False</td>\n",
       "      <td>0.442</td>\n",
       "      <td>0.6320</td>\n",
       "      <td>1</td>\n",
       "      <td>-6.770</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0295</td>\n",
       "      <td>0.4260</td>\n",
       "      <td>0.004190</td>\n",
       "      <td>0.0735</td>\n",
       "      <td>0.1960</td>\n",
       "      <td>78.899</td>\n",
       "      <td>4</td>\n",
       "      <td>acoustic</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   popularity  duration_ms  explicit  danceability  energy  key  loudness  \\\n",
       "0          73       230666     False         0.676  0.4610    1    -6.746   \n",
       "1          55       149610     False         0.420  0.1660    1   -17.235   \n",
       "2          57       210826     False         0.438  0.3590    0    -9.734   \n",
       "3          71       201933     False         0.266  0.0596    0   -18.515   \n",
       "4          82       198853     False         0.618  0.4430    2    -9.681   \n",
       "5          58       214240     False         0.688  0.4810    6    -8.807   \n",
       "6          74       229400     False         0.407  0.1470    2    -8.822   \n",
       "7          80       242946     False         0.703  0.4440   11    -9.331   \n",
       "8          74       189613     False         0.625  0.4140    0    -8.700   \n",
       "9          56       205594     False         0.442  0.6320    1    -6.770   \n",
       "\n",
       "   mode  speechiness  acousticness  instrumentalness  liveness  valence  \\\n",
       "0     0       0.1430        0.0322          0.000001    0.3580   0.7150   \n",
       "1     1       0.0763        0.9240          0.000006    0.1010   0.2670   \n",
       "2     1       0.0557        0.2100          0.000000    0.1170   0.1200   \n",
       "3     1       0.0363        0.9050          0.000071    0.1320   0.1430   \n",
       "4     1       0.0526        0.4690          0.000000    0.0829   0.1670   \n",
       "5     1       0.1050        0.2890          0.000000    0.1890   0.6660   \n",
       "6     1       0.0355        0.8570          0.000003    0.0913   0.0765   \n",
       "7     1       0.0417        0.5590          0.000000    0.0973   0.7120   \n",
       "8     1       0.0369        0.2940          0.000000    0.1510   0.6690   \n",
       "9     1       0.0295        0.4260          0.004190    0.0735   0.1960   \n",
       "\n",
       "     tempo  time_signature track_genre  popularity_flag  \n",
       "0   87.917               4    acoustic                1  \n",
       "1   77.489               4    acoustic                1  \n",
       "2   76.332               4    acoustic                1  \n",
       "3  181.740               3    acoustic                1  \n",
       "4  119.949               4    acoustic                1  \n",
       "5   98.017               4    acoustic                1  \n",
       "6  141.284               3    acoustic                1  \n",
       "7  150.960               4    acoustic                1  \n",
       "8  130.088               4    acoustic                1  \n",
       "9   78.899               4    acoustic                1  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(10)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "b90195eb",
   "metadata": {},
   "source": [
    "### Check for data imbalance using ratio of popular songs to non-popular songs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "60019910",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The ratio of popular to non-popular songs is 0.32.\n"
     ]
    }
   ],
   "source": [
    "num_pop = sum(df['popularity_flag'] == 1)\n",
    "\n",
    "# Calculate the number of non-popular songs\n",
    "num_non_pop = sum(df['popularity_flag'] == 0)\n",
    "\n",
    "\n",
    "ratio = num_pop / num_non_pop\n",
    "print(f'The ratio of popular to non-popular songs is {ratio:.2f}.')\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "8058815a",
   "metadata": {},
   "source": [
    "### Box plot of popularity flag vs continuous features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1d955827",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_data(df):\n",
    "    continuous_columns = ['duration_ms', 'danceability', 'energy', 'loudness', 'speechiness', 'acousticness', 'instrumentalness', 'liveness', 'valence', 'tempo']\n",
    "    for column in continuous_columns:\n",
    "        sns.boxplot(x='popularity_flag', y=column, data=df)\n",
    "        plt.xlabel('popularity_flag')\n",
    "        plt.ylabel(column)\n",
    "        plt.title(f'popularity_flag vs {column}')\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f4522929",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_data(df)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "26c7ede9",
   "metadata": {},
   "source": [
    "### Plot conditional distribution of categorical columns vs popularity flag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "86d6dce0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_conditional_distribution(df, cat_columns):\n",
    "    fig, axes = plt.subplots(nrows=len(cat_columns)//3 + len(cat_columns)%3, ncols=3, figsize=(15, 15))\n",
    "    axes = axes.flatten()\n",
    "    for i, cat_col in enumerate(cat_columns):\n",
    "        if cat_col == 'track_genre':\n",
    "            top_10_genres = df[cat_col].value_counts().nlargest(50).index\n",
    "            df_grouped = df[df[cat_col].isin(top_10_genres)].groupby(cat_col)['popularity_flag'].value_counts(normalize=True).unstack()\n",
    "        else:\n",
    "            df_grouped = df.groupby(cat_col)['popularity_flag'].value_counts(normalize=True).unstack()\n",
    "        df_grouped.plot(kind='bar', stacked=True, ax=axes[i])\n",
    "        axes[i].set_xlabel(cat_col)\n",
    "        axes[i].set_ylabel('Proportion')\n",
    "        axes[i].set_title(f'Conditional Distribution of popularity_flag by {cat_col}')\n",
    "    for i in range(len(cat_columns), len(axes)):\n",
    "        fig.delaxes(axes[i])\n",
    "    plt.tight_layout()\n",
    "    plt.savefig('condist')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "5646169d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1500 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat_features = ['explicit','key','mode','time_signature','track_genre']\n",
    "\n",
    "plot_conditional_distribution(df,cat_features)"
   ]
  }
 ],
 "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": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}