eda.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read in required libraries\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pandas version: 1.5.3\n",
      "Numpy version: 1.23.5\n",
      "Seaborn version: 0.12.2\n",
      "Python version: 3.8.16 (default, Mar  2 2023, 03:18:16) [MSC v.1916 64 bit (AMD64)]\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "sys.version\n",
    "\n",
    "# print the version of the libraries\n",
    "print(f'Pandas version: {pd.__version__}')\n",
    "print(f'Numpy version: {np.__version__}')\n",
    "print(f'Seaborn version: {sns.__version__}')\n",
    "\n",
    "# print the version of the python\n",
    "import sys\n",
    "print(f'Python version: {sys.version}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {},
   "outputs": [],
   "source": [
    "# paths\n",
    "\n",
    "spotify_path = r'data\\raw\\spotify-2023.csv' # data input\n",
    "save_image_path = os.path.join(os.getcwd(), 'images') # image output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "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>track_name</th>\n",
       "      <th>artist(s)_name</th>\n",
       "      <th>artist_count</th>\n",
       "      <th>released_year</th>\n",
       "      <th>released_month</th>\n",
       "      <th>released_day</th>\n",
       "      <th>in_spotify_playlists</th>\n",
       "      <th>in_spotify_charts</th>\n",
       "      <th>streams</th>\n",
       "      <th>in_apple_playlists</th>\n",
       "      <th>...</th>\n",
       "      <th>bpm</th>\n",
       "      <th>key</th>\n",
       "      <th>mode</th>\n",
       "      <th>danceability_%</th>\n",
       "      <th>valence_%</th>\n",
       "      <th>energy_%</th>\n",
       "      <th>acousticness_%</th>\n",
       "      <th>instrumentalness_%</th>\n",
       "      <th>liveness_%</th>\n",
       "      <th>speechiness_%</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Seven (feat. Latto) (Explicit Ver.)</td>\n",
       "      <td>Latto, Jung Kook</td>\n",
       "      <td>2</td>\n",
       "      <td>2023</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>553</td>\n",
       "      <td>147</td>\n",
       "      <td>141381703</td>\n",
       "      <td>43</td>\n",
       "      <td>...</td>\n",
       "      <td>125</td>\n",
       "      <td>B</td>\n",
       "      <td>Major</td>\n",
       "      <td>80</td>\n",
       "      <td>89</td>\n",
       "      <td>83</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>LALA</td>\n",
       "      <td>Myke Towers</td>\n",
       "      <td>1</td>\n",
       "      <td>2023</td>\n",
       "      <td>3</td>\n",
       "      <td>23</td>\n",
       "      <td>1474</td>\n",
       "      <td>48</td>\n",
       "      <td>133716286</td>\n",
       "      <td>48</td>\n",
       "      <td>...</td>\n",
       "      <td>92</td>\n",
       "      <td>C#</td>\n",
       "      <td>Major</td>\n",
       "      <td>71</td>\n",
       "      <td>61</td>\n",
       "      <td>74</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>vampire</td>\n",
       "      <td>Olivia Rodrigo</td>\n",
       "      <td>1</td>\n",
       "      <td>2023</td>\n",
       "      <td>6</td>\n",
       "      <td>30</td>\n",
       "      <td>1397</td>\n",
       "      <td>113</td>\n",
       "      <td>140003974</td>\n",
       "      <td>94</td>\n",
       "      <td>...</td>\n",
       "      <td>138</td>\n",
       "      <td>F</td>\n",
       "      <td>Major</td>\n",
       "      <td>51</td>\n",
       "      <td>32</td>\n",
       "      <td>53</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Cruel Summer</td>\n",
       "      <td>Taylor Swift</td>\n",
       "      <td>1</td>\n",
       "      <td>2019</td>\n",
       "      <td>8</td>\n",
       "      <td>23</td>\n",
       "      <td>7858</td>\n",
       "      <td>100</td>\n",
       "      <td>800840817</td>\n",
       "      <td>116</td>\n",
       "      <td>...</td>\n",
       "      <td>170</td>\n",
       "      <td>A</td>\n",
       "      <td>Major</td>\n",
       "      <td>55</td>\n",
       "      <td>58</td>\n",
       "      <td>72</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>WHERE SHE GOES</td>\n",
       "      <td>Bad Bunny</td>\n",
       "      <td>1</td>\n",
       "      <td>2023</td>\n",
       "      <td>5</td>\n",
       "      <td>18</td>\n",
       "      <td>3133</td>\n",
       "      <td>50</td>\n",
       "      <td>303236322</td>\n",
       "      <td>84</td>\n",
       "      <td>...</td>\n",
       "      <td>144</td>\n",
       "      <td>A</td>\n",
       "      <td>Minor</td>\n",
       "      <td>65</td>\n",
       "      <td>23</td>\n",
       "      <td>80</td>\n",
       "      <td>14</td>\n",
       "      <td>63</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            track_name    artist(s)_name  artist_count  \\\n",
       "0  Seven (feat. Latto) (Explicit Ver.)  Latto, Jung Kook             2   \n",
       "1                                 LALA       Myke Towers             1   \n",
       "2                              vampire    Olivia Rodrigo             1   \n",
       "3                         Cruel Summer      Taylor Swift             1   \n",
       "4                       WHERE SHE GOES         Bad Bunny             1   \n",
       "\n",
       "   released_year  released_month  released_day  in_spotify_playlists  \\\n",
       "0           2023               7            14                   553   \n",
       "1           2023               3            23                  1474   \n",
       "2           2023               6            30                  1397   \n",
       "3           2019               8            23                  7858   \n",
       "4           2023               5            18                  3133   \n",
       "\n",
       "   in_spotify_charts    streams  in_apple_playlists  ...  bpm key   mode  \\\n",
       "0                147  141381703                  43  ...  125   B  Major   \n",
       "1                 48  133716286                  48  ...   92  C#  Major   \n",
       "2                113  140003974                  94  ...  138   F  Major   \n",
       "3                100  800840817                 116  ...  170   A  Major   \n",
       "4                 50  303236322                  84  ...  144   A  Minor   \n",
       "\n",
       "  danceability_%  valence_% energy_% acousticness_%  instrumentalness_%  \\\n",
       "0             80         89       83             31                   0   \n",
       "1             71         61       74              7                   0   \n",
       "2             51         32       53             17                   0   \n",
       "3             55         58       72             11                   0   \n",
       "4             65         23       80             14                  63   \n",
       "\n",
       "   liveness_%  speechiness_%  \n",
       "0           8              4  \n",
       "1          10              4  \n",
       "2          31              6  \n",
       "3          11             15  \n",
       "4          11              6  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 246,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spotify = pd.read_csv(spotify_path, encoding='latin-1')\n",
    "spotify.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "track_name               0\n",
       "artist(s)_name           0\n",
       "artist_count             0\n",
       "released_year            0\n",
       "released_month           0\n",
       "released_day             0\n",
       "in_spotify_playlists     0\n",
       "in_spotify_charts        0\n",
       "streams                  0\n",
       "in_apple_playlists       0\n",
       "in_apple_charts          0\n",
       "in_deezer_playlists      0\n",
       "in_deezer_charts         0\n",
       "in_shazam_charts        50\n",
       "bpm                      0\n",
       "key                     95\n",
       "mode                     0\n",
       "danceability_%           0\n",
       "valence_%                0\n",
       "energy_%                 0\n",
       "acousticness_%           0\n",
       "instrumentalness_%       0\n",
       "liveness_%               0\n",
       "speechiness_%            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 247,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# verify is we have nulls in any of the features\n",
    "spotify.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 953 entries, 0 to 952\n",
      "Data columns (total 24 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   track_name            953 non-null    object \n",
      " 1   artist(s)_name        953 non-null    object \n",
      " 2   artist_count          953 non-null    int64  \n",
      " 3   released_year         953 non-null    int64  \n",
      " 4   released_month        953 non-null    int64  \n",
      " 5   released_day          953 non-null    int64  \n",
      " 6   in_spotify_playlists  953 non-null    int64  \n",
      " 7   in_spotify_charts     953 non-null    int64  \n",
      " 8   streams               952 non-null    float64\n",
      " 9   in_apple_playlists    953 non-null    int64  \n",
      " 10  in_apple_charts       953 non-null    int64  \n",
      " 11  in_deezer_playlists   953 non-null    object \n",
      " 12  in_deezer_charts      953 non-null    int64  \n",
      " 13  in_shazam_charts      903 non-null    object \n",
      " 14  bpm                   953 non-null    int64  \n",
      " 15  key                   858 non-null    object \n",
      " 16  mode                  953 non-null    object \n",
      " 17  danceability_%        953 non-null    int64  \n",
      " 18  valence_%             953 non-null    int64  \n",
      " 19  energy_%              953 non-null    int64  \n",
      " 20  acousticness_%        953 non-null    int64  \n",
      " 21  instrumentalness_%    953 non-null    int64  \n",
      " 22  liveness_%            953 non-null    int64  \n",
      " 23  speechiness_%         953 non-null    int64  \n",
      "dtypes: float64(1), int64(17), object(6)\n",
      "memory usage: 178.8+ KB\n"
     ]
    }
   ],
   "source": [
    "# # Remove non-numeric characters\n",
    "# spotify['streams'] = spotify['streams'].str.replace(r'\\D', '')\n",
    "\n",
    "# Convert to float\n",
    "spotify['streams'] = pd.to_numeric(spotify['streams'], errors='coerce')\n",
    "\n",
    "spotify.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# what were the most streamed songs in 2023?\n",
    "spotify.sort_values(by='streams', ascending=False).head(10).plot(kind='barh', \n",
    "                                                                 x='artist(s)_name', \n",
    "                                                                 y='streams', \n",
    "                                                                 title='Most Streamed Songs in 2023', \n",
    "                                                                 color='red', \n",
    "                                                                 figsize=(7, 6))\n",
    "plt.savefig(os.path.join(save_image_path,'most_streamed_songs.png'))\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File is writable\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "file_path = os.path.join(save_image_path,'most_streamed_songs.png')\n",
    "\n",
    "# Check if the file is writable\n",
    "if os.access(file_path, os.W_OK):\n",
    "    print(\"File is writable\")\n",
    "else:\n",
    "    print(\"File is not writable\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1800x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18, 10))\n",
    "plt.title('Most Streamed Songs in 2023 by release year-month', size= 16)\n",
    "spotify.groupby(['released_year', 'released_month'])['streams'].sum().plot(kind='line', x='release_year_month', y='streams')\n",
    "\n",
    "# save plot\n",
    "plt.savefig(os.path.join(save_image_path, 'popularity_by_release_month.png'))\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Top streaming songs in 2023 by song release year')\n",
    "spotify.released_year.value_counts().nlargest(10).plot(kind='bar')\n",
    "\n",
    "plt.savefig(os.path.join(save_image_path, 'top_streaming_songs_by_release_year.png'))\n",
    "plt.show()\n",
    "plt.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}