Module-04.ipynb

module-04.ipynb

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      "name": "Module-04.ipynb",
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      "cell_type": "markdown",
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        "<a href=\"https://colab.research.google.com/gist/727021/b9afe10422c165f4a7e0c230b2cf6455/module-04.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "source": [
        "## Docs\n",
        "\n",
        "Audio Features\n",
        "https://developer.spotify.com/documentation/web-api/reference/tracks/get-audio-features/\n",
        "\n",
        "Track Features\n",
        "https://developer.spotify.com/documentation/web-api/reference/tracks/get-track/\n",
        "\n",
        "Artist Features\n",
        "https://developer.spotify.com/documentation/web-api/reference/artists/get-artist/"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RC2ostW0a8m_"
      },
      "source": [
        "## Data\n",
        "\n",
        "Spotify Data\n",
        "https://raw.githubusercontent.com/byui-cse/cse450-course/master/data/spotify/data.csv\n",
        "\n",
        "By Artist\n",
        "https://raw.githubusercontent.com/byui-cse/cse450-course/master/data/spotify/data_by_artist.csv\n",
        "\n",
        "By Artist with Genres\n",
        "https://raw.githubusercontent.com/byui-cse/cse450-course/master/data/spotify/data_by_artist_w_genres.csv\n",
        "\n",
        "By Genre\n",
        "https://raw.githubusercontent.com/byui-cse/cse450-course/master/data/spotify/data_by_genres.csv\n",
        "\n",
        "By Year\n",
        "https://raw.githubusercontent.com/byui-cse/cse450-course/master/data/spotify/data_by_year.csv"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mA0HPVmIBT4C"
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      "source": [
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.neighbors import NearestNeighbors\n",
        "from sklearn.preprocessing import MinMaxScaler\n",
        "import numpy as np\n",
        "\n",
        "sns.set_style('darkgrid')"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lylXpnxg_4-4"
      },
      "source": [
        "spotify_data = 'https://raw.githubusercontent.com/byui-cse/cse450-course/master/data/spotify/data.csv'\n",
        "by_artist = 'https://raw.githubusercontent.com/byui-cse/cse450-course/master/data/spotify/data_by_artist.csv'\n",
        "by_artist_with_genres = 'https://raw.githubusercontent.com/byui-cse/cse450-course/master/data/spotify/data_by_artist_w_genres.csv'\n",
        "by_genre = 'https://raw.githubusercontent.com/byui-cse/cse450-course/master/data/spotify/data_by_genres.csv'\n",
        "by_year = 'https://raw.githubusercontent.com/byui-cse/cse450-course/master/data/spotify/data_by_year.csv'\n",
        "\n",
        "spotify = pd.read_csv(spotify_data)"
      ],
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "StiU5QcPPxqQ"
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      "source": [
        "spotify['key_name'] = spotify['key'].map({\n",
        "    0:'C',\n",
        "    1:'C♯/D♭',\n",
        "    2:'D',\n",
        "    3:'D♯/E♭',\n",
        "    4:'E',\n",
        "    5:'F',\n",
        "    6:'F♯/G♭',\n",
        "    7:'G',\n",
        "    8:'G♯/A♭',\n",
        "    9:'A',\n",
        "    10:'A♯/B♭',\n",
        "    11:'B'\n",
        "})\n",
        "spotify['mode_name'] = spotify['mode'].map({\n",
        "    0: 'minor',\n",
        "    1: 'Major'\n",
        "})\n",
        "spotify['explicit_name'] = spotify['explicit'].map({\n",
        "    0: 'clean',\n",
        "    1: 'explicit'\n",
        "})\n",
        "spotify['num_artists'] = spotify['artists'].str.strip('][').str.replace('\"', '').str.replace('\\'', '').str.split(',').str.len()\n",
        "spotify['popularity_scaled'] = spotify['popularity'] / 100.0"
      ],
      "execution_count": 21,
      "outputs": []
    },
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      "source": [
        "print(spotify.columns.array)\n",
        "spotify"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<PandasArray>\n",
            "[     'acousticness',           'artists',      'danceability',\n",
            "       'duration_ms',            'energy',          'explicit',\n",
            "                'id',  'instrumentalness',               'key',\n",
            "          'liveness',          'loudness',              'mode',\n",
            "              'name',        'popularity',      'release_date',\n",
            "       'speechiness',             'tempo',           'valence',\n",
            "              'year',          'key_name',         'mode_name',\n",
            "     'explicit_name',       'num_artists', 'popularity_scaled']\n",
            "Length: 24, dtype: object\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>acousticness</th>\n",
              "      <th>artists</th>\n",
              "      <th>danceability</th>\n",
              "      <th>duration_ms</th>\n",
              "      <th>energy</th>\n",
              "      <th>explicit</th>\n",
              "      <th>id</th>\n",
              "      <th>instrumentalness</th>\n",
              "      <th>key</th>\n",
              "      <th>liveness</th>\n",
              "      <th>loudness</th>\n",
              "      <th>mode</th>\n",
              "      <th>name</th>\n",
              "      <th>popularity</th>\n",
              "      <th>release_date</th>\n",
              "      <th>speechiness</th>\n",
              "      <th>tempo</th>\n",
              "      <th>valence</th>\n",
              "      <th>year</th>\n",
              "      <th>key_name</th>\n",
              "      <th>mode_name</th>\n",
              "      <th>explicit_name</th>\n",
              "      <th>num_artists</th>\n",
              "      <th>popularity_scaled</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.9950</td>\n",
              "      <td>['Carl Woitschach']</td>\n",
              "      <td>0.708</td>\n",
              "      <td>158648</td>\n",
              "      <td>0.1950</td>\n",
              "      <td>0</td>\n",
              "      <td>6KbQ3uYMLKb5jDxLF7wYDD</td>\n",
              "      <td>0.563000</td>\n",
              "      <td>10</td>\n",
              "      <td>0.1510</td>\n",
              "      <td>-12.428</td>\n",
              "      <td>1</td>\n",
              "      <td>Singende Bataillone 1. Teil</td>\n",
              "      <td>0</td>\n",
              "      <td>1928</td>\n",
              "      <td>0.0506</td>\n",
              "      <td>118.469</td>\n",
              "      <td>0.7790</td>\n",
              "      <td>1928</td>\n",
              "      <td>A♯/B♭</td>\n",
              "      <td>Major</td>\n",
              "      <td>clean</td>\n",
              "      <td>1</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.9940</td>\n",
              "      <td>['Robert Schumann', 'Vladimir Horowitz']</td>\n",
              "      <td>0.379</td>\n",
              "      <td>282133</td>\n",
              "      <td>0.0135</td>\n",
              "      <td>0</td>\n",
              "      <td>6KuQTIu1KoTTkLXKrwlLPV</td>\n",
              "      <td>0.901000</td>\n",
              "      <td>8</td>\n",
              "      <td>0.0763</td>\n",
              "      <td>-28.454</td>\n",
              "      <td>1</td>\n",
              "      <td>Fantasiestücke, Op. 111: Più tosto lento</td>\n",
              "      <td>0</td>\n",
              "      <td>1928</td>\n",
              "      <td>0.0462</td>\n",
              "      <td>83.972</td>\n",
              "      <td>0.0767</td>\n",
              "      <td>1928</td>\n",
              "      <td>G♯/A♭</td>\n",
              "      <td>Major</td>\n",
              "      <td>clean</td>\n",
              "      <td>2</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.6040</td>\n",
              "      <td>['Seweryn Goszczyński']</td>\n",
              "      <td>0.749</td>\n",
              "      <td>104300</td>\n",
              "      <td>0.2200</td>\n",
              "      <td>0</td>\n",
              "      <td>6L63VW0PibdM1HDSBoqnoM</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>5</td>\n",
              "      <td>0.1190</td>\n",
              "      <td>-19.924</td>\n",
              "      <td>0</td>\n",
              "      <td>Chapter 1.18 - Zamek kaniowski</td>\n",
              "      <td>0</td>\n",
              "      <td>1928</td>\n",
              "      <td>0.9290</td>\n",
              "      <td>107.177</td>\n",
              "      <td>0.8800</td>\n",
              "      <td>1928</td>\n",
              "      <td>F</td>\n",
              "      <td>minor</td>\n",
              "      <td>clean</td>\n",
              "      <td>1</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.9950</td>\n",
              "      <td>['Francisco Canaro']</td>\n",
              "      <td>0.781</td>\n",
              "      <td>180760</td>\n",
              "      <td>0.1300</td>\n",
              "      <td>0</td>\n",
              "      <td>6M94FkXd15sOAOQYRnWPN8</td>\n",
              "      <td>0.887000</td>\n",
              "      <td>1</td>\n",
              "      <td>0.1110</td>\n",
              "      <td>-14.734</td>\n",
              "      <td>0</td>\n",
              "      <td>Bebamos Juntos - Instrumental (Remasterizado)</td>\n",
              "      <td>0</td>\n",
              "      <td>1928-09-25</td>\n",
              "      <td>0.0926</td>\n",
              "      <td>108.003</td>\n",
              "      <td>0.7200</td>\n",
              "      <td>1928</td>\n",
              "      <td>C♯/D♭</td>\n",
              "      <td>minor</td>\n",
              "      <td>clean</td>\n",
              "      <td>1</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.9900</td>\n",
              "      <td>['Frédéric Chopin', 'Vladimir Horowitz']</td>\n",
              "      <td>0.210</td>\n",
              "      <td>687733</td>\n",
              "      <td>0.2040</td>\n",
              "      <td>0</td>\n",
              "      <td>6N6tiFZ9vLTSOIxkj8qKrd</td>\n",
              "      <td>0.908000</td>\n",
              "      <td>11</td>\n",
              "      <td>0.0980</td>\n",
              "      <td>-16.829</td>\n",
              "      <td>1</td>\n",
              "      <td>Polonaise-Fantaisie in A-Flat Major, Op. 61</td>\n",
              "      <td>1</td>\n",
              "      <td>1928</td>\n",
              "      <td>0.0424</td>\n",
              "      <td>62.149</td>\n",
              "      <td>0.0693</td>\n",
              "      <td>1928</td>\n",
              "      <td>B</td>\n",
              "      <td>Major</td>\n",
              "      <td>clean</td>\n",
              "      <td>2</td>\n",
              "      <td>0.01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>169904</th>\n",
              "      <td>0.1730</td>\n",
              "      <td>['DripReport', 'Tyga']</td>\n",
              "      <td>0.875</td>\n",
              "      <td>163800</td>\n",
              "      <td>0.4430</td>\n",
              "      <td>1</td>\n",
              "      <td>4KppkflX7I3vJQk7urOJaS</td>\n",
              "      <td>0.000032</td>\n",
              "      <td>1</td>\n",
              "      <td>0.0891</td>\n",
              "      <td>-7.461</td>\n",
              "      <td>1</td>\n",
              "      <td>Skechers (feat. Tyga) - Remix</td>\n",
              "      <td>75</td>\n",
              "      <td>2020-05-15</td>\n",
              "      <td>0.1430</td>\n",
              "      <td>100.012</td>\n",
              "      <td>0.3060</td>\n",
              "      <td>2020</td>\n",
              "      <td>C♯/D♭</td>\n",
              "      <td>Major</td>\n",
              "      <td>explicit</td>\n",
              "      <td>2</td>\n",
              "      <td>0.75</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>169905</th>\n",
              "      <td>0.0167</td>\n",
              "      <td>['Leon Bridges', 'Terrace Martin']</td>\n",
              "      <td>0.719</td>\n",
              "      <td>167468</td>\n",
              "      <td>0.3850</td>\n",
              "      <td>0</td>\n",
              "      <td>1ehhGlTvjtHo2e4xJFB0SZ</td>\n",
              "      <td>0.031300</td>\n",
              "      <td>8</td>\n",
              "      <td>0.1110</td>\n",
              "      <td>-10.907</td>\n",
              "      <td>1</td>\n",
              "      <td>Sweeter (feat. Terrace Martin)</td>\n",
              "      <td>64</td>\n",
              "      <td>2020-06-08</td>\n",
              "      <td>0.0403</td>\n",
              "      <td>128.000</td>\n",
              "      <td>0.2700</td>\n",
              "      <td>2020</td>\n",
              "      <td>G♯/A♭</td>\n",
              "      <td>Major</td>\n",
              "      <td>clean</td>\n",
              "      <td>2</td>\n",
              "      <td>0.64</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>169906</th>\n",
              "      <td>0.5380</td>\n",
              "      <td>['Kygo', 'Oh Wonder']</td>\n",
              "      <td>0.514</td>\n",
              "      <td>180700</td>\n",
              "      <td>0.5390</td>\n",
              "      <td>0</td>\n",
              "      <td>52eycxprLhK3lPcRLbQiVk</td>\n",
              "      <td>0.002330</td>\n",
              "      <td>7</td>\n",
              "      <td>0.1080</td>\n",
              "      <td>-9.332</td>\n",
              "      <td>1</td>\n",
              "      <td>How Would I Know</td>\n",
              "      <td>70</td>\n",
              "      <td>2020-05-29</td>\n",
              "      <td>0.1050</td>\n",
              "      <td>123.700</td>\n",
              "      <td>0.1530</td>\n",
              "      <td>2020</td>\n",
              "      <td>G</td>\n",
              "      <td>Major</td>\n",
              "      <td>clean</td>\n",
              "      <td>2</td>\n",
              "      <td>0.70</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>169907</th>\n",
              "      <td>0.0714</td>\n",
              "      <td>['Cash Cash', 'Andy Grammer']</td>\n",
              "      <td>0.646</td>\n",
              "      <td>167308</td>\n",
              "      <td>0.7610</td>\n",
              "      <td>0</td>\n",
              "      <td>3wYOGJYD31sLRmBgCvWxa4</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1</td>\n",
              "      <td>0.2220</td>\n",
              "      <td>-2.557</td>\n",
              "      <td>1</td>\n",
              "      <td>I Found You</td>\n",
              "      <td>70</td>\n",
              "      <td>2020-02-28</td>\n",
              "      <td>0.0385</td>\n",
              "      <td>129.916</td>\n",
              "      <td>0.4720</td>\n",
              "      <td>2020</td>\n",
              "      <td>C♯/D♭</td>\n",
              "      <td>Major</td>\n",
              "      <td>clean</td>\n",
              "      <td>2</td>\n",
              "      <td>0.70</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>169908</th>\n",
              "      <td>0.1090</td>\n",
              "      <td>['Ingrid Andress']</td>\n",
              "      <td>0.512</td>\n",
              "      <td>214787</td>\n",
              "      <td>0.4280</td>\n",
              "      <td>0</td>\n",
              "      <td>60RFlt48hm0l4Fu0JoccOl</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0</td>\n",
              "      <td>0.1050</td>\n",
              "      <td>-7.387</td>\n",
              "      <td>1</td>\n",
              "      <td>More Hearts Than Mine</td>\n",
              "      <td>65</td>\n",
              "      <td>2020-03-27</td>\n",
              "      <td>0.0271</td>\n",
              "      <td>80.588</td>\n",
              "      <td>0.3660</td>\n",
              "      <td>2020</td>\n",
              "      <td>C</td>\n",
              "      <td>Major</td>\n",
              "      <td>clean</td>\n",
              "      <td>1</td>\n",
              "      <td>0.65</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>169909 rows × 24 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        acousticness  ... popularity_scaled\n",
              "0             0.9950  ...              0.00\n",
              "1             0.9940  ...              0.00\n",
              "2             0.6040  ...              0.00\n",
              "3             0.9950  ...              0.00\n",
              "4             0.9900  ...              0.01\n",
              "...              ...  ...               ...\n",
              "169904        0.1730  ...              0.75\n",
              "169905        0.0167  ...              0.64\n",
              "169906        0.5380  ...              0.70\n",
              "169907        0.0714  ...              0.70\n",
              "169908        0.1090  ...              0.65\n",
              "\n",
              "[169909 rows x 24 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
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          "height": 280
        }
      },
      "source": [
        "sns.boxplot(data=spotify,x='explicit_name',y='popularity',showmeans=True)\n",
        "plt.show()"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RnGBwGVZPyyh",
        "outputId": "ac1b7077-9489-4d28-c04f-42a2372e0f15",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        }
      },
      "source": [
        "yearly = pd.read_csv(by_year)\n",
        "yearly"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>year</th>\n",
              "      <th>acousticness</th>\n",
              "      <th>danceability</th>\n",
              "      <th>duration_ms</th>\n",
              "      <th>energy</th>\n",
              "      <th>instrumentalness</th>\n",
              "      <th>liveness</th>\n",
              "      <th>loudness</th>\n",
              "      <th>speechiness</th>\n",
              "      <th>tempo</th>\n",
              "      <th>valence</th>\n",
              "      <th>popularity</th>\n",
              "      <th>key</th>\n",
              "      <th>mode</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1921</td>\n",
              "      <td>0.895823</td>\n",
              "      <td>0.425661</td>\n",
              "      <td>229911.914062</td>\n",
              "      <td>0.236784</td>\n",
              "      <td>0.322330</td>\n",
              "      <td>0.215814</td>\n",
              "      <td>-17.095437</td>\n",
              "      <td>0.077258</td>\n",
              "      <td>100.397758</td>\n",
              "      <td>0.425495</td>\n",
              "      <td>0.351562</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1922</td>\n",
              "      <td>0.939236</td>\n",
              "      <td>0.480000</td>\n",
              "      <td>167904.541667</td>\n",
              "      <td>0.237026</td>\n",
              "      <td>0.440470</td>\n",
              "      <td>0.238647</td>\n",
              "      <td>-19.179958</td>\n",
              "      <td>0.115419</td>\n",
              "      <td>101.376139</td>\n",
              "      <td>0.534056</td>\n",
              "      <td>0.138889</td>\n",
              "      <td>10</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1923</td>\n",
              "      <td>0.976329</td>\n",
              "      <td>0.568462</td>\n",
              "      <td>178356.301775</td>\n",
              "      <td>0.246936</td>\n",
              "      <td>0.401932</td>\n",
              "      <td>0.236656</td>\n",
              "      <td>-14.373882</td>\n",
              "      <td>0.098619</td>\n",
              "      <td>112.456598</td>\n",
              "      <td>0.624788</td>\n",
              "      <td>5.727811</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1924</td>\n",
              "      <td>0.935575</td>\n",
              "      <td>0.548654</td>\n",
              "      <td>188461.649789</td>\n",
              "      <td>0.347033</td>\n",
              "      <td>0.583955</td>\n",
              "      <td>0.237875</td>\n",
              "      <td>-14.202304</td>\n",
              "      <td>0.090210</td>\n",
              "      <td>120.653359</td>\n",
              "      <td>0.668574</td>\n",
              "      <td>0.603376</td>\n",
              "      <td>10</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1925</td>\n",
              "      <td>0.965422</td>\n",
              "      <td>0.571890</td>\n",
              "      <td>184130.699620</td>\n",
              "      <td>0.264373</td>\n",
              "      <td>0.408893</td>\n",
              "      <td>0.243094</td>\n",
              "      <td>-14.516707</td>\n",
              "      <td>0.115457</td>\n",
              "      <td>115.671715</td>\n",
              "      <td>0.616430</td>\n",
              "      <td>2.707224</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>95</th>\n",
              "      <td>2016</td>\n",
              "      <td>0.280290</td>\n",
              "      <td>0.599976</td>\n",
              "      <td>219400.763840</td>\n",
              "      <td>0.592877</td>\n",
              "      <td>0.074646</td>\n",
              "      <td>0.180198</td>\n",
              "      <td>-7.949913</td>\n",
              "      <td>0.107298</td>\n",
              "      <td>119.070344</td>\n",
              "      <td>0.430769</td>\n",
              "      <td>61.371254</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>96</th>\n",
              "      <td>2017</td>\n",
              "      <td>0.289916</td>\n",
              "      <td>0.612286</td>\n",
              "      <td>209343.613000</td>\n",
              "      <td>0.586739</td>\n",
              "      <td>0.098209</td>\n",
              "      <td>0.194218</td>\n",
              "      <td>-8.422697</td>\n",
              "      <td>0.111752</td>\n",
              "      <td>116.840278</td>\n",
              "      <td>0.414465</td>\n",
              "      <td>64.861500</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97</th>\n",
              "      <td>2018</td>\n",
              "      <td>0.271941</td>\n",
              "      <td>0.664930</td>\n",
              "      <td>200919.119000</td>\n",
              "      <td>0.590591</td>\n",
              "      <td>0.035948</td>\n",
              "      <td>0.171781</td>\n",
              "      <td>-7.253666</td>\n",
              "      <td>0.128140</td>\n",
              "      <td>122.004325</td>\n",
              "      <td>0.447141</td>\n",
              "      <td>67.276000</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>98</th>\n",
              "      <td>2019</td>\n",
              "      <td>0.289298</td>\n",
              "      <td>0.644215</td>\n",
              "      <td>197733.133000</td>\n",
              "      <td>0.578796</td>\n",
              "      <td>0.076518</td>\n",
              "      <td>0.167161</td>\n",
              "      <td>-8.041738</td>\n",
              "      <td>0.124799</td>\n",
              "      <td>118.868163</td>\n",
              "      <td>0.465856</td>\n",
              "      <td>69.655500</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>99</th>\n",
              "      <td>2020</td>\n",
              "      <td>0.247374</td>\n",
              "      <td>0.673077</td>\n",
              "      <td>197114.662301</td>\n",
              "      <td>0.611914</td>\n",
              "      <td>0.039052</td>\n",
              "      <td>0.177048</td>\n",
              "      <td>-7.204024</td>\n",
              "      <td>0.143505</td>\n",
              "      <td>121.228704</td>\n",
              "      <td>0.482755</td>\n",
              "      <td>63.111048</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>100 rows × 14 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    year  acousticness  danceability  ...  popularity  key  mode\n",
              "0   1921      0.895823      0.425661  ...    0.351562    7     1\n",
              "1   1922      0.939236      0.480000  ...    0.138889   10     1\n",
              "2   1923      0.976329      0.568462  ...    5.727811    0     1\n",
              "3   1924      0.935575      0.548654  ...    0.603376   10     1\n",
              "4   1925      0.965422      0.571890  ...    2.707224    5     1\n",
              "..   ...           ...           ...  ...         ...  ...   ...\n",
              "95  2016      0.280290      0.599976  ...   61.371254    0     1\n",
              "96  2017      0.289916      0.612286  ...   64.861500    1     1\n",
              "97  2018      0.271941      0.664930  ...   67.276000    1     1\n",
              "98  2019      0.289298      0.644215  ...   69.655500    1     1\n",
              "99  2020      0.247374      0.673077  ...   63.111048    1     1\n",
              "\n",
              "[100 rows x 14 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CVSfaqgKPzE2"
      },
      "source": [
        "yearly_split = pd.DataFrame(columns=['year','col','val'])\n",
        "\n",
        "for row in yearly.iterrows():\n",
        "  for col in ['acousticness','danceability','energy','instrumentalness','liveness','speechiness','valence']:\n",
        "    yearly_split.loc[-1] = [row[1]['year'],col,row[1][col]]\n",
        "    yearly_split.index = yearly_split.index + 1\n",
        "    yearly_split = yearly_split.sort_index()"
      ],
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2WlmZg5pIVcL",
        "outputId": "21539071-94e2-4829-8c60-6a7fe007f6cd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 606
        }
      },
      "source": [
        "plt.figure(figsize=(10,10))\n",
        "ax = sns.lineplot(data=yearly_split,x='year',y='val',hue='col')\n",
        "plt.show()"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WvCGqHcBKz8g",
        "outputId": "33698296-8128-4d34-9a40-5b20b450e676",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "hits = spotify[spotify['popularity'] >= 75].copy()\n",
        "\n",
        "hits_agg = pd.DataFrame(\n",
        "  [{\n",
        "      'year': year,\n",
        "      'acousticness': hits[hits['year'] == year]['acousticness'].mean(),\n",
        "      'duration_ms': hits[hits['year'] == year]['duration_ms'].mean(),\n",
        "      'liveness': hits[hits['year'] == year]['liveness'].mean(),\n",
        "      'speechiness': hits[hits['year'] == year]['speechiness'].mean(),\n",
        "      'energy': hits[hits['year'] == year]['energy'].mean(),\n",
        "      'instrumentalness': hits[hits['year'] == year]['instrumentalness'].mean(),\n",
        "      'loudness': hits[hits['year'] == year]['loudness'].mean(),\n",
        "      'danceability': hits[hits['year'] == year]['danceability'].mean(),\n",
        "      'valence': hits[hits['year'] == year]['valence'].mean()\n",
        "  } for year in hits['year'].unique()])\n",
        "\n",
        "hits_agg"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>year</th>\n",
              "      <th>acousticness</th>\n",
              "      <th>duration_ms</th>\n",
              "      <th>liveness</th>\n",
              "      <th>speechiness</th>\n",
              "      <th>energy</th>\n",
              "      <th>instrumentalness</th>\n",
              "      <th>loudness</th>\n",
              "      <th>danceability</th>\n",
              "      <th>valence</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2018</td>\n",
              "      <td>0.278233</td>\n",
              "      <td>201662.991903</td>\n",
              "      <td>0.167578</td>\n",
              "      <td>0.107501</td>\n",
              "      <td>0.599099</td>\n",
              "      <td>0.013997</td>\n",
              "      <td>-6.582988</td>\n",
              "      <td>0.686154</td>\n",
              "      <td>0.445527</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2019</td>\n",
              "      <td>0.245438</td>\n",
              "      <td>198929.920000</td>\n",
              "      <td>0.168223</td>\n",
              "      <td>0.124006</td>\n",
              "      <td>0.623886</td>\n",
              "      <td>0.019202</td>\n",
              "      <td>-6.230172</td>\n",
              "      <td>0.695313</td>\n",
              "      <td>0.522697</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2020</td>\n",
              "      <td>0.197226</td>\n",
              "      <td>195593.742706</td>\n",
              "      <td>0.177587</td>\n",
              "      <td>0.122803</td>\n",
              "      <td>0.650480</td>\n",
              "      <td>0.009762</td>\n",
              "      <td>-5.914000</td>\n",
              "      <td>0.711836</td>\n",
              "      <td>0.516431</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2016</td>\n",
              "      <td>0.254311</td>\n",
              "      <td>219501.472222</td>\n",
              "      <td>0.172256</td>\n",
              "      <td>0.100878</td>\n",
              "      <td>0.591139</td>\n",
              "      <td>0.037873</td>\n",
              "      <td>-6.710583</td>\n",
              "      <td>0.659708</td>\n",
              "      <td>0.437292</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1961</td>\n",
              "      <td>0.941000</td>\n",
              "      <td>182360.000000</td>\n",
              "      <td>0.105000</td>\n",
              "      <td>0.027500</td>\n",
              "      <td>0.293000</td>\n",
              "      <td>0.000196</td>\n",
              "      <td>-14.062000</td>\n",
              "      <td>0.396000</td>\n",
              "      <td>0.343000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>1962</td>\n",
              "      <td>0.570000</td>\n",
              "      <td>180056.000000</td>\n",
              "      <td>0.070700</td>\n",
              "      <td>0.039300</td>\n",
              "      <td>0.306000</td>\n",
              "      <td>0.000007</td>\n",
              "      <td>-9.443000</td>\n",
              "      <td>0.650000</td>\n",
              "      <td>0.605000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>1965</td>\n",
              "      <td>0.517433</td>\n",
              "      <td>171160.000000</td>\n",
              "      <td>0.104233</td>\n",
              "      <td>0.033767</td>\n",
              "      <td>0.486667</td>\n",
              "      <td>0.010567</td>\n",
              "      <td>-10.152667</td>\n",
              "      <td>0.542333</td>\n",
              "      <td>0.646667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>1966</td>\n",
              "      <td>0.269100</td>\n",
              "      <td>172777.666667</td>\n",
              "      <td>0.184433</td>\n",
              "      <td>0.058933</td>\n",
              "      <td>0.640667</td>\n",
              "      <td>0.007780</td>\n",
              "      <td>-9.739000</td>\n",
              "      <td>0.556333</td>\n",
              "      <td>0.690333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>1967</td>\n",
              "      <td>0.306000</td>\n",
              "      <td>167487.000000</td>\n",
              "      <td>0.295500</td>\n",
              "      <td>0.034800</td>\n",
              "      <td>0.591500</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-10.917000</td>\n",
              "      <td>0.577000</td>\n",
              "      <td>0.853500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>1968</td>\n",
              "      <td>0.493110</td>\n",
              "      <td>243626.800000</td>\n",
              "      <td>0.066700</td>\n",
              "      <td>0.079100</td>\n",
              "      <td>0.482400</td>\n",
              "      <td>0.000019</td>\n",
              "      <td>-11.584200</td>\n",
              "      <td>0.604800</td>\n",
              "      <td>0.561800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>1969</td>\n",
              "      <td>0.216887</td>\n",
              "      <td>214078.125000</td>\n",
              "      <td>0.208575</td>\n",
              "      <td>0.083000</td>\n",
              "      <td>0.568750</td>\n",
              "      <td>0.053597</td>\n",
              "      <td>-10.673500</td>\n",
              "      <td>0.535250</td>\n",
              "      <td>0.570125</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>1970</td>\n",
              "      <td>0.367943</td>\n",
              "      <td>242494.857143</td>\n",
              "      <td>0.160843</td>\n",
              "      <td>0.041071</td>\n",
              "      <td>0.622571</td>\n",
              "      <td>0.066685</td>\n",
              "      <td>-8.980714</td>\n",
              "      <td>0.523000</td>\n",
              "      <td>0.545143</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>1971</td>\n",
              "      <td>0.556333</td>\n",
              "      <td>331696.000000</td>\n",
              "      <td>0.141117</td>\n",
              "      <td>0.051017</td>\n",
              "      <td>0.441000</td>\n",
              "      <td>0.061910</td>\n",
              "      <td>-11.171833</td>\n",
              "      <td>0.466333</td>\n",
              "      <td>0.300500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>1972</td>\n",
              "      <td>0.420333</td>\n",
              "      <td>247547.000000</td>\n",
              "      <td>0.103400</td>\n",
              "      <td>0.047950</td>\n",
              "      <td>0.550333</td>\n",
              "      <td>0.002621</td>\n",
              "      <td>-12.463000</td>\n",
              "      <td>0.618167</td>\n",
              "      <td>0.642833</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>1973</td>\n",
              "      <td>0.298915</td>\n",
              "      <td>246624.000000</td>\n",
              "      <td>0.215750</td>\n",
              "      <td>0.074600</td>\n",
              "      <td>0.615833</td>\n",
              "      <td>0.005130</td>\n",
              "      <td>-8.407000</td>\n",
              "      <td>0.509500</td>\n",
              "      <td>0.657500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>1974</td>\n",
              "      <td>0.181000</td>\n",
              "      <td>283800.000000</td>\n",
              "      <td>0.086300</td>\n",
              "      <td>0.025500</td>\n",
              "      <td>0.605000</td>\n",
              "      <td>0.000331</td>\n",
              "      <td>-12.145000</td>\n",
              "      <td>0.596000</td>\n",
              "      <td>0.886000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>1975</td>\n",
              "      <td>0.392840</td>\n",
              "      <td>255559.400000</td>\n",
              "      <td>0.264260</td>\n",
              "      <td>0.053920</td>\n",
              "      <td>0.496800</td>\n",
              "      <td>0.002327</td>\n",
              "      <td>-12.906000</td>\n",
              "      <td>0.518800</td>\n",
              "      <td>0.564400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>1976</td>\n",
              "      <td>0.121099</td>\n",
              "      <td>286249.857143</td>\n",
              "      <td>0.217557</td>\n",
              "      <td>0.077657</td>\n",
              "      <td>0.741714</td>\n",
              "      <td>0.000494</td>\n",
              "      <td>-7.545286</td>\n",
              "      <td>0.503000</td>\n",
              "      <td>0.578857</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>1977</td>\n",
              "      <td>0.159806</td>\n",
              "      <td>248402.363636</td>\n",
              "      <td>0.115800</td>\n",
              "      <td>0.088055</td>\n",
              "      <td>0.536818</td>\n",
              "      <td>0.045613</td>\n",
              "      <td>-9.596545</td>\n",
              "      <td>0.637182</td>\n",
              "      <td>0.581364</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>1978</td>\n",
              "      <td>0.109308</td>\n",
              "      <td>207383.500000</td>\n",
              "      <td>0.095700</td>\n",
              "      <td>0.144225</td>\n",
              "      <td>0.704250</td>\n",
              "      <td>0.016171</td>\n",
              "      <td>-8.370000</td>\n",
              "      <td>0.656250</td>\n",
              "      <td>0.762750</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>1979</td>\n",
              "      <td>0.159233</td>\n",
              "      <td>254242.166667</td>\n",
              "      <td>0.138483</td>\n",
              "      <td>0.054683</td>\n",
              "      <td>0.641833</td>\n",
              "      <td>0.001462</td>\n",
              "      <td>-9.517000</td>\n",
              "      <td>0.701167</td>\n",
              "      <td>0.762667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>1980</td>\n",
              "      <td>0.230812</td>\n",
              "      <td>225326.666667</td>\n",
              "      <td>0.251050</td>\n",
              "      <td>0.070050</td>\n",
              "      <td>0.729500</td>\n",
              "      <td>0.020482</td>\n",
              "      <td>-6.956500</td>\n",
              "      <td>0.585833</td>\n",
              "      <td>0.744333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>1981</td>\n",
              "      <td>0.240533</td>\n",
              "      <td>266835.666667</td>\n",
              "      <td>0.202833</td>\n",
              "      <td>0.034433</td>\n",
              "      <td>0.639667</td>\n",
              "      <td>0.045668</td>\n",
              "      <td>-9.053000</td>\n",
              "      <td>0.525667</td>\n",
              "      <td>0.594333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>1982</td>\n",
              "      <td>0.162186</td>\n",
              "      <td>250613.428571</td>\n",
              "      <td>0.153114</td>\n",
              "      <td>0.050029</td>\n",
              "      <td>0.675571</td>\n",
              "      <td>0.002271</td>\n",
              "      <td>-7.305429</td>\n",
              "      <td>0.713286</td>\n",
              "      <td>0.783000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>1983</td>\n",
              "      <td>0.268950</td>\n",
              "      <td>212457.833333</td>\n",
              "      <td>0.228800</td>\n",
              "      <td>0.064100</td>\n",
              "      <td>0.732833</td>\n",
              "      <td>0.020757</td>\n",
              "      <td>-7.181167</td>\n",
              "      <td>0.724000</td>\n",
              "      <td>0.788500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>1984</td>\n",
              "      <td>0.138775</td>\n",
              "      <td>285182.222222</td>\n",
              "      <td>0.179789</td>\n",
              "      <td>0.036933</td>\n",
              "      <td>0.688667</td>\n",
              "      <td>0.000939</td>\n",
              "      <td>-8.612556</td>\n",
              "      <td>0.485222</td>\n",
              "      <td>0.600333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>1985</td>\n",
              "      <td>0.121433</td>\n",
              "      <td>253377.000000</td>\n",
              "      <td>0.080583</td>\n",
              "      <td>0.040900</td>\n",
              "      <td>0.814833</td>\n",
              "      <td>0.032759</td>\n",
              "      <td>-8.743167</td>\n",
              "      <td>0.658667</td>\n",
              "      <td>0.706167</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>1986</td>\n",
              "      <td>0.097225</td>\n",
              "      <td>265583.250000</td>\n",
              "      <td>0.193950</td>\n",
              "      <td>0.048875</td>\n",
              "      <td>0.863500</td>\n",
              "      <td>0.001889</td>\n",
              "      <td>-5.436500</td>\n",
              "      <td>0.596250</td>\n",
              "      <td>0.653000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>1987</td>\n",
              "      <td>0.114113</td>\n",
              "      <td>250525.625000</td>\n",
              "      <td>0.113487</td>\n",
              "      <td>0.049813</td>\n",
              "      <td>0.706625</td>\n",
              "      <td>0.104407</td>\n",
              "      <td>-8.200750</td>\n",
              "      <td>0.713250</td>\n",
              "      <td>0.626625</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>1988</td>\n",
              "      <td>0.275000</td>\n",
              "      <td>276913.500000</td>\n",
              "      <td>0.132500</td>\n",
              "      <td>0.033950</td>\n",
              "      <td>0.509500</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>-9.937500</td>\n",
              "      <td>0.542500</td>\n",
              "      <td>0.238500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>1989</td>\n",
              "      <td>0.337897</td>\n",
              "      <td>267751.000000</td>\n",
              "      <td>0.173100</td>\n",
              "      <td>0.113133</td>\n",
              "      <td>0.557000</td>\n",
              "      <td>0.000543</td>\n",
              "      <td>-10.579667</td>\n",
              "      <td>0.459667</td>\n",
              "      <td>0.317333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>1990</td>\n",
              "      <td>0.157574</td>\n",
              "      <td>302620.000000</td>\n",
              "      <td>0.160000</td>\n",
              "      <td>0.035750</td>\n",
              "      <td>0.706500</td>\n",
              "      <td>0.005700</td>\n",
              "      <td>-7.641500</td>\n",
              "      <td>0.476500</td>\n",
              "      <td>0.251500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>1991</td>\n",
              "      <td>0.075471</td>\n",
              "      <td>330639.428571</td>\n",
              "      <td>0.187529</td>\n",
              "      <td>0.043029</td>\n",
              "      <td>0.704714</td>\n",
              "      <td>0.032293</td>\n",
              "      <td>-8.060571</td>\n",
              "      <td>0.440714</td>\n",
              "      <td>0.435714</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>1992</td>\n",
              "      <td>0.343867</td>\n",
              "      <td>293399.666667</td>\n",
              "      <td>0.076867</td>\n",
              "      <td>0.122933</td>\n",
              "      <td>0.537000</td>\n",
              "      <td>0.000002</td>\n",
              "      <td>-8.925667</td>\n",
              "      <td>0.445667</td>\n",
              "      <td>0.407667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>1993</td>\n",
              "      <td>0.090500</td>\n",
              "      <td>261880.000000</td>\n",
              "      <td>0.184667</td>\n",
              "      <td>0.033233</td>\n",
              "      <td>0.560333</td>\n",
              "      <td>0.000064</td>\n",
              "      <td>-10.465000</td>\n",
              "      <td>0.510667</td>\n",
              "      <td>0.344667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>1994</td>\n",
              "      <td>0.173258</td>\n",
              "      <td>285835.666667</td>\n",
              "      <td>0.159033</td>\n",
              "      <td>0.114550</td>\n",
              "      <td>0.743167</td>\n",
              "      <td>0.000833</td>\n",
              "      <td>-5.830500</td>\n",
              "      <td>0.524833</td>\n",
              "      <td>0.515667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>1995</td>\n",
              "      <td>0.040900</td>\n",
              "      <td>253446.500000</td>\n",
              "      <td>0.224650</td>\n",
              "      <td>0.046200</td>\n",
              "      <td>0.650500</td>\n",
              "      <td>0.291500</td>\n",
              "      <td>-9.973500</td>\n",
              "      <td>0.707000</td>\n",
              "      <td>0.675500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>1996</td>\n",
              "      <td>0.081872</td>\n",
              "      <td>257551.166667</td>\n",
              "      <td>0.267133</td>\n",
              "      <td>0.161317</td>\n",
              "      <td>0.698667</td>\n",
              "      <td>0.000115</td>\n",
              "      <td>-7.576500</td>\n",
              "      <td>0.792667</td>\n",
              "      <td>0.716167</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>1997</td>\n",
              "      <td>0.225987</td>\n",
              "      <td>239795.666667</td>\n",
              "      <td>0.168922</td>\n",
              "      <td>0.061500</td>\n",
              "      <td>0.637889</td>\n",
              "      <td>0.000037</td>\n",
              "      <td>-7.712556</td>\n",
              "      <td>0.508667</td>\n",
              "      <td>0.503467</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>1998</td>\n",
              "      <td>0.061898</td>\n",
              "      <td>261517.400000</td>\n",
              "      <td>0.144400</td>\n",
              "      <td>0.038860</td>\n",
              "      <td>0.773200</td>\n",
              "      <td>0.000009</td>\n",
              "      <td>-6.594400</td>\n",
              "      <td>0.489400</td>\n",
              "      <td>0.529200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>1999</td>\n",
              "      <td>0.102626</td>\n",
              "      <td>224396.214286</td>\n",
              "      <td>0.174657</td>\n",
              "      <td>0.103914</td>\n",
              "      <td>0.770143</td>\n",
              "      <td>0.000438</td>\n",
              "      <td>-4.999929</td>\n",
              "      <td>0.658071</td>\n",
              "      <td>0.600500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>2000</td>\n",
              "      <td>0.048311</td>\n",
              "      <td>260429.615385</td>\n",
              "      <td>0.216015</td>\n",
              "      <td>0.078385</td>\n",
              "      <td>0.761308</td>\n",
              "      <td>0.000016</td>\n",
              "      <td>-5.564154</td>\n",
              "      <td>0.668231</td>\n",
              "      <td>0.619692</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>2001</td>\n",
              "      <td>0.078547</td>\n",
              "      <td>225638.666667</td>\n",
              "      <td>0.185583</td>\n",
              "      <td>0.053183</td>\n",
              "      <td>0.793500</td>\n",
              "      <td>0.004687</td>\n",
              "      <td>-5.570750</td>\n",
              "      <td>0.571917</td>\n",
              "      <td>0.588000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>2002</td>\n",
              "      <td>0.202727</td>\n",
              "      <td>260674.600000</td>\n",
              "      <td>0.161733</td>\n",
              "      <td>0.056500</td>\n",
              "      <td>0.690000</td>\n",
              "      <td>0.001201</td>\n",
              "      <td>-5.894800</td>\n",
              "      <td>0.618067</td>\n",
              "      <td>0.463600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>2003</td>\n",
              "      <td>0.094948</td>\n",
              "      <td>220866.625000</td>\n",
              "      <td>0.223062</td>\n",
              "      <td>0.091862</td>\n",
              "      <td>0.807125</td>\n",
              "      <td>0.003265</td>\n",
              "      <td>-4.665625</td>\n",
              "      <td>0.583625</td>\n",
              "      <td>0.485012</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>2004</td>\n",
              "      <td>0.118993</td>\n",
              "      <td>227378.666667</td>\n",
              "      <td>0.220992</td>\n",
              "      <td>0.115250</td>\n",
              "      <td>0.771500</td>\n",
              "      <td>0.000126</td>\n",
              "      <td>-5.715000</td>\n",
              "      <td>0.611417</td>\n",
              "      <td>0.516833</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>2005</td>\n",
              "      <td>0.188535</td>\n",
              "      <td>237119.062500</td>\n",
              "      <td>0.194319</td>\n",
              "      <td>0.123631</td>\n",
              "      <td>0.658875</td>\n",
              "      <td>0.000562</td>\n",
              "      <td>-6.427062</td>\n",
              "      <td>0.628062</td>\n",
              "      <td>0.513700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>2006</td>\n",
              "      <td>0.143974</td>\n",
              "      <td>248549.400000</td>\n",
              "      <td>0.173740</td>\n",
              "      <td>0.082400</td>\n",
              "      <td>0.718400</td>\n",
              "      <td>0.005365</td>\n",
              "      <td>-5.151600</td>\n",
              "      <td>0.551900</td>\n",
              "      <td>0.525200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>2007</td>\n",
              "      <td>0.071902</td>\n",
              "      <td>250489.800000</td>\n",
              "      <td>0.169400</td>\n",
              "      <td>0.079247</td>\n",
              "      <td>0.773067</td>\n",
              "      <td>0.018994</td>\n",
              "      <td>-4.940133</td>\n",
              "      <td>0.632400</td>\n",
              "      <td>0.497800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>2008</td>\n",
              "      <td>0.153499</td>\n",
              "      <td>234688.050000</td>\n",
              "      <td>0.122260</td>\n",
              "      <td>0.086805</td>\n",
              "      <td>0.699700</td>\n",
              "      <td>0.000545</td>\n",
              "      <td>-5.290400</td>\n",
              "      <td>0.633250</td>\n",
              "      <td>0.521650</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>2009</td>\n",
              "      <td>0.091774</td>\n",
              "      <td>253822.600000</td>\n",
              "      <td>0.218530</td>\n",
              "      <td>0.082070</td>\n",
              "      <td>0.796200</td>\n",
              "      <td>0.006405</td>\n",
              "      <td>-4.481700</td>\n",
              "      <td>0.564900</td>\n",
              "      <td>0.563900</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>51</th>\n",
              "      <td>2010</td>\n",
              "      <td>0.094343</td>\n",
              "      <td>227966.882353</td>\n",
              "      <td>0.174229</td>\n",
              "      <td>0.117965</td>\n",
              "      <td>0.812882</td>\n",
              "      <td>0.030913</td>\n",
              "      <td>-4.712412</td>\n",
              "      <td>0.678529</td>\n",
              "      <td>0.564647</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>52</th>\n",
              "      <td>2011</td>\n",
              "      <td>0.264959</td>\n",
              "      <td>237435.000000</td>\n",
              "      <td>0.181368</td>\n",
              "      <td>0.079082</td>\n",
              "      <td>0.649773</td>\n",
              "      <td>0.033076</td>\n",
              "      <td>-6.318409</td>\n",
              "      <td>0.673864</td>\n",
              "      <td>0.536682</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>53</th>\n",
              "      <td>2012</td>\n",
              "      <td>0.119367</td>\n",
              "      <td>219941.833333</td>\n",
              "      <td>0.189358</td>\n",
              "      <td>0.056754</td>\n",
              "      <td>0.741042</td>\n",
              "      <td>0.026991</td>\n",
              "      <td>-5.089667</td>\n",
              "      <td>0.634417</td>\n",
              "      <td>0.651333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54</th>\n",
              "      <td>2013</td>\n",
              "      <td>0.187861</td>\n",
              "      <td>252339.000000</td>\n",
              "      <td>0.159897</td>\n",
              "      <td>0.068418</td>\n",
              "      <td>0.636152</td>\n",
              "      <td>0.024786</td>\n",
              "      <td>-6.182818</td>\n",
              "      <td>0.570212</td>\n",
              "      <td>0.493576</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>55</th>\n",
              "      <td>2014</td>\n",
              "      <td>0.284017</td>\n",
              "      <td>226373.594595</td>\n",
              "      <td>0.184497</td>\n",
              "      <td>0.071027</td>\n",
              "      <td>0.615351</td>\n",
              "      <td>0.006867</td>\n",
              "      <td>-6.546622</td>\n",
              "      <td>0.626270</td>\n",
              "      <td>0.493081</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>56</th>\n",
              "      <td>2015</td>\n",
              "      <td>0.251512</td>\n",
              "      <td>223776.750000</td>\n",
              "      <td>0.178182</td>\n",
              "      <td>0.078911</td>\n",
              "      <td>0.595277</td>\n",
              "      <td>0.024774</td>\n",
              "      <td>-6.732839</td>\n",
              "      <td>0.641696</td>\n",
              "      <td>0.423607</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57</th>\n",
              "      <td>2017</td>\n",
              "      <td>0.285910</td>\n",
              "      <td>208501.176829</td>\n",
              "      <td>0.150118</td>\n",
              "      <td>0.106410</td>\n",
              "      <td>0.585924</td>\n",
              "      <td>0.026819</td>\n",
              "      <td>-7.356006</td>\n",
              "      <td>0.647726</td>\n",
              "      <td>0.433309</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    year  acousticness    duration_ms  ...   loudness  danceability   valence\n",
              "0   2018      0.278233  201662.991903  ...  -6.582988      0.686154  0.445527\n",
              "1   2019      0.245438  198929.920000  ...  -6.230172      0.695313  0.522697\n",
              "2   2020      0.197226  195593.742706  ...  -5.914000      0.711836  0.516431\n",
              "3   2016      0.254311  219501.472222  ...  -6.710583      0.659708  0.437292\n",
              "4   1961      0.941000  182360.000000  ... -14.062000      0.396000  0.343000\n",
              "5   1962      0.570000  180056.000000  ...  -9.443000      0.650000  0.605000\n",
              "6   1965      0.517433  171160.000000  ... -10.152667      0.542333  0.646667\n",
              "7   1966      0.269100  172777.666667  ...  -9.739000      0.556333  0.690333\n",
              "8   1967      0.306000  167487.000000  ... -10.917000      0.577000  0.853500\n",
              "9   1968      0.493110  243626.800000  ... -11.584200      0.604800  0.561800\n",
              "10  1969      0.216887  214078.125000  ... -10.673500      0.535250  0.570125\n",
              "11  1970      0.367943  242494.857143  ...  -8.980714      0.523000  0.545143\n",
              "12  1971      0.556333  331696.000000  ... -11.171833      0.466333  0.300500\n",
              "13  1972      0.420333  247547.000000  ... -12.463000      0.618167  0.642833\n",
              "14  1973      0.298915  246624.000000  ...  -8.407000      0.509500  0.657500\n",
              "15  1974      0.181000  283800.000000  ... -12.145000      0.596000  0.886000\n",
              "16  1975      0.392840  255559.400000  ... -12.906000      0.518800  0.564400\n",
              "17  1976      0.121099  286249.857143  ...  -7.545286      0.503000  0.578857\n",
              "18  1977      0.159806  248402.363636  ...  -9.596545      0.637182  0.581364\n",
              "19  1978      0.109308  207383.500000  ...  -8.370000      0.656250  0.762750\n",
              "20  1979      0.159233  254242.166667  ...  -9.517000      0.701167  0.762667\n",
              "21  1980      0.230812  225326.666667  ...  -6.956500      0.585833  0.744333\n",
              "22  1981      0.240533  266835.666667  ...  -9.053000      0.525667  0.594333\n",
              "23  1982      0.162186  250613.428571  ...  -7.305429      0.713286  0.783000\n",
              "24  1983      0.268950  212457.833333  ...  -7.181167      0.724000  0.788500\n",
              "25  1984      0.138775  285182.222222  ...  -8.612556      0.485222  0.600333\n",
              "26  1985      0.121433  253377.000000  ...  -8.743167      0.658667  0.706167\n",
              "27  1986      0.097225  265583.250000  ...  -5.436500      0.596250  0.653000\n",
              "28  1987      0.114113  250525.625000  ...  -8.200750      0.713250  0.626625\n",
              "29  1988      0.275000  276913.500000  ...  -9.937500      0.542500  0.238500\n",
              "30  1989      0.337897  267751.000000  ... -10.579667      0.459667  0.317333\n",
              "31  1990      0.157574  302620.000000  ...  -7.641500      0.476500  0.251500\n",
              "32  1991      0.075471  330639.428571  ...  -8.060571      0.440714  0.435714\n",
              "33  1992      0.343867  293399.666667  ...  -8.925667      0.445667  0.407667\n",
              "34  1993      0.090500  261880.000000  ... -10.465000      0.510667  0.344667\n",
              "35  1994      0.173258  285835.666667  ...  -5.830500      0.524833  0.515667\n",
              "36  1995      0.040900  253446.500000  ...  -9.973500      0.707000  0.675500\n",
              "37  1996      0.081872  257551.166667  ...  -7.576500      0.792667  0.716167\n",
              "38  1997      0.225987  239795.666667  ...  -7.712556      0.508667  0.503467\n",
              "39  1998      0.061898  261517.400000  ...  -6.594400      0.489400  0.529200\n",
              "40  1999      0.102626  224396.214286  ...  -4.999929      0.658071  0.600500\n",
              "41  2000      0.048311  260429.615385  ...  -5.564154      0.668231  0.619692\n",
              "42  2001      0.078547  225638.666667  ...  -5.570750      0.571917  0.588000\n",
              "43  2002      0.202727  260674.600000  ...  -5.894800      0.618067  0.463600\n",
              "44  2003      0.094948  220866.625000  ...  -4.665625      0.583625  0.485012\n",
              "45  2004      0.118993  227378.666667  ...  -5.715000      0.611417  0.516833\n",
              "46  2005      0.188535  237119.062500  ...  -6.427062      0.628062  0.513700\n",
              "47  2006      0.143974  248549.400000  ...  -5.151600      0.551900  0.525200\n",
              "48  2007      0.071902  250489.800000  ...  -4.940133      0.632400  0.497800\n",
              "49  2008      0.153499  234688.050000  ...  -5.290400      0.633250  0.521650\n",
              "50  2009      0.091774  253822.600000  ...  -4.481700      0.564900  0.563900\n",
              "51  2010      0.094343  227966.882353  ...  -4.712412      0.678529  0.564647\n",
              "52  2011      0.264959  237435.000000  ...  -6.318409      0.673864  0.536682\n",
              "53  2012      0.119367  219941.833333  ...  -5.089667      0.634417  0.651333\n",
              "54  2013      0.187861  252339.000000  ...  -6.182818      0.570212  0.493576\n",
              "55  2014      0.284017  226373.594595  ...  -6.546622      0.626270  0.493081\n",
              "56  2015      0.251512  223776.750000  ...  -6.732839      0.641696  0.423607\n",
              "57  2017      0.285910  208501.176829  ...  -7.356006      0.647726  0.433309\n",
              "\n",
              "[58 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7h-h5_NeRaip"
      },
      "source": [
        "hits_agg_split = pd.DataFrame(\n",
        "    [{\n",
        "        'year': year,\n",
        "        'col': col,\n",
        "        'val': hits_agg[hits_agg['year'] == year][col].array[0]\n",
        "    } for year in hits_agg['year'] for col in ['acousticness','liveness','speechiness','energy','instrumentalness','danceability','valence']]\n",
        ")"
      ],
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3MMSJDJsTPWj",
        "outputId": "335b6db3-42a1-4785-b651-880e05a9f126",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 621
        }
      },
      "source": [
        "plt.figure(figsize=(10,10))\n",
        "ax = sns.lineplot(data=hits_agg_split,x='year',y='val',hue='col')\n",
        "ax.set_xlabel('Year')\n",
        "ax.set_ylabel('Value')\n",
        "ax.get_legend().set_title('Attribute')\n",
        "ax.set_title('Effect on Popularity Over Time')\n",
        "plt.show()"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YDmB9GfPVQ1N"
      },
      "source": [
        "last_decade = spotify[spotify['year'] >= 2010].copy()"
      ],
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mRxJLAlsX-OD",
        "outputId": "56df8996-0dfe-4636-aa76-186b18b9cd12",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "# This takes forever to run.\n",
        "plt.figure(figsize=(30,30))\n",
        "sns.pairplot(last_decade[['popularity','acousticness','danceability','energy','instrumentalness','liveness','speechiness','valence']],corner=True)\n",
        "plt.show()"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2160x2160 with 0 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {