Projet_11_Clustering_Music_genre_Spotify.ipynb

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  "metadata": {
    "colab": {
      "name": "Projet 11 : Clustering : Music genre Spotify.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
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  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "Sji5fYWgSump"
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      "source": [
        "# Import des bibliothèques\n",
        "\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import plotly\n",
        "import plotly.express as px\n",
        "\n",
        "from sklearn.decomposition import PCA\n",
        "from sklearn.cluster import KMeans"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m7jlZ6qxmN_f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 470
        },
        "outputId": "aab92cd8-8771-4861-d3e9-89581a883bb1"
      },
      "source": [
        "# Import de données (via Kaggle : https://www.kaggle.com/leonardopena/top-spotify-songs-from-20102019-by-year)\n",
        "data = pd.read_csv('/content/top10s.csv', encoding='ISO-8859-1')\n",
        "\n",
        "print(data.shape) # Dimension des données (nb ligne/col)\n",
        "print(data.columns) # Noms des variables\n",
        "data"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(603, 15)\n",
            "Index(['Unnamed: 0', 'title', 'artist', 'top genre', 'year', 'bpm', 'nrgy',\n",
            "       'dnce', 'dB', 'live', 'val', 'dur', 'acous', 'spch', 'pop'],\n",
            "      dtype='object')\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <th>title</th>\n",
              "      <th>artist</th>\n",
              "      <th>top genre</th>\n",
              "      <th>year</th>\n",
              "      <th>bpm</th>\n",
              "      <th>nrgy</th>\n",
              "      <th>dnce</th>\n",
              "      <th>dB</th>\n",
              "      <th>live</th>\n",
              "      <th>val</th>\n",
              "      <th>dur</th>\n",
              "      <th>acous</th>\n",
              "      <th>spch</th>\n",
              "      <th>pop</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>Hey, Soul Sister</td>\n",
              "      <td>Train</td>\n",
              "      <td>neo mellow</td>\n",
              "      <td>2010</td>\n",
              "      <td>97</td>\n",
              "      <td>89</td>\n",
              "      <td>67</td>\n",
              "      <td>-4</td>\n",
              "      <td>8</td>\n",
              "      <td>80</td>\n",
              "      <td>217</td>\n",
              "      <td>19</td>\n",
              "      <td>4</td>\n",
              "      <td>83</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>Love The Way You Lie</td>\n",
              "      <td>Eminem</td>\n",
              "      <td>detroit hip hop</td>\n",
              "      <td>2010</td>\n",
              "      <td>87</td>\n",
              "      <td>93</td>\n",
              "      <td>75</td>\n",
              "      <td>-5</td>\n",
              "      <td>52</td>\n",
              "      <td>64</td>\n",
              "      <td>263</td>\n",
              "      <td>24</td>\n",
              "      <td>23</td>\n",
              "      <td>82</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>TiK ToK</td>\n",
              "      <td>Kesha</td>\n",
              "      <td>dance pop</td>\n",
              "      <td>2010</td>\n",
              "      <td>120</td>\n",
              "      <td>84</td>\n",
              "      <td>76</td>\n",
              "      <td>-3</td>\n",
              "      <td>29</td>\n",
              "      <td>71</td>\n",
              "      <td>200</td>\n",
              "      <td>10</td>\n",
              "      <td>14</td>\n",
              "      <td>80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>Bad Romance</td>\n",
              "      <td>Lady Gaga</td>\n",
              "      <td>dance pop</td>\n",
              "      <td>2010</td>\n",
              "      <td>119</td>\n",
              "      <td>92</td>\n",
              "      <td>70</td>\n",
              "      <td>-4</td>\n",
              "      <td>8</td>\n",
              "      <td>71</td>\n",
              "      <td>295</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>79</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>Just the Way You Are</td>\n",
              "      <td>Bruno Mars</td>\n",
              "      <td>pop</td>\n",
              "      <td>2010</td>\n",
              "      <td>109</td>\n",
              "      <td>84</td>\n",
              "      <td>64</td>\n",
              "      <td>-5</td>\n",
              "      <td>9</td>\n",
              "      <td>43</td>\n",
              "      <td>221</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>78</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>598</th>\n",
              "      <td>599</td>\n",
              "      <td>Find U Again (feat. Camila Cabello)</td>\n",
              "      <td>Mark Ronson</td>\n",
              "      <td>dance pop</td>\n",
              "      <td>2019</td>\n",
              "      <td>104</td>\n",
              "      <td>66</td>\n",
              "      <td>61</td>\n",
              "      <td>-7</td>\n",
              "      <td>20</td>\n",
              "      <td>16</td>\n",
              "      <td>176</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>75</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>599</th>\n",
              "      <td>600</td>\n",
              "      <td>Cross Me (feat. Chance the Rapper &amp; PnB Rock)</td>\n",
              "      <td>Ed Sheeran</td>\n",
              "      <td>pop</td>\n",
              "      <td>2019</td>\n",
              "      <td>95</td>\n",
              "      <td>79</td>\n",
              "      <td>75</td>\n",
              "      <td>-6</td>\n",
              "      <td>7</td>\n",
              "      <td>61</td>\n",
              "      <td>206</td>\n",
              "      <td>21</td>\n",
              "      <td>12</td>\n",
              "      <td>75</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>600</th>\n",
              "      <td>601</td>\n",
              "      <td>No Brainer (feat. Justin Bieber, Chance the Ra...</td>\n",
              "      <td>DJ Khaled</td>\n",
              "      <td>dance pop</td>\n",
              "      <td>2019</td>\n",
              "      <td>136</td>\n",
              "      <td>76</td>\n",
              "      <td>53</td>\n",
              "      <td>-5</td>\n",
              "      <td>9</td>\n",
              "      <td>65</td>\n",
              "      <td>260</td>\n",
              "      <td>7</td>\n",
              "      <td>34</td>\n",
              "      <td>70</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>601</th>\n",
              "      <td>602</td>\n",
              "      <td>Nothing Breaks Like a Heart (feat. Miley Cyrus)</td>\n",
              "      <td>Mark Ronson</td>\n",
              "      <td>dance pop</td>\n",
              "      <td>2019</td>\n",
              "      <td>114</td>\n",
              "      <td>79</td>\n",
              "      <td>60</td>\n",
              "      <td>-6</td>\n",
              "      <td>42</td>\n",
              "      <td>24</td>\n",
              "      <td>217</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>69</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>602</th>\n",
              "      <td>603</td>\n",
              "      <td>Kills You Slowly</td>\n",
              "      <td>The Chainsmokers</td>\n",
              "      <td>electropop</td>\n",
              "      <td>2019</td>\n",
              "      <td>150</td>\n",
              "      <td>44</td>\n",
              "      <td>70</td>\n",
              "      <td>-9</td>\n",
              "      <td>13</td>\n",
              "      <td>23</td>\n",
              "      <td>213</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>67</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>603 rows × 15 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "     Unnamed: 0                                              title  ... spch pop\n",
              "0             1                                   Hey, Soul Sister  ...    4  83\n",
              "1             2                               Love The Way You Lie  ...   23  82\n",
              "2             3                                            TiK ToK  ...   14  80\n",
              "3             4                                        Bad Romance  ...    4  79\n",
              "4             5                               Just the Way You Are  ...    4  78\n",
              "..          ...                                                ...  ...  ...  ..\n",
              "598         599                Find U Again (feat. Camila Cabello)  ...    3  75\n",
              "599         600      Cross Me (feat. Chance the Rapper & PnB Rock)  ...   12  75\n",
              "600         601  No Brainer (feat. Justin Bieber, Chance the Ra...  ...   34  70\n",
              "601         602    Nothing Breaks Like a Heart (feat. Miley Cyrus)  ...    7  69\n",
              "602         603                                   Kills You Slowly  ...    6  67\n",
              "\n",
              "[603 rows x 15 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1N3xnTysKFGD",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 308
        },
        "outputId": "695766ef-f47e-418c-84d3-f2ba7fb3b726"
      },
      "source": [
        "# Étude du nombre de cluster via l'inertie (elbow curve)\n",
        "\n",
        "X = data[['bpm', 'nrgy','dnce', 'dB', 'live', 'val', 'dur', 'acous', 'spch']] # Variables de différenciation des musiques (bpm, rythme, ...) \n",
        "\n",
        "inertia = []\n",
        "\n",
        "K_range = range(1, 20)\n",
        "for k in K_range:\n",
        "    model = KMeans(n_clusters=k).fit(X)\n",
        "    inertia.append(model.inertia_)\n",
        "\n",
        "plt.plot(K_range, inertia)\n",
        "plt.xlabel('nombre de clusters')\n",
        "plt.ylabel('Cout du modele (Inertia)')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'Cout du modele (Inertia)')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 29
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xlTiGgSjLFea"
      },
      "source": [
        "# Standardisation des données : transformation en loi normale\n",
        "# z = (x - u) / s \n",
        "\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "\n",
        "X = StandardScaler().fit_transform(X)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "V3fSObp5BA9Q",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 515
        },
        "outputId": "432a8043-33e2-45e4-cabf-5d66720377dd"
      },
      "source": [
        "# Clustering via KMeans\n",
        "\n",
        "# nb_clust = len(data['top genre'].unique())\n",
        "nb_clust = 3 # Après plusieurs essaies de clusters : choix de 3 clusters\n",
        "model = KMeans(n_clusters=nb_clust)\n",
        "\n",
        "model.fit(X)\n",
        "pred = model.predict(X)\n",
        "pred"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
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              "       2, 2, 1, 2, 0, 1, 0, 2, 2, 1, 2, 2, 2, 0, 1, 1, 1, 2, 0, 1, 2, 2,\n",
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              "       1, 2, 2, 2, 1, 2, 1, 1, 1], dtype=int32)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kNUV7Q3d9IGP",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "outputId": "308f55a0-1578-4e18-f70a-b700eef70ed8"
      },
      "source": [
        "# Nuage de points, une couleur par cluster\n",
        "model = PCA(n_components=2)\n",
        "x_pca = model.fit_transform(X)\n",
        "\n",
        "fig = px.scatter(data, x=x_pca[:,0], y=x_pca[:,1], color=pred, hover_name='top genre') # Visualisation via plotly\n",
        "fig.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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    {
      "cell_type": "code",
      "metadata": {
        "id": "miquNBIUBDOA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "d4c2fede-b3d4-4c1a-a277-72eec2f8daf3"
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      "source": [
        "# Analyse des similitudes des genres de musiques dans un même cluster\n",
        "# La variable \"Max cluster\" correspond au cluster attribué aux genres de musiques\n",
        "\n",
        "df = pd.DataFrame(columns=['Cluster','Genre','BPM','Energy','Danceability','Loudness','Liveness','Valence','Length','Acousticness','Speechiness'])\n",
        "\n",
        "for prediction, genre, bpm, energy, danceability, loudness, liveness, valence, length, acousticness, speechiness in zip(pred,data['top genre'],data['bpm'],data['nrgy'],data['dnce'],data['dB'],data['live'],data['val'],data['dur'],data['acous'],data['spch']):\n",
        "    df = df.append({'Cluster' : prediction,      \n",
        "                    'Genre' : genre,\n",
        "                    'BPM' : bpm,\n",
        "                    'Energy' : energy,\n",
        "                    'Danceability' : danceability,\n",
        "                    'Loudness' : loudness,\n",
        "                    'Liveness' : liveness,\n",
        "                    'Valence' : valence,\n",
        "                    'Length' : length,\n",
        "                    'Acousticness' : acousticness,\n",
        "                    'Speechiness' : speechiness}, ignore_index=True)\n",
        "    \n",
        "def max_genre(genre):\n",
        "  return df['Cluster'][df['Genre'] == genre].value_counts().idxmax()\n",
        "df['Max cluster'] = df.apply(lambda x : max_genre(x['Genre']), axis=1)\n",
        "\n",
        "liste_cols = ['BPM','Energy','Danceability','Loudness','Liveness','Valence','Length', 'Acousticness','Speechiness']\n",
        "for col in liste_cols:\n",
        "  df[f'Moyenne {col}'] = 0\n",
        "  for i in range(nb_clust):\n",
        "    df[f'Moyenne {col}'][df['Max cluster'] == i] = df[col][df['Max cluster'] == i].mean()\n",
        "\n",
        "df = df.drop_duplicates(subset=['Max cluster','Genre']).sort_values(by='Max cluster')\n",
        "df.drop('Cluster', axis=1, inplace=True)\n",
        "df.drop(liste_cols, axis=1, inplace=True)\n",
        "\n",
        "df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:24: SettingWithCopyWarning:\n",
            "\n",
            "\n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "\n",
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:24: SettingWithCopyWarning:\n",
            "\n",
            "\n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
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            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "\n",
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:24: SettingWithCopyWarning:\n",
            "\n",
            "\n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "\n",
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:24: SettingWithCopyWarning:\n",
            "\n",
            "\n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
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            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "\n",
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:24: SettingWithCopyWarning:\n",
            "\n",
            "\n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "\n",
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:24: SettingWithCopyWarning:\n",
            "\n",
            "\n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "\n",
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:24: SettingWithCopyWarning:\n",
            "\n",
            "\n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "\n",
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:24: SettingWithCopyWarning:\n",
            "\n",
            "\n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "\n",
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:24: SettingWithCopyWarning:\n",
            "\n",
            "\n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "\n",
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:24: SettingWithCopyWarning:\n",
            "\n",
            "\n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "\n",
            "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:24: SettingWithCopyWarning:\n",
            "\n",
            "\n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
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            "\n"
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Genre</th>\n",
              "      <th>Max cluster</th>\n",
              "      <th>Moyenne BPM</th>\n",
              "      <th>Moyenne Energy</th>\n",
              "      <th>Moyenne Danceability</th>\n",
              "      <th>Moyenne Loudness</th>\n",
              "      <th>Moyenne Liveness</th>\n",
              "      <th>Moyenne Valence</th>\n",
              "      <th>Moyenne Length</th>\n",
              "      <th>Moyenne Acousticness</th>\n",
              "      <th>Moyenne Speechiness</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>neo mellow</td>\n",
              "      <td>0</td>\n",
              "      <td>108.000000</td>\n",
              "      <td>41.307692</td>\n",
              "      <td>51.769231</td>\n",
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              "      <td>3.769231</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>273</th>\n",
              "      <td>irish singer-songwriter</td>\n",
              "      <td>0</td>\n",
              "      <td>108.000000</td>\n",
              "      <td>41.307692</td>\n",
              "      <td>51.769231</td>\n",
              "      <td>-8.384615</td>\n",
              "      <td>11.615385</td>\n",
              "      <td>31.538462</td>\n",
              "      <td>233.384615</td>\n",
              "      <td>57.384615</td>\n",
              "      <td>3.769231</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>220</th>\n",
              "      <td>folk-pop</td>\n",
              "      <td>0</td>\n",
              "      <td>108.000000</td>\n",
              "      <td>41.307692</td>\n",
              "      <td>51.769231</td>\n",
              "      <td>-8.384615</td>\n",
              "      <td>11.615385</td>\n",
              "      <td>31.538462</td>\n",
              "      <td>233.384615</td>\n",
              "      <td>57.384615</td>\n",
              "      <td>3.769231</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>207</th>\n",
              "      <td>alaska indie</td>\n",
              "      <td>0</td>\n",
              "      <td>108.000000</td>\n",
              "      <td>41.307692</td>\n",
              "      <td>51.769231</td>\n",
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              "      <td>31.538462</td>\n",
              "      <td>233.384615</td>\n",
              "      <td>57.384615</td>\n",
              "      <td>3.769231</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>588</th>\n",
              "      <td>alternative r&amp;b</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
              "      <td>-6.666667</td>\n",
              "      <td>15.393939</td>\n",
              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>252</th>\n",
              "      <td>australian dance</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
              "      <td>-6.666667</td>\n",
              "      <td>15.393939</td>\n",
              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>240</th>\n",
              "      <td>electropop</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
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              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>225</th>\n",
              "      <td>house</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
              "      <td>-6.666667</td>\n",
              "      <td>15.393939</td>\n",
              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>339</th>\n",
              "      <td>hip hop</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
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              "      <td>15.393939</td>\n",
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              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
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              "    <tr>\n",
              "      <th>372</th>\n",
              "      <td>danish pop</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
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              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>158</th>\n",
              "      <td>canadian hip hop</td>\n",
              "      <td>1</td>\n",
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              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>154</th>\n",
              "      <td>complextro</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
              "      <td>-6.666667</td>\n",
              "      <td>15.393939</td>\n",
              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>283</th>\n",
              "      <td>tropical house</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
              "      <td>-6.666667</td>\n",
              "      <td>15.393939</td>\n",
              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>453</th>\n",
              "      <td>edm</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
              "      <td>-6.666667</td>\n",
              "      <td>15.393939</td>\n",
              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>106</th>\n",
              "      <td>permanent wave</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
              "      <td>-6.666667</td>\n",
              "      <td>15.393939</td>\n",
              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>122</th>\n",
              "      <td>baroque pop</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
              "      <td>-6.666667</td>\n",
              "      <td>15.393939</td>\n",
              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>63</th>\n",
              "      <td>chicago rap</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
              "      <td>-6.666667</td>\n",
              "      <td>15.393939</td>\n",
              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>hip pop</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
              "      <td>-6.666667</td>\n",
              "      <td>15.393939</td>\n",
              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>atl hip hop</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
              "      <td>-6.666667</td>\n",
              "      <td>15.393939</td>\n",
              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>536</th>\n",
              "      <td>contemporary country</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
              "      <td>-6.666667</td>\n",
              "      <td>15.393939</td>\n",
              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>art pop</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
              "      <td>-6.666667</td>\n",
              "      <td>15.393939</td>\n",
              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>270</th>\n",
              "      <td>canadian contemporary r&amp;b</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
              "      <td>-6.666667</td>\n",
              "      <td>15.393939</td>\n",
              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>big room</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
              "      <td>-6.666667</td>\n",
              "      <td>15.393939</td>\n",
              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>52</th>\n",
              "      <td>british soul</td>\n",
              "      <td>1</td>\n",
              "      <td>116.909091</td>\n",
              "      <td>65.676768</td>\n",
              "      <td>58.111111</td>\n",
              "      <td>-6.666667</td>\n",
              "      <td>15.393939</td>\n",
              "      <td>37.676768</td>\n",
              "      <td>238.363636</td>\n",
              "      <td>17.181818</td>\n",
              "      <td>8.202020</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>441</th>\n",
              "      <td>canadian latin</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>440</th>\n",
              "      <td>latin</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>479</th>\n",
              "      <td>electro house</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>448</th>\n",
              "      <td>electronic trap</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>338</th>\n",
              "      <td>french indie pop</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>334</th>\n",
              "      <td>belgian edm</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>568</th>\n",
              "      <td>moroccan pop</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>496</th>\n",
              "      <td>downtempo</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>522</th>\n",
              "      <td>brostep</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>canadian pop</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>264</th>\n",
              "      <td>hollywood</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>230</th>\n",
              "      <td>australian hip hop</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>pop</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>dance pop</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>580</th>\n",
              "      <td>escape room</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>174</th>\n",
              "      <td>candy pop</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>147</th>\n",
              "      <td>electro</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>143</th>\n",
              "      <td>celtic rock</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>108</th>\n",
              "      <td>boy band</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>96</th>\n",
              "      <td>acoustic pop</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>colombian pop</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>indie pop</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>australian pop</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>barbadian pop</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>detroit hip hop</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>222</th>\n",
              "      <td>metropopolis</td>\n",
              "      <td>2</td>\n",
              "      <td>119.154786</td>\n",
              "      <td>72.250509</td>\n",
              "      <td>65.977597</td>\n",
              "      <td>-5.285132</td>\n",
              "      <td>18.417515</td>\n",
              "      <td>55.706721</td>\n",
              "      <td>221.684318</td>\n",
              "      <td>12.610998</td>\n",
              "      <td>8.511202</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                         Genre  ...  Moyenne Speechiness\n",
              "0                   neo mellow  ...             3.769231\n",
              "273    irish singer-songwriter  ...             3.769231\n",
              "220                   folk-pop  ...             3.769231\n",
              "207               alaska indie  ...             3.769231\n",
              "588            alternative r&b  ...             8.202020\n",
              "252           australian dance  ...             8.202020\n",
              "240                 electropop  ...             8.202020\n",
              "225                      house  ...             8.202020\n",
              "339                    hip hop  ...             8.202020\n",
              "372                 danish pop  ...             8.202020\n",
              "158           canadian hip hop  ...             8.202020\n",
              "154                 complextro  ...             8.202020\n",
              "283             tropical house  ...             8.202020\n",
              "453                        edm  ...             8.202020\n",
              "106             permanent wave  ...             8.202020\n",
              "122                baroque pop  ...             8.202020\n",
              "63                 chicago rap  ...             8.202020\n",
              "8                      hip pop  ...             8.202020\n",
              "15                 atl hip hop  ...             8.202020\n",
              "536       contemporary country  ...             8.202020\n",
              "39                     art pop  ...             8.202020\n",
              "270  canadian contemporary r&b  ...             8.202020\n",
              "50                    big room  ...             8.202020\n",
              "52                british soul  ...             8.202020\n",
              "441             canadian latin  ...             8.511202\n",
              "440                      latin  ...             8.511202\n",
              "479              electro house  ...             8.511202\n",
              "448            electronic trap  ...             8.511202\n",
              "338           french indie pop  ...             8.511202\n",
              "334                belgian edm  ...             8.511202\n",
              "568               moroccan pop  ...             8.511202\n",
              "496                  downtempo  ...             8.511202\n",
              "522                    brostep  ...             8.511202\n",
              "5                 canadian pop  ...             8.511202\n",
              "264                  hollywood  ...             8.511202\n",
              "230         australian hip hop  ...             8.511202\n",
              "4                          pop  ...             8.511202\n",
              "2                    dance pop  ...             8.511202\n",
              "580                escape room  ...             8.511202\n",
              "174                  candy pop  ...             8.511202\n",
              "147                    electro  ...             8.511202\n",
              "143                celtic rock  ...             8.511202\n",
              "108                   boy band  ...             8.511202\n",
              "96                acoustic pop  ...             8.511202\n",
              "43               colombian pop  ...             8.511202\n",
              "25                   indie pop  ...             8.511202\n",
              "21              australian pop  ...             8.511202\n",
              "9                barbadian pop  ...             8.511202\n",
              "1              detroit hip hop  ...             8.511202\n",
              "222               metropopolis  ...             8.511202\n",
              "\n",
              "[50 rows x 11 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CguSWDZ9GAwy"
      },
      "source": [
        "- Folk / Indie / Neo mellow\t: calme, musique de fond, pas dansant, pas très joyeux, très acoustique, très peu de parole\n",
        "\n",
        "- Pop / Rock / Latino : énergique, dansant, joyeux, pas très acoustique (electronique), fait pour le live, parole\n",
        "\n",
        "- (Electro / House) / (hip-hop / rap / r&b) : énergique, moyennement dansant, joyeux ou triste, parole"
      ]
    }
  ]
}