Data_Analysis.ipynb

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  "metadata": {
    "colab": {
      "name": "Data Analysis.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a7XYBZcnV_T5"
      },
      "source": [
        "### Import Necessary Packages"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ikp0vSMoaiPf"
      },
      "source": [
        "import warnings\n",
        "warnings.simplefilter(action = 'ignore', category=FutureWarning)\n",
        "warnings.filterwarnings('ignore')\n",
        "def ignore_warn(*args, **kwargs):\n",
        "    pass\n",
        "\n",
        "#ignore annoying warning (from sklearn and seaborn)\n",
        "warnings.warn = ignore_warn \n",
        "\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt; plt.rcdefaults()\n",
        "import matplotlib.pyplot as plt\n",
        "from scipy.stats import skew, norm, probplot\n",
        "import seaborn as sns\n",
        "sns.set(style=\"ticks\", color_codes=True, font_scale=1.5)\n",
        "color = sns.color_palette()\n",
        "sns.set_style('darkgrid')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iVyddmGNV_xC"
      },
      "source": [
        "### Load Dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GpqgMVjwlyWI"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7GoEpiBjWAUR"
      },
      "source": [
        "track_metadata_df = pd.read_csv('/content/gdrive/MyDrive/Kaazima/EchonestDataset/song_data.csv')\n",
        "count_play_df =pd.read_csv('/content/gdrive/MyDrive/Kaazima/EchonestDataset/10000.txt', sep='\\t', header=None, names=['user','song','play_count'])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7jMA3RrxWAr4"
      },
      "source": [
        "### Song_data.csv"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 229
        },
        "id": "jMSorIgDWBEd",
        "outputId": "e15f2821-8ea0-4034-f37b-3647e97fdeb1"
      },
      "source": [
        "print('Number of rows:', track_metadata_df.shape[0])\n",
        "print('Number of unique songs:', len(track_metadata_df.song_id.unique()))\n",
        "display(track_metadata_df.head())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Number of rows: 1000000\n",
            "Number of unique songs: 999056\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>song_id</th>\n",
              "      <th>title</th>\n",
              "      <th>release</th>\n",
              "      <th>artist_name</th>\n",
              "      <th>year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>SOQMMHC12AB0180CB8</td>\n",
              "      <td>Silent Night</td>\n",
              "      <td>Monster Ballads X-Mas</td>\n",
              "      <td>Faster Pussy cat</td>\n",
              "      <td>2003</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>SOVFVAK12A8C1350D9</td>\n",
              "      <td>Tanssi vaan</td>\n",
              "      <td>Karkuteillä</td>\n",
              "      <td>Karkkiautomaatti</td>\n",
              "      <td>1995</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>SOGTUKN12AB017F4F1</td>\n",
              "      <td>No One Could Ever</td>\n",
              "      <td>Butter</td>\n",
              "      <td>Hudson Mohawke</td>\n",
              "      <td>2006</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>SOBNYVR12A8C13558C</td>\n",
              "      <td>Si Vos Querés</td>\n",
              "      <td>De Culo</td>\n",
              "      <td>Yerba Brava</td>\n",
              "      <td>2003</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>SOHSBXH12A8C13B0DF</td>\n",
              "      <td>Tangle Of Aspens</td>\n",
              "      <td>Rene Ablaze Presents Winter Sessions</td>\n",
              "      <td>Der Mystic</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              song_id              title  ...       artist_name  year\n",
              "0  SOQMMHC12AB0180CB8       Silent Night  ...  Faster Pussy cat  2003\n",
              "1  SOVFVAK12A8C1350D9        Tanssi vaan  ...  Karkkiautomaatti  1995\n",
              "2  SOGTUKN12AB017F4F1  No One Could Ever  ...    Hudson Mohawke  2006\n",
              "3  SOBNYVR12A8C13558C      Si Vos Querés  ...       Yerba Brava  2003\n",
              "4  SOHSBXH12A8C13B0DF   Tangle Of Aspens  ...        Der Mystic     0\n",
              "\n",
              "[5 rows x 5 columns]"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TtWeRg1zWBjA"
      },
      "source": [
        "Clearly, we have repeated track metadata."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jwlSYiqmWYwd"
      },
      "source": [
        "### 10000.txt"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 229
        },
        "id": "x0cpeF45WB__",
        "outputId": "d0d0a7aa-ec12-44e4-ef49-aeecbf042345"
      },
      "source": [
        "print('No of rows:', count_play_df.shape[0])\n",
        "print('Number of unique users:', len(count_play_df.user.unique()))\n",
        "display(count_play_df.head())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "No of rows: 2000000\n",
            "Number of unique users: 76353\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>user</th>\n",
              "      <th>song</th>\n",
              "      <th>play_count</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>b80344d063b5ccb3212f76538f3d9e43d87dca9e</td>\n",
              "      <td>SOAKIMP12A8C130995</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>b80344d063b5ccb3212f76538f3d9e43d87dca9e</td>\n",
              "      <td>SOBBMDR12A8C13253B</td>\n",
              "      <td>2</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>b80344d063b5ccb3212f76538f3d9e43d87dca9e</td>\n",
              "      <td>SOBXHDL12A81C204C0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>b80344d063b5ccb3212f76538f3d9e43d87dca9e</td>\n",
              "      <td>SOBYHAJ12A6701BF1D</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>b80344d063b5ccb3212f76538f3d9e43d87dca9e</td>\n",
              "      <td>SODACBL12A8C13C273</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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            ],
            "text/plain": [
              "                                       user                song  play_count\n",
              "0  b80344d063b5ccb3212f76538f3d9e43d87dca9e  SOAKIMP12A8C130995           1\n",
              "1  b80344d063b5ccb3212f76538f3d9e43d87dca9e  SOBBMDR12A8C13253B           2\n",
              "2  b80344d063b5ccb3212f76538f3d9e43d87dca9e  SOBXHDL12A81C204C0           1\n",
              "3  b80344d063b5ccb3212f76538f3d9e43d87dca9e  SOBYHAJ12A6701BF1D           1\n",
              "4  b80344d063b5ccb3212f76538f3d9e43d87dca9e  SODACBL12A8C13C273           1"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wLkLMC4YWmY5"
      },
      "source": [
        "### Merge Datasets"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nUKlWpQXM4wi"
      },
      "source": [
        "Merge song_data.csv and 10000.txt based on the song_id."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 195
        },
        "id": "h3nVfDmjWmxV",
        "outputId": "da9029b5-331c-4828-fda6-e9f7fba097fd"
      },
      "source": [
        "track_metadata_df.rename(columns = {'song_id': 'song'},inplace=True)\n",
        "user_song_list_count = pd.merge(count_play_df, track_metadata_df.drop_duplicates(['song']), on='song', how ='left')\n",
        "user_song_list_count.rename(columns={'play_count':'listen_count'},inplace=True)\n",
        "display(user_song_list_count.head())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>user</th>\n",
              "      <th>song</th>\n",
              "      <th>listen_count</th>\n",
              "      <th>title</th>\n",
              "      <th>release</th>\n",
              "      <th>artist_name</th>\n",
              "      <th>year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>b80344d063b5ccb3212f76538f3d9e43d87dca9e</td>\n",
              "      <td>SOAKIMP12A8C130995</td>\n",
              "      <td>1</td>\n",
              "      <td>The Cove</td>\n",
              "      <td>Thicker Than Water</td>\n",
              "      <td>Jack Johnson</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>b80344d063b5ccb3212f76538f3d9e43d87dca9e</td>\n",
              "      <td>SOBBMDR12A8C13253B</td>\n",
              "      <td>2</td>\n",
              "      <td>Entre Dos Aguas</td>\n",
              "      <td>Flamenco Para Niños</td>\n",
              "      <td>Paco De Lucia</td>\n",
              "      <td>1976</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>b80344d063b5ccb3212f76538f3d9e43d87dca9e</td>\n",
              "      <td>SOBXHDL12A81C204C0</td>\n",
              "      <td>1</td>\n",
              "      <td>Stronger</td>\n",
              "      <td>Graduation</td>\n",
              "      <td>Kanye West</td>\n",
              "      <td>2007</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>b80344d063b5ccb3212f76538f3d9e43d87dca9e</td>\n",
              "      <td>SOBYHAJ12A6701BF1D</td>\n",
              "      <td>1</td>\n",
              "      <td>Constellations</td>\n",
              "      <td>In Between Dreams</td>\n",
              "      <td>Jack Johnson</td>\n",
              "      <td>2005</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>b80344d063b5ccb3212f76538f3d9e43d87dca9e</td>\n",
              "      <td>SODACBL12A8C13C273</td>\n",
              "      <td>1</td>\n",
              "      <td>Learn To Fly</td>\n",
              "      <td>There Is Nothing Left To Lose</td>\n",
              "      <td>Foo Fighters</td>\n",
              "      <td>1999</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                       user  ...  year\n",
              "0  b80344d063b5ccb3212f76538f3d9e43d87dca9e  ...     0\n",
              "1  b80344d063b5ccb3212f76538f3d9e43d87dca9e  ...  1976\n",
              "2  b80344d063b5ccb3212f76538f3d9e43d87dca9e  ...  2007\n",
              "3  b80344d063b5ccb3212f76538f3d9e43d87dca9e  ...  2005\n",
              "4  b80344d063b5ccb3212f76538f3d9e43d87dca9e  ...  1999\n",
              "\n",
              "[5 rows x 7 columns]"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eTTmw-des89V"
      },
      "source": [
        "### Analysis on the listen count"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 106
        },
        "id": "G2wWq-x0tHWf",
        "outputId": "5a72f5f3-4d3f-4726-f3e7-2672a55ae3df"
      },
      "source": [
        "user_song_list_count.listen_count.describe().reset_index().T"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "      <th>6</th>\n",
              "      <th>7</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>index</th>\n",
              "      <td>count</td>\n",
              "      <td>mean</td>\n",
              "      <td>std</td>\n",
              "      <td>min</td>\n",
              "      <td>25%</td>\n",
              "      <td>50%</td>\n",
              "      <td>75%</td>\n",
              "      <td>max</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>listen_count</th>\n",
              "      <td>2e+06</td>\n",
              "      <td>3.04548</td>\n",
              "      <td>6.57972</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>2213</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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            ],
            "text/plain": [
              "                  0        1        2    3    4    5    6     7\n",
              "index         count     mean      std  min  25%  50%  75%   max\n",
              "listen_count  2e+06  3.04548  6.57972    1    1    1    3  2213"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ellEPFkgtib5"
      },
      "source": [
        "Clearly, we have some users obsessed with a single song! A user having heard 2,213 times a single song is something very extreme considering that we have only 3 times in the third quartile."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8p6dUTNCdPf6"
      },
      "source": [
        "Song listened by the most obsessed user"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 123
        },
        "id": "ASO5_yQnNEx3",
        "outputId": "40300445-9f7c-4100-fa05-0b3c2e255272"
      },
      "source": [
        "print('{:d} users, {:.2%} of total play counts, listening a single more than 200 times'.format(\n",
        "    count_play_df.user[count_play_df.play_count>200].unique().shape[0],\n",
        "    count_play_df.play_count[count_play_df.play_count>200].count()/count_play_df.shape[0]))\n",
        "display(count_play_df.play_count[count_play_df.play_count>200].describe().reset_index().T)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "118 users, 0.01% of total play counts, listening a single more than 200 times\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>index</th>\n",
              "      <td>count</td>\n",
              "      <td>mean</td>\n",
              "      <td>std</td>\n",
              "      <td>min</td>\n",
              "      <td>25%</td>\n",
              "      <td>50%</td>\n",
              "      <td>75%</td>\n",
              "      <td>max</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>play_count</th>\n",
              "      <td>140</td>\n",
              "      <td>327.107</td>\n",
              "      <td>209.115</td>\n",
              "      <td>201</td>\n",
              "      <td>225</td>\n",
              "      <td>267</td>\n",
              "      <td>353.75</td>\n",
              "      <td>2213</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                0        1        2    3    4    5       6     7\n",
              "index       count     mean      std  min  25%  50%     75%   max\n",
              "play_count    140  327.107  209.115  201  225  267  353.75  2213"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 94
        },
        "id": "6yaDoSpOanTL",
        "outputId": "543d6cf5-7421-43af-ee69-dcd905395190"
      },
      "source": [
        "print('The song listened by the most obsessed user:')\n",
        "display(track_metadata_df[track_metadata_df.song.isin(\n",
        "                  count_play_df[count_play_df.play_count==2213].song.values)])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "The song listened by the most obsessed user:\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "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>song</th>\n",
              "      <th>title</th>\n",
              "      <th>release</th>\n",
              "      <th>artist_name</th>\n",
              "      <th>year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>567847</th>\n",
              "      <td>SOFCGSE12AF72A674F</td>\n",
              "      <td>Starshine</td>\n",
              "      <td>Gorillaz</td>\n",
              "      <td>Gorillaz</td>\n",
              "      <td>2000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                      song      title   release artist_name  year\n",
              "567847  SOFCGSE12AF72A674F  Starshine  Gorillaz    Gorillaz  2000"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "nhEEg0TGdXqp"
      },
      "source": [
        "Song listened by the second most obsessed user"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 106
        },
        "id": "6sdiG7WSckXL",
        "outputId": "d13d33cc-e892-4747-e5f5-a60c2d30e2a5"
      },
      "source": [
        "display(count_play_df.play_count[count_play_df.play_count>900].describe().reset_index().T)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "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>0</th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "      <th>6</th>\n",
              "      <th>7</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>index</th>\n",
              "      <td>count</td>\n",
              "      <td>mean</td>\n",
              "      <td>std</td>\n",
              "      <td>min</td>\n",
              "      <td>25%</td>\n",
              "      <td>50%</td>\n",
              "      <td>75%</td>\n",
              "      <td>max</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>play_count</th>\n",
              "      <td>2</td>\n",
              "      <td>1566.5</td>\n",
              "      <td>914.289</td>\n",
              "      <td>920</td>\n",
              "      <td>1243.25</td>\n",
              "      <td>1566.5</td>\n",
              "      <td>1889.75</td>\n",
              "      <td>2213</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                0       1        2    3        4       5        6     7\n",
              "index       count    mean      std  min      25%     50%      75%   max\n",
              "play_count      2  1566.5  914.289  920  1243.25  1566.5  1889.75  2213"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 94
        },
        "id": "iqE8-ndBdcCW",
        "outputId": "53229112-19d2-44d8-e855-b20be66948f5"
      },
      "source": [
        "print('The song listened by the second most obsessed user:')\n",
        "display(track_metadata_df[track_metadata_df.song.isin(\n",
        "                  count_play_df[count_play_df.play_count==920].song.values)])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "The song listened by the second most obsessed user:\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "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>song</th>\n",
              "      <th>title</th>\n",
              "      <th>release</th>\n",
              "      <th>artist_name</th>\n",
              "      <th>year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>927746</th>\n",
              "      <td>SOUAGPQ12A8AE47B3A</td>\n",
              "      <td>Crack Under Pressure</td>\n",
              "      <td>Stress related / Live and learn</td>\n",
              "      <td>Righteous Pigs</td>\n",
              "      <td>1998</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                      song                 title  ...     artist_name  year\n",
              "927746  SOUAGPQ12A8AE47B3A  Crack Under Pressure  ...  Righteous Pigs  1998\n",
              "\n",
              "[1 rows x 5 columns]"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cPjITAjHdoxI"
      },
      "source": [
        "***So we have to be careful when creating a recommendation system that can be affected by the outliers***"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pUXKppFNsqh0"
      },
      "source": [
        "### Problem with outliers"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a5WVPaBIdx-4"
      },
      "source": [
        "def QQ_plot(data, measure):\n",
        "    fig = plt.figure(figsize=(20,7))\n",
        "\n",
        "    #Get the fitted parameters used by the function\n",
        "    (mu, sigma) = norm.fit(data)\n",
        "\n",
        "    #Kernel Density plot\n",
        "    fig1 = fig.add_subplot(121)\n",
        "    sns.distplot(data, fit=norm)\n",
        "    fig1.set_title(measure + ' Distribution \\n( mu = {:.2f} and sigma = {:.2f} )'.format(mu, sigma), loc='center')\n",
        "    fig1.set_xlabel(measure)\n",
        "    fig1.set_ylabel('Frequency')\n",
        "\n",
        "    #QQ plot\n",
        "    fig2 = fig.add_subplot(122)\n",
        "    res = probplot(data, plot=fig2)\n",
        "    fig2.set_title(measure + ' Probability Plot \\n(skewness: {:.6f} and kurtosis: {:.6f} )'.format(data.skew(), data.kurt()), loc='center')\n",
        "\n",
        "    plt.tight_layout()\n",
        "    plt.show()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 106
        },
        "id": "SYr-flkkhQV1",
        "outputId": "9e292239-b931-41b6-ca12-dfb5263e490c"
      },
      "source": [
        "user_song_count_distribution = user_song_list_count[['user','title']].groupby('user').count().\\\n",
        "                                reset_index().sort_values(by='title',ascending = False)\n",
        "user_song_count_distribution.title.describe().reset_index().T"
      ],
      "execution_count": null,
      "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>0</th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "      <th>6</th>\n",
              "      <th>7</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>index</th>\n",
              "      <td>count</td>\n",
              "      <td>mean</td>\n",
              "      <td>std</td>\n",
              "      <td>min</td>\n",
              "      <td>25%</td>\n",
              "      <td>50%</td>\n",
              "      <td>75%</td>\n",
              "      <td>max</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>title</th>\n",
              "      <td>76353</td>\n",
              "      <td>26.1941</td>\n",
              "      <td>31.6251</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>16</td>\n",
              "      <td>31</td>\n",
              "      <td>711</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "           0        1        2    3    4    5    6    7\n",
              "index  count     mean      std  min  25%  50%  75%  max\n",
              "title  76353  26.1941  31.6251    1    9   16   31  711"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 507
        },
        "id": "gUFCd894ht77",
        "outputId": "c5bc805f-f666-4cc1-fad3-5e40bcf006e1"
      },
      "source": [
        "QQ_plot(user_song_count_distribution.title, 'Song Title by User')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x504 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NEtYMXZis5Ii"
      },
      "source": [
        "From *the distribution graph*, song title by user distribution is skewed, has a peak on the left and a long tail to the right. It deviates from normal distribution and is positively biased.. As we expect, less than a hundred listen a good number of different songs, but enough to raise the average to above 26.\n",
        "\n",
        "From *the Probability Plot*, song title by user also does not align with the diagonal red line which represent normal distribution. The form of its distribution confirm that is a skewed right.\n",
        "\n",
        "The skewness for a normal distribution is zero, and any symmetric data should have a skewness near zero. A distribution, or data set, is symmetric if it looks the same to the left and right of the center point.\n",
        "\n",
        "Kurtosis is a measure of whether the data is heavy-tailed or light-tailed relative to a normal distribution.So, with 32.6 of positive kurtosis song title by user are heavy-tailed and definitely has outliers."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "30w-7kx9ONSE"
      },
      "source": [
        "### Top 20 items"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 630
        },
        "id": "RF6sBNnjtYHL",
        "outputId": "3563ccbb-0e45-4578-bc43-051f58cf3a8b"
      },
      "source": [
        "# 4 Plots on a single figure\n",
        "fig = plt.figure(figsize=(50, 25))\n",
        "\n",
        "# Top 20 most popular songs\n",
        "a1 = fig.add_subplot(221)\n",
        "popular_songs = user_song_list_count[['title','listen_count']].groupby('title').sum().\\\n",
        "                sort_values('listen_count', ascending=False).head(20).sort_values('listen_count')\n",
        "f1 = popular_songs.plot(kind='barh', title='Top 20 Most Popular Songs', legend=False, ax=a1)\n",
        "plt.xticks(rotation='vertical')\n",
        "plt.xlabel('Item count')\n",
        "plt.ylabel('Song title')\n",
        "\n",
        "# Top 20 most popular releases\n",
        "a2 = fig.add_subplot(222)\n",
        "popular_release = user_song_list_count[['release','listen_count']].groupby('release').sum().\\\n",
        "                sort_values('listen_count', ascending=False).head(20).sort_values('listen_count')\n",
        "f2 = popular_release.plot(kind='barh', title='Top 20 Most Popular Releases', legend=False, ax=a2)\n",
        "plt.xticks(rotation='vertical')\n",
        "plt.xlabel('Item count')\n",
        "plt.ylabel('Song title')\n",
        "\n",
        "# Top 20 most popular artists\n",
        "a3 = fig.add_subplot(223)\n",
        "popular_artist = user_song_list_count[['artist_name','listen_count']].groupby('artist_name').sum().\\\n",
        "                sort_values('listen_count', ascending=False).head(20).sort_values('listen_count')\n",
        "f1 = popular_artist.plot(kind='barh', title='Top 20 Most Popular Artists', legend=False, ax=a3)\n",
        "plt.xticks(rotation='vertical')\n",
        "plt.xlabel('Item count')\n",
        "plt.ylabel('Song title')\n",
        "\n",
        "# Top 20 most popular years of song release\n",
        "a4 = fig.add_subplot(224)\n",
        "popular_year = user_song_list_count[['year','listen_count']].groupby('year').sum().\\\n",
        "                sort_values('listen_count', ascending=False).head(20).sort_values('listen_count')\n",
        "f1 = popular_year.plot(kind='barh', title='Top 20 Most Popular Years of Song Listen', legend=False, ax=a4)\n",
        "plt.xticks(rotation='vertical')\n",
        "plt.xlabel('Item count')\n",
        "plt.ylabel('Song title')\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 3600x1800 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "veZgwKC8d3xe"
      },
      "source": [
        "Clearly, the two most obsessed fans did not influence any of the top 20."
      ]
    }
  ]
}