Association_Rules_Data_Mining_My_Movies.ipynb

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      "name": "Association Rules - Data Mining -My Movies.ipynb",
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      "source": [
        "<a href=\"https://colab.research.google.com/github/Manu-Gr/Association-Rules---Movie-Dataset/blob/main/Association_Rules_Data_Mining_My_Movies.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iIbjHEyo1ndn"
      },
      "source": [
        "###**Association Rules - Data Mining -My Movies**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dRLzEHS-2AZd"
      },
      "source": [
        "#import Libraries\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from mlxtend.frequent_patterns import apriori,association_rules\n",
        "from mlxtend.preprocessing import TransactionEncoder\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
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        "id": "EIA9iNKp4W3d",
        "outputId": "fe988e72-d782-4ad8-c5a2-e95a4eb9d145"
      },
      "source": [
        "movies = pd.read_csv(\"my_movies.csv\")\n",
        "movies"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>V1</th>\n",
              "      <th>V2</th>\n",
              "      <th>V3</th>\n",
              "      <th>V4</th>\n",
              "      <th>V5</th>\n",
              "      <th>Sixth Sense</th>\n",
              "      <th>Gladiator</th>\n",
              "      <th>LOTR1</th>\n",
              "      <th>Harry Potter1</th>\n",
              "      <th>Patriot</th>\n",
              "      <th>LOTR2</th>\n",
              "      <th>Harry Potter2</th>\n",
              "      <th>LOTR</th>\n",
              "      <th>Braveheart</th>\n",
              "      <th>Green Mile</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Sixth Sense</td>\n",
              "      <td>LOTR1</td>\n",
              "      <td>Harry Potter1</td>\n",
              "      <td>Green Mile</td>\n",
              "      <td>LOTR2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Gladiator</td>\n",
              "      <td>Patriot</td>\n",
              "      <td>Braveheart</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>LOTR1</td>\n",
              "      <td>LOTR2</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Gladiator</td>\n",
              "      <td>Patriot</td>\n",
              "      <td>Sixth Sense</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Gladiator</td>\n",
              "      <td>Patriot</td>\n",
              "      <td>Sixth Sense</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Gladiator</td>\n",
              "      <td>Patriot</td>\n",
              "      <td>Sixth Sense</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Harry Potter1</td>\n",
              "      <td>Harry Potter2</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Gladiator</td>\n",
              "      <td>Patriot</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Gladiator</td>\n",
              "      <td>Patriot</td>\n",
              "      <td>Sixth Sense</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Sixth Sense</td>\n",
              "      <td>LOTR</td>\n",
              "      <td>Gladiator</td>\n",
              "      <td>Green Mile</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              V1             V2             V3  ... LOTR Braveheart  Green Mile\n",
              "0    Sixth Sense          LOTR1  Harry Potter1  ...    0          0           1\n",
              "1      Gladiator        Patriot     Braveheart  ...    0          1           0\n",
              "2          LOTR1          LOTR2            NaN  ...    0          0           0\n",
              "3      Gladiator        Patriot    Sixth Sense  ...    0          0           0\n",
              "4      Gladiator        Patriot    Sixth Sense  ...    0          0           0\n",
              "5      Gladiator        Patriot    Sixth Sense  ...    0          0           0\n",
              "6  Harry Potter1  Harry Potter2            NaN  ...    0          0           0\n",
              "7      Gladiator        Patriot            NaN  ...    0          0           0\n",
              "8      Gladiator        Patriot    Sixth Sense  ...    0          0           0\n",
              "9    Sixth Sense           LOTR      Gladiator  ...    1          0           1\n",
              "\n",
              "[10 rows x 15 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b3pTp9-T4kLC"
      },
      "source": [
        "#### Data-Processing is not required as the data is already in transaction format\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lVToNGP25VCm",
        "outputId": "9ca5b5bc-b29b-4bab-fcfd-c38ade2992c3"
      },
      "source": [
        "movies.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(10, 15)"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RtzL5daH5uZ4",
        "outputId": "40bbf1b1-738a-4745-cfea-d32964cd45c3"
      },
      "source": [
        "movies.info()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 10 entries, 0 to 9\n",
            "Data columns (total 15 columns):\n",
            " #   Column         Non-Null Count  Dtype \n",
            "---  ------         --------------  ----- \n",
            " 0   V1             10 non-null     object\n",
            " 1   V2             10 non-null     object\n",
            " 2   V3             7 non-null      object\n",
            " 3   V4             2 non-null      object\n",
            " 4   V5             1 non-null      object\n",
            " 5   Sixth Sense    10 non-null     int64 \n",
            " 6   Gladiator      10 non-null     int64 \n",
            " 7   LOTR1          10 non-null     int64 \n",
            " 8   Harry Potter1  10 non-null     int64 \n",
            " 9   Patriot        10 non-null     int64 \n",
            " 10  LOTR2          10 non-null     int64 \n",
            " 11  Harry Potter2  10 non-null     int64 \n",
            " 12  LOTR           10 non-null     int64 \n",
            " 13  Braveheart     10 non-null     int64 \n",
            " 14  Green Mile     10 non-null     int64 \n",
            "dtypes: int64(10), object(5)\n",
            "memory usage: 1.3+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
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        "id": "K_QjQsB-51Wn",
        "outputId": "8bba3393-cdb0-4824-ebca-1bb1bd9fe362"
      },
      "source": [
        "movies2 = movies.iloc[:,5:]\n",
        "movies2"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Sixth Sense</th>\n",
              "      <th>Gladiator</th>\n",
              "      <th>LOTR1</th>\n",
              "      <th>Harry Potter1</th>\n",
              "      <th>Patriot</th>\n",
              "      <th>LOTR2</th>\n",
              "      <th>Harry Potter2</th>\n",
              "      <th>LOTR</th>\n",
              "      <th>Braveheart</th>\n",
              "      <th>Green Mile</th>\n",
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              "  </thead>\n",
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              "      <th>0</th>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
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              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Sixth Sense  Gladiator  LOTR1  ...  LOTR  Braveheart  Green Mile\n",
              "0            1          0      1  ...     0           0           1\n",
              "1            0          1      0  ...     0           1           0\n",
              "2            0          0      1  ...     0           0           0\n",
              "3            1          1      0  ...     0           0           0\n",
              "4            1          1      0  ...     0           0           0\n",
              "5            1          1      0  ...     0           0           0\n",
              "6            0          0      0  ...     0           0           0\n",
              "7            0          1      0  ...     0           0           0\n",
              "8            1          1      0  ...     0           0           0\n",
              "9            1          1      0  ...     1           0           1\n",
              "\n",
              "[10 rows x 10 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "P0_5hnus4-Nn"
      },
      "source": [
        "## **Apriori Algorithm**\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ua46GU0k5BbW"
      },
      "source": [
        "###**1. Association rules with 10% Support and 70% confidence**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "NOpWclyG5FSQ",
        "outputId": "e83a2628-5f9c-4de9-8f06-653aa38dccd3"
      },
      "source": [
        "# With Support 10%\n",
        "frequent_itemsets = apriori(movies2, min_support=0.1, use_colnames=True)\n",
        "frequent_itemsets"
      ],
      "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>support</th>\n",
              "      <th>itemsets</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.6</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.7</td>\n",
              "      <td>(Gladiator)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(Harry Potter1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.6</td>\n",
              "      <td>(Patriot)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(LOTR2)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter2)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Braveheart)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(Green Mile)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>0.5</td>\n",
              "      <td>(Gladiator, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR1, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>0.4</td>\n",
              "      <td>(Patriot, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR2, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(Green Mile, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>0.6</td>\n",
              "      <td>(Patriot, Gladiator)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Gladiator, LOTR)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Gladiator, Braveheart)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Gladiator, Green Mile)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(LOTR2, LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Green Mile, LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, LOTR2)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter2, Harry Potter1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, Green Mile)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Patriot, Braveheart)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Green Mile, LOTR2)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Green Mile, LOTR)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>0.4</td>\n",
              "      <td>(Patriot, Gladiator, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Gladiator, LOTR, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Gladiator, Green Mile, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, LOTR1, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR2, LOTR1, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Green Mile, LOTR1, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, LOTR2, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, Green Mile, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Green Mile, LOTR2, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Green Mile, LOTR, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Patriot, Gladiator, Braveheart)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR, Gladiator, Green Mile)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, LOTR2, LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Green Mile, LOTR2, LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR, Gladiator, Green Mile, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR2, Harry Potter1, LOTR1, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR1, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR2, Green Mile, LOTR1, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>51</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2, LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>52</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Green Mile, LOTR1, Harry Potter1, LOTR2, Sixt...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    support                                           itemsets\n",
              "0       0.6                                      (Sixth Sense)\n",
              "1       0.7                                        (Gladiator)\n",
              "2       0.2                                            (LOTR1)\n",
              "3       0.2                                    (Harry Potter1)\n",
              "4       0.6                                          (Patriot)\n",
              "5       0.2                                            (LOTR2)\n",
              "6       0.1                                    (Harry Potter2)\n",
              "7       0.1                                             (LOTR)\n",
              "8       0.1                                       (Braveheart)\n",
              "9       0.2                                       (Green Mile)\n",
              "10      0.5                           (Gladiator, Sixth Sense)\n",
              "11      0.1                               (LOTR1, Sixth Sense)\n",
              "12      0.1                       (Harry Potter1, Sixth Sense)\n",
              "13      0.4                             (Patriot, Sixth Sense)\n",
              "14      0.1                               (LOTR2, Sixth Sense)\n",
              "15      0.1                                (LOTR, Sixth Sense)\n",
              "16      0.2                          (Green Mile, Sixth Sense)\n",
              "17      0.6                               (Patriot, Gladiator)\n",
              "18      0.1                                  (Gladiator, LOTR)\n",
              "19      0.1                            (Gladiator, Braveheart)\n",
              "20      0.1                            (Gladiator, Green Mile)\n",
              "21      0.1                             (Harry Potter1, LOTR1)\n",
              "22      0.2                                     (LOTR2, LOTR1)\n",
              "23      0.1                                (Green Mile, LOTR1)\n",
              "24      0.1                             (Harry Potter1, LOTR2)\n",
              "25      0.1                     (Harry Potter2, Harry Potter1)\n",
              "26      0.1                        (Harry Potter1, Green Mile)\n",
              "27      0.1                              (Patriot, Braveheart)\n",
              "28      0.1                                (Green Mile, LOTR2)\n",
              "29      0.1                                 (Green Mile, LOTR)\n",
              "30      0.4                  (Patriot, Gladiator, Sixth Sense)\n",
              "31      0.1                     (Gladiator, LOTR, Sixth Sense)\n",
              "32      0.1               (Gladiator, Green Mile, Sixth Sense)\n",
              "33      0.1                (Harry Potter1, LOTR1, Sixth Sense)\n",
              "34      0.1                        (LOTR2, LOTR1, Sixth Sense)\n",
              "35      0.1                   (Green Mile, LOTR1, Sixth Sense)\n",
              "36      0.1                (Harry Potter1, LOTR2, Sixth Sense)\n",
              "37      0.1           (Harry Potter1, Green Mile, Sixth Sense)\n",
              "38      0.1                   (Green Mile, LOTR2, Sixth Sense)\n",
              "39      0.1                    (Green Mile, LOTR, Sixth Sense)\n",
              "40      0.1                   (Patriot, Gladiator, Braveheart)\n",
              "41      0.1                      (LOTR, Gladiator, Green Mile)\n",
              "42      0.1                      (Harry Potter1, LOTR2, LOTR1)\n",
              "43      0.1                 (Harry Potter1, Green Mile, LOTR1)\n",
              "44      0.1                         (Green Mile, LOTR2, LOTR1)\n",
              "45      0.1                 (Harry Potter1, Green Mile, LOTR2)\n",
              "46      0.1         (LOTR, Gladiator, Green Mile, Sixth Sense)\n",
              "47      0.1         (LOTR2, Harry Potter1, LOTR1, Sixth Sense)\n",
              "48      0.1    (Harry Potter1, Green Mile, LOTR1, Sixth Sense)\n",
              "49      0.1            (LOTR2, Green Mile, LOTR1, Sixth Sense)\n",
              "50      0.1    (Harry Potter1, Green Mile, LOTR2, Sixth Sense)\n",
              "51      0.1          (Harry Potter1, Green Mile, LOTR2, LOTR1)\n",
              "52      0.1  (Green Mile, LOTR1, Harry Potter1, LOTR2, Sixt..."
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "Q1kmo3Oe5Oov",
        "outputId": "79c5f8f2-bca5-4269-a738-e8ec81bb8520"
      },
      "source": [
        "# with 70% confidence\n",
        "\n",
        "rules = association_rules(frequent_itemsets, metric=\"lift\", min_threshold=0.7)\n",
        "rules"
      ],
      "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>antecedents</th>\n",
              "      <th>consequents</th>\n",
              "      <th>antecedent support</th>\n",
              "      <th>consequent support</th>\n",
              "      <th>support</th>\n",
              "      <th>confidence</th>\n",
              "      <th>lift</th>\n",
              "      <th>leverage</th>\n",
              "      <th>conviction</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>(Gladiator)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.714286</td>\n",
              "      <td>1.190476</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.40</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(Gladiator)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>1.190476</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>(LOTR1)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>-0.02</td>\n",
              "      <td>0.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(LOTR1)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.166667</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>-0.02</td>\n",
              "      <td>0.96</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>(Harry Potter1)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>-0.02</td>\n",
              "      <td>0.80</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>245</th>\n",
              "      <td>(Green Mile)</td>\n",
              "      <td>(Sixth Sense, Harry Potter1, LOTR2, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>246</th>\n",
              "      <td>(LOTR1)</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2, Sixth Sense)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>247</th>\n",
              "      <td>(Harry Potter1)</td>\n",
              "      <td>(Sixth Sense, Green Mile, LOTR2, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>248</th>\n",
              "      <td>(LOTR2)</td>\n",
              "      <td>(Sixth Sense, Harry Potter1, Green Mile, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>249</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2, LOTR1)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.166667</td>\n",
              "      <td>1.666667</td>\n",
              "      <td>0.04</td>\n",
              "      <td>1.08</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>250 rows × 9 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         antecedents  ... conviction\n",
              "0        (Gladiator)  ...       1.40\n",
              "1      (Sixth Sense)  ...       1.80\n",
              "2            (LOTR1)  ...       0.80\n",
              "3      (Sixth Sense)  ...       0.96\n",
              "4    (Harry Potter1)  ...       0.80\n",
              "..               ...  ...        ...\n",
              "245     (Green Mile)  ...       1.80\n",
              "246          (LOTR1)  ...       1.80\n",
              "247  (Harry Potter1)  ...       1.80\n",
              "248          (LOTR2)  ...       1.80\n",
              "249    (Sixth Sense)  ...       1.08\n",
              "\n",
              "[250 rows x 9 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MB2qwMve6MKm"
      },
      "source": [
        "###  An leverage value of 0 indicates independence. Range will be [-1 1]\n",
        "### A high conviction value means that the consequent is highly depending on the antecedent and range [0 inf]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 676
        },
        "id": "bDp6SqFv6O81",
        "outputId": "b7fa5d84-6694-456b-968b-4d3f33859cc1"
      },
      "source": [
        "rules.sort_values('lift',ascending = False)[0:20] "
      ],
      "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>antecedents</th>\n",
              "      <th>consequents</th>\n",
              "      <th>antecedent support</th>\n",
              "      <th>consequent support</th>\n",
              "      <th>support</th>\n",
              "      <th>confidence</th>\n",
              "      <th>lift</th>\n",
              "      <th>leverage</th>\n",
              "      <th>conviction</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>146</th>\n",
              "      <td>(LOTR)</td>\n",
              "      <td>(Gladiator, Green Mile, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>142</th>\n",
              "      <td>(LOTR, Sixth Sense)</td>\n",
              "      <td>(Gladiator, Green Mile)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>157</th>\n",
              "      <td>(Harry Potter1, LOTR1)</td>\n",
              "      <td>(LOTR2, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>228</th>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2)</td>\n",
              "      <td>(Sixth Sense, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>227</th>\n",
              "      <td>(Sixth Sense, Green Mile, LOTR1)</td>\n",
              "      <td>(Harry Potter1, LOTR2)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>156</th>\n",
              "      <td>(LOTR2, Sixth Sense)</td>\n",
              "      <td>(Harry Potter1, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>154</th>\n",
              "      <td>(Harry Potter1, LOTR2)</td>\n",
              "      <td>(Sixth Sense, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>226</th>\n",
              "      <td>(Green Mile, LOTR2, LOTR1)</td>\n",
              "      <td>(Harry Potter1, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>225</th>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR1)</td>\n",
              "      <td>(LOTR2, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>184</th>\n",
              "      <td>(LOTR2, Sixth Sense)</td>\n",
              "      <td>(Green Mile, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>185</th>\n",
              "      <td>(Green Mile, LOTR1)</td>\n",
              "      <td>(LOTR2, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>143</th>\n",
              "      <td>(Gladiator, Green Mile)</td>\n",
              "      <td>(LOTR, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>139</th>\n",
              "      <td>(Gladiator, Green Mile, Sixth Sense)</td>\n",
              "      <td>(LOTR)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>182</th>\n",
              "      <td>(Green Mile, LOTR2)</td>\n",
              "      <td>(Sixth Sense, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>214</th>\n",
              "      <td>(Green Mile, LOTR1)</td>\n",
              "      <td>(Harry Potter1, LOTR2)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>213</th>\n",
              "      <td>(Green Mile, LOTR2)</td>\n",
              "      <td>(Harry Potter1, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>212</th>\n",
              "      <td>(Harry Potter1, LOTR1)</td>\n",
              "      <td>(Green Mile, LOTR2)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>211</th>\n",
              "      <td>(Harry Potter1, LOTR2)</td>\n",
              "      <td>(Green Mile, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>187</th>\n",
              "      <td>(Sixth Sense, LOTR1)</td>\n",
              "      <td>(Green Mile, LOTR2)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>109</th>\n",
              "      <td>(LOTR)</td>\n",
              "      <td>(Gladiator, Green Mile)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                              antecedents  ... conviction\n",
              "146                                (LOTR)  ...        inf\n",
              "142                   (LOTR, Sixth Sense)  ...        inf\n",
              "157                (Harry Potter1, LOTR1)  ...        inf\n",
              "228    (Harry Potter1, Green Mile, LOTR2)  ...        inf\n",
              "227      (Sixth Sense, Green Mile, LOTR1)  ...        inf\n",
              "156                  (LOTR2, Sixth Sense)  ...        inf\n",
              "154                (Harry Potter1, LOTR2)  ...        inf\n",
              "226            (Green Mile, LOTR2, LOTR1)  ...        inf\n",
              "225    (Harry Potter1, Green Mile, LOTR1)  ...        inf\n",
              "184                  (LOTR2, Sixth Sense)  ...        inf\n",
              "185                   (Green Mile, LOTR1)  ...        inf\n",
              "143               (Gladiator, Green Mile)  ...        inf\n",
              "139  (Gladiator, Green Mile, Sixth Sense)  ...        inf\n",
              "182                   (Green Mile, LOTR2)  ...        inf\n",
              "214                   (Green Mile, LOTR1)  ...        inf\n",
              "213                   (Green Mile, LOTR2)  ...        inf\n",
              "212                (Harry Potter1, LOTR1)  ...        inf\n",
              "211                (Harry Potter1, LOTR2)  ...        inf\n",
              "187                  (Sixth Sense, LOTR1)  ...        inf\n",
              "109                                (LOTR)  ...        inf\n",
              "\n",
              "[20 rows x 9 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "LDiBWNVC6Q2V",
        "outputId": "e4ad6ca1-fe8b-4c50-8948-15a1d412faed"
      },
      "source": [
        "# Lift Ratio > 1 is a good influential rule in selecting the associated transactions\n",
        "rules[rules.lift>1]"
      ],
      "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>antecedents</th>\n",
              "      <th>consequents</th>\n",
              "      <th>antecedent support</th>\n",
              "      <th>consequent support</th>\n",
              "      <th>support</th>\n",
              "      <th>confidence</th>\n",
              "      <th>lift</th>\n",
              "      <th>leverage</th>\n",
              "      <th>conviction</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>(Gladiator)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.714286</td>\n",
              "      <td>1.190476</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.40</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(Gladiator)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>1.190476</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>(Patriot)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.4</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.111111</td>\n",
              "      <td>0.04</td>\n",
              "      <td>1.20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(Patriot)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.4</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.111111</td>\n",
              "      <td>0.04</td>\n",
              "      <td>1.20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>(LOTR)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.666667</td>\n",
              "      <td>0.04</td>\n",
              "      <td>inf</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>245</th>\n",
              "      <td>(Green Mile)</td>\n",
              "      <td>(Sixth Sense, Harry Potter1, LOTR2, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>246</th>\n",
              "      <td>(LOTR1)</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2, Sixth Sense)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>247</th>\n",
              "      <td>(Harry Potter1)</td>\n",
              "      <td>(Sixth Sense, Green Mile, LOTR2, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>248</th>\n",
              "      <td>(LOTR2)</td>\n",
              "      <td>(Sixth Sense, Harry Potter1, Green Mile, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>249</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2, LOTR1)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.166667</td>\n",
              "      <td>1.666667</td>\n",
              "      <td>0.04</td>\n",
              "      <td>1.08</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>236 rows × 9 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         antecedents  ... conviction\n",
              "0        (Gladiator)  ...       1.40\n",
              "1      (Sixth Sense)  ...       1.80\n",
              "6          (Patriot)  ...       1.20\n",
              "7      (Sixth Sense)  ...       1.20\n",
              "10            (LOTR)  ...        inf\n",
              "..               ...  ...        ...\n",
              "245     (Green Mile)  ...       1.80\n",
              "246          (LOTR1)  ...       1.80\n",
              "247  (Harry Potter1)  ...       1.80\n",
              "248          (LOTR2)  ...       1.80\n",
              "249    (Sixth Sense)  ...       1.08\n",
              "\n",
              "[236 rows x 9 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        },
        "id": "mLJe5yCj6W5M",
        "outputId": "b6423c3b-5def-45df-88ff-ad889a9466f0"
      },
      "source": [
        "# visualization of obtained rule\n",
        "plt.scatter(rules['support'],rules['confidence'])\n",
        "plt.xlabel('support')\n",
        "plt.ylabel('confidence') \n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RXS-wJDe6a8v"
      },
      "source": [
        "###**2. Association rules with 20% Support and 60% confidence**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 457
        },
        "id": "UrPsdt2t6uHY",
        "outputId": "fe1ca919-dcbe-4870-9e19-97db39543dbc"
      },
      "source": [
        "# With Support 20%\n",
        "frequent_itemsets2 = apriori(movies2, min_support=0.2, use_colnames=True)\n",
        "frequent_itemsets2"
      ],
      "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>support</th>\n",
              "      <th>itemsets</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.6</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.7</td>\n",
              "      <td>(Gladiator)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(Harry Potter1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.6</td>\n",
              "      <td>(Patriot)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(LOTR2)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(Green Mile)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0.5</td>\n",
              "      <td>(Gladiator, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>0.4</td>\n",
              "      <td>(Patriot, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(Green Mile, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>0.6</td>\n",
              "      <td>(Patriot, Gladiator)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(LOTR2, LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>0.4</td>\n",
              "      <td>(Patriot, Gladiator, Sixth Sense)</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    support                           itemsets\n",
              "0       0.6                      (Sixth Sense)\n",
              "1       0.7                        (Gladiator)\n",
              "2       0.2                            (LOTR1)\n",
              "3       0.2                    (Harry Potter1)\n",
              "4       0.6                          (Patriot)\n",
              "5       0.2                            (LOTR2)\n",
              "6       0.2                       (Green Mile)\n",
              "7       0.5           (Gladiator, Sixth Sense)\n",
              "8       0.4             (Patriot, Sixth Sense)\n",
              "9       0.2          (Green Mile, Sixth Sense)\n",
              "10      0.6               (Patriot, Gladiator)\n",
              "11      0.2                     (LOTR2, LOTR1)\n",
              "12      0.4  (Patriot, Gladiator, Sixth Sense)"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "F-6FE3KG6z-y",
        "outputId": "ff4b50e6-721c-4e98-d7b8-d0e88b2008db"
      },
      "source": [
        "# with 70% confidence\n",
        "\n",
        "rules2 = association_rules(frequent_itemsets, metric=\"lift\", min_threshold=0.6)\n",
        "rules2"
      ],
      "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>antecedents</th>\n",
              "      <th>consequents</th>\n",
              "      <th>antecedent support</th>\n",
              "      <th>consequent support</th>\n",
              "      <th>support</th>\n",
              "      <th>confidence</th>\n",
              "      <th>lift</th>\n",
              "      <th>leverage</th>\n",
              "      <th>conviction</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>(Gladiator)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.714286</td>\n",
              "      <td>1.190476</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.40</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(Gladiator)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>1.190476</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>(LOTR1)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>-0.02</td>\n",
              "      <td>0.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(LOTR1)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.166667</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>-0.02</td>\n",
              "      <td>0.96</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>(Harry Potter1)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>-0.02</td>\n",
              "      <td>0.80</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>245</th>\n",
              "      <td>(Green Mile)</td>\n",
              "      <td>(Sixth Sense, Harry Potter1, LOTR2, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>246</th>\n",
              "      <td>(LOTR1)</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2, Sixth Sense)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>247</th>\n",
              "      <td>(Harry Potter1)</td>\n",
              "      <td>(Sixth Sense, Green Mile, LOTR2, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>248</th>\n",
              "      <td>(LOTR2)</td>\n",
              "      <td>(Sixth Sense, Harry Potter1, Green Mile, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>249</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2, LOTR1)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.166667</td>\n",
              "      <td>1.666667</td>\n",
              "      <td>0.04</td>\n",
              "      <td>1.08</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>250 rows × 9 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         antecedents  ... conviction\n",
              "0        (Gladiator)  ...       1.40\n",
              "1      (Sixth Sense)  ...       1.80\n",
              "2            (LOTR1)  ...       0.80\n",
              "3      (Sixth Sense)  ...       0.96\n",
              "4    (Harry Potter1)  ...       0.80\n",
              "..               ...  ...        ...\n",
              "245     (Green Mile)  ...       1.80\n",
              "246          (LOTR1)  ...       1.80\n",
              "247  (Harry Potter1)  ...       1.80\n",
              "248          (LOTR2)  ...       1.80\n",
              "249    (Sixth Sense)  ...       1.08\n",
              "\n",
              "[250 rows x 9 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 676
        },
        "id": "wHORCPdw65jW",
        "outputId": "8d87e92c-561d-40cf-e1a9-4ccc709f44c3"
      },
      "source": [
        "rules2.sort_values('lift',ascending = False)[0:20] "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>antecedents</th>\n",
              "      <th>consequents</th>\n",
              "      <th>antecedent support</th>\n",
              "      <th>consequent support</th>\n",
              "      <th>support</th>\n",
              "      <th>confidence</th>\n",
              "      <th>lift</th>\n",
              "      <th>leverage</th>\n",
              "      <th>conviction</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>146</th>\n",
              "      <td>(LOTR)</td>\n",
              "      <td>(Gladiator, Green Mile, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>142</th>\n",
              "      <td>(LOTR, Sixth Sense)</td>\n",
              "      <td>(Gladiator, Green Mile)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>157</th>\n",
              "      <td>(Harry Potter1, LOTR1)</td>\n",
              "      <td>(LOTR2, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>228</th>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2)</td>\n",
              "      <td>(Sixth Sense, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>227</th>\n",
              "      <td>(Sixth Sense, Green Mile, LOTR1)</td>\n",
              "      <td>(Harry Potter1, LOTR2)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>156</th>\n",
              "      <td>(LOTR2, Sixth Sense)</td>\n",
              "      <td>(Harry Potter1, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>154</th>\n",
              "      <td>(Harry Potter1, LOTR2)</td>\n",
              "      <td>(Sixth Sense, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>226</th>\n",
              "      <td>(Green Mile, LOTR2, LOTR1)</td>\n",
              "      <td>(Harry Potter1, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>225</th>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR1)</td>\n",
              "      <td>(LOTR2, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>184</th>\n",
              "      <td>(LOTR2, Sixth Sense)</td>\n",
              "      <td>(Green Mile, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>185</th>\n",
              "      <td>(Green Mile, LOTR1)</td>\n",
              "      <td>(LOTR2, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>143</th>\n",
              "      <td>(Gladiator, Green Mile)</td>\n",
              "      <td>(LOTR, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>139</th>\n",
              "      <td>(Gladiator, Green Mile, Sixth Sense)</td>\n",
              "      <td>(LOTR)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>182</th>\n",
              "      <td>(Green Mile, LOTR2)</td>\n",
              "      <td>(Sixth Sense, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>214</th>\n",
              "      <td>(Green Mile, LOTR1)</td>\n",
              "      <td>(Harry Potter1, LOTR2)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>213</th>\n",
              "      <td>(Green Mile, LOTR2)</td>\n",
              "      <td>(Harry Potter1, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>212</th>\n",
              "      <td>(Harry Potter1, LOTR1)</td>\n",
              "      <td>(Green Mile, LOTR2)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>211</th>\n",
              "      <td>(Harry Potter1, LOTR2)</td>\n",
              "      <td>(Green Mile, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>187</th>\n",
              "      <td>(Sixth Sense, LOTR1)</td>\n",
              "      <td>(Green Mile, LOTR2)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>109</th>\n",
              "      <td>(LOTR)</td>\n",
              "      <td>(Gladiator, Green Mile)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                              antecedents  ... conviction\n",
              "146                                (LOTR)  ...        inf\n",
              "142                   (LOTR, Sixth Sense)  ...        inf\n",
              "157                (Harry Potter1, LOTR1)  ...        inf\n",
              "228    (Harry Potter1, Green Mile, LOTR2)  ...        inf\n",
              "227      (Sixth Sense, Green Mile, LOTR1)  ...        inf\n",
              "156                  (LOTR2, Sixth Sense)  ...        inf\n",
              "154                (Harry Potter1, LOTR2)  ...        inf\n",
              "226            (Green Mile, LOTR2, LOTR1)  ...        inf\n",
              "225    (Harry Potter1, Green Mile, LOTR1)  ...        inf\n",
              "184                  (LOTR2, Sixth Sense)  ...        inf\n",
              "185                   (Green Mile, LOTR1)  ...        inf\n",
              "143               (Gladiator, Green Mile)  ...        inf\n",
              "139  (Gladiator, Green Mile, Sixth Sense)  ...        inf\n",
              "182                   (Green Mile, LOTR2)  ...        inf\n",
              "214                   (Green Mile, LOTR1)  ...        inf\n",
              "213                   (Green Mile, LOTR2)  ...        inf\n",
              "212                (Harry Potter1, LOTR1)  ...        inf\n",
              "211                (Harry Potter1, LOTR2)  ...        inf\n",
              "187                  (Sixth Sense, LOTR1)  ...        inf\n",
              "109                                (LOTR)  ...        inf\n",
              "\n",
              "[20 rows x 9 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "-dwzV7E-6_g1",
        "outputId": "737d36e8-0701-4cc3-80fa-2c3acc5986b0"
      },
      "source": [
        "# Lift Ratio > 1 is a good influential rule in selecting the associated transactions\n",
        "rules2[rules2.lift>1]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>antecedents</th>\n",
              "      <th>consequents</th>\n",
              "      <th>antecedent support</th>\n",
              "      <th>consequent support</th>\n",
              "      <th>support</th>\n",
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              "      <th>conviction</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>(Gladiator)</td>\n",
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              "      <td>1.190476</td>\n",
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              "      <td>1.40</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(Gladiator)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.7</td>\n",
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              "      <td>0.833333</td>\n",
              "      <td>1.190476</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>(Patriot)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.4</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.111111</td>\n",
              "      <td>0.04</td>\n",
              "      <td>1.20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(Patriot)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.4</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.111111</td>\n",
              "      <td>0.04</td>\n",
              "      <td>1.20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>(LOTR)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.666667</td>\n",
              "      <td>0.04</td>\n",
              "      <td>inf</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>245</th>\n",
              "      <td>(Green Mile)</td>\n",
              "      <td>(Sixth Sense, Harry Potter1, LOTR2, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>246</th>\n",
              "      <td>(LOTR1)</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2, Sixth Sense)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>247</th>\n",
              "      <td>(Harry Potter1)</td>\n",
              "      <td>(Sixth Sense, Green Mile, LOTR2, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>248</th>\n",
              "      <td>(LOTR2)</td>\n",
              "      <td>(Sixth Sense, Harry Potter1, Green Mile, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>249</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2, LOTR1)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.166667</td>\n",
              "      <td>1.666667</td>\n",
              "      <td>0.04</td>\n",
              "      <td>1.08</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>236 rows × 9 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         antecedents  ... conviction\n",
              "0        (Gladiator)  ...       1.40\n",
              "1      (Sixth Sense)  ...       1.80\n",
              "6          (Patriot)  ...       1.20\n",
              "7      (Sixth Sense)  ...       1.20\n",
              "10            (LOTR)  ...        inf\n",
              "..               ...  ...        ...\n",
              "245     (Green Mile)  ...       1.80\n",
              "246          (LOTR1)  ...       1.80\n",
              "247  (Harry Potter1)  ...       1.80\n",
              "248          (LOTR2)  ...       1.80\n",
              "249    (Sixth Sense)  ...       1.08\n",
              "\n",
              "[236 rows x 9 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        },
        "id": "arok_4JY7E1u",
        "outputId": "9695c82b-ddc2-467a-aa0c-8f72053f5b1d"
      },
      "source": [
        "# visualization of obtained rule\n",
        "plt.scatter(rules2['support'],rules2['confidence'])\n",
        "plt.xlabel('support')\n",
        "plt.ylabel('confidence') \n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEGCAYAAABo25JHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAViklEQVR4nO3df5BlZX3n8feHYShbBSfsTLKZHtYxBGeXErZGW6JhN4u7kkFxYQp/QUltiAb2h2zW1Z0NrFbWwrVAJ7HKKtmNYFyjISFiyGQsiBPXQq2woDSOOoI1CgSW6cnKCAzi0sIwfvePexubnu7p20yfe7vveb+qbnWf55x7z/fh9twP55znnidVhSSpvY4adAGSpMEyCCSp5QwCSWo5g0CSWs4gkKSWO3rQBSzU6tWra/369YMuQ5KWlTvvvPOHVbVmtnXLLgjWr1/P+Pj4oMuQpGUlyQNzrfPUkCS1nEEgSS1nEEhSyxkEktRyBoEktVxjo4aSfBJ4A/BQVb1slvUBPgq8HngCuKiqvtFELesvu+mQtvuvOruJXS0Zb7v2Nm6995Fnlk8/8Xiuu/jVA6xITdi2c4KtO3azd/8ka1eNsGXTBjZvHB10WVpkTb/PTR4RfAo46zDrXwec1H1cAvyPJoqYLQQO1z4MZoYAwK33PsLbrr1tQBWpCdt2TnD5jbuY2D9JARP7J7n8xl1s2zkx6NK0iPrxPjcWBFX1VeCRw2xyLvDp6rgdWJXkF5uqp01mhsB87Vqetu7YzeSBg89qmzxwkK07dg+oIjWhH+/zIK8RjAIPTlve0207RJJLkownGd+3b19fipOWur37JxfUruWpH+/zsrhYXFXXVNVYVY2tWTPrN6Sl1lm7amRB7Vqe+vE+DzIIJoATpi2v67bpCJ1+4vELatfytGXTBkZWrnhW28jKFWzZtGFAFakJ/XifBxkE24F/lY5XAY9V1d8t9k7mGh00zKOGrrv41Yd86DtqaPhs3jjKleedwuiqEQKMrhrhyvNOcdTQkOnH+5ym5ixO8qfAGcBq4AfAfwVWAlTVH3SHj36MzsiiJ4DfrKp57yY3NjZW3nROkhYmyZ1VNTbbusa+R1BVF8yzvoB3NrV/SVJvlsXFYklScwwCSWo5g0CSWs4gkKSWMwgkqeUMAklqOYNAklrOIJCkljMIJKnlDAJJajmDQJJaziCQpJYzCCSp5QwCSWo5g0CSWs4gkKSWMwgkqeUMAklqOYNAklrOIJCkljMIJKnlDAJJajmDQJJaziCQpJY7etAFSJIOb9vOCbbu2M3e/ZOsXTXClk0b2LxxdNFe3yCQpCVs284JLr9xF5MHDgIwsX+Sy2/cBbBoYeCpIUlawrbu2P1MCEyZPHCQrTt2L9o+DAJJWsL27p9cUPtzYRBI0hK2dtXIgtqfC4NAkpawLZs2MLJyxbPaRlauYMumDYu2Dy8WS1pWmh5Bs9RM9c1RQ5JEf0bQLEWbN4422j9PDUlaNvoxgqaNDAJJy0Y/RtC0kUEgadnoxwiaNjIIJC0b/RhB00ZeLJa0bPRjBE0bNRoESc4CPgqsAD5RVVfNWP8PgD8CVnW3uayqbm6yJmmYtG0oJTQ/gqaNGjs1lGQFcDXwOuBk4IIkJ8/Y7H3AZ6tqI3A+8N+bqkcaNlNDKSf2T1L8bCjltp0Tgy5Ny0yT1whOA+6pqvuq6ingeuDcGdsUcFz39xcBexusRxoqDqXUYmkyCEaBB6ct7+m2Tfd+4MIke4CbgX8/2wsluSTJeJLxffv2NVGrtOw4lFKLZdCjhi4APlVV64DXA59JckhNVXVNVY1V1diaNWv6XqS0FDmUUoulySCYAE6Ytryu2zbdO4DPAlTVbcDzgNUN1iQNDYdSarE0GQR3ACcleUmSY+hcDN4+Y5v/A/wLgCT/iE4QeO5H6sHmjaNced4pjK4aIcDoqhGuPO8UR9RowRobPlpVTye5FNhBZ2joJ6vqriRXAONVtR14D3Btkv9I58LxRVVVTdUkDRuHUmoxNPo9gu53Am6e0fa7036/Gzi9yRokSYc36IvFkqQBMwgkqeUMAklqOYNAklrOIJCkljMIJKnlDAJJajmDQJJaziCQpJYzCCSp5QwCSWo5J6+XtKy0cZ7mphkEkpaNqXmap6bonJqnGTAMjoCnhiQtG87T3AyDQNKy4TzNzTAIJC0bztPcDINA0rLhPM3N8GKxpGVj6oKwo4YWl0EgaVlxnubF56khSWo5g0CSWs4gkKSW6/kaQZIXAydV1f9KMgIcXVWPN1eapPn8yge/yA8ef+qZ5V849hi+9t4zB1iRlqOejgiSXAx8Dvh4t2kdsK2poiTNb2YIAPzg8af4lQ9+cUAVabnq9dTQO4HTgR8BVNX3gZ9vqihJ85sZAvO1S3PpNQierKpn/rqSHA1UMyVJkvqp1yD4SpL/AowkORO4Afh8c2VJkvql1yC4DNgH7AL+NXAz8L6mipI0v1849pgFtUtz6TUIRoBPVtWbq+pNwCe7bZIG5GvvPfOQD31HDem56HX46JeA1wI/7i6PAH8N/GoTRUnqjR/6Wgy9HhE8r6qmQoDu789vpiRJUj/1GgT/L8nLpxaSvAJwJghJGgK9nhp6F3BDkr1AgL8PvLWxqiRJfdNTEFTVHUn+ITA1+8PuqjrQXFmSpH5ZyHwErwTWd5/z8iRU1acbqUqS1Dc9BUGSzwAnAt8EDnabCzAIJGmZ6/WIYAw4uaq8rYQkDZleRw19h84F4gVJclaS3UnuSXLZHNu8JcndSe5K8icL3Yck6cj0ekSwGrg7ydeBJ6caq+qcuZ6QZAVwNXAmsAe4I8n2qrp72jYnAZcDp1fVo0m8o6kk9VmvQfD+5/DapwH3VNV9AEmuB84F7p62zcXA1VX1KEBVPfQc9iNJOgI9nRqqqq8A9wMru7/fAXxjnqeNAg9OW97TbZvupcBLk9ya5PYkZ832QkkuSTKeZHzfvn29lCxJ6tFznaFslMWZoexo4CTgDOAC4Nokq2ZuVFXXVNVYVY2tWbNmEXYrSZrS5AxlE8AJ05bXddum2wNsr6oDVfW3wPfoBIMkqU+anKHsDuCkJC9JcgxwPrB9xjbb6BwNkGQ1nVNF9/VYkyRpEfR6sXjmDGX/jnlmKKuqp5NcCuwAVtCZz+CuJFcA41W1vbvu15PcTeeLaluq6uHn2hmpbbbtnGDrjt3s3T/J2lUjbNm0gc0bZ16Kkw4vvXxHLMlRwDuAX6dz07kdwCcG8QWzsbGxGh8f7/dupSVn284JLr9xF5MHDj7TNrJyBVeed4phoEMkubOqxmZb1+tN534KXNt9SFoCtu7Y/awQAJg8cJCtO3YbBFqQwwZBkl0c5lpAVZ266BVJ6sne/bNPCTJXuzSX+Y4I3tD9+c7uz890f17I/BeLJTVo7aoRJmb50F+7yunEtTCHHTVUVQ9U1QPAmVX1n6tqV/fxO3SuF0gakC2bNjCycsWz2kZWrmDLpg1zPEOaXa/DR5Pk9GkLv7qA50pqwOaNo1x53imMrhohwOiqES8U6znpdfjoO4BPJnkRnVFDjwJvb6wqST3ZvHHUD34dsV5HDd0J/ONuEFBVjzValSSpb+YbNXRhVf1xknfPaAegqj7SYG2SpD6Y74jg+d2fxzZdiCRpMOYLghO7P++uqhuaLkaS1H/zjfx5fTrngS7vRzGSpP6b74jgC3RGCL0wyY+mtQeoqjquscokSX0x3xfKtlTVKuCmqjpu2uNYQ0CShkOvU1We23QhkqTB6HWqyvOSfD/JY0l+lOTxGaeKJEnLVK/fLP4w8C+r6rtNFtOU9ZfddEjb/VedPYBKJGnp6fV+QT8YphA4XLsktU2vRwTjSf6MzhzDT041VtWNjVQlSeqbXoPgOOAJnn3r6QIMAkla5nq96dxvNl2IJGkweh01tC7JXyR5qPv48yTrmi5OktS8Xi8W/09gO7C2+/h8t23Jm2t0kKOGJKmj12sEa6pq+gf/p5K8q4mCmuCHviTNrdcjgoeTXJhkRfdxIfBwk4VJkvqj1yB4O/AW4P8Cfwe8CbiooZokSX3U66mhK4DfqKpHAZIcD/wezlssScter0cEp06FAEBVPQJsbKYkSVI/9RoERyX5uamF7hFBr0cTkqQlrNcP898HbksyNV3lm4EPNlOSJKmfev1m8aeTjAP/vNt0XlXd3VxZkqR+6fn0TveD3w9/SRoyvV4jkCQNKYNAklrOIJCkljMIJKnlDAJJajmDQJJartEgSHJWkt1J7kly2WG2e2OSSjLWZD2SpEM1FgRJVgBXA68DTgYuSHLyLNsdC/wH4GtN1SJJmluTRwSnAfdU1X1V9RRwPXDuLNt9APgQ8JMGa5EkzaHJIBgFHpy2vKfb9owkLwdOqKqbGqxDknQYA7tYnOQo4CPAe3rY9pIk40nG9+3b13xxktQiTQbBBHDCtOV13bYpxwIvA76c5H7gVcD22S4YV9U1VTVWVWNr1qxpsGRJap8mg+AO4KQkL0lyDHA+sH1qZVU9VlWrq2p9Va0HbgfOqarxBmuSJM3QWBBU1dPApcAO4LvAZ6vqriRXJDmnqf1Kkham0VnGqupm4OYZbb87x7ZnNFmLJGl2frNYklrOIJCkljMIJKnlDAJJajmDQJJaziCQpJYzCCSp5Rr9HoEGZ9vOCbbu2M3e/ZOsXTXClk0b2LxxdP4nSmodg2AIbds5weU37mLywEEAJvZPcvmNuwAMA0mH8NTQENq6Y/czITBl8sBBtu7YPaCKJC1lBsEQ2rt/ckHtktrNIBhCa1eNLKhdUrsZBENoy6YNjKxc8ay2kZUr2LJpw4AqkrSUebF4CE1dEHbUkKReGARDavPGUT/4JfXEU0OS1HIGgSS1nEEgSS1nEEhSyxkEktRyBoEktZxBIEktZxBIUssZBJLUcgaBJLWcQSBJLWcQSFLLGQSS1HIGgSS1nEEgSS1nEEhSyxkEktRyBoEktZxBIEktZxBIUssZBJLUcgaBJLWcQSBJLXd0ky+e5Czgo8AK4BNVddWM9e8Gfgt4GtgHvL2qHljsOt527W3ceu8jzyyffuLxXHfxqxd7N5K0LDV2RJBkBXA18DrgZOCCJCfP2GwnMFZVpwKfAz682HXMDAGAW+99hLdde9ti70qSlqUmTw2dBtxTVfdV1VPA9cC50zeoqluq6onu4u3AusUuYmYIzNcuSW3TZBCMAg9OW97TbZvLO4C/mm1FkkuSjCcZ37dv3yKWKElaEheLk1wIjAFbZ1tfVddU1VhVja1Zs6a/xUnSkGsyCCaAE6Ytr+u2PUuS1wLvBc6pqicXu4jTTzx+Qe2S1DZNBsEdwElJXpLkGOB8YPv0DZJsBD5OJwQeaqKI6y5+9SEf+o4akqSfaSwIqupp4FJgB/Bd4LNVdVeSK5Kc091sK/BC4IYk30yyfY6XOyKzjRqSJHWkqgZdw4KMjY3V+Ph4z9uvv+ymOdfdf9XZi1GSJC15Se6sqrHZ1i2Ji8WSpMExCCSp5QwCSWo5g0CSWm7og2CuC8JeKJakjqEPgl++fPZRQ3O1S1LbDH0QPD3H6Ni52iWpbYY+CCRJh2cQSFLLDX0QHJ2FtUtS2wx9ENxz5dmHfOgfnU67JKnhOYuXCj/0JWluQ39EIEk6PINAklrOIJCkljMIJKnlDAJJarllN0NZkn3AA8/x6auBHy5iOcuBfW4H+9wOR9LnF1fVmtlWLLsgOBJJxueaqm1Y2ed2sM/t0FSfPTUkSS1nEEhSy7UtCK4ZdAEDYJ/bwT63QyN9btU1AknSodp2RCBJmsEgkKSWG8ogSHJWkt1J7kly2Szrfy3JN5I8neRNg6hxsfXQ53cnuTvJt5N8KcmLB1HnYuqhz/8mya4k30zyN0lOHkSdi2m+Pk/b7o1JKsmyHl7Zw3t8UZJ93ff4m0l+axB1LqZe3uMkb+n+e74ryZ8c8U6raqgewArgXuCXgGOAbwEnz9hmPXAq8GngTYOuuU99fg3w/O7v/xb4s0HX3Yc+Hzft93OALwy67qb73N3uWOCrwO3A2KDrbvg9vgj42KBr7XOfTwJ2Aj/XXf75I93vMB4RnAbcU1X3VdVTwPXAudM3qKr7q+rbwE8HUWADeunzLVX1RHfxdmBdn2tcbL30+UfTFl8ALPeREfP2uesDwIeAn/SzuAb02t9h0kufLwaurqpHAarqoSPd6TAGwSjw4LTlPd22YbbQPr8D+KtGK2peT31O8s4k9wIfBn67T7U1Zd4+J3k5cEJV3dTPwhrS69/1G7unPD+X5IT+lNaYXvr8UuClSW5NcnuSs450p8MYBDqMJBcCY8DWQdfSD1V1dVWdCPwO8L5B19OkJEcBHwHeM+ha+ujzwPqqOhX4IvBHA66nH46mc3roDOAC4Nokq47kBYcxCCaA6f9XsK7bNsx66nOS1wLvBc6pqif7VFtTFvo+Xw9sbrSi5s3X52OBlwFfTnI/8Cpg+zK+YDzve1xVD0/7W/4E8Io+1daUXv6u9wDbq+pAVf0t8D06wfCcDWMQ3AGclOQlSY4Bzge2D7imps3b5yQbgY/TCYEjPqe4BPTS5+n/OM4Gvt/H+ppw2D5X1WNVtbqq1lfVejrXgs6pqvHBlHvEenmPf3Ha4jnAd/tYXxN6+fzaRudogCSr6Zwquu9Idjp0QVBVTwOXAjvo/FF8tqruSnJFknMAkrwyyR7gzcDHk9w1uIqPXC99pnMq6IXADd1hdss6HHvs86Xd4XXfBN4N/MaAyl0UPfZ5aPTY39/uvsffonMN6KLBVLs4euzzDuDhJHcDtwBbqurhI9mvt5iQpJYbuiMCSdLCGASS1HIGgSS1nEEgSS1nEEhSyxkE0hKR5F1Jnj/oOtQ+Dh+VloAkU3edHKuqHw66HrWLRwRqvSQvSHJTkm8l+U6Stya5v/utTZKMJfly9/f3J/lMktuSfD/Jxd32M5J8tfs6u5P8QffePyS5oDsvwneSfGjafn+c5Pe7X4Z6L7AWuCXJLf3+b6B2O3rQBUhLwFnA3qo6GyDJi+jcxnkup9K5j88LgJ1Jpu70eRpwMvAA8AXgvCT/u/tarwAeBf46yeaq2tZ9/teq6j3d/b4deI1HBOo3jwgk2AWcmeRDSf5pVT02z/Z/WVWT3Q/sW+gEAMDXu/eRPwj8KfBPgFcCX66qfd3bB1wH/Fp3+4PAny96b6QF8ohArVdV3+vex//1wH9L8iXgaX72P0rPm/mUOZbnap/LT7qhIQ2URwRqvSRrgSeq6o/p3Jzv5cD9/OyWxm+c8ZRzkzwvyd+jcxfIO7rtp3XvGnkU8Fbgb4CvA/8syeruBeELgK/MUcrjdG4lLfWVRwQSnAJsTfJT4ACdOZ1HgD9M8gHgyzO2/zadU0KrgQ9U1d4kL6UTCB8Dfrm7/i+q6qfdCchvAQLcVFV/OUcd1wBfSLK3ql6zqD2UDsPho9ICJHk/8OOq+r0Z7WcA/6mq3jCIuqQj4akhSWo5jwgkqeU8IpCkljMIJKnlDAJJajmDQJJaziCQpJb7/wSP9S0HNu7UAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jkMH5pFZ7Pgw"
      },
      "source": [
        "###**3. Association rules with 5% Support and 95% confidence**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "LqHtKuDy7Yzy",
        "outputId": "0e9e3013-6dc3-43d1-9ff6-8a9777e4847e"
      },
      "source": [
        "# With Support 5%\n",
        "frequent_itemsets3 = apriori(movies2, min_support=0.05, use_colnames=True)\n",
        "frequent_itemsets3"
      ],
      "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>support</th>\n",
              "      <th>itemsets</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.6</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.7</td>\n",
              "      <td>(Gladiator)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(Harry Potter1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.6</td>\n",
              "      <td>(Patriot)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(LOTR2)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter2)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Braveheart)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(Green Mile)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>0.5</td>\n",
              "      <td>(Gladiator, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR1, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>0.4</td>\n",
              "      <td>(Patriot, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR2, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(Green Mile, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>0.6</td>\n",
              "      <td>(Patriot, Gladiator)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Gladiator, LOTR)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Gladiator, Braveheart)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Gladiator, Green Mile)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>0.2</td>\n",
              "      <td>(LOTR2, LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Green Mile, LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, LOTR2)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter2, Harry Potter1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, Green Mile)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Patriot, Braveheart)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Green Mile, LOTR2)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Green Mile, LOTR)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>0.4</td>\n",
              "      <td>(Patriot, Gladiator, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Gladiator, LOTR, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Gladiator, Green Mile, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, LOTR1, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR2, LOTR1, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Green Mile, LOTR1, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, LOTR2, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, Green Mile, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Green Mile, LOTR2, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Green Mile, LOTR, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Patriot, Gladiator, Braveheart)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR, Gladiator, Green Mile)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, LOTR2, LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Green Mile, LOTR2, LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR, Gladiator, Green Mile, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR2, Harry Potter1, LOTR1, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR1, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(LOTR2, Green Mile, LOTR1, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2, Sixth Sense)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>51</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2, LOTR1)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>52</th>\n",
              "      <td>0.1</td>\n",
              "      <td>(Green Mile, LOTR1, Harry Potter1, LOTR2, Sixt...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "    support                                           itemsets\n",
              "0       0.6                                      (Sixth Sense)\n",
              "1       0.7                                        (Gladiator)\n",
              "2       0.2                                            (LOTR1)\n",
              "3       0.2                                    (Harry Potter1)\n",
              "4       0.6                                          (Patriot)\n",
              "5       0.2                                            (LOTR2)\n",
              "6       0.1                                    (Harry Potter2)\n",
              "7       0.1                                             (LOTR)\n",
              "8       0.1                                       (Braveheart)\n",
              "9       0.2                                       (Green Mile)\n",
              "10      0.5                           (Gladiator, Sixth Sense)\n",
              "11      0.1                               (LOTR1, Sixth Sense)\n",
              "12      0.1                       (Harry Potter1, Sixth Sense)\n",
              "13      0.4                             (Patriot, Sixth Sense)\n",
              "14      0.1                               (LOTR2, Sixth Sense)\n",
              "15      0.1                                (LOTR, Sixth Sense)\n",
              "16      0.2                          (Green Mile, Sixth Sense)\n",
              "17      0.6                               (Patriot, Gladiator)\n",
              "18      0.1                                  (Gladiator, LOTR)\n",
              "19      0.1                            (Gladiator, Braveheart)\n",
              "20      0.1                            (Gladiator, Green Mile)\n",
              "21      0.1                             (Harry Potter1, LOTR1)\n",
              "22      0.2                                     (LOTR2, LOTR1)\n",
              "23      0.1                                (Green Mile, LOTR1)\n",
              "24      0.1                             (Harry Potter1, LOTR2)\n",
              "25      0.1                     (Harry Potter2, Harry Potter1)\n",
              "26      0.1                        (Harry Potter1, Green Mile)\n",
              "27      0.1                              (Patriot, Braveheart)\n",
              "28      0.1                                (Green Mile, LOTR2)\n",
              "29      0.1                                 (Green Mile, LOTR)\n",
              "30      0.4                  (Patriot, Gladiator, Sixth Sense)\n",
              "31      0.1                     (Gladiator, LOTR, Sixth Sense)\n",
              "32      0.1               (Gladiator, Green Mile, Sixth Sense)\n",
              "33      0.1                (Harry Potter1, LOTR1, Sixth Sense)\n",
              "34      0.1                        (LOTR2, LOTR1, Sixth Sense)\n",
              "35      0.1                   (Green Mile, LOTR1, Sixth Sense)\n",
              "36      0.1                (Harry Potter1, LOTR2, Sixth Sense)\n",
              "37      0.1           (Harry Potter1, Green Mile, Sixth Sense)\n",
              "38      0.1                   (Green Mile, LOTR2, Sixth Sense)\n",
              "39      0.1                    (Green Mile, LOTR, Sixth Sense)\n",
              "40      0.1                   (Patriot, Gladiator, Braveheart)\n",
              "41      0.1                      (LOTR, Gladiator, Green Mile)\n",
              "42      0.1                      (Harry Potter1, LOTR2, LOTR1)\n",
              "43      0.1                 (Harry Potter1, Green Mile, LOTR1)\n",
              "44      0.1                         (Green Mile, LOTR2, LOTR1)\n",
              "45      0.1                 (Harry Potter1, Green Mile, LOTR2)\n",
              "46      0.1         (LOTR, Gladiator, Green Mile, Sixth Sense)\n",
              "47      0.1         (LOTR2, Harry Potter1, LOTR1, Sixth Sense)\n",
              "48      0.1    (Harry Potter1, Green Mile, LOTR1, Sixth Sense)\n",
              "49      0.1            (LOTR2, Green Mile, LOTR1, Sixth Sense)\n",
              "50      0.1    (Harry Potter1, Green Mile, LOTR2, Sixth Sense)\n",
              "51      0.1          (Harry Potter1, Green Mile, LOTR2, LOTR1)\n",
              "52      0.1  (Green Mile, LOTR1, Harry Potter1, LOTR2, Sixt..."
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "o1qeoYF37fZL",
        "outputId": "969d6b1c-5c52-4f3a-fd2b-ee78e7d94f90"
      },
      "source": [
        "# with 95% confidence\n",
        "\n",
        "rules3 = association_rules(frequent_itemsets, metric=\"lift\", min_threshold=0.95)\n",
        "rules3"
      ],
      "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>antecedents</th>\n",
              "      <th>consequents</th>\n",
              "      <th>antecedent support</th>\n",
              "      <th>consequent support</th>\n",
              "      <th>support</th>\n",
              "      <th>confidence</th>\n",
              "      <th>lift</th>\n",
              "      <th>leverage</th>\n",
              "      <th>conviction</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>(Gladiator)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.714286</td>\n",
              "      <td>1.190476</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.40</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(Gladiator)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>1.190476</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>(Patriot)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.4</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.111111</td>\n",
              "      <td>0.04</td>\n",
              "      <td>1.20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(Patriot)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.4</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.111111</td>\n",
              "      <td>0.04</td>\n",
              "      <td>1.20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>(LOTR)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.666667</td>\n",
              "      <td>0.04</td>\n",
              "      <td>inf</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>233</th>\n",
              "      <td>(Green Mile)</td>\n",
              "      <td>(Sixth Sense, Harry Potter1, LOTR2, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>234</th>\n",
              "      <td>(LOTR1)</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2, Sixth Sense)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>235</th>\n",
              "      <td>(Harry Potter1)</td>\n",
              "      <td>(Sixth Sense, Green Mile, LOTR2, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>236</th>\n",
              "      <td>(LOTR2)</td>\n",
              "      <td>(Sixth Sense, Harry Potter1, Green Mile, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>237</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2, LOTR1)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.166667</td>\n",
              "      <td>1.666667</td>\n",
              "      <td>0.04</td>\n",
              "      <td>1.08</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>238 rows × 9 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         antecedents  ... conviction\n",
              "0        (Gladiator)  ...       1.40\n",
              "1      (Sixth Sense)  ...       1.80\n",
              "2          (Patriot)  ...       1.20\n",
              "3      (Sixth Sense)  ...       1.20\n",
              "4             (LOTR)  ...        inf\n",
              "..               ...  ...        ...\n",
              "233     (Green Mile)  ...       1.80\n",
              "234          (LOTR1)  ...       1.80\n",
              "235  (Harry Potter1)  ...       1.80\n",
              "236          (LOTR2)  ...       1.80\n",
              "237    (Sixth Sense)  ...       1.08\n",
              "\n",
              "[238 rows x 9 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 676
        },
        "id": "dR1cPVeQ7qs7",
        "outputId": "2c2248e5-5376-4537-ba09-4ae5cbef3fc0"
      },
      "source": [
        "rules3.sort_values('lift',ascending = False)[0:20] "
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "        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>antecedents</th>\n",
              "      <th>consequents</th>\n",
              "      <th>antecedent support</th>\n",
              "      <th>consequent support</th>\n",
              "      <th>support</th>\n",
              "      <th>confidence</th>\n",
              "      <th>lift</th>\n",
              "      <th>leverage</th>\n",
              "      <th>conviction</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>222</th>\n",
              "      <td>(Harry Potter1, LOTR2, Sixth Sense)</td>\n",
              "      <td>(Green Mile, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>218</th>\n",
              "      <td>(Green Mile, LOTR2, Sixth Sense)</td>\n",
              "      <td>(Harry Potter1, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>224</th>\n",
              "      <td>(Harry Potter1, Green Mile)</td>\n",
              "      <td>(Sixth Sense, LOTR2, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>223</th>\n",
              "      <td>(Green Mile, LOTR1)</td>\n",
              "      <td>(Harry Potter1, LOTR2, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>199</th>\n",
              "      <td>(Harry Potter1, LOTR2)</td>\n",
              "      <td>(Green Mile, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>184</th>\n",
              "      <td>(Harry Potter1, Green Mile)</td>\n",
              "      <td>(LOTR2, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>187</th>\n",
              "      <td>(Green Mile, LOTR2)</td>\n",
              "      <td>(Harry Potter1, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>221</th>\n",
              "      <td>(Sixth Sense, LOTR2, LOTR1)</td>\n",
              "      <td>(Harry Potter1, Green Mile)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>220</th>\n",
              "      <td>(Sixth Sense, Harry Potter1, LOTR1)</td>\n",
              "      <td>(Green Mile, LOTR2)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>202</th>\n",
              "      <td>(Green Mile, LOTR1)</td>\n",
              "      <td>(Harry Potter1, LOTR2)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>216</th>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2)</td>\n",
              "      <td>(Sixth Sense, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>158</th>\n",
              "      <td>(Harry Potter1, Sixth Sense)</td>\n",
              "      <td>(Green Mile, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>200</th>\n",
              "      <td>(Harry Potter1, LOTR1)</td>\n",
              "      <td>(Green Mile, LOTR2)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>215</th>\n",
              "      <td>(Sixth Sense, Green Mile, LOTR1)</td>\n",
              "      <td>(Harry Potter1, LOTR2)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>214</th>\n",
              "      <td>(Green Mile, LOTR2, LOTR1)</td>\n",
              "      <td>(Harry Potter1, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>147</th>\n",
              "      <td>(Sixth Sense, LOTR1)</td>\n",
              "      <td>(Harry Potter1, LOTR2)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>213</th>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR1)</td>\n",
              "      <td>(LOTR2, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>201</th>\n",
              "      <td>(Green Mile, LOTR2)</td>\n",
              "      <td>(Harry Potter1, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>145</th>\n",
              "      <td>(Harry Potter1, LOTR1)</td>\n",
              "      <td>(LOTR2, Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>144</th>\n",
              "      <td>(LOTR2, Sixth Sense)</td>\n",
              "      <td>(Harry Potter1, LOTR1)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>0.09</td>\n",
              "      <td>inf</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                             antecedents  ... conviction\n",
              "222  (Harry Potter1, LOTR2, Sixth Sense)  ...        inf\n",
              "218     (Green Mile, LOTR2, Sixth Sense)  ...        inf\n",
              "224          (Harry Potter1, Green Mile)  ...        inf\n",
              "223                  (Green Mile, LOTR1)  ...        inf\n",
              "199               (Harry Potter1, LOTR2)  ...        inf\n",
              "184          (Harry Potter1, Green Mile)  ...        inf\n",
              "187                  (Green Mile, LOTR2)  ...        inf\n",
              "221          (Sixth Sense, LOTR2, LOTR1)  ...        inf\n",
              "220  (Sixth Sense, Harry Potter1, LOTR1)  ...        inf\n",
              "202                  (Green Mile, LOTR1)  ...        inf\n",
              "216   (Harry Potter1, Green Mile, LOTR2)  ...        inf\n",
              "158         (Harry Potter1, Sixth Sense)  ...        inf\n",
              "200               (Harry Potter1, LOTR1)  ...        inf\n",
              "215     (Sixth Sense, Green Mile, LOTR1)  ...        inf\n",
              "214           (Green Mile, LOTR2, LOTR1)  ...        inf\n",
              "147                 (Sixth Sense, LOTR1)  ...        inf\n",
              "213   (Harry Potter1, Green Mile, LOTR1)  ...        inf\n",
              "201                  (Green Mile, LOTR2)  ...        inf\n",
              "145               (Harry Potter1, LOTR1)  ...        inf\n",
              "144                 (LOTR2, Sixth Sense)  ...        inf\n",
              "\n",
              "[20 rows x 9 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "ppbchmWM7yZo",
        "outputId": "60b19602-fd71-469d-9c0e-bda08524f543"
      },
      "source": [
        "# Lift Ratio > 1 is a good influential rule in selecting the associated transactions\n",
        "rules3[rules3.lift>1]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "        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>antecedents</th>\n",
              "      <th>consequents</th>\n",
              "      <th>antecedent support</th>\n",
              "      <th>consequent support</th>\n",
              "      <th>support</th>\n",
              "      <th>confidence</th>\n",
              "      <th>lift</th>\n",
              "      <th>leverage</th>\n",
              "      <th>conviction</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>(Gladiator)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.714286</td>\n",
              "      <td>1.190476</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.40</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(Gladiator)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.7</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0.833333</td>\n",
              "      <td>1.190476</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>(Patriot)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.4</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.111111</td>\n",
              "      <td>0.04</td>\n",
              "      <td>1.20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(Patriot)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.4</td>\n",
              "      <td>0.666667</td>\n",
              "      <td>1.111111</td>\n",
              "      <td>0.04</td>\n",
              "      <td>1.20</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>(LOTR)</td>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>1.666667</td>\n",
              "      <td>0.04</td>\n",
              "      <td>inf</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>233</th>\n",
              "      <td>(Green Mile)</td>\n",
              "      <td>(Sixth Sense, Harry Potter1, LOTR2, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>234</th>\n",
              "      <td>(LOTR1)</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2, Sixth Sense)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>235</th>\n",
              "      <td>(Harry Potter1)</td>\n",
              "      <td>(Sixth Sense, Green Mile, LOTR2, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>236</th>\n",
              "      <td>(LOTR2)</td>\n",
              "      <td>(Sixth Sense, Harry Potter1, Green Mile, LOTR1)</td>\n",
              "      <td>0.2</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.08</td>\n",
              "      <td>1.80</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>237</th>\n",
              "      <td>(Sixth Sense)</td>\n",
              "      <td>(Harry Potter1, Green Mile, LOTR2, LOTR1)</td>\n",
              "      <td>0.6</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.1</td>\n",
              "      <td>0.166667</td>\n",
              "      <td>1.666667</td>\n",
              "      <td>0.04</td>\n",
              "      <td>1.08</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>236 rows × 9 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         antecedents  ... conviction\n",
              "0        (Gladiator)  ...       1.40\n",
              "1      (Sixth Sense)  ...       1.80\n",
              "2          (Patriot)  ...       1.20\n",
              "3      (Sixth Sense)  ...       1.20\n",
              "4             (LOTR)  ...        inf\n",
              "..               ...  ...        ...\n",
              "233     (Green Mile)  ...       1.80\n",
              "234          (LOTR1)  ...       1.80\n",
              "235  (Harry Potter1)  ...       1.80\n",
              "236          (LOTR2)  ...       1.80\n",
              "237    (Sixth Sense)  ...       1.08\n",
              "\n",
              "[236 rows x 9 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        },
        "id": "pmQkX-Zw776o",
        "outputId": "c6f46f33-b3b6-4566-ff83-aba99888d679"
      },
      "source": [
        "# visualization of obtained rule\n",
        "plt.scatter(rules3['support'],rules3['confidence'])\n",
        "plt.xlabel('support')\n",
        "plt.ylabel('confidence') \n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TJ1fzew78Coj"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}