bigmart_sales_prediction.ipynb

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    "colab": {
      "name": "bigmart_sales_prediction.ipynb",
      "provenance": []
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    "kernelspec": {
      "name": "python3",
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      "name": "python"
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  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "m3yTJkjcllwV"
      },
      "source": [
        "import pandas as pd \n",
        "import numpy as np \n",
        "import seaborn as sns \n",
        "from matplotlib import pyplot as plt\n",
        "\n",
        "plt.style.use(\"fivethirtyeight\")\n",
        "sns.set_style(\"white\")\n"
      ],
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7KNIK_Url5ku"
      },
      "source": [
        "data = pd.read_csv(\"/content/Train.csv\")"
      ],
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zoB2Tp8nrIh8"
      },
      "source": [
        "colors1 = ['#e6ccb2','#b08968','#7f5539'] \n",
        "colors2 = ['#ede0d4','#e6ccb2','#ddb892','#b08968','#7f5539','#9c6644','#dda15e']"
      ],
      "execution_count": 27,
      "outputs": []
    },
    {
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          "height": 313
        },
        "id": "aBi_e1TWl850",
        "outputId": "a8e47435-2a9b-4f0b-c136-46ddbac65403"
      },
      "source": [
        "data.head()"
      ],
      "execution_count": 3,
      "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>Item_Identifier</th>\n",
              "      <th>Item_Weight</th>\n",
              "      <th>Item_Fat_Content</th>\n",
              "      <th>Item_Visibility</th>\n",
              "      <th>Item_Type</th>\n",
              "      <th>Item_MRP</th>\n",
              "      <th>Outlet_Identifier</th>\n",
              "      <th>Outlet_Establishment_Year</th>\n",
              "      <th>Outlet_Size</th>\n",
              "      <th>Outlet_Location_Type</th>\n",
              "      <th>Outlet_Type</th>\n",
              "      <th>Item_Outlet_Sales</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>FDA15</td>\n",
              "      <td>9.30</td>\n",
              "      <td>Low Fat</td>\n",
              "      <td>0.016047</td>\n",
              "      <td>Dairy</td>\n",
              "      <td>249.8092</td>\n",
              "      <td>OUT049</td>\n",
              "      <td>1999</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Tier 1</td>\n",
              "      <td>Supermarket Type1</td>\n",
              "      <td>3735.1380</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>DRC01</td>\n",
              "      <td>5.92</td>\n",
              "      <td>Regular</td>\n",
              "      <td>0.019278</td>\n",
              "      <td>Soft Drinks</td>\n",
              "      <td>48.2692</td>\n",
              "      <td>OUT018</td>\n",
              "      <td>2009</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Tier 3</td>\n",
              "      <td>Supermarket Type2</td>\n",
              "      <td>443.4228</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>FDN15</td>\n",
              "      <td>17.50</td>\n",
              "      <td>Low Fat</td>\n",
              "      <td>0.016760</td>\n",
              "      <td>Meat</td>\n",
              "      <td>141.6180</td>\n",
              "      <td>OUT049</td>\n",
              "      <td>1999</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Tier 1</td>\n",
              "      <td>Supermarket Type1</td>\n",
              "      <td>2097.2700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>FDX07</td>\n",
              "      <td>19.20</td>\n",
              "      <td>Regular</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>Fruits and Vegetables</td>\n",
              "      <td>182.0950</td>\n",
              "      <td>OUT010</td>\n",
              "      <td>1998</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Tier 3</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>732.3800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>NCD19</td>\n",
              "      <td>8.93</td>\n",
              "      <td>Low Fat</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>Household</td>\n",
              "      <td>53.8614</td>\n",
              "      <td>OUT013</td>\n",
              "      <td>1987</td>\n",
              "      <td>High</td>\n",
              "      <td>Tier 3</td>\n",
              "      <td>Supermarket Type1</td>\n",
              "      <td>994.7052</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  Item_Identifier  Item_Weight  ...        Outlet_Type  Item_Outlet_Sales\n",
              "0           FDA15         9.30  ...  Supermarket Type1          3735.1380\n",
              "1           DRC01         5.92  ...  Supermarket Type2           443.4228\n",
              "2           FDN15        17.50  ...  Supermarket Type1          2097.2700\n",
              "3           FDX07        19.20  ...      Grocery Store           732.3800\n",
              "4           NCD19         8.93  ...  Supermarket Type1           994.7052\n",
              "\n",
              "[5 rows x 12 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
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    {
      "cell_type": "code",
      "metadata": {
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        },
        "id": "vqpe0vDtl-Tb",
        "outputId": "ef3adac1-0d7f-4028-8185-a7c1974256b6"
      },
      "source": [
        "data.shape"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(8523, 12)"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
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        },
        "id": "sJNKbZkumMzd",
        "outputId": "a67c7553-db98-4ef9-addd-9680f1aaf5c5"
      },
      "source": [
        "data.isnull().sum()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Item_Identifier                 0\n",
              "Item_Weight                  1463\n",
              "Item_Fat_Content                0\n",
              "Item_Visibility                 0\n",
              "Item_Type                       0\n",
              "Item_MRP                        0\n",
              "Outlet_Identifier               0\n",
              "Outlet_Establishment_Year       0\n",
              "Outlet_Size                  2410\n",
              "Outlet_Location_Type            0\n",
              "Outlet_Type                     0\n",
              "Item_Outlet_Sales               0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gPaVUbtImQDP",
        "outputId": "ab14a753-21df-4630-ccdf-c3b87c3f4fa0"
      },
      "source": [
        "list(data.columns)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Item_Identifier',\n",
              " 'Item_Weight',\n",
              " 'Item_Fat_Content',\n",
              " 'Item_Visibility',\n",
              " 'Item_Type',\n",
              " 'Item_MRP',\n",
              " 'Outlet_Identifier',\n",
              " 'Outlet_Establishment_Year',\n",
              " 'Outlet_Size',\n",
              " 'Outlet_Location_Type',\n",
              " 'Outlet_Type',\n",
              " 'Item_Outlet_Sales']"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
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        "id": "saYaQ-gumYmW",
        "outputId": "6b1e0acb-d513-4cc6-9afe-ea6b7de90c9b"
      },
      "source": [
        "data['Item_Weight'].mean()"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "12.85764518413634"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "P2Yf5Y-Xmiwq"
      },
      "source": [
        "data['Item_Weight'] = data['Item_Weight'].fillna(data['Item_Weight'])"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xT6WBf_KmxCq",
        "outputId": "eefbdf1f-05d1-464d-ec31-2b487092e4f1"
      },
      "source": [
        "data['Outlet_Size'].value_counts()"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Medium    2793\n",
              "Small     2388\n",
              "High       932\n",
              "Name: Outlet_Size, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DLrXtipCm4nR",
        "outputId": "98887859-60c7-4f94-9a06-d26388b24aa2"
      },
      "source": [
        "data['Outlet_Size'].mode()"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    Medium\n",
              "dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8dNYTlaHnaMV"
      },
      "source": [
        "data['Outlet_Size'] = data['Outlet_Size'].fillna(\"Medium\")"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wR2leHfYnl21",
        "outputId": "9d8b1f20-e1e5-4274-de06-865fe1690614"
      },
      "source": [
        "data.isnull().sum()"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Item_Identifier              0\n",
              "Item_Weight                  0\n",
              "Item_Fat_Content             0\n",
              "Item_Visibility              0\n",
              "Item_Type                    0\n",
              "Item_MRP                     0\n",
              "Outlet_Identifier            0\n",
              "Outlet_Establishment_Year    0\n",
              "Outlet_Size                  0\n",
              "Outlet_Location_Type         0\n",
              "Outlet_Type                  0\n",
              "Item_Outlet_Sales            0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
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          "height": 313
        },
        "id": "AdjG5TIunn8Q",
        "outputId": "c73eea0d-e02e-4094-b966-0e540e8724ea"
      },
      "source": [
        "data.head()"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Item_Identifier</th>\n",
              "      <th>Item_Weight</th>\n",
              "      <th>Item_Fat_Content</th>\n",
              "      <th>Item_Visibility</th>\n",
              "      <th>Item_Type</th>\n",
              "      <th>Item_MRP</th>\n",
              "      <th>Outlet_Identifier</th>\n",
              "      <th>Outlet_Establishment_Year</th>\n",
              "      <th>Outlet_Size</th>\n",
              "      <th>Outlet_Location_Type</th>\n",
              "      <th>Outlet_Type</th>\n",
              "      <th>Item_Outlet_Sales</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>FDA15</td>\n",
              "      <td>12.857645</td>\n",
              "      <td>Low Fat</td>\n",
              "      <td>0.016047</td>\n",
              "      <td>Dairy</td>\n",
              "      <td>249.8092</td>\n",
              "      <td>OUT049</td>\n",
              "      <td>1999</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Tier 1</td>\n",
              "      <td>Supermarket Type1</td>\n",
              "      <td>3735.1380</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>DRC01</td>\n",
              "      <td>12.857645</td>\n",
              "      <td>Regular</td>\n",
              "      <td>0.019278</td>\n",
              "      <td>Soft Drinks</td>\n",
              "      <td>48.2692</td>\n",
              "      <td>OUT018</td>\n",
              "      <td>2009</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Tier 3</td>\n",
              "      <td>Supermarket Type2</td>\n",
              "      <td>443.4228</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>FDN15</td>\n",
              "      <td>12.857645</td>\n",
              "      <td>Low Fat</td>\n",
              "      <td>0.016760</td>\n",
              "      <td>Meat</td>\n",
              "      <td>141.6180</td>\n",
              "      <td>OUT049</td>\n",
              "      <td>1999</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Tier 1</td>\n",
              "      <td>Supermarket Type1</td>\n",
              "      <td>2097.2700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>FDX07</td>\n",
              "      <td>12.857645</td>\n",
              "      <td>Regular</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>Fruits and Vegetables</td>\n",
              "      <td>182.0950</td>\n",
              "      <td>OUT010</td>\n",
              "      <td>1998</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Tier 3</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>732.3800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>NCD19</td>\n",
              "      <td>12.857645</td>\n",
              "      <td>Low Fat</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>Household</td>\n",
              "      <td>53.8614</td>\n",
              "      <td>OUT013</td>\n",
              "      <td>1987</td>\n",
              "      <td>High</td>\n",
              "      <td>Tier 3</td>\n",
              "      <td>Supermarket Type1</td>\n",
              "      <td>994.7052</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "  Item_Identifier  Item_Weight  ...        Outlet_Type  Item_Outlet_Sales\n",
              "0           FDA15    12.857645  ...  Supermarket Type1          3735.1380\n",
              "1           DRC01    12.857645  ...  Supermarket Type2           443.4228\n",
              "2           FDN15    12.857645  ...  Supermarket Type1          2097.2700\n",
              "3           FDX07    12.857645  ...      Grocery Store           732.3800\n",
              "4           NCD19    12.857645  ...  Supermarket Type1           994.7052\n",
              "\n",
              "[5 rows x 12 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
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      "metadata": {
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          "height": 336
        },
        "id": "xE7hKcb-nqoN",
        "outputId": "1cb11af5-2f61-4143-c83b-1a024f7ee81a"
      },
      "source": [
        "sns.countplot(data['Item_Fat_Content'])\n",
        "plt.show()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ]
        },
        {
          "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": "uXA20Rm6rP2O"
      },
      "source": [
        "def cat_unmarited_analysis(feature):\n",
        "  plot = sns.countplot(data[feature])\n",
        "  plot.set_xticklabels(plot.get_xticklabels(),rotation = 50)\n",
        "\n",
        "\n",
        "  data_ = data[feature].value_counts().sort_values(ascending = True)\n",
        "  plt.figure(figsize = (20,5),facecolor = 'white')\n",
        "  plt.subplot(1,2,1)\n",
        "  plt.barh(y = data_.index,width = data_.values,\n",
        "           linewidth =1,height = 0.7,\n",
        "           color = colors2,edgecolor = 'k')\n",
        "  \n",
        "\n",
        "\n",
        "  sns.despine()\n",
        "  ax = plt.subplot(1,2,2)\n",
        "  ax.pie(x = data_.values,labels = data_.index,\n",
        "         radius = 1.2,shadow = True,\n",
        "         colors = colors2,autopct = \"%1.1f%%\",\n",
        "         explode = [0.04 for i in range(data[feature].nunique())])\n",
        "  ax.add_artist(plt.Circle((0,0),0.04 ,fc = 'white'))\n",
        "  plt.suptitle(t = feature,fontweight = 'bold')\n",
        "  plt.show()"
      ],
      "execution_count": 62,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8TofwZ1dqQzs"
      },
      "source": [
        "data.replace({'Item_Fat_Content':{'low fat':'Low Fat','LF':\"Low Fat\"}},inplace = True)"
      ],
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 606
        },
        "id": "0lUmaTGzq1bm",
        "outputId": "cf94bb27-9eb7-4ca5-e153-0809889a8748"
      },
      "source": [
        "cat_unmarited_analysis('Item_Fat_Content')"
      ],
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x360 with 2 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 650
        },
        "id": "5qUGFy8FsstY",
        "outputId": "0dc752c7-b377-4292-dd15-1053c466887c"
      },
      "source": [
        "cat_unmarited_analysis(\"Item_Type\")"
      ],
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x360 with 2 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 603
        },
        "id": "rLl85TATtfvt",
        "outputId": "6784f096-fa0c-4029-ab1f-848da1dac8a6"
      },
      "source": [
        "cat_unmarited_analysis('Outlet_Identifier')"
      ],
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x360 with 2 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 594
        },
        "id": "FfevtI8xuBKH",
        "outputId": "6fcd1bdc-82e5-430f-ebe9-e0f03ea3a1e2"
      },
      "source": [
        "cat_unmarited_analysis(\"Outlet_Establishment_Year\")"
      ],
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x360 with 2 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 610
        },
        "id": "whSZLJLfuXl5",
        "outputId": "5fcaa1dc-d454-4272-c656-778c89e02574"
      },
      "source": [
        "cat_unmarited_analysis(\"Outlet_Size\")"
      ],
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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nJyd27txp63PhwgVOnjxJcHAwAEFBQZw8eZILFy7Y+uzcuRNnZ2cCAgJKrFYRESkfivV18qmpqaSlpd1x/4yMDH777TcA8vPzOX/+PEeOHMHDwwMPDw/mzp1L586dMZvNxMXFMXv2bLy8vOjYsSMAVapUoWfPnrz99tt4e3tTtWpVpk2bhsVioVWrVgCEh4fToEEDRo0axejRo0lJSWHmzJn07t0bNze34hy+iIiUQ0UKwvPnz9/w+OXLl9m3bx+LFi2yXZK8E4cOHaJ///6276OiooiKiqJHjx5MmDCBY8eOsX79etLS0jCbzbRo0YI5c+YUCrAxY8ZQoUIFhg8fzpUrVwgLC2PmzJm2HW8cHR2ZP38+EydOpG/fvri4uNgeqBcRETFZ//xm3Vto1KjRTe8atVqtBAUFMWvWLHx9fYutwNJ07fsVY2Nj7+gzu84m03v5/pIqSf6C1c+E0Kqe1+07ihRB2sVfOPn9m/YuQ/6Pf4cpVKn+4B33v9Xf70WaEU6dOvW6IDSZTLi7u1O3bl3uv//+opxORETE7ooUhNfuAyoiInIv+Es3y+Tl5fHrr78SFxcHQO3atQkICLjpNmkiIiJlVZGDcNOmTUybNo3ExEQKlhdNJhM+Pj688cYbPProo8VepIiISEkpUhB+++23jBgxAj8/P4YOHYqfnx8Ap06dYsWKFbz22mtUrFiRhx9+uESKFRERKW5FCsIPP/yQJk2asGzZMipWrGg7HhYWRq9evejbty8ffPCBglBERMqNIi3qHT9+nMcff7xQCBZwdnbmiSee4Pjx48VWnIiISEkrUhC6uLhw6dKlm7YnJyfj4uJy10WJiIiUliIFYVhYGEuXLmXfvn3Xte3fv59PPvnEtrWZiIhIeVCkNcKRI0eyb98++vXrxwMPPED9+vUBOH36NIcPH8bHx4fXXnutRAoVEREpCUWaEdauXZsvv/yS/v37k5GRwebNm9m8eTMZGRk8//zzfPHFF9SuXbukahURESl2RZoRZmZmcuXKFd544w3eeOON69rPnz9PVlYWlSpVKrYCRURESlKRZoTTpk3jhRdeuGn7iy++yIwZM+66KBERkdJSpCDcuXOn7V2AN9KxY0d27Nhx10WJiIiUliIFYUJCAtWrV79pu9lsJj4+/q6LEhERKS1FCkIvLy9OnDhx0/YTJ07g7u5+10WJiIiUliIFYdu2bVm1ahW//PLLdW0HDx5k1apVtGnTptiKExERKWlFumt02LBhbNu2jT59+tCmTRsaNGgAwLFjx9i+fTve3t784x//KJFCRURESkKRgtBsNrNmzRpmzZrFt99+y5YtWwBwc3Pj8ccf59VXX8VsNpdIoSIiIiWhyO8j9PHxYfr06VitVpKTk4Gra4cmk6nYixMRESlpf+kN9XD1Zbze3t7FWYuIiEipK9LNMiIiIvcaBaGIiBiaglBERAxNQSgiIoamIBQREUNTEIqIiKEpCEVExNDsGoR79+5l6NChREREYLFYWLt2baF2q9VKVFQU4eHhBAYG0q9fP44fP16oT2pqKiNHjiQkJISQkBBGjhzJ5cuXC/WJjY3l2WefJTAwkIiICObOnYvVai3x8YmISNln1yDMzMykYcOGjBkzBhcXl+vaP/roI6Kjoxk7diyff/45Xl5eREZGkp6ebuszYsQIDh8+zMKFC1m4cCGHDx9m1KhRtvb09HQGDBiAt7c3n3/+OWPGjGHRokUsXry4VMYoIiJlm12DsG3btrz66qt07doVB4fCpVitVpYuXcrgwYPp0qULDRs2ZMaMGWRkZLBhwwYATp48yfbt25k0aRLBwcEEBwczceJEtmzZwqlTpwD48ssvycrKYsaMGTRs2JCuXbsyaNAgFi9erFmhiIiU3TXCc+fOkZCQQOvWrW3HXFxcCA0NJSYmBoCYmBhcXV1p1qyZrU9ISAiurq62Pj/99BPNmzcvNOMMDw8nPj6ec+fOldJoRESkrCqzQZiQkABc3eT7Wt7e3iQmJgKQmJh43YbfJpMJLy+vQn3+vCdqwTkL+oiIiHGV2SAUEREpDWU2CAvea/jnWVtSUpJtRufj40NycnKhtb6C10Nd2ycpKanQOQrO+efZpoiIGE+ZDUJfX1/MZjO7du2yHcvOzmbfvn0EBwcDEBwcTGZmpm09EK6uG2ZmZtr6BAUFsW/fPrKzs219du3aRbVq1fD19S2l0YiISFll1yDMyMjgyJEjHDlyhPz8fM6fP8+RI0c4f/48JpOJ/v3789FHH7F582aOHTvG6NGjcXV1pXv37gD4+/sTERHB+PHjiYmJISYmhvHjx9O+fXv8/PwAeOyxx6hUqRKjR4/m2LFjbN68mQULFhAZGamXCYuIyF9/MW9xOHToEP3797d9HxUVRVRUFD169GD69OkMGjSI7OxsJk2aRGpqKk2bNiU6Oho3NzfbZ9555x0mT57MwIEDAejQoQPjxo2ztVepUoXo6GgmTZpEz5498fDwYMCAAURGRpbeQEVEpMyyaxC2aNGC2NjYm7abTCaGDRvGsGHDbtrHw8ODWbNm3fLnWCwWli1b9pfrFPmz3Pj/kpecYO8y5P84eplxqlbT3mVIOWXXIBQpr/KSE0icOdreZcj/8Rk1XUEof1mZvVlGRESkNCgIRUTE0BSEIiJiaApCERExNAWhiIgYmoJQREQMTUEoIiKGpiAUERFDUxCKiIihKQhFRMTQFIQiImJoCkIRETE0BaGIiBiaglBERAxNQSgiIoamIBQREUNTEIqIiKEpCEVExNAUhCIiYmgKQhERMTQFoYiIGJqCUEREDE1BKCIihqYgFBERQ1MQioiIoSkIRUTE0BSEIiJiaApCERExtDIdhFFRUVgslkJfrVu3trVbrVaioqIIDw8nMDCQfv36cfz48ULnSE1NZeTIkYSEhBASEsLIkSO5fPlyaQ9FRETKqDIdhAD169dnx44dtq+vvvrK1vbRRx8RHR3N2LFj+fzzz/Hy8iIyMpL09HRbnxEjRnD48GEWLlzIwoULOXz4MKNGjbLHUEREpAwq80FYoUIFzGaz7cvLywu4OhtcunQpgwcPpkuXLjRs2JAZM2aQkZHBhg0bADh58iTbt29n0qRJBAcHExwczMSJE9myZQunTp2y57BERKSMKPNB+PvvvxMeHk6HDh0YPnw4v//+OwDnzp0jISGh0KVSFxcXQkNDiYmJASAmJgZXV1eaNWtm6xMSEoKrq6utj4iIGFsFexdwK4GBgUybNg0/Pz+Sk5P54IMP6NOnDxs2bCAhIQEAHx+fQp/x9vYmPj4egMTERLy8vDCZTLZ2k8mEl5cXiYmJpTcQEREps8p0ELZt27bQ902bNqVjx46sX7+epk2b2qkqERG5l5T5S6PXqly5Mvfffz9nzpzBbDYDXDezS0pKss0SfXx8SE5Oxmq12tqtVivJycnXzSRFRMSYylUQZmdnc/r0acxmM76+vpjNZnbt2lWofd++fQQHBwMQHBxMZmZmofXAmJgYMjMzbX1ERMTYyvSl0RkzZtC+fXtq1qxJcnIy8+bNIzMzkx49emAymejfvz/z58/Hz8+P++67jw8++ABXV1e6d+8OgL+/PxEREYwfP55JkyYBMH78eNq3b4+fn589hyYiImVEmQ7CCxcu8Oqrr5KSkoKnpydBQUGsXr2a2rVrAzBo0CCys7OZNGkSqampNG3alOjoaNzc3GzneOedd5g8eTIDBw4EoEOHDowbN84u4xERkbKnTAfhu+++e8t2k8nEsGHDGDZs2E37eHh4MGvWrOIuTURE7hHlao1QRESkuCkIRUTE0BSEIiJiaApCERExNAWhiIgYmoJQREQMTUEoIiKGpiAUERFDUxCKiIihKQhFRMTQFIQiImJoCkIRETE0BaGIiBiaglBERAxNQSgiIoamIBQREUNTEIqIiKEpCEVExNAUhCIiYmgKQhERMTQFoYiIGJqCUEREDE1BKCIihqYgFBERQ1MQioiIoSkIRUTE0BSEIiJiaApCERExNAWhiIgYmqGCcNmyZXTo0IEHH3yQJ598kn379tm7JBERsTPDBOGmTZuYOnUqQ4cOZf369QQHBzNo0CDOnz9v79JERMSODBOEixcvpkePHvTu3Rt/f3/Gjh2L2WxmxYoV9i5NRETsqIK9CygNOTk5/PrrrwwYMKDQ8datWxMTE3PDz1gsljs+f+W7qk6KW+QSe1cgpe6JXvauQErbhKeK7VSGmBFeunSJvLw8fHx8Ch339vYmISHBTlWJiEhZYIggFBERuRlDXBr19PTE0dGRxMTEQseTkpIwm82272NjY0u7NBERsTNDzAidnZ1p0qQJu3btKnR8165dBAcH26kqEREpCwwxIwSIjIxk1KhRBAYG0qxZM1asWEF8fDx9+vSxd2kiImJHhgnCRx99lEuXLvHBBx8QHx9Pw4YNWbBgAbVr17Z3aSIidpeXl4ejo6O9y7ALk9Vqtdq7CBERsZ/8/HxeeeUVevToQfv27e1dTqkzxBqhiIjcXGxsLOnp6bz99tusXr3a3uWUOs0Ipcjy8/NxcNDvUPc6q9WKyWSydxlSSn755RfWr1/Pf/7zHx599FGGDx9u75JKjWHWCKV4WK1WWwju3buX3Nxc3N3dCQgIsLXrL8/yxWq1kp+fj6OjIwW/F2dnZ+Pi4qJfeu5xGzZs4Ndff+X111/nwQcfpEqVKnh6erJx40b++9//MmnSJFxcXOxdZolznDBhwgR7FyHlR0HILViwgMmTJ7Nz505WrVpFTk4ODz30ECaTSWFYzphMJlvYjRs3jmXLlrFmzRpq1apF3bp17VydlJTs7Gw2bdrEN998w/HjxwkPD8fb2xs/Pz8qVarErl27+O6772jWrBkeHh72LrdEKQilyH7//XemTZvGzJkzeeKJJ/Dz8yMqKoojR47wyCOPYDKZyM/PVxiWcfPmzWPt2rV07NgRgBEjRnDo0CECAwOxWq3Mnj0bBwcHQkND7VyplIQKFSpgsVhwc3Nj27ZtfP/99zRv3pwaNWpgsVioUqUKhw4d4ssvv8Tf359atWrZu+QSoyCUO5KXl2ebNeTn5xMfH0/v3r2pWbMmjRo1IiAggBUrVrBp0yY6duyIq6urnSuWW8nJyeHo0aN89tlnHDhwgDZt2hATE8PYsWPp3r07bdu2xWw2M2fOHM6ePUunTp0AXfq+17i6umKxWHB3d+fgwYO20Ktbty4WiwUvLy/Onz/P6tWrcXJysi2B3GsUhHJbBc8XXblyhaVLl7JlyxZ2795Nly5dqFy5Mo6OjtSpU4fQ0FC2bdvGtGnT6N27N66urvpLs4xydHSkQYMGNGjQgE2bNrFq1SpSU1Pp2LEjnp6eODk58cADD9C4cWM+/fRTvvrqKzp37kylSpXsXboUI6vVipOTExaLBW9vb86ePcvatWtxd3fHYrFw3333UatWLc6dO0eFChVo2bKlvUsuEQpCua2CmWDfvn3ZvXs3GRkZxMbGkpaWRps2bXBwcMDBwYHq1asTEhJCnTp1CA8PVwiWYVarFWdnZ+rWrUujRo04e/Yse/fupVWrVtSvXx+4+t+9fv36NG/enPXr19OgQQP8/PzsXLncrWuXLa5d07/vvvuoWbMmKSkprFu3joyMDEJDQ6lRowZNmza1XRW4F+nxCbmpay+Dbd++nUWLFjFv3jwyMzPZu3cv48aNIygoiFmzZt3zi+n3koI7QXNycnB2dgbg8OHDLFiwgG+//ZYJEybw1FOF3/V2+fJl3N3d7VGuFKNr/0xv3ryZmJgYnJ2dqV+/Pn/7298AOH78OF988QVbtmyhUaNGzJo1657/pVYzQrmpgv/5ly1bxr59+/D09KRTp064urrSoEEDQkND+eyzz9i4cSOhoaF4eXnZuWK5nWsfh4iMjOTMmTOEhYVhNptp0qQJDg4OzJs3j/T0dFq1amX7XMWKFQGtEZZ3Bf/9li1bxuzZs6lYsSJZWVmsX7+euLg42rRpg7e3N/7+/uTl5RETE0P79u2pXPnefv24HhCS2zp9+jQrV65k//79JCUl2Y4HBwcTHR2Ns7MzzzzzDOnp6XasUm7n2hA8ePAgzs7OzJ8/n3HjxpGTk0OdOnUYOHAgw6gRm/sAABcMSURBVIcPZ926dTz33HPXnUMhWL45ODjw888/ExUVxZgxY5g3bx5hYWEkJyezefNm/v73v5OcnEz16tV59tlnef/996lWrZq9yy5xmhHKdf744w8cHBxs/2zTpg2+vr6sWbOGixcv0rx5c9tNEx4eHjz88MO0a9eOOnXq2LlyuZWCEHv33XdZunQpjRs3pkaNGnz//fds376diIgIzGYz999/PzVr1uTnn3+ma9eutsunUv7l5eXx8ccf4+vry+DBgzly5AijRo3ilVdeITQ0lBUrVrBz504aNmxIvXr1cHNzs3fJpUJrhHJDaWlpTJkyhf79+9O4cWMcHBzYtWsXw4cPp0GDBkydOlUPW5dDBw4cIDIykoULFxIaGkpubi6HDh1izJgx/PHHH8yZM4cHHniA7OxscnNzcXNzM/RbCe5F586d49ixY7Rt25bnnnuORo0a8eabb3Lp0iX69+9PTk4Ojz/+OC+++KK9Sy01ujQqN3T58mW++uor3nzzTfbu3UtOTg6tWrVi5cqVpKamMmjQIHbv3m3vMuUW0tLSyMvLK3QsPT3d9sA0gJOTE0FBQUyaNIkLFy4wePBgtmzZQsWKFXFzc8NqtSoEy7EbzXN8fX3p0KEDFy9eJC0tjYcffhi4euncz8+PsWPHGioEQUEoN2C1Wqlduzb79++nQoUKvPrqq3z33XdkZGRQv359li9fjoeHBwsWLLB3qXITeXl5dO3alS1bthQ6Xq1aNeLi4vj+++9tx0wmExaLhdDQUBo3bsyLL77Ijh07bG1SPl17Y9Px48fZs2cPubm5tvZKlSqRk5PDV199xYkTJ5g7dy6//fYbYWFh9irZbrRGKIX+wBTcUJGXl4ezszO9e/fm8OHDfPjhh3h4eFCnTh2qVq1Kr1696Nq1KxUqaN/2ssjBwYHGjRvTtm1bAFJSUnBxccHb25vz58+za9cunJ2dbTPD3Nxcvv76a4YMGUJycjJHjx6lc+fO2nC7nDOZTCxevJhx48axceNGli9fTo0aNahVq5btsvfWrVv59NNPSUhI4P3338fT09PeZZc6BaGBZWdnU6FCBVsIfv311yxcuJCHHnqISpUq2bZV69KlCykpKURHR3PlyhX8/f2pUqWKQrAMKnhYOjk5mYYNGwIwYcIE3n77bcLDw/Hy8qJWrVocPHiQnTt3snv3buLi4vjnP/9JVlYWw4cP5+DBg1y8eJHHH39cM8JyzGQyceLECSZPnszo0aOJjIwkIyODd99913ZJPDg4mObNm9O1a1f69u1r2HV/BaFBnThxgilTptC6dWvbM2Lnzp1jzpw5HD16lGbNmlG1alXbX6yOjo5s3bqVH374gW7dulG9enU7j0BuxGQycfHiRTp16kSVKlUIDAzEz8+Pbdu2sXLlSiwWC8HBwYSEhJCbm8uJEyc4cOAA9erVsz1XtmbNGjw8PO7pnUTuZdfuCwyQlZXFc889h9lspl27dnh4eDBr1izi4+MJDAykXr161KhRw9gbJljFkI4cOWJ95513rFar1Zqbm2vNycmxWq1Wa2xsrLVz587WRx55xPrzzz/b+h86dMi6cOFCa3x8vF3qlTt35coV64wZM6wBAQHWGTNmWK1WqzUrK8s6bNgwa2BgoPWzzz4r1D8tLc32z6ioKGvz5s2tFy5cKPW65e798ccfVqvVas3OzrauXbvWOmbMGOuAAQOsFy9eLNRvx44d1mbNmlmfeOKJ69qMSDNCA8rOzqZGjRq2RfGhQ4fi7OyMr68vNWrUoFu3brYt1RwdHTlz5gz//Oc/cXBw4PHHH7dz9XI7FSpUoEWLFvj6+jJ37lxOnz5N27Ztefzxx0lPT+edd97BarXy4IMP4uTkhLOzM1lZWSxbtozvv/+eqVOn2i6rSvly7b7A27Zt4/z58xw6dIgqVapQv35921th6tatS6dOnYiPj6dbt272LLlMUBAazHvvvcd///tf6tata3tQeuXKlaxevRpPT0/q1q2Lp6cnPXr0IDU1lWXLlhEbG0vt2rV599137Vy93E7BJggODg40atSIuLg41q5dy86dO2nVqhWPPPII1atXZ9asWcTGxtKpUycqVKiAk5MTjRo1onXr1jRp0sTew5Aisl5zw9uGDRs4efIk8+bNY+jQoeTl5REdHU1ubi716tWz7Qvs6elJu3bt7Fh12aEgNIiCPygLFixg3bp1VK5cmZo1a+Lm5kbPnj1JS0tjzpw55Ofnc//99+Pm5kbr1q3p3LkzTz/9ND169NAdhGXY0aNH8fHxsW2m7ejoyHfffceHH37Im2++SWxsLNHR0QQGBtKpUycCAgK4cuUKERERwNWbbCpWrEjVqlXtPBK5U9eGX8E/t27dyu7du/H19aVTp06YTCZatmxJtWrVmDdvHvHx8dSqVcsQ26YVhYLQIAr+oDzxxBOkp6czf/584OpzZV5eXrRq1YoaNWowe/ZsLly4QIMGDfD09KRq1apUqlRJIViG/fLLL7z22mukpKTQtGlTKlasyNGjR3nhhRd49dVX6dOnD+3atePEiRNERUXh4eFB9+7dbZtqX7sHqZQPBSFotVrZtWsX2dnZeHl5MXbsWP71r3+Rl5dHhw4dbFshNm7cmNDQUKKiojh8+LC2zvsTBaGBFDwuERYWRmZmJkuXLiUtLY2aNWva3j4QFhbGhx9+yO7du2nYsCE1a9a0d9lyG56enly4cIEff/yRs2fPUq9ePYYOHUq3bt144YUXgKtvIm/Tpg0pKSls2LCBvn372sJPj0iUL9fOBF977TV++OEHqlWrRsOGDXnyySfJyMjghx9+4I8//qB27dq2S6G1atXi8ccfp379+loD/hPtNWoQBftF/vbbb7zwwgsEBwcTGxvLsWPHsFgsDB8+nKCgIFxcXEhISOCJJ55g1KhRtneUSdmWn5/P6tWrWbduHWfOnKFhw4Z88sknAIX2Cs3LyyMrKws3NzfNBMu5MWPGcPDgQcaPH0+TJk1ssz+AJUuW8NFHH9GhQwf69u3LAw88YMdKyz4FoYFYrVaeeuopHnjgAcaNG4eTkxO//fYbQ4YMIScnh5EjR9KiRQtD7ixxr9ixYwdRUVG4uLgwdOhQ253B2jj73rJp0ybefvttFi5ciL+/P3D1RqmkpCROnjxJ48aNOXbsGKNHj+aBBx7g6aefpk2bNnauuuzSr4MGkpKSQnZ2NiEhITg5OfHHH39Qt25d1q1bh6urK//85z9Zs2YNly5dsnep8heFh4czefJkKlasyHvvvcf69esBFIL3iIJ5y+HDhwkJCbHtBJOamsrixYvp168fgwcPJiwsjJSUFJYsWcLPP//Mt99+a8+yyzwFoUHk5+fj6OhIVlYWZ86cAa4+b5aTk4OLiwvBwcEkJiby9ddf29YUpHxq2LAh06ZNo06dOixfvlyPvdxDCtYGL1++TFJSEnl5eeTk5DBq1Ci2bdtGhw4dWLhwIb169eL111/Hzc2NdevWMWrUKDtXXrYpCA3CwcEBd3d3+vXrx8cff8zy5csBbHeOVa9enZkzZ7J06VKtG90DvL29mTRpEo0aNSInJ8fe5Ugx69y5Mz/88AO9evUiIiKChIQEhg4dyujRo2nZsiXh4eG4urqSkJCA2Ww2zAt2/yrtmnyPKlgTSkpKIjExkaysLO677z6ef/55Lly4wPz58/nll194+OGHba9g+fjjj6lcubK9S5di4uLiwoQJE2y/2OjmmHtHeHg469at4+uvv8bb25tnn3220OVvZ2dnfHx89IjEHdLNMvegghA8ffo0b7zxBomJifj4+HDx4kXef/99atWqxXfffceSJUu4dOkSZrOZPn368PTTT9u7dCkh195yL/e2s2fP8vzzz9OzZ09eeukle5dTLigI7zEFf+Hl5OTQtWtX2rVrxyuvvEJMTAxDhgxh5MiRDBw40NY/Li4ODw8PXToRKefS09PZunUrK1asoHr16syePdveJZUbuk5yD7j2d5mC3/r/9a9/UadOHcaNG4e7uzvvvvsuPXr0YODAgfzxxx8cOHAAgNq1aysERe4BO3bs4JNPPqFx48YKwSLSGmE5V7Duc/LkSbKysggICAAgIyOD9PR0AP73f/8XV1dX3nzzTeDqllxfffUVZrOZOnXq2K12ESk+Xbt2JSAggBo1ati7lHJHQVjOOTg4kJiYyNNPP03t2rV54YUX6NKlC/fffz/Ozs68/vrrnDp1ik8//dR2I8zWrVs5ffo03t7edq5eRIqTr6+vvUsolxSE94CffvqJ9PR03NzcWLlyJQkJCTz77LN4enryxRdfMGbMGLy8vMjKymLz5s0sWbKERYsW2d5NJiJiZLpZ5h6Qn5/P0KFDOXfuHM2aNbPtLt+rVy9mz57NunXraNKkCdnZ2WRkZDBo0CB69+5t77JFRMoEBWE5l5ubi5OTEwcPHiQ6Opru3bvz888/s23bNoKDgxkxYgQHDx7k8OHDVK5cmYCAAJo2bWrvskVEygwFYTlT8HhEWloaVapUsR2/fPkyI0aMwMfHh2nTprFkyRI2btxIjRo1eOWVV2wb84qISGF6H2E5UhCCu3fvZvz48Vy8eBGz2Uxubi5eXl60aNGCjz/+GHd3d3r16oXJZOLXX3/liy++wN/fn9q1a9t7CCIiZY5ulilHTCYTGRkZTJ48mRMnTnDw4EGOHDlCcnIybdq0ISIigqCgIPbv388jjzxCr1698PLy4t///jeNGze2d/kiImWSLo2WQ1u2bGHVqlU4ODhgsVgICAjgvffeo379+vz444+kpKQwf/582rZtC8CVK1dwcXGxc9UiImWTZoTlUPv27alZsybvvfceu3fvplmzZqxbt46TJ08SEhLCkSNHbCEIKARFRG5BM8JyLDExkenTp3Pq1Cm6d+/OgAEDgP9/J6neNiAicnsKwnLuypUrvPfee/z44480a9aMYcOG6cW6IiJFoCC8B+Tl5bF8+XI2btyIu7s7EydOpGbNmvYuS0SkXNAa4T3A0dGRfv364ePjwzfffIOnp6e9SxIRKTc0I7zHZGdnU7FiRXuXISJSbigIRUTE0HRLoYiIGJqCUEREDE1BKCIihqYgFBERQ1MQipRjFouFqKgoe5dxU7t378ZisbB79257lyJyU3qOUKSYnD9/ng8//JAdO3YQHx9PlSpVaNasGQMHDqRZs2Z/+bxfffUVSUlJPP/888VWa1ZWFgsXLuShhx6iRYsWRf58bm4uq1evZs2aNZw9exar1YrZbCYoKIi+ffsSFBRUbLWKlDQFoUgx2L9/P4MHDwagd+/e+Pn5kZCQwLp163jmmWcYM2YM/fr1+0vn3rBhA8ePHy/2IJw7dy4vvfTSXwrCl19+ma1bt/LII4/w5JNPAnDmzBn+85//4OvrawvC0NBQDh48iJOTU7HVLlLcFIQidyk1NZV//OMfuLi4sGLFCurWrWtrGzBgAAMHDmTq1Kk0adLkrmaGZcXBgwf5/vvveemllxg2bFihNqvVSnJysu17BwcHbfAgZZ7WCEXu0qpVq0hISGDkyJGFQhCuvgJr+vTpmEwm3n//fdvxtWvXYrFYOHfuXKH+f15T69evH1u3biUuLg6LxWL7upW0tDSmTZtGu3btCAgI4OGHH+b9998nLy8PgHPnzhEWFgbA3LlzbeccPXr0HY33999/B6B58+bXtZlMJry9vW86nnPnzhUax5+/rnXw4EEGDRpESEgIgYGB9O3blx9//PGOahQpCs0IRe7S999/T8WKFXn00Udv2F6nTh1CQkLYvXt3kV+SPHToUNLS0rhw4QJvvPHGbftfuXKF/v37ExcXR58+fahduzYHDx5k7ty5nD9/nrfeegsvLy8mTJjAhAkT6NSpE506dQK4LsRvpnbt2sDVtcvmzZsX6bKnl5cXM2fOLHQsNzeX6dOnFzrPnj17GDhwII0bN+bFF1+kQoUKfPHFFwwcOJDo6Oi/dDlX5GYUhCJ36eTJk9SvXx9nZ+eb9rFYLOzZs4ezZ8/edkZ3rdatW7N06VIuX77ME088cdv+S5Ys4dSpU6xduxZ/f38Ann76aXx9fZkzZw4DBw7Ez8+PLl26MGHCBCwWyx2d91pNmzalRYsWrFmzhi1bttCiRQuCg4Np164d9erVu+VnXV1dr/t5Y8eOJTMzk+joaODq5dVx48YREhLC4sWLMZlMAPTp04cePXrw7rvvsnLlyiLVLHIrujQqcpcyMjKoXLnyLfsUtKenp5doLV9//TUhISF4enqSnJxs+2rVqhVwdaZ1t0wmE/Pnz+fll1/G3d2dr7/+mqlTp9K5c2cGDhxIfHz8HZ9r5cqVrF69mpEjR9KyZUsAjh49yunTp+nevTuXLl2yjSE9PZ1WrVrx888/k5WVddfjECmgGaHIXapcuTIZGRm37FPQfrvAvFtnzpzh6NGjtjXAP0tKSiqWn1OpUiVefPFFXnzxRZKSkoiJiWHFihXs2LGDV199lU8//fS25zhw4ABTpkyhe/fuREZG2o6fPn0agDFjxtz0sykpKVSqVOnuByKCglDkrvn7+3P48GFycnJuenk0NjYWJycn7rvvPgDb5b4/y8/Pv6ta8vPzadmyJUOGDLlhe506de7q/Dfi7e1Nx44d6dixI88++yx79+7l/Pnz1KpV66afuXjxIi+//DL+/v5MmTKlUFvBC3FGjBhBQEDADT/v5eVVfAMQw1MQityldu3aERMTw9dff33D9bZz586xf/9+wsLCbDfKuLu7A1fv8LxWXFzcdZ+/WWjeSN26dcnIyLBdCr2ZopyzKB588EH27t1LfHz8TYMwJyeHYcOGkZuby9y5c6+b2RWEdeXKlW87DpHioDVCkbv09NNP4+3tzdtvv217tKDAlStXeOONN7Barbz44ou24wV3aO7du9d2LC8vj9WrV193/kqVKnH58mXu5NWhjzzyCL/88gvbtm27ri09PZ2cnBzbOeHqM5BFdebMmRsGdk5ODj/88AOOjo63vGlm4sSJ/PLLL7zzzjs3nKEGBARQr149lixZcsM11WufUxQpDpoRitwlT09P3nvvPQYPHkyPHj3o1asX/v7+JCYmsm7dOs6ePcuYMWMKPUzfoEEDgoKCmD17NqmpqXh4eLBp0yb++OOP684fEBDApk2beOutt2jatCkODg5069bthrX8/e9/Z8uWLbzwwgv87W9/o0mTJmRnZ3Ps2DG++eYbvvrqK3x9fXFxcaFBgwZs2rSJ+vXrU7VqVXx9fWnatOltx3v06FFGjBhBeHg4zZs3x8vLi6SkJDZs2EBsbCwDBgzA09Pzhp/dtm0bn3/+OQ899BBJSUl88cUXhdqfeOIJHBwceOutt/j73/9Ot27d6NmzJzVq1CA+Pp49e/ZgtVr55JNPblunyJ3SG+pFism5c+eYP38+O3bsICEhATc3N9teoyEhIdf1//333xk3bhz79u3D3d2dp556ihYtWhAZGcnSpUttz8plZWUxYcIEtm7dSmpqKlarldjYWODqYxl/3uElMzOT+fPn88033xAXF0flypW577776NixI/3797ft9PLzzz8zZcoUjh49Sk5ODj169GD69Om3HWdSUhJr165l+/btnD59mkuXLuHi4kLDhg3p2bMnTz75pO3S6+7du+nfv79tPGvXrr3l85AF44KrgTtv3jz27NlDeno6ZrOZBx98kKeeeoo2bdrcwX8RkTujIBQREUPTGqGIiBia1ghFBLh6s87tbkRxcXGhSpUqpVSRSOlQEIoIAP/97395+OGHb9nnTtcRRcoTrRGKCADZ2dns37//ln2qVavG/fffX0oViZQOBaGIiBiabpYRERFDUxCKiIihKQhFRMTQFIQiImJoCkIRETG0/wdXSrhLElXWiwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x360 with 2 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 609
        },
        "id": "zJ-9ilDQuni6",
        "outputId": "0b797290-f82c-4f71-f4a8-2e636851fbbe"
      },
      "source": [
        "cat_unmarited_analysis(\"Outlet_Location_Type\")"
      ],
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x360 with 2 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 641
        },
        "id": "IvKtxJNNu-P-",
        "outputId": "2dd45b1b-47ec-4ddf-9e89-252e1bc61254"
      },
      "source": [
        "cat_unmarited_analysis('Outlet_Type')"
      ],
      "execution_count": 75,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x360 with 2 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 361
        },
        "id": "xktoiJYsz3IZ",
        "outputId": "3cdad8c2-5c75-4d06-faaa-fd76d2fc7e30"
      },
      "source": [
        "sns.displot(data['Item_MRP'],kde = True)\n",
        "plt.show()"
      ],
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DkgXZyuk0S5V",
        "outputId": "ce96b1d4-1e1b-4bf8-d37f-8d0e5f61c2ba"
      },
      "source": [
        "list(data.columns)"
      ],
      "execution_count": 81,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['Item_Identifier',\n",
              " 'Item_Weight',\n",
              " 'Item_Fat_Content',\n",
              " 'Item_Visibility',\n",
              " 'Item_Type',\n",
              " 'Item_MRP',\n",
              " 'Outlet_Identifier',\n",
              " 'Outlet_Establishment_Year',\n",
              " 'Outlet_Size',\n",
              " 'Outlet_Location_Type',\n",
              " 'Outlet_Type',\n",
              " 'Item_Outlet_Sales']"
            ]
          },
          "metadata": {},
          "execution_count": 81
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 361
        },
        "id": "Iu2WPlU00WCu",
        "outputId": "2c10e4e3-5850-4ed5-ebdc-9ed259fa3533"
      },
      "source": [
        "sns.displot(data['Item_Visibility'],kde = True)\n",
        "plt.show()"
      ],
      "execution_count": 83,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 361
        },
        "id": "6WExrwPl0mI-",
        "outputId": "a5f68fe1-b788-4035-de5c-c7f38ab1f17a"
      },
      "source": [
        "sns.displot(data['Item_Outlet_Sales'],kde = True)\n",
        "plt.show()"
      ],
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x360 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 313
        },
        "id": "IrWhOOEI0tA3",
        "outputId": "dbc7c752-4ad5-440a-d8a4-acc329be8bd7"
      },
      "source": [
        "data.head()"
      ],
      "execution_count": 91,
      "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>Item_Identifier</th>\n",
              "      <th>Item_Weight</th>\n",
              "      <th>Item_Fat_Content</th>\n",
              "      <th>Item_Visibility</th>\n",
              "      <th>Item_Type</th>\n",
              "      <th>Item_MRP</th>\n",
              "      <th>Outlet_Identifier</th>\n",
              "      <th>Outlet_Establishment_Year</th>\n",
              "      <th>Outlet_Size</th>\n",
              "      <th>Outlet_Location_Type</th>\n",
              "      <th>Outlet_Type</th>\n",
              "      <th>Item_Outlet_Sales</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>156</td>\n",
              "      <td>9.30</td>\n",
              "      <td>Low Fat</td>\n",
              "      <td>0.016047</td>\n",
              "      <td>Dairy</td>\n",
              "      <td>249.8092</td>\n",
              "      <td>OUT049</td>\n",
              "      <td>1999</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Tier 1</td>\n",
              "      <td>Supermarket Type1</td>\n",
              "      <td>3735.1380</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>8</td>\n",
              "      <td>5.92</td>\n",
              "      <td>Regular</td>\n",
              "      <td>0.019278</td>\n",
              "      <td>Soft Drinks</td>\n",
              "      <td>48.2692</td>\n",
              "      <td>OUT018</td>\n",
              "      <td>2009</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Tier 3</td>\n",
              "      <td>Supermarket Type2</td>\n",
              "      <td>443.4228</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>662</td>\n",
              "      <td>17.50</td>\n",
              "      <td>Low Fat</td>\n",
              "      <td>0.016760</td>\n",
              "      <td>Meat</td>\n",
              "      <td>141.6180</td>\n",
              "      <td>OUT049</td>\n",
              "      <td>1999</td>\n",
              "      <td>Medium</td>\n",
              "      <td>Tier 1</td>\n",
              "      <td>Supermarket Type1</td>\n",
              "      <td>2097.2700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1121</td>\n",
              "      <td>19.20</td>\n",
              "      <td>Regular</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>Fruits and Vegetables</td>\n",
              "      <td>182.0950</td>\n",
              "      <td>OUT010</td>\n",
              "      <td>1998</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Tier 3</td>\n",
              "      <td>Grocery Store</td>\n",
              "      <td>732.3800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1297</td>\n",
              "      <td>8.93</td>\n",
              "      <td>Low Fat</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>Household</td>\n",
              "      <td>53.8614</td>\n",
              "      <td>OUT013</td>\n",
              "      <td>1987</td>\n",
              "      <td>High</td>\n",
              "      <td>Tier 3</td>\n",
              "      <td>Supermarket Type1</td>\n",
              "      <td>994.7052</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Item_Identifier  Item_Weight  ...        Outlet_Type  Item_Outlet_Sales\n",
              "0              156         9.30  ...  Supermarket Type1          3735.1380\n",
              "1                8         5.92  ...  Supermarket Type2           443.4228\n",
              "2              662        17.50  ...  Supermarket Type1          2097.2700\n",
              "3             1121        19.20  ...      Grocery Store           732.3800\n",
              "4             1297         8.93  ...  Supermarket Type1           994.7052\n",
              "\n",
              "[5 rows x 12 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 91
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8FkT26u70wjG"
      },
      "source": [
        "from sklearn.preprocessing import LabelEncoder"
      ],
      "execution_count": 86,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uBbVJGV905YP"
      },
      "source": [
        "encoder = LabelEncoder()"
      ],
      "execution_count": 87,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rjcxqNr707fh"
      },
      "source": [
        "data['Item_Fat_Content'] = encoder.fit_transform(data['Item_Fat_Content'])\n",
        "data['Item_Identifier'] = encoder.fit_transform(data['Item_Identifier'])\n",
        "data['Item_Type'] = encoder.fit_transform(data['Item_Type'])\n",
        "data['Outlet_Identifier'] = encoder.fit_transform(data['Outlet_Identifier'])\n",
        "data['Outlet_Size'] = encoder.fit_transform(data['Outlet_Size'])\n",
        "data['Outlet_Location_Type'] = encoder.fit_transform(data['Outlet_Location_Type'])\n",
        "data['Outlet_Type'] = encoder.fit_transform(data['Outlet_Type'])"
      ],
      "execution_count": 94,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 226
        },
        "id": "RbO2peoo14m-",
        "outputId": "25803620-2b73-40a4-a435-d765b6d581dc"
      },
      "source": [
        "data.head()"
      ],
      "execution_count": 95,
      "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>Item_Identifier</th>\n",
              "      <th>Item_Weight</th>\n",
              "      <th>Item_Fat_Content</th>\n",
              "      <th>Item_Visibility</th>\n",
              "      <th>Item_Type</th>\n",
              "      <th>Item_MRP</th>\n",
              "      <th>Outlet_Identifier</th>\n",
              "      <th>Outlet_Establishment_Year</th>\n",
              "      <th>Outlet_Size</th>\n",
              "      <th>Outlet_Location_Type</th>\n",
              "      <th>Outlet_Type</th>\n",
              "      <th>Item_Outlet_Sales</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>156</td>\n",
              "      <td>9.30</td>\n",
              "      <td>0</td>\n",
              "      <td>0.016047</td>\n",
              "      <td>4</td>\n",
              "      <td>249.8092</td>\n",
              "      <td>9</td>\n",
              "      <td>1999</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3735.1380</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>8</td>\n",
              "      <td>5.92</td>\n",
              "      <td>1</td>\n",
              "      <td>0.019278</td>\n",
              "      <td>14</td>\n",
              "      <td>48.2692</td>\n",
              "      <td>3</td>\n",
              "      <td>2009</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>443.4228</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>662</td>\n",
              "      <td>17.50</td>\n",
              "      <td>0</td>\n",
              "      <td>0.016760</td>\n",
              "      <td>10</td>\n",
              "      <td>141.6180</td>\n",
              "      <td>9</td>\n",
              "      <td>1999</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2097.2700</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1121</td>\n",
              "      <td>19.20</td>\n",
              "      <td>1</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>6</td>\n",
              "      <td>182.0950</td>\n",
              "      <td>0</td>\n",
              "      <td>1998</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>732.3800</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1297</td>\n",
              "      <td>8.93</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>9</td>\n",
              "      <td>53.8614</td>\n",
              "      <td>1</td>\n",
              "      <td>1987</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>994.7052</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Item_Identifier  Item_Weight  ...  Outlet_Type  Item_Outlet_Sales\n",
              "0              156         9.30  ...            1          3735.1380\n",
              "1                8         5.92  ...            2           443.4228\n",
              "2              662        17.50  ...            1          2097.2700\n",
              "3             1121        19.20  ...            0           732.3800\n",
              "4             1297         8.93  ...            1           994.7052\n",
              "\n",
              "[5 rows x 12 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 95
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9SulIvR415fu",
        "outputId": "3473b98f-bf66-42a7-8362-3f88a0fc9312"
      },
      "source": [
        "data.info()"
      ],
      "execution_count": 96,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 8523 entries, 0 to 8522\n",
            "Data columns (total 12 columns):\n",
            " #   Column                     Non-Null Count  Dtype  \n",
            "---  ------                     --------------  -----  \n",
            " 0   Item_Identifier            8523 non-null   int64  \n",
            " 1   Item_Weight                7060 non-null   float64\n",
            " 2   Item_Fat_Content           8523 non-null   int64  \n",
            " 3   Item_Visibility            8523 non-null   float64\n",
            " 4   Item_Type                  8523 non-null   int64  \n",
            " 5   Item_MRP                   8523 non-null   float64\n",
            " 6   Outlet_Identifier          8523 non-null   int64  \n",
            " 7   Outlet_Establishment_Year  8523 non-null   int64  \n",
            " 8   Outlet_Size                8523 non-null   int64  \n",
            " 9   Outlet_Location_Type       8523 non-null   int64  \n",
            " 10  Outlet_Type                8523 non-null   int64  \n",
            " 11  Item_Outlet_Sales          8523 non-null   float64\n",
            "dtypes: float64(4), int64(8)\n",
            "memory usage: 799.2 KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w-AP2DPv18yG"
      },
      "source": [
        "X = data.drop(columns = ['Item_Outlet_Sales'],axis = 1)"
      ],
      "execution_count": 97,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kQH_2By42G1O"
      },
      "source": [
        "Y = data['Item_Outlet_Sales']"
      ],
      "execution_count": 98,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_otds9Hu2H8c",
        "outputId": "d7e680ab-1407-4fb4-a771-fd9e050fe4de"
      },
      "source": [
        "print(X)"
      ],
      "execution_count": 99,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "      Item_Identifier  Item_Weight  ...  Outlet_Location_Type  Outlet_Type\n",
            "0                 156        9.300  ...                     0            1\n",
            "1                   8        5.920  ...                     2            2\n",
            "2                 662       17.500  ...                     0            1\n",
            "3                1121       19.200  ...                     2            0\n",
            "4                1297        8.930  ...                     2            1\n",
            "...               ...          ...  ...                   ...          ...\n",
            "8518              370        6.865  ...                     2            1\n",
            "8519              897        8.380  ...                     1            1\n",
            "8520             1357       10.600  ...                     1            1\n",
            "8521              681        7.210  ...                     2            2\n",
            "8522               50       14.800  ...                     0            1\n",
            "\n",
            "[8523 rows x 11 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7RkERyZD2Jr3",
        "outputId": "7b53c46b-7866-4ad5-ca8f-f2d4125f5b49"
      },
      "source": [
        "print(Y)"
      ],
      "execution_count": 100,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0       3735.1380\n",
            "1        443.4228\n",
            "2       2097.2700\n",
            "3        732.3800\n",
            "4        994.7052\n",
            "          ...    \n",
            "8518    2778.3834\n",
            "8519     549.2850\n",
            "8520    1193.1136\n",
            "8521    1845.5976\n",
            "8522     765.6700\n",
            "Name: Item_Outlet_Sales, Length: 8523, dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qnTTqQ5u2Kck"
      },
      "source": [
        "from sklearn.model_selection import train_test_split"
      ],
      "execution_count": 102,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-Bl9Dpmk2LfV"
      },
      "source": [
        "X_train,X_test,Y_train,Y_test = train_test_split(X,Y,test_size = 0.2,random_state = 1)"
      ],
      "execution_count": 103,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XzUHv7172ZHW",
        "outputId": "b6b3bed0-88f9-4770-989d-6897f275da4f"
      },
      "source": [
        "print(X.shape,X_train.shape,X_test.shape)"
      ],
      "execution_count": 104,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(8523, 11) (6818, 11) (1705, 11)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5VXSCEFu2dqp"
      },
      "source": [
        "from xgboost import XGBRegressor"
      ],
      "execution_count": 112,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "l3vM9eWg2lBe"
      },
      "source": [
        "model = XGBRegressor()"
      ],
      "execution_count": 116,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GnJa2QyZ2nk3",
        "outputId": "84a51d3e-3fbd-419e-e6a6-fc2f37e96880"
      },
      "source": [
        "model.fit(X_train,Y_train)"
      ],
      "execution_count": 118,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[15:58:04] WARNING: /workspace/src/objective/regression_obj.cu:152: reg:linear is now deprecated in favor of reg:squarederror.\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "XGBRegressor()"
            ]
          },
          "metadata": {},
          "execution_count": 118
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oYyTr3xM2rFw"
      },
      "source": [
        "train_predict = model.predict(X_train)"
      ],
      "execution_count": 119,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3h4sdarT3jW1"
      },
      "source": [
        "from sklearn import metrics"
      ],
      "execution_count": 120,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kIxYoNrE3og2",
        "outputId": "602c0981-4d69-4c9e-9f39-a6e1b03f40ac"
      },
      "source": [
        "metrics.r2_score(Y_train,train_predict)"
      ],
      "execution_count": 121,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.635705706139352"
            ]
          },
          "metadata": {},
          "execution_count": 121
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "LWyzI2e53tCv",
        "outputId": "1517de97-b16f-4182-cb2c-d268d30e191d"
      },
      "source": [
        "plt.scatter(x = train_predict ,y = Y_train,color= 'red')\n",
        "plt.show()"
      ],
      "execution_count": 123,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KoMEFnE136_9"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}