BlackFriday EDA and Feature Engineering.ipynb

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   "source": [
    "## Black Friday Dataset EDA and Feature Engineering\n",
    "### Cleaning and Preparing the data for model training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ff401bdb-cba5-4b50-8f6e-146b92693bd6",
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   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "213ab651-b0ed-4dd7-83eb-2913b21ef8e7",
   "metadata": {},
   "source": [
    "# Problem Statement\n",
    "A retail company “ABC Private Limited” wants to understand the customer purchase behaviour (specifically, purchase amount) against various products of different categories. They have shared purchase summary of various customers for selected high volume products from last month. The data set also contains customer demographics (age, gender, marital status, city_type, stay_in_current_city), product details (product_id and product category) and Total purchase_amount from last month.\n",
    "\n",
    "Now, they want to build a model to predict the purchase amount of customer against various products which will help them to create personalized offer for customers against different products."
   ]
  },
  {
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   "id": "b79508ac-d5b4-47d8-8e0e-e91b165ea7f6",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>User_ID</th>\n",
       "      <th>Product_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>City_Category</th>\n",
       "      <th>Stay_In_Current_City_Years</th>\n",
       "      <th>Marital_Status</th>\n",
       "      <th>Product_Category_1</th>\n",
       "      <th>Product_Category_2</th>\n",
       "      <th>Product_Category_3</th>\n",
       "      <th>Purchase</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>1000001</td>\n",
       "      <td>P00069042</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
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       "      <th>1</th>\n",
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       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>15200</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1000001</td>\n",
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       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000001</td>\n",
       "      <td>P00085442</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000002</td>\n",
       "      <td>P00285442</td>\n",
       "      <td>M</td>\n",
       "      <td>55+</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7969</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "   User_ID Product_ID Gender   Age  Occupation City_Category  \\\n",
       "0  1000001  P00069042      F  0-17          10             A   \n",
       "1  1000001  P00248942      F  0-17          10             A   \n",
       "2  1000001  P00087842      F  0-17          10             A   \n",
       "3  1000001  P00085442      F  0-17          10             A   \n",
       "4  1000002  P00285442      M   55+          16             C   \n",
       "\n",
       "  Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "0                          2               0                   3   \n",
       "1                          2               0                   1   \n",
       "2                          2               0                  12   \n",
       "3                          2               0                  12   \n",
       "4                         4+               0                   8   \n",
       "\n",
       "   Product_Category_2  Product_Category_3  Purchase  \n",
       "0                 NaN                 NaN      8370  \n",
       "1                 6.0                14.0     15200  \n",
       "2                 NaN                 NaN      1422  \n",
       "3                14.0                 NaN      1057  \n",
       "4                 NaN                 NaN      7969  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "#importing the dataset\n",
    "df_train=pd.read_csv('blackFriday_train.csv')\n",
    "df_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c5e6f2ed-6dcf-42b4-ac5f-d4f9ef7cfc01",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>User_ID</th>\n",
       "      <th>Product_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>City_Category</th>\n",
       "      <th>Stay_In_Current_City_Years</th>\n",
       "      <th>Marital_Status</th>\n",
       "      <th>Product_Category_1</th>\n",
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       "      <th>2</th>\n",
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       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000010</td>\n",
       "      <td>P00145342</td>\n",
       "      <td>F</td>\n",
       "      <td>36-45</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4+</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000011</td>\n",
       "      <td>P00053842</td>\n",
       "      <td>F</td>\n",
       "      <td>26-35</td>\n",
       "      <td>1</td>\n",
       "      <td>C</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
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      "text/plain": [
       "   User_ID Product_ID Gender    Age  Occupation City_Category  \\\n",
       "0  1000004  P00128942      M  46-50           7             B   \n",
       "1  1000009  P00113442      M  26-35          17             C   \n",
       "2  1000010  P00288442      F  36-45           1             B   \n",
       "3  1000010  P00145342      F  36-45           1             B   \n",
       "4  1000011  P00053842      F  26-35           1             C   \n",
       "\n",
       "  Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "0                          2               1                   1   \n",
       "1                          0               0                   3   \n",
       "2                         4+               1                   5   \n",
       "3                         4+               1                   4   \n",
       "4                          1               0                   4   \n",
       "\n",
       "   Product_Category_2  Product_Category_3  \n",
       "0                11.0                 NaN  \n",
       "1                 5.0                 NaN  \n",
       "2                14.0                 NaN  \n",
       "3                 9.0                 NaN  \n",
       "4                 5.0                12.0  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## import the test data\n",
    "df_test=pd.read_csv('blackFriday_test.csv')\n",
    "df_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
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       "      <th>User_ID</th>\n",
       "      <th>Product_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>City_Category</th>\n",
       "      <th>Stay_In_Current_City_Years</th>\n",
       "      <th>Marital_Status</th>\n",
       "      <th>Product_Category_1</th>\n",
       "      <th>Product_Category_2</th>\n",
       "      <th>Product_Category_3</th>\n",
       "      <th>Purchase</th>\n",
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       "      <td>F</td>\n",
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       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
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       "      <td>A</td>\n",
       "      <td>2</td>\n",
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       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>15200.0</td>\n",
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       "      <td>1000001</td>\n",
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       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1422.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000001</td>\n",
       "      <td>P00085442</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1057.0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000002</td>\n",
       "      <td>P00285442</td>\n",
       "      <td>M</td>\n",
       "      <td>55+</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7969.0</td>\n",
       "    </tr>\n",
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      "text/plain": [
       "   User_ID Product_ID Gender   Age  Occupation City_Category  \\\n",
       "0  1000001  P00069042      F  0-17          10             A   \n",
       "1  1000001  P00248942      F  0-17          10             A   \n",
       "2  1000001  P00087842      F  0-17          10             A   \n",
       "3  1000001  P00085442      F  0-17          10             A   \n",
       "4  1000002  P00285442      M   55+          16             C   \n",
       "\n",
       "  Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "0                          2               0                   3   \n",
       "1                          2               0                   1   \n",
       "2                          2               0                  12   \n",
       "3                          2               0                  12   \n",
       "4                         4+               0                   8   \n",
       "\n",
       "   Product_Category_2  Product_Category_3  Purchase  \n",
       "0                 NaN                 NaN    8370.0  \n",
       "1                 6.0                14.0   15200.0  \n",
       "2                 NaN                 NaN    1422.0  \n",
       "3                14.0                 NaN    1057.0  \n",
       "4                 NaN                 NaN    7969.0  "
      ]
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     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "## merge both test and train data\n",
    "df = pd.concat([df_train, df_test], ignore_index=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7c6504cb-f67c-4325-a20f-0d91dd5c46ec",
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 783667 entries, 0 to 783666\n",
      "Data columns (total 12 columns):\n",
      " #   Column                      Non-Null Count   Dtype  \n",
      "---  ------                      --------------   -----  \n",
      " 0   User_ID                     783667 non-null  int64  \n",
      " 1   Product_ID                  783667 non-null  object \n",
      " 2   Gender                      783667 non-null  object \n",
      " 3   Age                         783667 non-null  object \n",
      " 4   Occupation                  783667 non-null  int64  \n",
      " 5   City_Category               783667 non-null  object \n",
      " 6   Stay_In_Current_City_Years  783667 non-null  object \n",
      " 7   Marital_Status              783667 non-null  int64  \n",
      " 8   Product_Category_1          783667 non-null  int64  \n",
      " 9   Product_Category_2          537685 non-null  float64\n",
      " 10  Product_Category_3          237858 non-null  float64\n",
      " 11  Purchase                    550068 non-null  float64\n",
      "dtypes: float64(3), int64(4), object(5)\n",
      "memory usage: 71.7+ MB\n"
     ]
    }
   ],
   "source": [
    "## basic\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "450f5ce3-7a58-4c0f-9e75-567fd68d43dd",
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   "outputs": [
    {
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       "      <th>count</th>\n",
       "      <td>7.836670e+05</td>\n",
       "      <td>783667.000000</td>\n",
       "      <td>783667.000000</td>\n",
       "      <td>783667.000000</td>\n",
       "      <td>537685.000000</td>\n",
       "      <td>237858.000000</td>\n",
       "      <td>550068.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.003029e+06</td>\n",
       "      <td>8.079300</td>\n",
       "      <td>0.409777</td>\n",
       "      <td>5.366196</td>\n",
       "      <td>9.844506</td>\n",
       "      <td>12.668605</td>\n",
       "      <td>9263.968713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.727267e+03</td>\n",
       "      <td>6.522206</td>\n",
       "      <td>0.491793</td>\n",
       "      <td>3.878160</td>\n",
       "      <td>5.089093</td>\n",
       "      <td>4.125510</td>\n",
       "      <td>5023.065394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000001e+06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.001519e+06</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>5823.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.003075e+06</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>8047.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.004478e+06</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>12054.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.006040e+06</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>23961.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            User_ID     Occupation  Marital_Status  Product_Category_1  \\\n",
       "count  7.836670e+05  783667.000000   783667.000000       783667.000000   \n",
       "mean   1.003029e+06       8.079300        0.409777            5.366196   \n",
       "std    1.727267e+03       6.522206        0.491793            3.878160   \n",
       "min    1.000001e+06       0.000000        0.000000            1.000000   \n",
       "25%    1.001519e+06       2.000000        0.000000            1.000000   \n",
       "50%    1.003075e+06       7.000000        0.000000            5.000000   \n",
       "75%    1.004478e+06      14.000000        1.000000            8.000000   \n",
       "max    1.006040e+06      20.000000        1.000000           20.000000   \n",
       "\n",
       "       Product_Category_2  Product_Category_3       Purchase  \n",
       "count       537685.000000       237858.000000  550068.000000  \n",
       "mean             9.844506           12.668605    9263.968713  \n",
       "std              5.089093            4.125510    5023.065394  \n",
       "min              2.000000            3.000000      12.000000  \n",
       "25%              5.000000            9.000000    5823.000000  \n",
       "50%              9.000000           14.000000    8047.000000  \n",
       "75%             15.000000           16.000000   12054.000000  \n",
       "max             18.000000           18.000000   23961.000000  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "75a75644-52f6-40f7-b585-3cada239389f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(['User_ID'],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "127aa7b2-6915-4ea8-baf5-c7604740fdb2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Product_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Occupation</th>\n",
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       "      <th>Stay_In_Current_City_Years</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>P00069042</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
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       "      <td>A</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>P00248942</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
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       "      <td>A</td>\n",
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       "      <td>2</td>\n",
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       "      <td>12</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>1422.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>P00085442</td>\n",
       "      <td>F</td>\n",
       "      <td>0-17</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
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       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1057.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>P00285442</td>\n",
       "      <td>M</td>\n",
       "      <td>55+</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
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       "      <td>NaN</td>\n",
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      ],
      "text/plain": [
       "  Product_ID Gender   Age  Occupation City_Category  \\\n",
       "0  P00069042      F  0-17          10             A   \n",
       "1  P00248942      F  0-17          10             A   \n",
       "2  P00087842      F  0-17          10             A   \n",
       "3  P00085442      F  0-17          10             A   \n",
       "4  P00285442      M   55+          16             C   \n",
       "\n",
       "  Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "0                          2               0                   3   \n",
       "1                          2               0                   1   \n",
       "2                          2               0                  12   \n",
       "3                          2               0                  12   \n",
       "4                         4+               0                   8   \n",
       "\n",
       "   Product_Category_2  Product_Category_3  Purchase  \n",
       "0                 NaN                 NaN    8370.0  \n",
       "1                 6.0                14.0   15200.0  \n",
       "2                 NaN                 NaN    1422.0  \n",
       "3                14.0                 NaN    1057.0  \n",
       "4                 NaN                 NaN    7969.0  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5e2ff6ff-f5fb-43c0-89d3-03287eb74da1",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Handling (changing) categorical variable Gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9059ebd3-9a49-455a-a567-a99a3835af24",
   "metadata": {},
   "outputs": [],
   "source": [
    "# way 1\n",
    "df['Gender']=pd.get_dummies(df['Gender'],drop_first=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "23010065-7367-4ab9-85da-ba65dd5e1b47",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1057.0</td>\n",
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       "      <th>4</th>\n",
       "      <td>P00285442</td>\n",
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      ],
      "text/plain": [
       "  Product_ID  Gender   Age  Occupation City_Category  \\\n",
       "0  P00069042       0  0-17          10             A   \n",
       "1  P00248942       0  0-17          10             A   \n",
       "2  P00087842       0  0-17          10             A   \n",
       "3  P00085442       0  0-17          10             A   \n",
       "4  P00285442       1   55+          16             C   \n",
       "\n",
       "  Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "0                          2               0                   3   \n",
       "1                          2               0                   1   \n",
       "2                          2               0                  12   \n",
       "3                          2               0                  12   \n",
       "4                         4+               0                   8   \n",
       "\n",
       "   Product_Category_2  Product_Category_3  Purchase  \n",
       "0                 NaN                 NaN    8370.0  \n",
       "1                 6.0                14.0   15200.0  \n",
       "2                 NaN                 NaN    1422.0  \n",
       "3                14.0                 NaN    1057.0  \n",
       "4                 NaN                 NaN    7969.0  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# way 2\n",
    "df['Gender']=df['Gender'].map({'F':0,'M':1})\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4dab0313-5d5d-4be3-8f5f-181dc4165505",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['0-17', '55+', '26-35', '46-50', '51-55', '36-45', '18-25'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Handling (changing) categorical variable of Age\n",
    "df['Age'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "be62468c-8510-48ee-8e1c-75463adffc61",
   "metadata": {},
   "outputs": [],
   "source": [
    "# way 1\n",
    "df['Age']=df['Age'].map({'0-17':1,'18-25':2,'26-35':3,'36-45':4,'46-50':5,'51-55':6,'55+':7})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "fc9b709e-e2c0-4a6c-a195-990da744cc55",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>NaN</td>\n",
       "      <td>1422.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>P00085442</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>A</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1057.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>P00285442</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
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       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7969.0</td>\n",
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      ],
      "text/plain": [
       "  Product_ID  Gender  Age  Occupation City_Category  \\\n",
       "0  P00069042       0    1          10             A   \n",
       "1  P00248942       0    1          10             A   \n",
       "2  P00087842       0    1          10             A   \n",
       "3  P00085442       0    1          10             A   \n",
       "4  P00285442       1    7          16             C   \n",
       "\n",
       "  Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "0                          2               0                   3   \n",
       "1                          2               0                   1   \n",
       "2                          2               0                  12   \n",
       "3                          2               0                  12   \n",
       "4                         4+               0                   8   \n",
       "\n",
       "   Product_Category_2  Product_Category_3  Purchase  \n",
       "0                 NaN                 NaN    8370.0  \n",
       "1                 6.0                14.0   15200.0  \n",
       "2                 NaN                 NaN    1422.0  \n",
       "3                14.0                 NaN    1057.0  \n",
       "4                 NaN                 NaN    7969.0  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "7e81322a-aa6c-4cfd-b1f7-3dacea8da77c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# way 2 - using label encoding (sklearn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6334547a-17fa-408f-9c13-28a179c11a63",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Handling (changing) categorical variable of City_Category"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "0ee37108-a823-495a-a839-638d86a59b33",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_city=pd.get_dummies(df['City_Category'],drop_first=True)\n",
    "df_city = df_city.astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "701d47cf-c4c5-436d-b8b4-f16d017ff19f",
   "metadata": {},
   "outputs": [
    {
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       "   B  C\n",
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   "source": [
    "df_city.head()"
   ]
  },
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   "cell_type": "code",
   "execution_count": 31,
   "id": "24b6e3f5-a426-4e13-aef7-34543a088d03",
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   "outputs": [
    {
     "data": {
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       "      <th>Product_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>City_Category</th>\n",
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       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1422.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>3</th>\n",
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       "      <td>0</td>\n",
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       "      <th>4</th>\n",
       "      <td>P00285442</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>16</td>\n",
       "      <td>C</td>\n",
       "      <td>4+</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7969.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Product_ID  Gender  Age  Occupation City_Category  \\\n",
       "0  P00069042       0    1          10             A   \n",
       "1  P00248942       0    1          10             A   \n",
       "2  P00087842       0    1          10             A   \n",
       "3  P00085442       0    1          10             A   \n",
       "4  P00285442       1    7          16             C   \n",
       "\n",
       "  Stay_In_Current_City_Years  Marital_Status  Product_Category_1  \\\n",
       "0                          2               0                   3   \n",
       "1                          2               0                   1   \n",
       "2                          2               0                  12   \n",
       "3                          2               0                  12   \n",
       "4                         4+               0                   8   \n",
       "\n",
       "   Product_Category_2  Product_Category_3  Purchase  B  C  \n",
       "0                 NaN                 NaN    8370.0  0  0  \n",
       "1                 6.0                14.0   15200.0  0  0  \n",
       "2                 NaN                 NaN    1422.0  0  0  \n",
       "3                14.0                 NaN    1057.0  0  0  \n",
       "4                 NaN                 NaN    7969.0  0  1  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.concat([df,df_city],axis=1)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "3b64bd37-27c4-4557-ac65-3ea54d233e53",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop('City_Category',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "8e494206-98ec-4ac0-9eb5-81f3ea274924",
   "metadata": {},
   "outputs": [
    {
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       "      <td>14.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>1422.0</td>\n",
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       "      <th>3</th>\n",
       "      <td>P00085442</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>14.0</td>\n",
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       "      <td>0</td>\n",
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       "      <th>4</th>\n",
       "      <td>P00285442</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>16</td>\n",
       "      <td>4+</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7969.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "  </tbody>\n",
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      ],
      "text/plain": [
       "  Product_ID  Gender  Age  Occupation Stay_In_Current_City_Years  \\\n",
       "0  P00069042       0    1          10                          2   \n",
       "1  P00248942       0    1          10                          2   \n",
       "2  P00087842       0    1          10                          2   \n",
       "3  P00085442       0    1          10                          2   \n",
       "4  P00285442       1    7          16                         4+   \n",
       "\n",
       "   Marital_Status  Product_Category_1  Product_Category_2  Product_Category_3  \\\n",
       "0               0                   3                 NaN                 NaN   \n",
       "1               0                   1                 6.0                14.0   \n",
       "2               0                  12                 NaN                 NaN   \n",
       "3               0                  12                14.0                 NaN   \n",
       "4               0                   8                 NaN                 NaN   \n",
       "\n",
       "   Purchase  B  C  \n",
       "0    8370.0  0  0  \n",
       "1   15200.0  0  0  \n",
       "2    1422.0  0  0  \n",
       "3    1057.0  0  0  \n",
       "4    7969.0  0  1  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "277bf75a-0e0b-47fd-94e7-c21e0cce3005",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Product_ID                         0\n",
       "Gender                             0\n",
       "Age                                0\n",
       "Occupation                         0\n",
       "Stay_In_Current_City_Years         0\n",
       "Marital_Status                     0\n",
       "Product_Category_1                 0\n",
       "Product_Category_2            245982\n",
       "Product_Category_3            545809\n",
       "Purchase                      233599\n",
       "B                                  0\n",
       "C                                  0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Missing Values\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "5af1276f-a101-44e8-a8be-30f2ddfc1b2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan,  6., 14.,  2.,  8., 15., 16., 11.,  5.,  3.,  4., 12.,  9.,\n",
       "       10., 17., 13.,  7., 18.])"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Focus on replacing missing values\n",
    "df['Product_Category_2'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "747d8902-1bf8-4679-8ac1-312cac12a04a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Product_Category_2\n",
       "8.0     91317\n",
       "14.0    78834\n",
       "2.0     70498\n",
       "16.0    61687\n",
       "15.0    54114\n",
       "5.0     37165\n",
       "4.0     36705\n",
       "6.0     23575\n",
       "11.0    20230\n",
       "17.0    19104\n",
       "13.0    15054\n",
       "9.0      8177\n",
       "12.0     7801\n",
       "10.0     4420\n",
       "3.0      4123\n",
       "18.0     4027\n",
       "7.0       854\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Product_Category_2'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9d5c9c66-36f9-454c-b1d3-2d2a8aa13787",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8.0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# mode\n",
    "df['Product_Category_2'].mode()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "5db21742-76df-4c2a-a505-98beabb2d539",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Replace missing values with mode (in case of categorical or discrete values) (for Product category 2)\n",
    "df['Product_Category_2']=df['Product_Category_2'].fillna(df['Product_Category_2'].mode()[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "65a04699-2ec5-4293-8824-b0b1e2a5a377",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Product_Category_2'].isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "3d63c152-9ddf-44b8-99f4-9b44dda998f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, 14., 17.,  5.,  4., 16., 15.,  8.,  9., 13.,  6., 12.,  3.,\n",
       "       18., 11., 10.])"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Product Category 3 replace missing values \n",
    "df['Product_Category_3'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "eebd2839-cce5-4139-bf09-73daa5442b7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Product_Category_3\n",
       "16.0    46469\n",
       "15.0    39968\n",
       "14.0    26283\n",
       "17.0    23818\n",
       "5.0     23799\n",
       "8.0     17861\n",
       "9.0     16532\n",
       "12.0    13115\n",
       "13.0     7849\n",
       "6.0      6888\n",
       "18.0     6621\n",
       "4.0      2691\n",
       "11.0     2585\n",
       "10.0     2501\n",
       "3.0       878\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Product_Category_3'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6e368da2-ee15-410a-85ef-c46a162ac168",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Replace the missing value with mode (for Product category 3)\n",
    "df['Product_Category_3']=df['Product_Category_3'].fillna(df['Product_Category_3'].mode()[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "381139c4-0e69-42bb-8dc5-2c3f474de37c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Product_Category_3'].isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9697e50b-7b46-4c1c-9511-a4a1ed39bd8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Product_ID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Occupation</th>\n",
       "      <th>Stay_In_Current_City_Years</th>\n",
       "      <th>Marital_Status</th>\n",
       "      <th>Product_Category_1</th>\n",
       "      <th>Product_Category_2</th>\n",
       "      <th>Product_Category_3</th>\n",
       "      <th>Purchase</th>\n",
       "      <th>B</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>P00069042</td>\n",
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       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>8.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>8370</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>P00248942</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>15200</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>P00087842</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>8.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1422</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>P00085442</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>14.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1057</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>P00285442</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>16</td>\n",
       "      <td>4+</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>8.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>7969</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Product_ID  Gender  Age  Occupation Stay_In_Current_City_Years  \\\n",
       "0  P00069042       0    1          10                          2   \n",
       "1  P00248942       0    1          10                          2   \n",
       "2  P00087842       0    1          10                          2   \n",
       "3  P00085442       0    1          10                          2   \n",
       "4  P00285442       1    7          16                         4+   \n",
       "\n",
       "   Marital_Status  Product_Category_1  Product_Category_2  Product_Category_3  \\\n",
       "0               0                   3                 8.0                16.0   \n",
       "1               0                   1                 6.0                14.0   \n",
       "2               0                  12                 8.0                16.0   \n",
       "3               0                  12                14.0                16.0   \n",
       "4               0                   8                 8.0                16.0   \n",
       "\n",
       "   Purchase  B  C  \n",
       "0      8370  0  0  \n",
       "1     15200  0  0  \n",
       "2      1422  0  0  \n",
       "3      1057  0  0  \n",
       "4      7969  0  1  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c3a4d897-b085-4180-9194-84113d3b6f4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['2', '4+', '3', '1', '0'], dtype=object)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Handling (changing) categorical variable of Stay_In_Current_City_Years (changing 4+ category to 4)\n",
    "df['Stay_In_Current_City_Years'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "b1f42d24-b5af-4bb6-b06b-64e394cc31a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Stay_In_Current_City_Years']=df['Stay_In_Current_City_Years'].str.replace('+','')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7073251e-d0b0-4e9e-8d36-4c5ede0b6b01",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>Occupation</th>\n",
       "      <th>Stay_In_Current_City_Years</th>\n",
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      ],
      "text/plain": [
       "  Product_ID  Gender  Age  Occupation Stay_In_Current_City_Years  \\\n",
       "0  P00069042       0    1          10                          2   \n",
       "1  P00248942       0    1          10                          2   \n",
       "2  P00087842       0    1          10                          2   \n",
       "3  P00085442       0    1          10                          2   \n",
       "4  P00285442       1    7          16                          4   \n",
       "\n",
       "   Marital_Status  Product_Category_1  Product_Category_2  Product_Category_3  \\\n",
       "0               0                   3                 8.0                16.0   \n",
       "1               0                   1                 6.0                14.0   \n",
       "2               0                  12                 8.0                16.0   \n",
       "3               0                  12                14.0                16.0   \n",
       "4               0                   8                 8.0                16.0   \n",
       "\n",
       "   Purchase  B  C  \n",
       "0      8370  0  0  \n",
       "1     15200  0  0  \n",
       "2      1422  0  0  \n",
       "3      1057  0  0  \n",
       "4      7969  0  1  "
      ]
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     "execution_count": 18,
     "metadata": {},
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    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "e91e98da-ff92-46b4-85fc-3c0a2925e486",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 783667 entries, 0 to 783666\n",
      "Data columns (total 12 columns):\n",
      " #   Column                      Non-Null Count   Dtype  \n",
      "---  ------                      --------------   -----  \n",
      " 0   Product_ID                  783667 non-null  object \n",
      " 1   Gender                      783667 non-null  int64  \n",
      " 2   Age                         783667 non-null  int64  \n",
      " 3   Occupation                  783667 non-null  int64  \n",
      " 4   Stay_In_Current_City_Years  783667 non-null  object \n",
      " 5   Marital_Status              783667 non-null  int64  \n",
      " 6   Product_Category_1          783667 non-null  int64  \n",
      " 7   Product_Category_2          783667 non-null  float64\n",
      " 8   Product_Category_3          783667 non-null  float64\n",
      " 9   Purchase                    550068 non-null  float64\n",
      " 10  B                           783667 non-null  int64  \n",
      " 11  C                           783667 non-null  int64  \n",
      "dtypes: float64(3), int64(7), object(2)\n",
      "memory usage: 71.7+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "36a9ae4c-00ea-4cb0-b25c-c99bfa550bbe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 783667 entries, 0 to 783666\n",
      "Data columns (total 12 columns):\n",
      " #   Column                      Non-Null Count   Dtype  \n",
      "---  ------                      --------------   -----  \n",
      " 0   Product_ID                  783667 non-null  object \n",
      " 1   Gender                      783667 non-null  int64  \n",
      " 2   Age                         783667 non-null  int64  \n",
      " 3   Occupation                  783667 non-null  int64  \n",
      " 4   Stay_In_Current_City_Years  783667 non-null  int64  \n",
      " 5   Marital_Status              783667 non-null  int64  \n",
      " 6   Product_Category_1          783667 non-null  int64  \n",
      " 7   Product_Category_2          783667 non-null  float64\n",
      " 8   Product_Category_3          783667 non-null  float64\n",
      " 9   Purchase                    550068 non-null  float64\n",
      " 10  B                           783667 non-null  int64  \n",
      " 11  C                           783667 non-null  int64  \n",
      "dtypes: float64(3), int64(8), object(1)\n",
      "memory usage: 71.7+ MB\n"
     ]
    }
   ],
   "source": [
    "# convert Stay_In_Current_City_Years (object) into int\n",
    "df['Stay_In_Current_City_Years']=df['Stay_In_Current_City_Years'].astype(int)\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "6c09376d-059a-4391-a5ea-dda4066233b9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x329262990>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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",
      "text/plain": [
       "<Figure size 2750x2750 with 132 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualisation\n",
    "sns.pairplot(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "17327e58-46f6-4df0-b48c-4b1f2f9cf0ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Age', ylabel='Purchase'>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualisation of Age vs Purchase\n",
    "sns.barplot(x='Age',y='Purchase',hue='Gender',data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f84661d8-7677-4cbd-92c3-991440aca418",
   "metadata": {},
   "source": [
    "Observations-\n",
    "1. Purchase of each age group is similar\n",
    "2. Purchasing of Men is high then Women"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "b0be19d0-a014-4f23-bf81-676b54acbcd4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Occupation', ylabel='Purchase'>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualation of Purchase with Occupation\n",
    "sns.barplot(x='Occupation',y='Purchase',hue='Gender',data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "94b6bcfc-b3e4-402f-ac37-c4a659d038cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Product_Category_1', ylabel='Purchase'>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x='Product_Category_1',y='Purchase',hue='Gender',data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "49d19a06-06e9-446f-8fee-be21591b1ad1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Product_Category_2', ylabel='Purchase'>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x='Product_Category_2',y='Purchase',hue='Gender',data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "5dc93b01-328e-4349-8b98-b18d2a61f18d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Product_Category_3', ylabel='Purchase'>"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x='Product_Category_3',y='Purchase',hue='Gender',data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "47ac4a00-d1b1-4c60-983a-280cada0f783",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Preparing test and train data\n",
    "df_test=df[df['Purchase'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "4a3a6547-3921-4224-9a19-7d573bcf3749",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train=df[~df['Purchase'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "06bf6798-35b2-421c-a0c2-8b3994215cb1",
   "metadata": {},
   "outputs": [],
   "source": [
    "X=df_train.drop('Purchase',axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "48273796-368a-490f-b708-d89fca647a3a",
   "metadata": {},
   "outputs": [],
   "source": [
    "y=df_train['Purchase']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "78e9c4d9-21db-40a3-91fc-23045caa3164",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "ea916161-a8e2-46af-8253-f1197942c98e",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train.drop('Product_ID',axis=1,inplace=True)\n",
    "X_test.drop('Product_ID',axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "562ad5a9-ad16-4f30-9f6d-c84efec3f5a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "## feature scaling\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "sc=StandardScaler()\n",
    "X_train=sc.fit_transform(X_train)\n",
    "X_test=sc.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dadbd7dc-e569-4a55-91e1-d10f08d84ad1",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Train model"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}