5.Multi Column Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "959cf138-4891-4510-93e5-9306fb05f840",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6d96e15b-ee2e-4e87-8158-b15e3b13cff8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"BlackFriday.csv\")\n",
    "del df['Product_Category_2']\n",
    "del df['Product_Category_3']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9fd915c9-77d6-4f97-8679-74943b6da299",
   "metadata": {},
   "outputs": [
    {
     "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>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>Purchase</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000001</td>\n",
       "      <td>P00069042</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>3</td>\n",
       "      <td>8370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000001</td>\n",
       "      <td>P00248942</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>1</td>\n",
       "      <td>15200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1000001</td>\n",
       "      <td>P00087842</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>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>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>7969</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "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  Purchase  \n",
       "0                          2               0                   3      8370  \n",
       "1                          2               0                   1     15200  \n",
       "2                          2               0                  12      1422  \n",
       "3                          2               0                  12      1057  \n",
       "4                         4+               0                   8      7969  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "eef73d6e-cde0-4e46-8460-eea4258943e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'PURCAHSE DISTRIBUTION BY AGE'}, xlabel='Age'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('Age').size().plot(kind = 'bar', figsize = (12,6), title = 'PURCAHSE DISTRIBUTION BY AGE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8d32e30b-f31e-4429-b7cb-c5212c6cb2c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'PURCHASE DISTRIBUTION BY AGE & ACCORDING TO GENDER')]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc = {'figure.figsize' : (12,6)})\n",
    "sns.countplot(x = \"Age\" , hue = 'Gender', data = df).set(title='PURCHASE DISTRIBUTION BY AGE & ACCORDING TO GENDER')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1773c4da-f30e-42a9-806c-069315b336e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'PURCHASE DISTRIBUTION BY AGE & ACCORDING TO GENDER')]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc = {'figure.figsize' : (12,6)})\n",
    "sns.countplot(x = \"Gender\" , hue = 'Age', data = df).set(title='PURCHASE DISTRIBUTION BY AGE & ACCORDING TO GENDER')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e95e5389-c5ae-4aee-8d4c-7e52874363b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'MARITAL STATUS OF MALE AND FEMALE CUSTOMER')]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc = {'figure.figsize' : (6,6)})\n",
    "sns.countplot(x = \"Gender\" , hue = 'Marital_Status', data = df).set(title='MARITAL STATUS OF MALE AND FEMALE CUSTOMER')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "90229411-ed0d-4763-93e5-e1bb63455ca4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'OVERALL PURCHASED BY CITY')]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = df['City_Category']).set(title='OVERALL PURCHASED BY CITY')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ed58571d-ef52-4809-a747-c5e74aa00f24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'CITY CATEGORY')]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x= 'City_Category', hue = 'Age', data = df).set(title='CITY CATEGORY')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6cb9f8b4-d391-42f8-b74a-edae2ac17279",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'MARITAL STATUS ACCORDING TO CITY CATEGORY')]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x= 'Marital_Status', hue = 'City_Category', data = df).set(title='MARITAL STATUS ACCORDING TO CITY CATEGORY')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "e9c9fca6-5568-4f93-a72d-4e6d59ce3ff9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('City_Category').size().plot(kind = 'pie', autopct = '%0.1f')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "17489fae-8c6d-49b9-8815-a6040975d2c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, ' PURCHASED AMOUNT CITY CATEGORY ACCORDING TO GENDER')]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x= 'City_Category', hue = 'Gender', data = df).set(title=' PURCHASED AMOUNT CITY CATEGORY ACCORDING TO GENDER')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a5769870-ab48-4343-8b60-808fce9bd52d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'AMOUNT SPEND ACCORDING TO CITY CATEGORY'}, ylabel='Purchase'>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Purchase'] = pd.to_numeric(df['Purchase'], errors='coerce')\n",
    "\n",
    "# Group by 'Age', calculate mean 'Purchase', and plot\n",
    "# Filter out non-numeric values before calculating the mean\n",
    "df.groupby('City_Category')['Purchase'].apply(lambda x: pd.to_numeric(x, errors='coerce').sum()).plot(kind='pie', autopct = '%0.1f' , figsize=(12, 6), title='AMOUNT SPEND ACCORDING TO CITY CATEGORY')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "9b88d260-b421-47fe-839d-f60e6ddeadc2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'AVERAGE AMOUNT SPEND BY CITY CATEGORY'}, ylabel='Purchase'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Purchase'] = pd.to_numeric(df['Purchase'], errors='coerce')\n",
    "df.groupby('City_Category')['Purchase'].apply(lambda x: pd.to_numeric(x, errors='coerce').mean()).plot(kind='pie', autopct = '%0.1f' , figsize=(12, 6), title='AVERAGE AMOUNT SPEND BY CITY CATEGORY')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1739b8ef-bfb6-4674-bae9-bb04fe202337",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.10.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}