Black Friday  - MultiColumn Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "941ce4fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "5b5f3e50",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('BlackFriday.csv')\n",
    "\n",
    "del df['Product_Category_2']\n",
    "del df['Product_Category_3']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "0d2b90de",
   "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": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "cd0a763c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Purchase Distribution by Age'}, xlabel='Age'>"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('Age').size().plot(kind = 'bar', figsize = (12, 6), title = 'Purchase Distribution by Age')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "5751b507",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Age', ylabel='count'>"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 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)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "9584d6cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Gender', ylabel='count'>"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 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)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "d6573a9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Gender', ylabel='count'>"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 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)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "816d6d3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Marital_Status', ylabel='count'>"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc = {'figure.figsize' : (6,6)})\n",
    "sns.countplot(x = \"Marital_Status\", hue = 'Gender', data = df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "f654f92d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='City_Category', ylabel='count'>"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = df['City_Category'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "f9c5f13c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='City_Category', ylabel='count'>"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = 'City_Category', hue = 'Age', data = df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "d7d839c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Age', ylabel='count'>"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = 'Age', hue = 'City_Category', data = df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "e6141586",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Marital_Status', ylabel='count'>"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZSW1tLRaLBbPZ3KYdaHOM2WzGYrFQU1NzwnN99dVXRnVRRMQnrrzyR/Tt248XXngWt9sNwJYtf8duX8NFF13s4+ra6vKJ/8rKSqZNm8Ytt9zCqFGjKCsrw2Qyeb/v8XgwmUzer0c7dvvoY/z8/I475kh7R/Tvb+nQ/iLtZbUG+7qEc05VlR9mszF/S7taWr55u3Hnn7c9Nefk5LJkyZMkJ9+O2WwmJCSExYt/h81m/dZjvws/P78OvZa7NGS++OILpk2bxtSpU7nnnnsACA0N9U7cA1RXV2Oz2ejXrx/19fW43W78/f1xOBzeW282m43q6mpCQ0NxuVw0NjYSEhLCwIEDqaqq4sILL2xzro7Yv7+B1lbPt+8oPnO2/rJ2OOp9XcI5p7W1FZfLmHdb1R5sBpoNOXd7WCznMW/eY8e1G9XfI1pbW9u8lv38TKf847zLlpVpaGjg3nvvJSUlxRswcPg2WlBQEGVlZQAUFRURGRlJQEAAERER2O12AAoLC4mMjAQgKiqKwsJCAOx2OxEREQQEBBAVFUVRUREA27ZtIygoiPPPP7+ruigiIsfospBZtWoV1dXVrFixggkTJjBhwgSWLl0KQE5ODgsXLiQmJoZDhw6RnJwMQGZmJgUFBYwbN45t27bx8MMPA5CSksI//vEP4uLiWLlyJRkZGQBMnTqVlpYW4uLiyMrKIjs7u6u6JyIiJ2DyHPv2hHOcbped+azWYO5akeLrMjrkxbuX6naZD3z11R5CQ4f4uoxu5dif6Rlzu0xERM49ChkRETGMQkZERAyjBTJFRE5Dn/OCCAoM7PTzNre0UHfQd2+N7mwKGRGR0xAUGGjIG1BevHsp7Xn+5v33t/E//zOLsLDBeDweXC4nEybcwm23Te70mr4LhYyIyFnqiiu+x9NPPwvAoUON3HnnbYwcOYqLL77Ex5X9l+ZkRES6gebmZvz8/LBYzqylsTSSERE5S33yyU7uumsKHk8re/d+yQ033MSAAcauXdZRGsmIiJylrrjie7z44kpeeuk11qxZx5df/oeXX37R12W1oZAREekGeve2cMMNN/HRR9t9XUobChkRkW7A7XbzwQdlDB06zNeltKE5GRGR09Dc0vLN2407/7ztdWROxmQCl8vFZZcNJSnpZ51e03ehkBEROQ11Pv48mR//OII///lvPrt+e+l2mYiIGEYhIyIihlHIiEi3po/M6jyn87NUyIhIt2U2B9LYWKeg6QQej4fGxjrM5o4tCqqJfxHptvr2tVJb66Ch4YCvS+kWzOZA+vbt2IoCChkR6bb8/c0MGDDI12Wc03S7TEREDKOQERERwyhkRETEMAoZERExjEJGREQMo5ARERHDKGRERMQwChkRETGMQkZERAyjkBEREcMoZERExDAKGRERMYxCRkREDKOQERERwyhkRETEMAoZERExjEJGREQMo5ARERHDKGRERMQwhoZMQ0MD8fHx7N27F4DNmzeTkJDA2LFjyc3N9e63c+dOEhMTiY6OZu7cubhcLgAqKipISkoiJiaGmTNn0tjYCEBdXR3Tp08nNjaWpKQkHA4HAC0tLaSmphIbG8vEiRP54osvjOyeiIh8C8NCZvv27UyePJndu3cD0NTURHp6Onl5edjtdnbs2MHGjRsBSE1NJSMjg3Xr1uHxeCgoKABg/vz5TJkyhZKSEsLDw8nLywNgyZIlREREUFxczKRJk8jKygIgPz+fnj17UlxcTHp6OnPmzDGqeyIi0g6GhUxBQQGZmZnYbDYAPvzwQ4YMGcLgwYMxm80kJCRQUlJCeXk5TU1NjBgxAoDExERKSkpwOp1s3bqV6OjoNu0ApaWlJCQkABAfH8+mTZtwOp2UlpYyfvx4AEaOHElNTQ0VFRVGdVFERL6F2agTHxldHFFVVYXVavVu22w2Kisrj2u3Wq1UVlZSW1uLxWLBbDa3aT/2XGazGYvFQk1NzQnP9dVXX3H++ee3u+7+/S0d76xIO1itwb4uQaTLGRYyx2ptbcVkMnm3PR4PJpPppO1Hvh7t2O2jj/Hz8zvumCPtHbF/fwOtrZ4OHSNd62z9Ze1w1Pu6BJFO5+dnOuUf51327rLQ0FDvBD2Aw+HAZrMd115dXY3NZqNfv37U19fjdrvb7A+HR0HV1dUAuFwuGhsbCQkJYeDAgVRVVR13LhER8Y0uC5krr7ySXbt2sWfPHtxuN2vXriUyMpKwsDCCgoIoKysDoKioiMjISAICAoiIiMButwNQWFhIZGQkAFFRURQWFgJgt9uJiIggICCAqKgoioqKANi2bRtBQUEdulUmIiKdq8tulwUFBbFo0SIefPBBmpubiYqKIiYmBoCcnBzmzZtHQ0MDw4cPJzk5GYDMzEzS0tJYtmwZgwYNYvHixQCkpKSQlpZGXFwcwcHB5OTkADB16lQyMjKIi4sjMDCQ7OzsruqeiIicgMnj8WgC4iiakznzWa3B3LUixddldMiLdy/VnIx0S2fMnIyIiJx7FDIiImIYhYyIiBhGISMiIoZRyIiIiGEUMiIiYhiFjIiIGKbLHsaUM1ff8wIxBwb5ugwR6YYUMoI5MIiy7Gm+LqPdrpr9B1+XICLtpNtlIiJiGIWMiIgYRiEjIiKG0ZyMiEgn6nNeEEGBgb4uo0OaW1qoO9hsyLkVMiIinSgoMPCsXCUcjAkZ3S4TERHDKGRERMQwChkRETGMQkZERAyjif9OFtynBz2CAnxdhojIGUEh08l6BAUwZfYrvi6jQ1ZmJ/m6BBHppnS7TEREDKOQERERwyhkRETEMAoZERExjEJGREQMo5ARERHDKGRERMQwChkRETGMQkZERAyjkBEREcMoZERExDAKGRERMYxCRkREDKOQERERwyhkRETEMAoZERExjEJGREQM45OQKSoqIi4ujri4OJ544gkANm/eTEJCAmPHjiU3N9e7786dO0lMTCQ6Opq5c+ficrkAqKioICkpiZiYGGbOnEljYyMAdXV1TJ8+ndjYWJKSknA4HF3fQRERAXwQMl9//TVZWVnk5+dTVFTEtm3b2LBhA+np6eTl5WG329mxYwcbN24EIDU1lYyMDNatW4fH46GgoACA+fPnM2XKFEpKSggPDycvLw+AJUuWEBERQXFxMZMmTSIrK6uruygiIt/o8pBxu920trby9ddf43K5cLlcWCwWhgwZwuDBgzGbzSQkJFBSUkJ5eTlNTU2MGDECgMTEREpKSnA6nWzdupXo6Og27QClpaUkJCQAEB8fz6ZNm3A6nV3dTRERAcxdfUGLxUJKSgqxsbH07NmTkSNHUlVVhdVq9e5js9morKw8rt1qtVJZWUltbS0WiwWz2dymHWhzjNlsxmKxUFNTw8CBA9tVX//+ls7qqkgbVmuwr0sQOSmjXp9dHjL/+te/+NOf/sT//u//EhwczCOPPMLu3bsxmUzefTweDyaTidbW1hO2H/l6tGO3jz7Gz6/9A7b9+xtobfV0sFf/pV8kcjIOR72vS5AucLb+Djjd16efn+mUf5x3+e2yd955h9GjR9O/f38CAwNJTExky5YtbSboHQ4HNpuN0NDQNu3V1dXYbDb69etHfX09bre7zf5weBRUXV0NgMvlorGxkZCQkK7roIiIeHV5yAwbNozNmzdz6NAhPB4PGzZs4Morr2TXrl3s2bMHt9vN2rVriYyMJCwsjKCgIMrKyoDD70qLjIwkICCAiIgI7HY7AIWFhURGRgIQFRVFYWEhAHa7nYiICAICArq6myIigg9ul/3kJz/h448/JjExkYCAAH7wgx/w4IMPMmbMGB588EGam5uJiooiJiYGgJycHObNm0dDQwPDhw8nOTkZgMzMTNLS0li2bBmDBg1i8eLFAKSkpJCWlkZcXBzBwcHk5OR0dRdFROQbXR4yANOnT2f69Olt2kaPHs2aNWuO23fYsGGsWrXquPawsDDy8/OPaw8JCeGZZ57pvGJFROS06Yl/ERExjEJGREQMo5ARERHDKGRERMQw7QqZI0/TH+3zzz/v9GJERKR7OWXIHDhwgAMHDvDzn/+cgwcPererq6t54IEHuqpGERE5S53yLcy/+tWvePfddwEYNWrUfw8ym72LU4qIiJzMKUPm+eefB2DOnDksXLiwSwoSEZHuo10PYy5cuJDy8nIOHjyIx/PfxSOHDx9uWGEiInL2a1fIPPXUUzz//PP079/f22YymfjrX/9qWGEiInL2a1fIFBYWsn79+nZ/JouIiAi08y3MgwYNUsCIiEiHtWskM3r0aLKzs7nxxhvp0aOHt11zMiJipL7nBWIODPJ1GfIdtCtkVq9eDUBJSYm3TXMyImI0c2AQZdnTfF1Gh1w1+w++LuGM0q6Q2bBhg9F1iIhIN9SukFmxYsUJ2+++++5OLUZERLqXdoXMp59+6v13S0sLW7duZfTo0YYVJSIi3UO7H8Y8WmVlJXPnzjWkIBER6T5Oa6n/gQMHUl5e3tm1iIhIN9PhORmPx8OOHTvaPP0vIiJyIh2ek4HDD2fOnj3bkIJERKT76NCcTHl5OS6XiyFDhhhalIiIdA/tCpk9e/bwi1/8gqqqKlpbW+nbty/Lly/n0ksvNbo+ERE5i7Vr4v+xxx5j2rRpbN26lbKyMmbOnMn8+fONrk1ERM5y7QqZ/fv3M3HiRO/2LbfcQm1trWFFiYhI99CukHG73Rw4cMC7XVNTY1Q9IiLSjbRrTubOO+/k9ttvJzY2FpPJhN1u52c/+5nRtYmIyFmuXSOZqKgoAJxOJ1988QWVlZXcdNNNhhYmIiJnv3aNZNLS0khKSiI5OZnm5mZeffVV0tPTee6554yuT0REzmLtGsnU1taSnJwMQFBQEHfddRcOh8PQwkRE5OzX7on/yspK73Z1dTUej8ewokREpHto1+2yu+66i5tvvplrr70Wk8nE5s2btayMiIh8q3aFzK233kp4eDjvvfce/v7+3HvvvQwdOtTo2kRE5CzXrpABGDZsGMOGDTOyFhER6WZO6/NkRERE2kMhIyIihlHIiIiIYXwSMhs2bCAxMZHY2FgWLFgAwObNm0lISGDs2LHk5uZ69925cyeJiYlER0czd+5cXC4XABUVFSQlJRETE8PMmTNpbGwEoK6ujunTpxMbG0tSUpKe5xER8aEuD5kvv/ySzMxM8vLyWLNmDR9//DEbN24kPT2dvLw87HY7O3bsYOPGjQCkpqaSkZHBunXr8Hg8FBQUADB//nymTJlCSUkJ4eHh5OXlAbBkyRIiIiIoLi5m0qRJZGVldXUXRUTkG10eMn/+858ZN24coaGhBAQEkJubS8+ePRkyZAiDBw/GbDaTkJBASUkJ5eXlNDU1MWLECAASExMpKSnB6XSydetWoqOj27QDlJaWkpCQAEB8fDybNm3C6XR2dTdFRIQOvIW5s+zZs4eAgADuu+8+9u3bx3XXXcfll1+O1Wr17mOz2aisrKSqqqpNu9VqpbKyktraWiwWC2azuU070OYYs9mMxWKhpqaGgQMHtqu+/v0tndVVkTas1mBflyByUka9Prs8ZNxuN9u2bSM/P59evXoxc+ZMevTogclk8u7j8XgwmUy0traesP3I16Mdu330MX5+7R+w7d/fQGvr6S+Zo18kcjIOR72vSzjr6P+nrnO6r08/P9Mp/zjv8ttlAwYMYPTo0fTr148ePXrw05/+lM2bN7eZoHc4HNhsNkJDQ9u0V1dXY7PZ6NevH/X19bjd7jb7w+FRUHV1NQAul4vGxkZCQkK6roMiIuLV5SFz/fXX884771BXV4fb7eZvf/sbMTEx7Nq1iz179uB2u1m7di2RkZGEhYURFBREWVkZAEVFRURGRhIQEEBERAR2ux2AwsJCIiMjgcOffVNYWAiA3W4nIiKCgICAru6miIjgg9tlV155JdOmTWPKlCk4nU7GjBnD5MmTueSSS3jwwQdpbm4mKiqKmJgYAHJycpg3bx4NDQ0MHz7c+5EDmZmZpKWlsWzZMgYNGsTixYsBSElJIS0tjbi4OIKDg8nJyenqLoqIyDe6PGTg8IKbt956a5u20aNHs2bNmuP2HTZsGKtWrTquPSwsjPz8/OPaQ0JCeOaZZzqvWBEROW164l9ERAyjkBEREcMoZERExDAKGRERMYxCRkREDOOTd5eJiG8E9+lBjyA9NyZdRyEjcg7pERTAlNmv+LqMdluZneTrEuQ70u0yERExjEJGREQMo5ARERHDKGRERMQwChkRETGMQkZERAyjkBEREcMoZERExDAKGRERMYxCRkREDKOQERERwyhkRETEMAoZERExjEJGREQMo5ARERHDKGRERMQwChkRETGMQkZERAyjkBEREcMoZERExDAKGRERMYxCRkREDKOQERERwyhkRETEMAoZERExjEJGREQMo5ARERHDKGRERMQwChkRETGMQkZERAyjkBEREcP4NGSeeOIJ0tLSANi8eTMJCQmMHTuW3Nxc7z47d+4kMTGR6Oho5s6di8vlAqCiooKkpCRiYmKYOXMmjY2NANTV1TF9+nRiY2NJSkrC4XB0fcdERATwYcj8/e9/58033wSgqamJ9PR08vLysNvt7Nixg40bNwKQmppKRkYG69atw+PxUFBQAMD8+fOZMmUKJSUlhIeHk5eXB8CSJUuIiIiguLiYSZMmkZWV5ZsOioiIb0LmwIED5Obmct999wHw4YcfMmTIEAYPHozZbCYhIYGSkhLKy8tpampixIgRACQmJlJSUoLT6WTr1q1ER0e3aQcoLS0lISEBgPj4eDZt2oTT6ez6ToqICGZfXDQjI4NZs2axb98+AKqqqrBard7v22w2Kisrj2u3Wq1UVlZSW1uLxWLBbDa3aT/2XGazGYvFQk1NDQMHDmxXbf37WzqljyLHslqDfV2CyEkZ9frs8pB54403GDRoEKNHj2b16tUAtLa2YjKZvPt4PB5MJtNJ2498Pdqx20cf4+fX/gHb/v0NtLZ6OtKlNvSLRE7G4aj3dQl6fcpJne7r08/PdMo/zrs8ZOx2Ow6HgwkTJnDw4EEOHTpEeXk5/v7+3n0cDgc2m43Q0NA2E/fV1dXYbDb69etHfX09brcbf39/7/5weBRUXV1NaGgoLpeLxsZGQkJCurqbIiKCD+ZkVqxYwdq1aykqKuKhhx7ihhtu4A9/+AO7du1iz549uN1u1q5dS2RkJGFhYQQFBVFWVgZAUVERkZGRBAQEEBERgd1uB6CwsJDIyEgAoqKiKCwsBA4HWkREBAEBAV3dTRERwUdzMscKCgpi0aJFPPjggzQ3NxMVFUVMTAwAOTk5zJs3j4aGBoYPH05ycjIAmZmZpKWlsWzZMgYNGsTixYsBSElJIS0tjbi4OIKDg8nJyfFZv0REznU+DZnExEQSExMBGD16NGvWrDlun2HDhrFq1arj2sPCwsjPzz+uPSQkhGeeeabzixURkQ7TE/8iImIYhYyIiBhGISMiIoZRyIiIiGEUMiIiYhiFjIiIGEYhIyIihlHIiIiIYRQyIiJiGIWMiIgYRiEjIiKGUciIiIhhFDIiImIYhYyIiBhGISMiIoZRyIiIiGEUMiIiYhiFjIiIGEYhIyIihlHIiIiIYRQyIiJiGIWMiIgYRiEjIiKGUciIiIhhFDIiImIYhYyIiBhGISMiIoZRyIiIiGEUMiIiYhiFjIiIGEYhIyIihlHIiIiIYRQyIiJiGIWMiIgYRiEjIiKGUciIiIhhFDIiImIYn4TM008/TVxcHHFxcWRnZwOwefNmEhISGDt2LLm5ud59d+7cSWJiItHR0cydOxeXywVARUUFSUlJxMTEMHPmTBobGwGoq6tj+vTpxMbGkpSUhMPh6PoOiogI4IOQ2bx5M++88w5vvvkmhYWF/POf/2Tt2rWkp6eTl5eH3W5nx44dbNy4EYDU1FQyMjJYt24dHo+HgoICAObPn8+UKVMoKSkhPDycvLw8AJYsWUJERATFxcVMmjSJrKysru6iiIh8o8tDxmq1kpaWRmBgIAEBAVx66aXs3r2bIUOGMHjwYMxmMwkJCZSUlFBeXk5TUxMjRowAIDExkZKSEpxOJ1u3biU6OrpNO0BpaSkJCQkAxMfHs2nTJpxOZ1d3U0REAHNXX/Dyyy/3/nv37t0UFxdz5513YrVave02m43KykqqqqratFutViorK6mtrcVisWA2m9u0A22OMZvNWCwWampqGDhwYLvq69/f8p37KHIiVmuwr0sQOSmjXp9dHjJHfPbZZ8yYMYPZs2fj7+/P7t27vd/zeDyYTCZaW1sxmUzHtR/5erRjt48+xs+v/QO2/fsbaG31dKwzR9EvEjkZh6Pe1yXo9SkndbqvTz8/0yn/OPfJxH9ZWRl33XUXv/rVr5g4cSKhoaFtJugdDgc2m+249urqamw2G/369aO+vh63291mfzg8CqqurgbA5XLR2NhISEhI13VORES8ujxk9u3bx/33309OTg5xcXEAXHnllezatYs9e/bgdrtZu3YtkZGRhIWFERQURFlZGQBFRUVERkYSEBBAREQEdrsdgMLCQiIjIwGIioqisLAQALvdTkREBAEBAV3dTRERwQe3y55//nmam5tZtGiRt+2OO+5g0aJFPPjggzQ3NxMVFUVMTAwAOTk5zJs3j4aGBoYPH05ycjIAmZmZpKWlsWzZMgYNGsTixYsBSElJIS0tjbi4OIKDg8nJyenqLoqIyDe6PGTmzZvHvHnzTvi9NWvWHNc2bNgwVq1adVx7WFgY+fn5x7WHhITwzDPPfPdCRUTkO9MT/yIiYhiFjIiIGEYhIyIihlHIiIiIYRQyIiJiGIWMiIgYRiEjIiKGUciIiIhhFDIiImIYhYyIiBhGISMiIoZRyIiIiGEUMiIiYhiFjIiIGEYhIyIihlHIiIiIYRQyIiJiGIWMiIgYRiEjIiKGUciIiIhhFDIiImIYhYyIiBhGISMiIoZRyIiIiGEUMiIiYhiFjIiIGEYhIyIihlHIiIiIYRQyIiJiGIWMiIgYRiEjIiKGUciIiIhhFDIiImIYhYyIiBhGISMiIoZRyIiIiGEUMiIiYphuGTJvvfUW48aNY+zYsbzyyiu+LkdE5Jxl9nUBna2yspLc3FxWr15NYGAgd9xxB6NGjeKyyy7zdWkiIuecbhcymzdv5uqrryYkJASA6OhoSkpKeOCBB9p1vJ+f6TvXMKBv7+98jq4W2Ke/r0vokAGWfr4uocM647XVGc621+fZ9tqEc+v1+W3HmTwej+e0znyGWr58OYcOHWLWrFkAvPHGG3z44Yc8/vjjPq5MROTc0+3mZFpbWzGZ/pusHo+nzbaIiHSdbhcyoaGhOBwO77bD4cBms/mwIhGRc1e3C5lrrrmGv//979TU1PD111+zfv16IiMjfV2WiMg5qdtN/A8cOJBZs2aRnJyM0+nk1ltv5Yc//KGvyxIROSd1u4l/ERE5c3S722UiInLmUMiIiIhhFDIiImIYhYyIiBhGISMiIoZRyIghtBK2nMkaGhqIj49n7969vi6l21PISKc7shL2ypUrKSws5PXXX+fzzz/3dVkiAGzfvp3Jkyeze/duX5dyTlDISKc7eiXsXr16eVfCFjkTFBQUkJmZqeWmuki3e+JffK+qqgqr1erdttlsfPjhhz6sSOS/srKyfF3COUUjGel0WglbRI5QyEin00rYInKEQkY6nVbCFpEjNCcjnU4rYYvIEVqFWUREDKPbZSIiYhiFjIiIGEYhIyIihlHIiIiIYRQyIiJiGIWMiIgYRiEjcoy9e/dyxRVXcOeddx73vbS0NK644gpqamrafb6lS5dSWFgIwNNPP81f/vKXbz2mPddwOp1kZ2eTkJDA+PHjSUhI4JlnnuHIUwmlpaUsXbr0W6/V3v1ETocexhQ5gaCgIHbt2kV5eTlhYWEAHDp0iPfff7/D50pJSfH+e8uWLVx22WWdUuNLL73E3r17efPNNzGbzdTX1/Ozn/2Mvn37cvvtt/PRRx9x8ODBbz1Pe/cTOR0KGZET8Pf3JzY2lrfeeov77rsPgPXr13PjjTfywgsv4PF4WLBgAdu3b6exsdG7fdVVV5GWlsaBAwf48ssvue6669i/fz+XX345PXr0YMeOHWRnZ+Pv789ll13GY489RmNjIw6Hg2HDhrFkyRKCgoLaVaPD4cDpdNLS0oLZbCY4OJjs7GxaW1vZvn07r732Gm63m+DgYGbMmMGjjz7Knj17OHDgAL179yYnJ4f6+vo2+w0ZMoR169axfPlyAFavXu3d3rZtG4sWLaK1tRWAGTNmEB0dbcx/AOk2dLtM5CRuvvlmioqKvNuFhYVMnDgRgF27dlFVVcXrr7+O3W5n4sSJPPfcc959m5qaePvtt0lNTfW2JSUlER4ezuzZs7npppsoKCjg5ptvpqCggPXr17N3715KS0vbXd/dd99NZWUlV199NVOnTiU3N5eWlhaGDh3KlVdeyR133MG4ceOYNWsWmzZtok+fPrz++uusW7eO8PBwXnnlleP2O5Xf/e533H333axevZrf/OY3vPfee+2uVc5dGsmInER4eDj+/v7s2LGD/v3709jYyNChQwG45JJLePjhh3nttdf48ssv2bJlC7179/Yee9VVV33r+VNTU3n33Xd57rnn2L17N1VVVRw6dKjd9YWGhrJ69Wo+//xztmzZwpYtW7j99ttJS0sjKSmpzb4xMTEMHjyY/Px89uzZw//93//xox/9qN3XAoiNjeWxxx5jw4YNXHPNNfzyl7/s0PFybtJIRuQUxo8fz5o1aygqKmLChAne9o0bNzJjxgwAbrzxRiZPntzmuF69en3ruX/5y19SUFBAWFgYd911F8OHD6cjSwlmZ2eza9cuLrvsMpKSknjqqadYsGABr7766nH7rly5krlz59KjRw8SEhKIj48/4bVMJlObdqfT6f33HXfcwZo1axgzZgzvvPMO48ePp7m5ud31yrlJISNyChMmTKCkpAS73U58fLy3/aOPPuL6669nypQphIeH85e//AW32/2t5/P398flcgHwzjvvcP/99zNu3Djg8GfPt+ccR9TU1LB06VK+/vpr4PCHw3322Wd8//vfP+G1Jk6cyKRJk7j44ovZsGGD91pH79evXz8+++wzmpubcTqdrFu3znu9O+64g507d5KYmMjjjz9OXV1dm88NEjkR3S4TOYWBAwdy6aWXEhwcTEhIiLd93LhxLFiwgISEBFwuF2PGjGH9+vXeSfGTueGGG1i8eDFOp5NZs2Zx//3306tXLywWCyNHjuQ///lPu2vLzMwkNzeX8ePHExgYiMvl4uqrryYjIwOAq6++mkceeYTHH3+ce+65h4yMDFatWgXAiBEj+PTTT4/bb86cOYwcOZLY2FisViujRo3ik08+AeCRRx7hN7/5DUuWLMFkMvHAAw9wwQUXdOTHKecgLfUvIiKG0UhG5Az13nvvsXDhwhN+b9SoUaSnp3dxRSIdp5GMiIgYRhP/IiJiGIWMiIgYRiEjIiKGUciIiIhh/j9ABfVj6WIU1wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = 'Marital_Status', hue = 'City_Category', data = df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "443260c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='None'>"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 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": 138,
   "id": "f0b1ef72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='City_Category', ylabel='count'>"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x = 'City_Category', hue = 'Gender', data = df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "04860107",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Purchase'>"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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juQ+3Jv2omIr4FHjERM3C50THIJ3A9RBS3LQVZjJZv7Mah6pbwJJ4FQUV8bdwFkHowGYYtYdERyGdwPQQfHRcUtL58wdbYCTxaR70Pdy38IiJ+hVviY5BOunYuXX2HV80V2xE/f6VkCRAUtzoNvRqeDN6Yt/iR+HypR//fZlFE5BWUHzSYzlnOLp9HkJ1pQCAlG6DkD14OiTJ/l+Y9lc2YcOuapw/NB+qat+/39OhIj4BZxGEyrbBqK0QHYV0EtNDcNn0lA699Shqdi1E4UX3QvWmobV6Fw5veAMFY38Cxe1H4cX/dsbHN1dshN5ag8IJswHOUb76T2g9sg2p3Uck6DOIr7/O347Rg/OSsrSS70tLFxwbDdPRR3Zm5+OSJFlF7ojroXrTAADejJ4wtRa015VCkmQcWvNnlK18FnUln4LzU6yv5Qw8ooMz8+v/IpCU5Kmt2sZw0t7kkTx/S13EGUP44A4YNTQ3bGfcxsclufxBuPxBAADnHDU7FyCQOwSABH92P2QPmgbOI6j88mXIqheZRRed9Pi0nqPRcmQrSpf+BpxFkJIz4OvHJ485n5Zg6gV9RMeIOXu+Y+OARwwaDScBpoch23xzeGbqOLLxTRhtdcgdeT0yCs9Ht2HXQFbdUFw+ZBZdjNaq7d95XF3Jp1DcAfS97GEUTX4IEaMd9ftXCvgM4iekmfhkzQHoRnKNiqmI8fVouHwX9KMHRUchXcS0dlsfl2SEGlC++k+QJBkF426H4vKhueIraM0nnI/I+Sk/x9aq7UjvORqSrEJx+ZBWMBqhuv0JTJ8YH68qFR0h5qiI8c1o+A3RMUgMMD1k23lRZoZRsfYvSM0fhvziWZCVY7dqay3VqN2zBJwzsIiBxrI1COSP/M7jPWk90HJkK4BjF57bqnfCm1mY0M8hEeqbw1i3owqRJNqHwp7v2BjinCFcsQd6dZnoKCQWIiYADp9Htd3dWI1la2C0N6C1avtJUw/dx9yKupLFOLjyWXAWQWr3EUjvdR4AoHbPYgBA9sAp6Db0KhzdPg8HVjwFSZLhz+6HYN8JQj6XeHtvaQnGDMmFoiTHWJKKWNfQuHqu6BgkhrhpIJjmRWVNq+goHRLsdwmC/S455a/ljbzhlB/PHjjl+I8Vdwryi2fFJZvVlB1pxoHDzRjcOyg6Skwkx5eTLmB6GOGDO0THIDHEDDqlwwnmLNmD9rAhOkZMOLqImaGhacMiAMl7D7sTcUOjk5wdYFPJUWhJsnrC0UUMSULrlmWiU5AYY3oY6QEaESc7zoH5q0qh6fa6FnAqji1izjnCZdsRaWsSHYXEGNNDSEuhEbETLFl3MCn20nBuEethNH35N9ExSBywcDsdl+QQzW06vtpdbfstMp1bxKaO0IGtomOQOGAaHZfkJPNW7rf9XLEji5gZOprW00W6ZMXCrUihInaMnQfq0WLz45QcWcSQgJYtS0WnIHFCxyU5z4qvDtl643hHFrF2aA8irY2iY5A4YVo7UjyOfGs71pqtR2BG7PsdruPerUwLoWXrCtExSBwxPQQfnVvnKKWVTbbekc1xRSwpKtr3fSU6BokjroXgUamInWb1lsO23QjIcUWs1x4CC9trDwLSMUwPwU1F7Difb6m07eoJRxUxM3S0bv9cdAwSZ0wPQ02SXblI9HYeqLftzR0Oe7dytO1ZJzoEiTOmtdv2uCTSeYxxbNhZBc7td9HOUe/WSHszzMZq0TFInHE9BJlGxI60clMl2m22DzXgoCLmERNtu9aIjkESgOkh259bRzpnc0kNXDb8Imy/xJ3ETR1tu78QHYMkANPCtj63jnSeZkSwo7ROdIwOs+TtR+vWrcMdd9yBXr16gXMOwzDw/e9/Hz/84Q87/6Qc0Cr3xi4ksSxuhAFZhqrKME17LmcinbfiqwoMLMyE32uf29wtWcQAMGzYMLzxxrEDPVtbWzF9+nSMHz8e/fr16/Bzcc6/Xjtsv0l80jncNJEZcKOmMSw6Ckmw9Tur8PMbvnu4qpXZYmpC0zQoioLU1NROPZ7rIbTt2xDjVMTKuKkjM80rOgYRoDVkoKquXXSMDrHsiHj79u2YMWMGGGMoLy/H1KlT0a1bt849maxAO7QntgGJpTFDQ0aAitipdpTWoaBbwDbrii07Ih42bBg+/vhjLFiwAKtXr0ZZWRleeOGFTj0XN3WYzTUxTkisjOthpNO5dY61q6weYRstY7NsEZ8oEAhg6tSp2LhxY6ceH66g0bDT0HFJzrb3UCNgk9EwYJMijkQi+PLLLzFkyJAOP5YZGkKlm2Mfilga09qRSkXsWJVHW6DI9iliy88RS5IE0zQxcOBA3HbbbR1/IhaBVlkS+4DE0pjWjoAvTXQMIgjjwKGjLejbI0N0lKhYsojPP/98bNq0KSbPJaluaEcPxuS5iH3QcUlkx/469MlPh2yDkbEtpia6wmg8CkTsM2lPYiMSarXVgn4Se7sO1iOs2+PfftIXcbhit+gIRAAebqPjkhxub3mjLUbDQJIXMdND0A5RETsR00Pwu5P67U3Oorq+3TY303bondrc3ByvHHHBGYN+tEx0DCIA08PwuuwxGiLxU1Zlj86KqohLS0sxbdo0TJ8+HdXV1Zg6dSr2798f72xdJqtuGA1VomMQAZjWTsclEWzbV4sIs/6wOKoifuyxx/DQQw8hKysLubm5uOmmm/DII4/EO1uXcc7Awm2iY0RtTXkzrnt750kfq2nTcdP7u9EUPv1Fh++9uws/W7Dv+H/LSxvjnNT6uB6CS6EidrqS8gZb3GEX1fK1xsZGjB8/Hk899RQAYNasWXjvvffiGiwWIi31oiNErbJZw1+/qjppSmvp/ga8ueUo6kKnfyNVNGlIdSv401Ud35UumTEtBMWGG4ST2Ko42mqLG+yifqdqmnZ8A42amhowZv19Xu0yLRE2GZ76RwV+Ojrv+Mfq2g2sPdSCxyb3PuNjd9a0Q5Yl/PvfS3Hn/L14a8tRW3wrFm9MD9O5dQR1TWG4XdY/JCCqEfGNN96IH//4x6irq8MzzzyDhQsX4ic/+Um8s3UJ5xx6zSHRMaLyxy8qMbV/EH0y/7lbWJbfhYcn9jrrYyOMY1ReCm4tzoPJOX657CD8LhnXDsmOZ2TLY1o7JDouyfFCmmmLw0SjKuLrr78ehYWF+Oyzz2CaJn79619j/Pjx8c7WJdzQYNQfFh3jrP62uw6KJGFK/0xUt+odfvzUAcGTfn7tkCx8vLvO8UXM9RAdl0QAAC1tBoLp1n4vRH2L8+DBgzFmzBjs2LEDe/fuhWEYcLmse+cSZxGYDdY/sfnT/Y3QIgw/W7APBuPQv/7xry4tRJb/7H++y/Y3oCjoOz6a5gBUO0yKxRnTwzQiJgCAhpYwgunW3ps6qiL+/e9/j/Lyctx///247bbb0K9fP6xfvx6/+c1v4p2v0yRZhtFo/SL+/fS+x39c3arjjvn7OnThraxRw+ryZjw0oRdMxrFgdx0m9cmIQ1Kb4QxgDOkBN5o68Z0GSR61jSH0LcgQHeOMorqasXLlSjz22GNYsmQJpk+fjtdffx27d1v7jjVJdcNsrhUdIy5e31yN1zcf+yIza2Q3BNwK7lywD3ct2IchOX5c0T9TcEJrYIaOzFRrj4RI/FXVW//YpKinJnw+H9asWYPvfe97AABdt/Yog4VaARYRHaNDcgNufHTjd/dc/uQHw076+Q9G5R7/sVeVMXt8Qdyz2RE3NWSkeoAjopMQkWoa2qGbEbhV605VRTUizszMxKOPPort27fjggsuwNNPP9358+MSJGKjGzlIfDD96yImjlbXHIZhWHu5bVRF/MQTT6Bbt274y1/+Ap/PB0mS8MQTT8Q7W5dwnY5Rdzqmh5Dmp1M6nK6+KQxu8d1/opqayM7Oxl133XX857Nnz8bBgweRnW3dJVJMt/68EIkvrtG5dQSob7b+zT1RFfE777yDp556CqFQ6PjHgsEgVq9eHbdgXcU0KmKnY1obAn7rDhZIYjQ0a3CrSVDEL774Il555RU899xzuO+++7BixQpUVVn79mE7bfZD4oOF25DiyxcdgwimGRGYEWbpvUeiSpaRkYGRI0di8ODBqKurw5133on169fHO1uXREKtoiMQwVi4FSleSx7LSBIspFl7BVVURayqKpqamlBYWIitW7cCOHbEvVVxzsBCLaJjEMEi4Vb4PVTEBGAW3wgrqiK+4YYbcPvtt2PixIl49913cd1116GoqCje2TqNR0wwWjXheFwLIcVDt3sTIGLx3SKj3vRn2rRp8Pv9ePfdd7Ft2zZcdNFF8c7WeYyB66Gz/z6S1Jgego+OSyKA5beGjaqIw+Ewli5divr6+uNbyr399tu45ZZb4hqu0zgD06iInY5pIbhd1r1AQxLH6lMTURXx7NmzUVVVhQEDBhzfHN7KOOfgprVvwSbxx/Qw3HRcEkGSjIj37t2LxYsXQ7b4ouiTKHSRxunU1CDgVfHGry8VHYUIZuV9JoAoizgrKwumacLttsldSpIESbXuXskkMfwX34Al+1dhw+FtoqMQwe4Zeyv8bp/oGKd1xiJ+5ZVXAAA5OTm4+eabcemll560GbxV54glSYKs2uSLBomLwMhLEHF78MGORTCY9U/xJfFlMEN0hDM6YxGXlJQAAAKBAAKBAA4cOJCQUF0myTQidrjAJbPwxtZ5VMIEACBHf06yEGcs4scff/z4j9evX48xY8agsbERGzZswOTJk+MerrMkSYakUBE7Vdr5VyMM4LMDa0VHIRYhW3yRQVRfJn73u9/hD3/4A4BjS9leeOEF/PnPf45rsC6RaUTsZP7x1+GNLXMR4dZexE8Sx61Ye6oyqiJetmwZXn75ZQBAXl4e3nzzTSxatCiuwbpCkhVINEfsSJkTvo+WSBhryr8SHYVYiNdl7QMCoirib5/Y7HK5LL+eWHLRWWXOI8M7Zhpe3fS+5TcCJ4nlsfiIOKrla8XFxbj//vtx/fXXQ5IkzJs3DyNHjox3ti6RLf4VkMRe1uW3oCbUiK9ouRo5gcsG14uiGhE//PDDyMnJweOPP44nn3wSWVlZeOihh+KdrUskNxWxo6hueEZOwiub3hedhFhMwOWHafGDhKMaET/33HN44IEH4p0lppSUDNERSAJlX/FTHGquwo6je0RHIRbjd/sQ4dYu4qhGxJ999lmcY8SempYjOgJJENnth3vIOLy6mUbD5LsCbv/xzcqsKqoRcUFBAW699VYUFxcjJSXl+MetemcdACiBDNERSIJkXfUz7K07gL11NrnhiCRUissvOsJZRVXEGRkZAIDKysp4Zokp2e0FZAWw+NwQ6RrZnw53v3Pw2tKnREchFpXmTYUsJcGmPyfeYWcX3DSgBoIwm2tERyFxlD3jXmyt2oXyJvsMEkhi5aZkw2PxG7yiKuI77rjjlB9//vnnYxomljiLQEmjIk5manoOXL0G443Fj4mOQiysZ3p3yJKN95r4xpQpU47/2DAMLF68GMOGDYtbqJiQJKhp2dBAV9GTVdaM+7CuYhOqWumLLTm9vID1L9xHVcTXXnvtd35+8803xyVQrMiqG2patugYJE5cOT2h5hfhnUWPio5CLC7ozxQd4aw6NV7nnOPo0aOxzhJTkqLClZErOgaJk+CMe7Cy7AvUhRpERyEW5pJV+FTr39zVqTnikpISnHfeeXEJFEtqMF90BBIH7u79oWb1wPtrrXuNglhDdkoW9IgBn2zzVRPflK6macjLy4MkSZg5cyYuvPDCROTrEldGN9ERSBxkXn03/r73MzRpLaKjEIvrlpIFZoPtUM9YxHPnzsUTTzyBwsJClJeX4+mnn8ZFF12UqGxdpqZlA7IK0CkNScNXNBJyWjY+WrlYdBRiA3mBHKiy9Q8SPmPCN954AwsWLEBubi42bdqE3/3ud7YqYmbqcOcUQK8uEx2FxEja1Nsxf/cStBsh0VGIDfTPKoLHBnuTn/ViXW7usQte55xzDhoa7HVhRJIkePKKRMcgMZIyaBzgT8Xf9iwTHYXYRP+s3qIjROWMRfztzd8VxdoT3t8mu33w9BgoOgaJkdTLb8H7OxZCi+iioxAbUGQFOSlB0TGi0qHla1Y/leNUvAVUxMkgddRkmC43luxbJToKsYmCtHzoEUN0jKiccY54z549KC4uPv7zcDiM4uJicM4hSRI2btwY94Bd5crMAyQZsMGVU3J6KZNuxOtbP4ZJF15JlIoye0KCPQaPZyziTz/9NFE54oZHTLiC+TDqaFMYu0ofOwNhMHxWtlZ0FGIjA7KK4LPJ2ZVnLOIePXokKkfccHB48oqoiG3MP/46PL9xji3WgxLrGJBtnwv11t6SKAaOXbAbIDoG6aTMiTeiyWjHF4esPw1GrEOWZOQF7HNDV9IXsSRJ8PYcLDoG6RQZ3tFX4NVN74PD2kfdEGvpGyyEwexxoQ5wQBEDgDu7AJINFnWTk2VNuQU1oUZsPLJddBRiMyNzB8MtW3sz+BM5ooi5acBbOFR0DNIRqhueEZPwyqb3RCchNjS6x0ioivVvbf6GI4pYcnuRMmCM6BikA7Kn3o7y5iPYcbREdBRiM27FhZ7p3UXH6BBnFLEsw9+fitguZLcfnsHjaDRMOmVgdl8YNrmR4xuOKGIAkL0pUGmjeFvIuvpu7Kkrxf76g6KjEBsalTcUXhtsBn8ixxQxOIevaJToFOQs5JQMuPuOwmubPxAdhdjU6B7DIcv2qjZ7pe0C2e1FYPA40THIWWTPuBdbqnbhUNNh0VGIDaW4/cjxZ4mO0WGOKWIA8BQMPLZRPLEkNSMXrp6D8MaWD0VHITY1uvsIGDbcj8RRRcxNA96eg0THIKcRnHEv1lVsRHVrjegoxKYu6XOBbfaXOJGjilh2e+HvP1p0DHIKrpxecOX1wTtb54uOQmzK7/Khn002gv82RxWxJCsIDLXPUU9OEpxxD1YcWIO6kL1OgSHWMabHSJgsIjpGpziqiAFAdnlo7wmL8fQYCDWrOz7YsUh0FGJjk/qMs+W0BODAIpZcHqQWXy46BjlBxlV34ZO9n6FZaxEdhdiU3+VD/6w+omN0mvOKWJaRMvB82gTIInxFoyCnZWPersWioxAbO7f7cNtOSwAOLGIAAGPwDzxPdAoCIG3aTzFv1xK0GyHRUYiNXVo03rbTEoBDi1j2+JA+eproGI6XMvgCwJeKRSXLREchNhb0ZaCfjaclAIcWMQC48/pASbXHUdvJKvWyW/De9r9Bi+iioxAbu6zfxaIjdJljixgcCAyfKDqFY6WOugymy4VP938uOgqxMVmSMaXvxXAr9tkE/lQcW8Syy4304imiYzhWyqSZeGvrPJg2vB2VWEdx/jDIsiI6Rpc5togBQPYF4MnvKzqG46SPuwYhMKws+0J0FGJzVw26DH4bX6T7hqOLWFJdSB87Q3QMx/FdcC1e3/wBGGeioxAby0nJQt9goegYMeHsIpYV+PuPgRLIFB3FMTInzkKz0Y4vDm0SHYXY3JR+EyBBEh0jJhxdxAAACUg//2rRKZxBVuEdPQWvbHofHFx0GmJjLsWFyX0vhMtGB4SeieOLWFbdSCu+HFISzDNZXdZlP0J1ez02HdkuOgqxuclFF0JOovpKns+ki1LPmSw6QnJT3fCMmIhXN70vOgmxOUVWcP3QafC67HUu3ZlQEePYPsWZ4/+FTu+Io+ypd+Bg82HsrNkrOgqxuQmFY6Em2b9VKuKvSYoLqcMniI6RlGS3H+7B59NomHSZLMn43vCrbL2vxKlQEX9N9viQOXEmINEfSaxlXf1z7Kkrxf76g6KjEJsb1/NceNXkmZL4BrXOCWSXF4Eh40XHSCpySgbcfUfi9c1zRUchNidBwswRM5JuNAxQEZ9E9vgQnHQTjYpjKPuae7G5aicONR0WHYXY3OgeI5DqThEdIy6ocb5F9qUg9ZzLRMdICmpGLtwFg/Dmlo9ERyE2J0syfnjO9Uk5GgaoiL9DdvuQdclNkD1+0VFsL3jNvVh7aCOqW2tERyE2N7H3OKS5A6JjxE1yrQGJFVlF5sSZqFv8kugktuXK6QVXbh+8s+hV0VGEqV1XgdovKyFJgDvoQ8HVg6B4FFT8rQShymZwDvgL0lBw5QDIrpN3ECubsw1a/T9PLdEbQgj0zkSfWSMS/WkI51HcuGnUtfAm6WgYoCI+JdnlRurIS9G8fhGM+iOi49hScMa9WHFgDepDjaKjCNF+uBlHV5dj4F3nQfGqOPz3vahaXgrV7wIYx4C7jh3VVT53B46uOoi8S4tOenzv7w//53NVNqNszjb0uHJAQj8Hq7h68OVwJdm64W+jqYnTkBQVWVf8VHQMW/IUDIKalY/3dywUHUUYf/c0DL53LBSvCmZEYLRoUH0uBHpnIHdCb0iyBEmW4MtLhd4UPu3zMJOh/MOd6DF1ANzpyTsiPJ2gLwNXD7wMniRcsnYiKuLTkGQF3h4D4OvjvG8FuyrjyruwqGQFWrRW0VGEkhQZTbtqsPOZNWgta0SwOB+p/bLgyT52/UFvDKHmi0PIGNrttM9Rv/EwXKkepA/JSVRsS7ml+AYocvLXVPJ/hl0gu73InnYnLWfrAF/fcyCnZWHe7sWio1hC+uAcDHvgIuRN6oPS1zeDs2O7zrUfbsa+lzYi+7wCpA3MPu3ja9YeQu6E3glKay39s/pgVN7QpLud+VSoYc5C8achtfhy0TFsI23qTzFv12KEjNN/u+0EWl07Wg82Hv95sLg79MYwImETDduqUfraZuRf1veMJdt+pAVgHCm9M+Ke12oUScbPzvuh7c+iixYV8VnIbi+yJs2C7E3OheSxlDJkPOALYFHJctFRhDNadJS/vwNm27ETqhu2VsHbLYC28iYcXlSCoh+MQuaIvDM+R9uBRgT6ZEKSkmPz8464ZvAVCPozHPO5J/+YPxYUFdnT7sDRD58RncTSApf9CO9t/xu0iC46inCB3hnodnEh9r+yCZAluFI96H3jcBx4fQs4Bw59vPv4703plY6CKweialkpABxfQaHVt8Od4bwLdN1Tc3HN4CnwqG7RURJG4pzTUQlRYHoYR+f/Ae171omOYkmp51wG9yWzcOeCX9DJzKTTJEnCE5c9iF7pPSA74CLdN5zzmXaR7Pai25V3Q0lJFx3FklIm3oi3tnxEJUy6ZGr/ScgLdHNUCQNUxB0iuVzIufoe0TEsJ33ctQjBxKqD9N0C6bwcfxAzh1+dVCdvRIuKuAMkxQVvwSAERlwiOoql+C64Bq9tmgvGmegoxMbuGXerI5aqnQoVcQfJbi+yp/wYapozF9h/W+akWWgy2rCuYpPoKMTGpvafhMKMAiiycvbfnISoiDtBUlzodt1sAM5YWnNasgrvuVfg1U3vg4Ou+ZLO6ZPZEzeOuCYpT96IFhVxJ0iKAndOL6Sdd6XoKEJlXX4LqtvrsOnIDtFRiE35VC8euOhnjrlx43SoiDtJdnsRnDgTrpyeoqOIobrhGTEBr9CBoKQLfj72FqS4/Y65ceN0qIi7QFJdyJ/5CGRv8m5YfTrZ0+5AWWMldtXsFR2F2NSUfhdjWO5Ax4+GASriLpEkGYovFXk3POCojYFkbwo8g8biVRoNk04qzCjATSP/xdHzwidyTnvEiaS64M7tg6zLbxEdJWGyrrwbu2v3o7ShXHQUYkPH5oXvopHwCaiIY0B2e5E64hIEhk8UHSXu5EAQ7r4j8drmD0RHITYkSzL+86I7keoJOH5e+ERUxDEiu73InnobPN37iY4SV9kz7sGmIztQ0UxHSJGO+8m5M9E3WEij4W+hIo4h2eVF3vf+H5RAhugocaFm5sJVMBBvbflIdBRiQ9MGXIILC8fQvPApUBHHmOTxIW/mI4CSfLdqBmfchzXlG1DdVis6CrGZc/KHYubwGVTCp0FFHGOyosKVmYduV/1cdJSYcncrhCu3N+Zsny86CrGZXuk98G/jbnPU/sIdRUUcB7LLA3//0QhedqvoKDGTOeMeLC9djYZQk+goxEYyvGl4ZOK9VMJnQUUcJ7Lbi7RRlyJzwkzRUbrMUzAIajAfH+xYKDoKsZEUlx+PXjIbfpePVkicBRVxHMluL9LPuxLp464VHaVLMq66C4tKVqBFbxMdhdiET/XiV5fejxx/EGoSXi+JNSriOJPdXmReeD3SRk8THaVTfH2LIadmYd7uxaKjEJvwqB48esls5AZy4KJlalGhIk4A2e1F8JKbbLmhfNrU2/DRrr8jZIRFRyE24FZc+OXE+9AjNZfWCncAFXGCyC4Psq/4CVIGjxcdJWopQy8E96VgUcly0VGIDbhkFQ9NuAe90rvDTRfnOoSKOIFklwc5V/0M/v6jRUeJSmDyD/HutgXQI4boKMTiFFnBAxfdhaLMXlTCnUBFnGCyy4Nu1862fBmnFk+BqapYWvoP0VGIxbkVFx66+OcYkN2Xlql1EhWxAN+Uceq5V4iOclopE7+PN7d8hAiLiI5CLCzF7cdjl/4nBmT3oRLuAipiQWSXB1mX3IzgpJtFR/mO9AuuQzszsergOtFRiIVl+TLx5OW/QI+0XLgVKuGuoCIWSHZ7kTb6CnS7djZgodNrfeNm4LXNH4BzOhCUnFqP1Dw8cfmDCPoyaIlaDFARCya7vfD3H438Wf8Nye0VHQeZk25Co96KLys2i45CLKp/Vh/85rL/RMCTAsVCAwg7oyK2ANnlgSe/L3rc+iSUlAyBQVR4z52CVzd9AA4aDZPvKs4fhkcm3gu/ywfZQceDxRv9SVqE7HJDzchFj588A1ewu5AM2Zf/GFXttdhctUPI6xNru37odPzbBbfBQ1tZxhwVsYXIigrFn4Yetz4BX58RiX1x1QP3iIvpQFDyHV7Vgwcv/hmuHnQZrYyIEypii5FkGbLHj9x/fQCZk2Yl7HTo7Ol3oKyxArtq9iXk9Yg95AVy8PQVD2Not4G0qXscURFblOzyIH30NHT/0W/jfvSS7E2BZ+D5eIVGw+QE5+QPwxOX/wLZvkzaNyLOqIgtTHZ74cntg4Lbfw9v7+Fxe52sq36OXbX7cKChPG6vQexDgoQbhl2J2RfcBp/LC1mmmog3+hO2OElRoXgDyLvhQWROvDHmUxVyIAh30Qi8tvmDmD4vsacsXyZ+fel/4MoBk2k+OIFox2abkF0epI+ZDl/v4ah+/wlE2hpj8rzZ19yLjYe3o7K5KibPR+xrfK8x+OnoG+FSXFBpfXBC0YjYRmS3F568IhTc/nv4end9VYWamQtXjwF4a+u8rocjtpXi8uM/xt+B28fMgs/lpRIWQOJ0H6stMUNDe8l61C5+ESzU2qnn6HbL/2B9uAbPrX8jxumIXQzPHYR7x/0YXtVDF+QEoqkJm5JdHvgHnodefYtR+/cX0bpjVYce787tDVe3QsxZ+FKcEhIr8yhu3DzqXzCh91iaC7YAGhEnAaaHoVUfQM38P8JsrI7qMbm3PYuVjfvpBg4HKs4fhjvP+wG8qodK2CKoiJMEZxHwiInGf3yAxi8+Bs6wj7CnYDCyZj2Mny14iE5mdpCgLwO3j5mFwTn96eYMi6EiTjJMDyPS2oCj834H7cj+U/6e3Dv/iMVVWzBn2/wEpyMiqLKKqwZOxnVDpkKRFboYZ0E0R5xkZLcXUmYe8m/+NVp3fI76FW+BtTcf/3Vf32JIqZn4eMUSgSlJoozMG4I7x9wMv9tH0xAWRiPiJMZMA2ARNK1bgMa188CNMHLvfg7zylbj491UxMmsb7AQPzrnX1GYUUDTEDZARewATNfAmYm23esgDzkfd8x/kE5mTlI907vjB6P+BYOy+8GlqLRnsE1QETtIxNAQ4ibe2DwXK8vWgXEmOhKJkdxADm4aeS1G5Q2FS1ZpfwiboSJ2oJARRtgM480tH2F1+QYqZBvL8mXi+8OvxriexZDpQpxtURE7WMgIw2Am5u9egqX7/4F2IyQ6EolSUWYvXDdkKkblD4UMCapC193tjIqYIGxqkCBhVdkXmL/7U1S31YqORE5BkiSM6T4S1w+dhvzUbnDJrphPQbS2tuKZZ57B+vXroSgK0tLS8MADD2Do0KExfR1yMipicpzJTDDOsatmL+bu+AS7a+m0DivwqV5cUjQeMwZfDo/ihs8Vn9O+GWOYNWsWzj//fNx9991QVRVffPEFZs+ejYULFyIzMzMur0uoiMkpMM6gRww0hJrw932f4R8H16NF69zGQqTz+mf1weSiCzGu17kAEPdlaGvXrsWDDz6I5cuXnzTSXrlyJYYNG4asrKy4vr6TURGTMwqbGmRJxp7a/ViybxW+OrwNJjNFx0paOf4gJvYZh8l9L/p6RzQ3lAStgHjppZewfv16PP/88wl5PfJPNMNPzuibUdjw3EHoGyyELMlYW/4Vlpb+A3vrDghOlxx8Li/GFhTjiv4T0CMtHwCEbEkpyzI8Hrr5QwQqYhI1v8sHALi49/kY27MYekTHuorNWFexCbtq9tFIuQOCvgwUdx+GC3uNQb+sPoiwSNzmfqM1bNgwvP322+CcQ5Kk4x9/9tlnccEFF2Ds2LEC0yU3mpogXcIYQ8jU4JIV7Krdh9XlG7Dp8HY0aS2io1mKBAl9g4UYUzAS43qei6AvA4wzS91+zDnHzJkzMX78eNx1111QFAWff/45HnzwQcybNw/Z2dmiIyYtKmISUyEjDEVWUNNW9/VIeS9K6g4gZIRFR0u4/EA3DMguQnH+MIzMHwIJgEtxW/qmi/r6ejz++OPYvn07VFVFZmYmHnjgAQwZMkR0tKRGRUziJsIiCJsaPKob9aEm7Dhagu3Vu1FSW5p0a5VdigtFmb0wKKcvRuYOQd9gISRJAudc+JQDsT4qYpJQISMEWZIR4QwH6suxr/4gypsqUdFchcPNVdAiuuiIZxX0ZaBHWh4K0vLRJ7Mn+mX1Rl4gB7ppwKW44KK73EgHUREToRhj0CI6ODg8ihttRghHmquxv6Ech5oqUdfeiIZwExpDTWjWW5GIt6tLcSHTm45MXxoyvOnIDWSjKLMQhRk9kJOSBc45TGbCpahwK7THL+k6KmJiSZxzaBEdERaBBAmqokCVVYSMMFq0VjSEm1HX3oBmrRVhMww9YkCP6DAi5tc/NmBEDEQ4gyorUCTl+HN4FDe8qgde1YMUtx9ZvkwE/RlI96Qi4PFDkZTjj5Ugwa24aC8HEldUxCQpMM4QYQycMzDwYzvKcYADkHDsfyRIkCQJsiRDkWQoFr5oRpyFipgQQgSj3aMJIUQwKmJCCBGMipgQQgSjIiaEEMGoiAkhRDAqYkIIEYyKmBBCBKMiJoQQwaiICSFEMCpiQggRjIqYEEIEoyImhBDBqIgJIUQwKmJCCBGMipgQQgSjIiaEEMGoiAkhRDAqYkIIEYyKmBBCBKMiJoQQwaiICSFEMCpiQggRjIqYEEIEoyImhBDBqIgJIUQwKmJCCBGMipgQQgSjIiaEEMGoiAkhRDAqYkIIEYyKmBBCBKMiJoQQwaiICSFEMCpiQggRjIqYEEIEoyImhBDBqIgJIUQwKmJCCBHs/wMtPHEaWFoYEQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('City_Category').sum()['Purchase'].plot(kind = 'pie', autopct = \"%0.1f\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "117d530a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Purchase'>"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OktXwOMsYfCad65u1B1Hd0AZFMc41IhXxaaiyDF9NCdr2rmcdRXecBQswZXQW6xjMWOOy0O38v0Iw2aDIEgLeZghmO2yJ3ZHYazw4jgfH8bDEZCLgaTru8a01uxDbZTg4XoBgtiM6YxBclVs7/xPpZKoKPDt/s6GGKKiIT0NVAqj/6t+sY+hS2971EBUfLhvTjXUUZjheQGvNTpR8/xTcDQcRkzUMjuTeMEcd2SBJcjvhPLgKUenHH8QqeZog2v63ZNxki0XA29xp2Vkqq3Xhy1UHDLPQg4r4FBS/F83rvjD0hj5nRFXgXPkxZlxg3CIGgKi0XPS86Akk9p6Ayo1vQlWPXOl5mypQvvYVxHUdg6jUE539pwLg/veWCoDjTvBxkWnBd/vQ5pFYx+gUVMSnoHhb4VxLe0mcCdeOH2EzcThnkPHOtvO3HYan8X9HZsVmD4fkdkKRPGip3IaKDa8jqd8lSOw17oSPN9niEPC2HH1b9rVAtBpnUyUpoODlT7bDY4C5xVTEJ6H4vahf/AogR/43QVjJATSt/Qx/mNibdZJOF/C6UL3lA8j+NgCAq3IrzNFp8DgPoX7XF8ga+QfEZA456eMdqQPQUl4IVZEhSx64qn5CVNqAzoqvCRt31aC81hXxN+5o+toJqKoKX/UBVL39N9ZRIgJntiHnnjfw6JubsX3/YdZxOlVT6To0HVoLjuMhWGKQOvAKVGx4A4rkgWiNOfpx1viuSB14BQ7vWwoASOpzEVRFRv2exXDXF0NVAojNGYWEHvmsPhVmumfGYu6dY2ExC6yjhA0V8Qkokg/V8x+Hr6qYdZSIkXD+9Wjrno9bn17FOgrRob/eMAxnD0yHKETmH/GR+VmdAVWR4S3fSyUcYk0bvkR6ogNd02NO/8GE/MbbX++CLEfuNSMV8W+ocgAN37/NOkbEUdwtcO1ciXuuPn6aFiGnU+/04PuNh+CP0KOVqIh/RZUDcO/fAqm+nHWUiNS85hN0z4hBcpyVdRSiQx98tw9KhI6kUhH/iqooaFz+LusYESvQXA/3/s2462raIpO0X0ubH9+uK43Iq2Iq4p+pAQmtu1Yi0FzHOkpEc676CIO6xyPKapwNXUjofPLj/og8nIyK+GcqVDStXsQ6RsST6svhrSzC7VPPYh2F6FCTy4dVWysjbs9iKmIcGZLwHNyOQHM96yiG4CxYgNH9kyHSxvGkAz76fh/kCFvgQT8JANSAH02rF7KOYRi+yn2QGivx+0nGWiVGQqOmwY1tRXWQI2ijaypiAFJjNXxV+1nHMBRnwQJcNDSNdQyiU/O/2YtABG2TafgiVnweOFd9zDqG4XgObIXqacH0C/uwjkJ0qLS6BcXlTYiUhcFUxH4P3MWbWMcwJGfBAlwxxrgbx5Mz8+GyoojZmc3QRaz4vWha8wmgRs6fOHrStmctTJBw6eiurKMQHdq+vz5i5hQbuojBcXBt/5F1CuNSFThXLTT8xvGkY1QV+Hr1wYgoY8MWsaooaNu7HqrkYx3F0Fp/+gEOi4DRA9NZRyE69N2GQ6wjhIRxi1jyoWXzUtYxDE+VJTSt+xy3XGa8jePJmXO6fNh9sIF1jDNm2CJW/B74KvexjkEAtGz+FgkxVgzonsg6CtGhzwsOwO3V99l2hixiRfKjZct3rGOQn6k+N1q2LMUdV5zoAE1CTm3rvjoEdL5XsSGLGBzoJp3GNK//ApnJDmSnRrOOQnRGUYFv1h6EP6Dfm3aGLGJ/7SHILcY6O03r5LZmtO5ajbtp43jSASu2VOj6gFHDFbHi86Bl0xLWMcgJNK35BL2yYpEYSxvHk/apqGuFq02/48SGK2JOENG2byPrGOQEAk218JRsxV1X0xaZpP1WbC6HpNP9JwxXxN6q/VAlL+sY5CScKz/C4B7xsNPG8aSdVm6rhKzTfYoNVcSK34vWXXScu5b56w7BV30At11JY8WkfUqrW3S794Shihg8D3dxIesU5DSaChbgnFzaOJ60X8HWCl2e3mGo73S5pQGyq5F1DHIa3vI9kJ01+N1lNK+YtM/KrZW6HCc2TBGrsoTW3WtYxyBBchYswMXDaON40j7F5U10RaxlaiCAtiKaLaEX7v1bwHlbcc142oOCtM/2Yv2tETBOEasK/NUlrGOQoKlwFizA1HO7sA5CdKZwTw08Pn3NKTZMEXtKfgKg35U3RtS6ew1MXAAXjsxmHYXoyPb9h8Hz+qo2faXtIMXvhadkG+sYpL1UBU2rF2HmhT1YJyE6Uu/0wO2hK2JN8pbvYR2BdIBr23JEWUWM7E837kjwthXXs47QLsYoYlWF1FjFOgXpADXgR/OGL/DHyXTaMwnepj21utqj2BBF7K3ezzoCOQMthUuQFGdD367xrKMQndi+/zBEQT/1pp+kHaQEJHj2b2Udg5wBxedGy9ZluPPKAayjEJ1ocvngcvtZxwhaxBcxAhK8FTQ+rHfN6z5Dl5RoZCZHsY5CdOJAZTPrCEGL+CLmRBN8NTR/WO/k1ia07VmDe66hzYBIcHYfbICkk1M7Ir6IJWcNIOtzRyZyLOfqRejTJQ7x0RbWUYgOlFQ0wy/pY7lzxBcxXQ1HjoCzBp7S7biTNo4nQThQ2QyzSR8Vp4+UHaQE/PBVH2Adg4SQs+BDDO2VAKuZNo4np9bS5ofXH4FDEy0tLeHKERZqQIJ0uJx1DBJC/tqD8NccxK1X5rKOQnTgULU+OiuoIi4pKcGll16KiRMnora2FpdccgkOHND+lSYniPAfrmAdg4SYs2AB8gemgPaNJ6ez+2ADZB2c7hzUt/KsWbPw8MMPIzExEampqbj++uvx2GOPhTtbSNBG8JHHW7YLcksdZk6kjePJqR2obIZXB8cnBVXETU1NGDNmzNG3Z8yYgdbW1rCFCpVAUx3rCCRMnAULMHFEBusYRONqG92sIwQl6D/ufD4fOI4DANTX10NRQj8tZMOGDRgyZAimTJmCyZMn45JLLsF///vfDj+fr7Y0dOGIpriLNoHzt+Gq83uyjkI0rK7RrYuZE0Hder7uuuvw+9//Hg0NDXj22WexePFi/OEPfwhLoNzcXLz33nsAgNbWVkycOBFjxoxBz57t+4FTAxL8NdofxyYdpcK58kNcc/7v8MmPtJcIOTGXW4Kq/SHi4K6Ip06dinvuuQeTJk1CIBDAk08+ieuuuy7c2eDz+SAIAqKjo9v9WCXgR6BJX1vhkfZp3bUaZl7F+OF0igc5OafLxzrCaQU9GbNfv34YPnw4du3aheLiYkiSBJPJFPJAO3fuxJQpU6AoCsrKynDJJZcgJSWlQ88VcDWEOB3RFEVG05pFuOmiqVheSNMUyYnVNbYhNcHOOsYpBXVF/OKLL+Lxxx9HVVUVbrnlFnz66ad44oknwhIoNzcXX3zxBb766iusWbMGpaWleO2119r9PJwgItCiv0MESfu4tn2PaLsJw/p17Jc1iXwVddqfWBBUERcUFGDWrFn47rvvMHHiRLz77rvYu3dvuLMhKioKl1xyCbZs2dLux3KCCLlNP7svkY5RJR+aN3yFWyf3Yx2FaFRlfSv8krZX2AV9O9Fms2Ht2rUYNWoUAMDvD/9en7IsY+PGjejfv/3zRRW/B1D1seEHOTMthYuRHG9D7+w41lGIBtU7PZAC2u6CoMaI4+Pj8cQTT2Dnzp148cUX8cwzz3R43PZ0fhkj5jgOgUAAffr0wS233NLu51E82v9zBAC+3NuAxfsawXFAepQZ95ydCZuJx382VKGowQNVBfok2XDHyAxYfrOUzOUL4N/rq3DA6YVV5DGhRzym9Etk9Jmwo3hb4dq2HHddORJ3vbCadRyiMS63pPnz24Mq4jlz5uDjjz/Gq6++CpvNBo7jMGfOnJCHGTlyJLZuDc1pGnoYlihu8OCTXYfx8qSecJgFvL6pGu9uq0WsVYSiAi9P6glVBZ5eXYGPdtZj5uDUYx7/amENrCYer07uBUVV8Y8VZUiLNmFkVgyjz4idpnWfIfu2C5CRZEfVYX1M4iedo80rgWMd4jSCGppISkrC7bffjoEDj2zKfd9992l+ZV2g1ck6wmn1SrThzSt6w2EW4JcVNLgDiLEIyE21Y9pZyeA5DgLPoUeCFXWtxx+EuL/Rg/Hd4yDwHEwCjxGZ0Vh9SB+bnISa7GpE2971uPuaQayjEI1pdfvB89qu4qCKeMGCBcjLy0O/fv3Qr18/9O/fHzNmzAh3tjOiuPVRSCLPYW1ZC25YtA87a9swoWc8hmZEIyvmyObnta1+fL6nAWO7Hn+V2yfJhuUlTQgoKjySjDVlLWh0a39dfbg0rV6IftmxiIsys45CNKTNI0EUIqCIX3/9dbz99tvIz8/HZ599hrvvvhsXXHBBuLOdEcXvZR0haKOzY/DRtf0wY1AKHvm+FMrPS4GKGzx44NuDmNQ34YTDDbcMSwcHDnd+vR//+LEMQ9KjNP8NF05SYxU8h3bizqm0cTz5H7cvAEHjJzoHlS4uLg6DBg1Cv3790NDQgNtuuw2FhYXhztZhqqpC9XtYxzitqhYfdta2HX37wp7xqGuT0OqTseJgE/7fslL8Li8V0wae+Mao2y/j90NTMW9yL8y+sBtUqMiINvbVoHPlRxjWJxFWs7Z/8EjnUVVoftZEUN+toiiiubkZOTk52L59O4AjU8s0S5GhBLR/lHajJ4B/ripHs/fIcMKPB5uQE2fF7no35hVW46kLuuL87nEnffySoka8t+3IDnNOTwBLi504r1tsZ0TXLH/1AfjrDuGPl9Mho+R/tL4VZlCzJq655hr86U9/wrx583D55Zdj2bJl6N69e7izdZiqKlAl7RdxbqoD0wYm42/fHYTAcUiwi3jsvGw8srwUqgq8uK7y6Mf2T7HjjpEZeHdbLQBg5uBUXDMwGc+srsCtXxZDVYEbBqeiT5K2l3J2BmfBApx/1V/xn0WArO0LIdJJvP4AYqHdQ2c5VQ1ubyK32w273Y7a2lrs2LEDY8eOhcWizU9M8XvRsOxtuLZ9zzoKYSTzjy/g6x1evLN4N+soRAPmPTgemclRrGOcVFBDE16vF99//z3eeecdLFmyBOXl5fjggw/Cna3jVBWqDoYmSPg4CxbgslG0cTw5IsjrTWaCGpq47777UFNTg969ex/dHF7TVFUXQxMkfNz7NiJxws24PL8HPi+gfamNTtH4uXVBFXFxcTGWLl0KntfHnWgVKlRF24PzJNxUtO1dh2kXjcNVF3RlHYYwZhYF1hFOKagiTkxMRCAQgNmsj6lRHACOD3qrZRKB+OhEWPMm4L2fPkNpE+1VbHR3j7oZdrONdYyTOmVbvf322wCA5ORk3HDDDRg/fvwxm8H/7ne/C2+6juI4cGLoN60n+pFy41NYU7YJyw6sZB2FaEBA438hn7KIi4qKABzZFzgqKgoHDx7slFBnjIrY0BKn/BnNnIK3tnzEOgrRCF7j97ZOWcSzZ88++s+FhYUYPnw4mpqasGnTJm0vceZ4KmKDcvQ9G5Y+I/DYd/8HSeNXQaTzcJy2728Fle7555/HSy+9BODIVLbXXnsNL7/8cliDnQmO48EJ+hjPJqHD22MRO+kOvL75A1S31rGOQzRE1Pg9o6CKePny5XjrrbcAAGlpaZg/fz6WLFkS1mBnhOfBidr+wpPQS7np/7CpegdWHdrIOgrRGJuozcVnvwiqiH97YrPJZNL0fGKOF8CJdEVsJImX3oZWk4hXC99nHYVokFXjRRzUZWNeXh7+8pe/YOrUqeA4Dp9//jkGDdL2BtychqeqkNCy9ciDdeBY/H3ZHPhkWshDjmUWtH+/KKgr4kcffRTJycmYPXs25s6di8TERDz88MPhznZGBEcc6wikE/BWB+KuuBfvbF2IipZq1nGIBjnMdn1PX/vFK6+8ggcffDDcWUJKjEliHYF0guSZT2F73T4sL1nDOgrRqCizA7LGT3QP6op4xYoVYY4RemJUHOsIJMwSJtwMryMK/9n4X9ZRiIZFmR2RselPVlYWbr75ZuTl5cHhcBx9v2ZX1gHg7dGsI5AwsuYMhC3vAjy6/Bl4Az7WcYiGRZnt4DR+jnNQRRwXFwcAqKysPPUHaghvtuHIrhPa/k1IOsBsRfzVD+D97Z+jtKmCdRqicVFmO3iNL+gIqoh/vcJOL1RZBm+P1s1pziR4qTNnYV9jKb4tXsE6CtGBOGssTIK21xUEle7WW2894fvnzZsX0jChpCoBiFHx8FMRR5T482ZAik3Ei0v+zToK0Yns2AwIfARsg3nRRRcd/WdJkrB06VLk5uaGLVRIqOrPU9gOsU5CQsSS2Qf2kZfhHyteQJvkZh2H6ERmTDrrCKcVVBFfccUVx719ww03hCVQqHC8ADE2mXUMEiqiGQnTHsKiXYtR3KCTXQCJJiQ54llHOK0OjWCrqoq6Om1vqsKbrTCn5rCOQUIk5fq/o6S5Cl/uXcY6CtERs2CCTbSyjnFaHRojLioqwogRI8ISKJQsad1ZRyAhEDfmKqhJGXhuyRNQaRYMaYfUqGT4ZD/svLa3PDhtEf9Suj6fD2lpaeA4DtOnT8c555zTGfnOiCmBTvHVO3NqVzjOuQr/t/LfcPnbWMchOpMWlayLGaynLOJPPvkEc+bMQU5ODsrKyvDMM89g7NixnZXtjPEWBziTBapEE/51iReReN3j+HLvMuyp3886DdGh1KgkmHSw6c8pi/i9997DV199hdTUVGzduhXPP/+8ropYDfhgSsyAv4Zu7uhRynWPodx9GIt2a3jva6Jp2bGZmp9DDARxsy41NRUAMGTIEDidzrAHCiUVgDkxi3UM0gExIyaBS++Gp9e8qvl9Aoh2dYvvwjpCUE5ZxL/d/F0QtD0p+rd4sxWm5GzWMUg7iYmZiD5/Op5b+zqavbQgh3QMz/HIiE5lHSMo7Zq+puVTOU6E43hYM3uxjkHahUfSDX/H0v0F2FG7l3UYomNZMem6OUD2lIMn+/btQ15e3tG3vV4v8vLyoKoqOI7Dli1bwh7wTFnSe7COQNohedr/Q63fhQ+2f8E6CtG5noldwXdsqUSnO2URL1sWAZPnOR5iXCoCTbWsk5DTiB4yAUJ2X8z95kkoGt/Im2hf/+ResJq0fVbdL05ZxJmZmZ2VI2xUVYE1qy9aqYg1TYxLRcyEm/DC+rfQ4NHXTWGiTX2S9PPXsD6u28+AYLHD2lXjGxQRJM18Ej+Wrsfmqh2so5AIYBHMSLRrf4+JX0R8EQOALXsA6wjkFJKuegANig//3baIdRQSIbrGd4FPRye3GKKIxZhEcGZtrzU3KkduPkw9BuOfq16GrMis45AI0TOhqy5W1P3CEEWsSD5YM2gam9bw0YmIvfSPeHnju6hva2Adh0SQ4ZmDYKYi1hbeZIE1h4YntCblxllYV74FGyq2so5CIoiJF9EzsSvrGO1iiCLmBBGOvmezjkF+JWny3WjhgTc2L2AdhUSYvsk9EdDJQo5fGKKIAcAUl/Lz0UmENUffUTD3G4XZq17Wzconoh/DMs6CRdDH/OFfGKaIVTkAW48hrGMYHm+PReykO/H6pgWodtHcbhJ6w7MGQeD1VW36SnsGeIsNUQO0v5l9pEu+cRY2Ve/EqkMbWEchESjJnoAYcxTrGO1mmCIGAGt2f0AHe5NGqoRLb4XbYsGrhfNZRyERanB6fyh6OJLjNwxVxJADsHXpzzqFIdl6DIFt4Ln456qX4ZP9rOOQCDUqKw9WUV/jw4DBipgzWeDoO5J1DMPhrQ7EXXEf3tm6COXNVazjkAhlEkzom6yf/SV+zVhFzAuw9x3FOobhJM+chZ31RVhespp1FBLBhqYPRECnqzMNVcQAwIsWWDJ7s45hGAkX3AR/VAz+veG/rKOQCDeh51jYTfrcysBwRcyZzIgeMoF1DEOwZg+AbeiF+Oeql+EJeFnHIREs2uxAXx1te/lbxitiXkBUv9E0eyLczFbEX/1XLNj+JQ46y1mnIRHu7C5DIev4MAHDFTFwZLN4R89hrGNEtNQbnsQ+ZxmWFP/AOgoxgAk9x+pytsQvDFnEgsWOmKEXs44RseLzpyEQl4QX173JOgoxgBRHEtKjUljHOCOGLGIAsHTpA94WzTpGxDFn9IJ91GTMXT0PbZKbdRxiAOd2HQno7IT53zJsEUNRaMlzqIlmJE57GJ/s+gbFDQdZpyEGMb77GF3tPXwihi1i3mxF7LBLWceIKCkznkCJqxpf7P2OdRRiEANSeut2ytqvGbaIAUCITqA5xSESO/pKqMmZeG7t61B1uNaf6NNV/S/V9U26Xxi6iDnRjLjRV7KOoXvm1K6IGjsVz6x5DS5fK+s4xCDSopLRO7EbOJ2PDwNGL2Keh637IAjRCayj6BcvIuG6x/D1vuXYU1/MOg0xkMl9LwTPC6xjhIShi/gXscMnso6gWynTH0GluxEf7/qadRRiIHaTDWNzRkCkIo4MvGhGzNCLwJmsrKPoTszwy8Bl9MDTa+ZBVWlcmHSeC3qcA0TQvQjDF/ERHKIHj2cdQlfExExEn38dnl/7Bpq8LazjEAPhOR6T+14ISwTcpPsFFTGOTGWLH3MVwNGXIzg8kq7/O5YeWInttXtYhyEGMyJzMEx8ZO0VQ83zM040Iyp3LOsYupB87YOolVrxwfbPWUchBsOBw7SBk2GLsKFEKuKf8RYbEsbNBCLsN22oRQ+eADGnP+auegWKjne7Ivo0Imsw4m2xrGOEHBXxr/BmC40Vn4IYl4roC2/CS+vfRoPHyToOMRie43HTkKsj7moYoCI+Bm+2IeG868CJZtZRNClp5j9QULoBm6t2sI5CDCi/60g4ImA584lQEf8GJ4iIoT0ojpN05f1oVCS8s20h6yjEgERexIxBV8AagVfDABXxcXizFfHnXAXOHJm/eTvCkXsuTD2HYM6qlyHr9HBGom8TeoyFWYjcv1SpiE+EFxB39uWsU2gCH5WA2Ev/iHmF81Hbdph1HGJAFtGCa3Ivi4jNfU6GivgEeJMFsSMuA2+PYR2FuZQbZ2Fd+VasK9/MOgoxqMt6j4+YpcwnQ0V8EhwvIOnC37OOwVTSpLvQInB4Y8uHrKMQg4qzxmBKv8haRXciNGn2JDjRBHvv4bBk9YGvYh/rOJ3O3nskzP3PxmPfzYYkS6zjaNrhDRU4vLESHAeYE2zImtwXpigzdv5zFUwx/yuQlDHZiB+UdsxjFUlGxddF8FS2QFUBe1YMsi7rDd4U2VeAwbo5bxpELvK/FlTEp8CbLEiZfDfKX7kLMNDiBd4eg7gpd+GNzQtQ5aplHUfT3FUtqFtThj63j4BgFVH1bTFqfihB8uguEGwi+tw+4pSPry0oBRQVvX/+uLJPdqFu5SGkje/eCem1rV9yTwxJ7w9RiPyaivzP8AwJjjjEjrgMzRu+ZB2l0yTfOAubq3diZekG1lE0z54Rg373jAIn8FAkGZLLB3OcDe6yZnAch/1vbIbsCyC2fwpS87uC44/dxDyqaxzMcbaj77elRcNb38biU9EUnuNx+4iZET8k8QsaIz4N3mxF/LnXGmbz+IRL/gS3xYp5hfNZR9ENTuDRvKceu59di9bSJiTkpUNVVET1SEC3mYPR8+Y8uPY34vD6iuMeG90zEZYkOwDA3+RB/fpyxA3Q99HwoTC5zwTEWo1zs5yKOAicICLp4j+yjhF2tu5DYDsrH3NWvQKf7GcdR1di+yUj98GxSDu/G0re3YaEvAxkTewNwSxAsJmQPLoLmvfUn/Tx7qoW7H9zC5JGZCGmT1InJteeFEcSrhoQGWfRBYuKOAicIMLWdSBs3QaxjhI2vNWBuCvvxbvbPkFZcyXrOLrha3Cj9VDT0bcT8jLgb/LC+VMNPDXHnt/HCSc+W825oxYl/92G9Ak9kJrfNYxp9eHOkTdG/HS136IiDhJvtiLl8j+Dt9hZRwmL5JlPYufh/Vh2YBXrKLoiufwoW7gLgbYjf0E4t9fAmhIFb30ban4ogaqoUCQZhzdUIC73+CGH5r2HUbWkCN1nDkb8WWnH/XujGZszAl3jukAwWBFzKp1xEzQl4Idn/1bUfjKXdZSQih93IzD4XPx5yd/hCXhZx9Gdwxsr0LCxEuA5mKItyLysN0wOMyoWF8Fd0QxVVhE3IAVpF3QHx3GoWV4CAEgb3x17X1yPgEc6ZpqbIzsWWZf1YfXpMJNkT8CzFz8akburnQ4VcTspfi/qF7+Ctt2rWUcJCUt2fyRNfwSP/fAcDjrLWMchBsVxHGZPeBA5sZmGuxoGaGii3XizFcmX3gohOpF1lDMnWpBw9d+wYMeXVMKEqasHTERGdKohSxigIu4Y0YTUq+4HcOKbL3qRMvNJFDWVYUnRD6yjEAPrldgNk/pMMNQsid+iIu4AXhBhTs5G7MhJrKN0WHz+NMjxKXhh3ZusoxADs4lW3D/mT7AY/DAGKuIO4s1WxOdPgzklh3WUdjOn94J91GQ8vXoe2vxu1nGIgd024gY4zJE5E6k9qIjPACeakDb9UfDWKNZRgieYkDj9YXy6+1sUNZSwTkMMbGzOCAxOHwCzYGIdhTkq4jPAcTwEaxRSr/4bwOnjS5ky4wmUumrw+Z6lrKMQA+sSm4Fbhl1n6HHhX9NHe2gYJ5pgSeuOhHE3sI5yWrGjrwRSuuDZta9DBc1aJGxEW6Lw6Hn30JXwr1ARhwBvtiJm6EVw9B3NOspJmVNyEDV2Kp5Z8ypafC7WcYhBCbyA/3funXCY7OB18ldkZ6CvRIjwJguSJ90BU3I26yjH40Ukzngci/f9gN31xazTEAO7bfgNyIpJg8kAewy3BxVxCHEmM9KnPwre6mAd5Rgp0x9GpacRH+36inUUYmCX9h6HEVmDDbPHcHtQEYcQx/EQbNFIm/YIOI2Mf8UMuxRcRk88vfpV0Gp2wspZqf0wfeAUujl3ElTEIcaJJphTcpAy9QHmMynExExEj7seL6x7A05vM9MsxLjSo1LwlzF/NPyijVOhIg4D3mSBLXsAkibexjIFkq5/AstKVuGnmj0McxAjS7DF4e/j/wKLQCV8KlTEYcKbrYjqNxrx513H5PWTrnkQdVIb3v/pMyavT0iMJRqzLngA0WYHeJ6q5lToqxNGvNmK2OETET304k593ehB42Hq2h9zV8+DbKDTp4l2OEx2PDn+fsRZYwy7o1p7UBGHGW+2InH8zE6bYyzGJiP6opvxr/Xv4LC7sVNek5Bfs4oWPDHuXiTZEyDyNE0tGFTEnYA3WZA8+U7YeuaF/bWSZs7CykMbsalqe9hfi5DfMgkmPHrePUiPTqW5wu1ARdxJeJMFqVfeD3ufkWF7jaQr/4JGVcI7WxeG7TUIORmBF/DQ2DuQHZtJy5fbiYq4E/EmC1Km3ANH/3NC/tyOAefA1DMPc1a9jIASCPnzE3IqIi/igTG3oldiN5qm1gH0t0Mn400WJF92OziTGa0/heZkDD4qHrGX3opXCuejtu1wSJ6TkGBZRAseyb8LXeO6UAl3EBUxA7zJgqSL/gBONMO1+dszfr6UG5/C+sptWFe+OQTpCAletNmBJ8bdh9SoZBqOOANUxIzwJgsSx80EbzKjef2XHX6epMvuRIvA4/XNC0KYjpDTS7TH48lxR6aoiXRj7ozQGDFDvNmC+LHXImH8jejIQaT23sNhHjAac1a9DEmWQh+QkJPIjE7DnAkPId4WSyUcAlTEjPFmK2LyLkTqtQ+Ba8f4Gm+PQeyUu/Hm5g9R6aoJY0JCjtUjIQdPTfgroiwOWqwRIlTEGsCbrbDl5CLz5rkQouKCekzKzFnYWrMHBaXrwxuOkF8Zkp6Lx8+/F3aTjTZ2DyH6SmoEb7JATEhH1i3Pn/Zk6MSLb4HbasMrhe91UjpidBw4XD1gIu4bfQttZRkGVMQawgsieFs0Mm78P9h7DTvhx9i6D4J10Pn456qX4Qv4OjkhMSKbaMVD+XdiUt8JND0tTDiVdgvXJEXywbnqYzSv+/zo+3izHal3z8P8HV9i2YGV7MIRw0iPTsWj+XcjxhpN09PCiIpYwxS/F97yvaj77FkoPjdSb3kOe6RmzF39CutoxACGZgzE3aNuhkUw0zaWYUZFrHFKwA/F2wbPoZ0IdD8Lf/7mCXgkL+tYJIJx4HBt7iRM7DOehiI6CU0A1DheNINzmGDqNQyrD62nEiZhlWCLw71n/wE5cVlUwp2Iroh1xBvwYX9DKZ5f9wZcvlbWcUiEOSd7OG4Zdh1MggkizQ/uVFTEOiPJAfhkH15Y+ya219JZdOTMRZkduH3ETOSm9qGpaYxQEeuUL+BDYeV2vLnlQ7T53azjEJ0alNYf94y6GRbRQhu5M0RFrGN+WYIkS3ht0we08xppF4tgxs1512J09lBY6CqYOSriCPDL2PF/Nv4XDW4n6zhE4/LSc/Gn4dfDYbLBTDfkNIGKOEIE5AACqowF27/At/tXgP5vJb+VGpWMW4fNQI/ErjQWrDFUxBHGK/lQ13YY/97wDkqbKljHIRpgEcyYOmAiLu51HkReoB3TNIiKOAIpigJJCWBr9S68u20RDrsbWUcijIzKysMfhk2DRbDQvGANoyKOYAFFhqzIWF6yGgt3LkabRLMrjKJLbAZuHXY9usRl0DCEDlARG4BfliArMj7Z/Q2+KfoBEp3yHLFSo5Jxw6ArMSitP0y8SHtE6AQVsYF4Az74An68u20RVpcV0g29CJJoj8f0gVMwKmsIeF6glXE6Q0VsQB7JC2/Ai0W7lmBF6Xo6707HUhxJuCb3sp8LmIfI06IMPaIiNjCP5IWqqvh63/f4Zv8KWqGnIxnRqbgmdxKGZQykK+AIQEVM4Av4AQAFpevx+Z6lNMtCoziOw9D0gbi830XIicuCQAUcMaiIyVGSHIAKBduqd+OLvd+huOEg60gEQLQlChN6jMWlvcfBxIuwmaysI5EQoyImx5EVBZIsoU1yY2nxCqwoXY8mbwvrWIbTIyEHk/teiKEZA6GqKs0DjmBUxOSUfAE/OI7D/oaD+KZ4BTZX7UCApr+FTYItDqOzh+KC7mORYI+DmTfRFDQDoCImQfvldJDVhwrxfclqHHSWMU4UGWKtMTg7Kw/jeoxBRnQqXf0aEBUxaTdZkeGXJQQUGZuqtmN9+WbsrN1HC0XaIdrswMguQzC++znoEpsBRVXCugKutbUVzz77LAoLCyEIAmJiYvDggw9iwIABYXtNEjwqYnJGFEWBV/ZB5EXsrd+PNWWF2FK1E80+F+tomsJzPHok5GBQaj8MzxqErJh0yIoCqyn8y48VRcGMGTMwcuRI3HnnnRBFEevXr8d9992HxYsXIz4+PuwZyKlREZOQ8kpeCLyAmtZ6bKrcjj31+1HUUAK35GEdrdNlRqdhYFpfjMgcjF6J3SArMkyCqdNPwli3bh0eeugh/PDDD8eMNxcUFCA3NxeJiYmdmoccj5bhkJCy/jy1qktsBjKiU3Fhz3xYBBOc3hbsrivCzrp92Hv4AGpb6xknDS2LYEZOXBa6xXfBgJTeyE3tC5EXwIFjPt67e/du9O3b97ibfvn5+YwSkd+iIiZhI/ACHGYbACDZkYD8bqMwImswOI6DoiooaSzDvoYSVDRXo8pVgypXHXwBH+PUp+cw29Etrgu6x2ejb3JPdIvvglhrDHyBI0M0rIv3t3ieh8VCO7BpGRUx6VS/XoyQm9oH/VN6wRfwQQVgFszwSF7UtNah1FmBQ80VqGqpRYOnCU2eZngC3k7JKPIikuzxSHYkIsmegBRHIjJj0pEWlYREewKsogV+2Q+zYD5mmEE02zslX3vl5ubigw8+gKqq4Dju6Pufe+45jB49GqNGjWKYjgA0Rkw0zBfwIaDI4Dn+SOGpQKvkhsvXCpevDc3eFji9zWj2uiApEmRFgazKkBUFiipDVpUj71NkqFBhFkywmaywiVbYTTZEWRyIMjvgMNlg//m/sdbon4tWgqIqEDgBFtF8TIHpjaqqmD59OsaMGYPbb78dgiBg1apVeOihh/D5558jKSmJdUTDoyImuqcoCmRVgQoVqqpChYoj/1Fx5Jv7yNscx4HneEMeF9TY2IjZs2dj586dEEUR8fHxePDBB9G/f3/W0QioiAkhhDlaO0kIIYxRERNCCGNUxIQQwhgVMSGEMEZFTAghjFERE0IIY1TEhBDCGBUxIYQwRkVMCCGMURETQghjVMSEEMIYFTEhhDBGRUwIIYxRERNCCGNUxIQQwhgVMSGEMEZFTAghjFERE0IIY1TEhBDCGBUxIYQwRkVMCCGMURETQghjVMSEEMIYFTEhhDBGRUwIIYxRERNCCGNUxIQQwhgVMSGEMEZFTAghjFERE0IIY1TEhBDCGBUxIYQwRkVMCCGMURETQghjVMSEEMIYFTEhhDBGRUwIIYxRERNCCGP/H48ARDVm1tMnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('City_Category').mean()['Purchase'].plot(kind = 'pie', autopct = \"%0.1f\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "af71ca48",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}