6.Occupation and Products Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "29ae230c-ae7a-4db8-b628-9fbf6b19075c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6aad4ceb-8fbb-4df1-9195-a1f65527ced3",
   "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": 3,
   "id": "6b699f07-b219-491a-a4ff-1af8e1b6448f",
   "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": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f7031460-1448-4a30-8749-072a44ccd937",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'EXPERIENCE OF PEOPLE')]"
      ]
     },
     "execution_count": 7,
     "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.countplot(x = 'Stay_In_Current_City_Years', hue = 'Gender', data = df ).set(title = 'EXPERIENCE OF PEOPLE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5c80f5fa-0d04-44a4-ac12-a9bd87c93c55",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 13,
     "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": [
    "df.groupby('Stay_In_Current_City_Years').size().plot(kind = 'pie', autopct = '%.1f')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "fe402dc9-066f-41d0-8148-14152406495a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'MARITAL STATUS OF PEOPLES')]"
      ]
     },
     "execution_count": 9,
     "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.countplot(x = 'Stay_In_Current_City_Years', hue = 'Marital_Status', data = df ).set(title ='MARITAL STATUS OF PEOPLES')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f307dcea-841a-4adf-9ffb-846965768155",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'PEOPLES CITY CATEGORY')]"
      ]
     },
     "execution_count": 10,
     "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.countplot(x = 'Stay_In_Current_City_Years', hue = 'City_Category', data = df ).set(title = 'PEOPLES CITY CATEGORY')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e9704041-004a-4491-aa18-020ecf4fa271",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'AGE OF PEPLE ACCORDING TO CITY_CATEGORY')]"
      ]
     },
     "execution_count": 11,
     "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.countplot(x = 'City_Category', hue = 'Age', data = df ).set(title = 'AGE OF PEPLE ACCORDING TO CITY_CATEGORY')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d1c0cfbc-05d3-411b-878a-ebc79ff790cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'TOTAL AMOUNT SPEND BY CITY CATEGORY'}, xlabel='Stay_In_Current_City_Years'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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uP2a4+r4DQHFwyx3xTktLU2hoqPr166eHHnrI5fW/+uor9erVS//61790//33a9++fRowYIBKlSqlIUOGWFAxgNtJ3bp1FR8fryNHjqhq1apO2+zZs0eSVK9evevuNyUlRV988YUuXbpkP2p1tUWLFunNN9/MM3hej4MHD2rbtm2S5HQ7CxcudHi81tXCw8N11113aejQoUpMTHR6mrkk1ahRQx4eHvb3wZn09HQdOHDA4R/eXl5eSk9PlzEmxziNMbp06ZLDs63/LvtI8OjRo7Vr165c2xUEd3d3NWzYUA0bNlTz5s3Vrl07LVy40OGRbN7e3rk+ou1GFcRYf/75Z0l/fV75UaVKFdWuXVsbN27M1/pXq1OnjiTpP//5j7p163bD/VnF1Tpv5Pt2I7K/g9mf8dXatGkj6X83xcuW/eiyvL63v//+u1JSUnL8bcv+YSZbZGSk6tSpo2eeeUb//ve/8z0OAChObrkj3p06ddK4ceP04IMPOl2enp6u4cOH684775S3t7fCw8MVFxdnX/7JJ5+oW7duGjhwoKpXr67OnTsrJiZGb731lowxhTQKALeq7BtJzZ8/3+nylJQUrVq1SnXq1HEp0GTf5fj999/XsmXLHKZx48bp999/1+bNm2+4/oULF6pEiRJasmRJju288MIL+v7773XkyJFc1+/Zs6fi4uJUt27dXI/Ient7q127dtq4caN+//13p20+/fRTpaenO9yYKzg42P6M6L9LSEhQZmZmntfWS9LQoUNVtmxZS6/1/rvsHw+OHz9eaNuUbmysmZmZWrRokUqXLq2WLVvmu4YrV644ParqqpYtW6pcuXJavHixMjMzb7g/q7ha541+3/LL29tbbdu21YYNG/Tnn39e1zq1atVSrVq1tHLlylyPemf/3bv6e+tMQECA/SaAP/74o2vFA0AxdcsF72sZMmSItmzZoiVLlmjPnj169NFH1bFjRx08eFDSX8H870dESpUqpT/++CPXfwACwPV65JFHVK9ePU2YMEHbt293WJaVlaVBgwbpzJkzGjVqlEv9LliwQNWrV9fAgQP1yCOPOEzDhw+Xj49PgZxuvnDhQrVq1Urdu3fPsZ2XXnpJkvK8i3r//v01atQoTZo0Kc/tvPbaazLGqG/fvvY7LWdLTEzUyy+/rICAAD3zzDP2+Z06dZIkTZ8+PUd/M2bMcGiTm+wjwatWrVJ8fHyebV31/fff6/Llyznmr1mzRpIcbiJVGPI71szMTD3//PPat2+fnn/++VzvYH0tv/76qw4cOJDnzbiuV+nSpfXKK69o3759euWVV5z+UL5gwQJt3br1hrd1I1yt80a/bzdi5MiRyszM1BNPPOH0xxFntY8cOVJnzpzRwIEDc/ywsGPHDr311ltq0KCBw/XquXnuuedUunRpTZgwIf+DAIBi5JY71TwvR44c0Zw5c3TkyBEFBgZKkoYPH661a9dqzpw5+uc//6nIyEi9+OKL6tu3r9q1a6eEhAT7PxCPHz+ukJCQIhwBgJtdyZIl9dlnn6l9+/Zq2bKloqKi1LRpU509e1aLFi3Szp07NWzYMPsdjK/HsWPHtH79ej3//PNOl3t6eioyMlLLli3TtGnT7I/vOnnypNMbLFWrVk29evXKMf+nn35SQkJCrpfd3Hnnnbr77ru1cOFCvfLKK07bBAcHX9d1xa1bt9bEiRMVHR2tRo0aqW/fvgoICND+/fv14YcfKisrS2vWrHG4sVRYWJj69++vqVOn6uDBg+rQoYMkad26dVqzZo369+9/XSHvhRde0Lvvvqvdu3fL29v7mu2v11tvvaUdO3booYceUqNGjSRJO3fu1Pz581W+fHkNHTo0X/1euXJFCxYscLrswQcfzHMM1xrruXPn7H1fuHBBCQkJWr58uQ4dOqQePXpo7NixLteYfXO1mTNnKisry+UfmXLz0ksv6ZdfftGkSZO0fv16PfLII/L391dSUpJWrlyprVu36ocffiiQbRVGnQXxfcvNn3/+6XSf8fHxsZ8C36pVK02fPl3PPfecatasqV69eqlOnTrKyMjQr7/+qoULF6pkyZL257FLUq9evbRt2zZNnTpVe/fuVa9evVSuXDnt3LlTs2fP1h133KHPPvssxyMEnbnjjjsUFRWl9957T/v27bOfyg4ANy1zC5NkVqxYYX/95ZdfGknG29vbYfLw8DCPPfaYMcaYrKws8/LLLxsvLy/j7u5uypUrZ0aPHm0kmR9//LGIRgLgZvLss8+aa/15PXHihImOjjY1atQwnp6epmzZsiYiIsL8+9//znO9ZcuWGUlm/fr19nmTJk0ykkxsbGyu682dO9dIMqtWrTLGGNOmTRsjyenUvn17p30899xzRpI5dOhQrtvJ/nu5e/duY4wxwcHBpnPnznmOac6cOUaS2bZtW45lGzduNF27djUVKlQwJUqUMFWrVjUDBgwwhw8fdtpXZmammTp1qgkNDTVeXl7Gy8vLhIaGmmnTppnMzEyHtuvXrzeSzLJly3L0M2rUKPv/X+TG29vb9OnTJ8+xXW3z5s3m2WefNQ0aNDB+fn728fTt2zfHe9qmTRtTv379a/bZp0+fXD9HSSYxMTHfY/37PuLj42Nq1qxpnnjiCfPNN99c97id1ejr62vat29vvv32W6frZNd08uTJ695Ots8++8zcf//9pnz58sbDw8MEBASY7t27m7i4OHubvN4PY67vO2x1nfn5vhnj/G/E1YKDg3PdX4KDg3O037Vrl+ndu7epWrWqKVmypPH29jaNGjUyw4YNMwkJCU63sXLlStOhQwdTrlw54+npaWrUqGGGDRvm9H3q06dPrt+zQ4cOGXd39xzfs7z+ZgBAcWUz5ta9cNlms2nFihX2X2+XLl2qXr166ZdffpG7u7tDWx8fH4dfbTMzM5WUlKSKFSsqNjZWDzzwgE6cOJHjcRcAAAAAAOTltjrVvHHjxsrMzNSJEyfUqlWrPNu6u7vrzjvvlPTX9VPNmzcndAMAAAAAXHbLBe/U1FQlJCTYXycmJio+Pl7ly5dXrVq11KtXL/Xu3VuTJk1S48aNdfLkScXGxqpRo0bq3LmzTp06pc8++0xt27bVpUuXNGfOHC1btkwbNmwowlEBAAAAAG5Wt9yp5nFxcWrXrl2O+X369NHcuXN1+fJljRs3TvPnz9eff/6pChUq6N5779WYMWPUsGFDnTp1Sl26dNF//vMfGWPUvHlzvfnmmwoPDy+C0QAAAAAAbna3XPAGAAAAAKA4ue2e4w0AAAAAQGEieAMAAAAAYKFb4uZqWVlZOnbsmMqUKSObzVbU5QAAAAAAbnHGGJ0/f16BgYFyc8v7mPYtEbyPHTumoKCgoi4DAAAAAHCbOXr0qKpUqZJnm1sieJcpU0bSXwP29fUt4moAAAAAALe6lJQUBQUF2fNoXm6J4J19ermvry/BGwAAAABQaK7ncmdurgYAAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFjI5eC9ceNGdenSRYGBgbLZbFq5cmWe7fv27SubzZZjql+/vr3N6NGjcyyvU6eOy4MBAAAAAKC48XB1hbS0NIWGhqpfv3566KGHrtl+6tSpmjBhgv31lStXFBoaqkcffdShXf369fXtt9/+rzAPl0sDUIyFjFhd1CXcdg5P6FzUJQAAAED5CN6dOnVSp06drru9n5+f/Pz87K9XrlypM2fOKCoqyrEQDw/5+/u7Wg4AAAAAAMVaoV/j/fHHHysiIkLBwcEO8w8ePKjAwEBVr15dvXr10pEjRwq7NAAAAAAAClyhns997NgxffXVV1q0aJHD/PDwcM2dO1e1a9fW8ePHNWbMGLVq1Uo///yzypQpk6Of9PR0paen21+npKRYXjsAAAAAAPlRqMF73rx5Klu2rLp16+Yw/+pT1xs1aqTw8HAFBwfr008/1VNPPZWjn/Hjx2vMmDFWlwsAAAAAwA0rtFPNjTGaPXu2nnzySZUsWTLPtmXLllWtWrWUkJDgdHlMTIzOnTtnn44ePWpFyQAAAAAA3LBCC94bNmxQQkKC0yPYf5eamqpDhw4pICDA6XJPT0/5+vo6TAAAAAAAFEcuB+/U1FTFx8crPj5ekpSYmKj4+Hj7zdBiYmLUu3fvHOt9/PHHCg8PV4MGDXIsGz58uDZs2KDDhw/rhx9+0IMPPih3d3f17NnT1fIAAAAAAChWXL7Ge/v27WrXrp39dXR0tCSpT58+mjt3ro4fP57jjuTnzp3T559/rqlTpzrt848//lDPnj11+vRpVaxYUS1bttSPP/6oihUruloeAAAAAADFis0YY4q6iBuVkpIiPz8/nTt3jtPOgWIqZMTqoi7htnN4QueiLgEAAOCW5UoOLfTneAMAAAAAcDsheAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIZeD98aNG9WlSxcFBgbKZrNp5cqVebaPi4uTzWbLMSUlJTm0mzFjhkJCQuTl5aXw8HBt3brV1dIAAAAAACh2XA7eaWlpCg0N1YwZM1xa78CBAzp+/Lh9qlSpkn3Z0qVLFR0drVGjRmnnzp0KDQ1VZGSkTpw44Wp5AAAAAAAUKx6urtCpUyd16tTJ5Q1VqlRJZcuWdbps8uTJGjBggKKioiRJM2fO1OrVqzV79myNGDHC5W0BAAAAAFBcFNo13mFhYQoICFCHDh20efNm+/yMjAzt2LFDERER/yvKzU0RERHasmWL077S09OVkpLiMAEAAAAAUBxZHrwDAgI0c+ZMff755/r8888VFBSktm3baufOnZKkU6dOKTMzU5UrV3ZYr3LlyjmuA882fvx4+fn52aegoCCrhwEAAAAAQL64fKq5q2rXrq3atWvbX7do0UKHDh3Su+++q08++SRffcbExCg6Otr+OiUlhfANAAAAACiWLA/ezjRr1kybNm2SJFWoUEHu7u5KTk52aJOcnCx/f3+n63t6esrT09PyOgEAAAAAuFFF8hzv+Ph4BQQESJJKliypJk2aKDY21r48KytLsbGxat68eVGUBwAAAABAgXH5iHdqaqoSEhLsrxMTExUfH6/y5curatWqiomJ0Z9//qn58+dLkqZMmaJq1aqpfv36unTpkj766CN99913+uabb+x9REdHq0+fPmratKmaNWumKVOmKC0tzX6XcwAAAAAAblYuB+/t27erXbt29tfZ11r36dNHc+fO1fHjx3XkyBH78oyMDA0bNkx//vmnSpcurUaNGunbb7916KN79+46efKkRo4cqaSkJIWFhWnt2rU5brgGAAAAAMDNxmaMMUVdxI1KSUmRn5+fzp07J19f36IuB4ATISNWF3UJt53DEzoXdQkAAAC3LFdyaJFc4w0AAAAAwO2C4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWMjl4L1x40Z16dJFgYGBstlsWrlyZZ7tly9frg4dOqhixYry9fVV8+bN9fXXXzu0GT16tGw2m8NUp04dV0sDAAAAAKDYcTl4p6WlKTQ0VDNmzLiu9hs3blSHDh20Zs0a7dixQ+3atVOXLl20a9cuh3b169fX8ePH7dOmTZtcLQ0AAAAAgGLHw9UVOnXqpE6dOl13+ylTpji8/uc//6lVq1bpiy++UOPGjf9XiIeH/P39XS0HAAAAAIBirdCv8c7KytL58+dVvnx5h/kHDx5UYGCgqlevrl69eunIkSO59pGenq6UlBSHCQAAAACA4qjQg/fEiROVmpqqxx57zD4vPDxcc+fO1dq1a/X+++8rMTFRrVq10vnz5532MX78ePn5+dmnoKCgwiofAAAAAACXFGrwXrRokcaMGaNPP/1UlSpVss/v1KmTHn30UTVq1EiRkZFas2aNzp49q08//dRpPzExMTp37px9Onr0aGENAQAAAAAAl7h8jXd+LVmyRP3799eyZcsUERGRZ9uyZcuqVq1aSkhIcLrc09NTnp6eVpQJAAAAAECBKpQj3osXL1ZUVJQWL16szp07X7N9amqqDh06pICAgEKoDgAAAAAA67h8xDs1NdXhSHRiYqLi4+NVvnx5Va1aVTExMfrzzz81f/58SX+dXt6nTx9NnTpV4eHhSkpKkiSVKlVKfn5+kqThw4erS5cuCg4O1rFjxzRq1Ci5u7urZ8+eBTFGAAAAAACKjMtHvLdv367GjRvbHwUWHR2txo0ba+TIkZKk48ePO9yRfNasWbpy5YqeffZZBQQE2KcXXnjB3uaPP/5Qz549Vbt2bT322GO644479OOPP6pixYo3Oj4AAAAAAIqUzRhjirqIG5WSkiI/Pz+dO3dOvr6+RV0OACdCRqwu6hJuO4cnXPvSHgAAAOSPKzm00B8nBgAAAADA7YTgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYyOXgvXHjRnXp0kWBgYGy2WxauXLlNdeJi4vT3XffLU9PT9WoUUNz587N0WbGjBkKCQmRl5eXwsPDtXXrVldLAwAAAACg2HE5eKelpSk0NFQzZsy4rvaJiYnq3Lmz2rVrp/j4eA0dOlT9+/fX119/bW+zdOlSRUdHa9SoUdq5c6dCQ0MVGRmpEydOuFoeAAAAAADFis0YY/K9ss2mFStWqFu3brm2eeWVV7R69Wr9/PPP9nk9evTQ2bNntXbtWklSeHi47rnnHk2fPl2SlJWVpaCgID333HMaMWLENetISUmRn5+fzp07J19f3/wOB4CFQkasLuoSbjuHJ3Qu6hIAAABuWa7kUMuv8d6yZYsiIiIc5kVGRmrLli2SpIyMDO3YscOhjZubmyIiIuxtAAAAAAC4WXlYvYGkpCRVrlzZYV7lypWVkpKiixcv6syZM8rMzHTaZv/+/U77TE9PV3p6uv11SkpKwRcOAAAAAEABuCnvaj5+/Hj5+fnZp6CgoKIuCQAAAAAApywP3v7+/kpOTnaYl5ycLF9fX5UqVUoVKlSQu7u70zb+/v5O+4yJidG5c+fs09GjRy2rHwAAAACAG2F58G7evLliY2Md5q1bt07NmzeXJJUsWVJNmjRxaJOVlaXY2Fh7m7/z9PSUr6+vwwQAAAAAQHHkcvBOTU1VfHy84uPjJf31uLD4+HgdOXJE0l9Ho3v37m1vP3DgQP322296+eWXtX//fr333nv69NNP9eKLL9rbREdH68MPP9S8efO0b98+DRo0SGlpaYqKirrB4QEAAAAAULRcvrna9u3b1a5dO/vr6OhoSVKfPn00d+5cHT9+3B7CJalatWpavXq1XnzxRU2dOlVVqlTRRx99pMjISHub7t276+TJkxo5cqSSkpIUFhamtWvX5rjhGgAAAAAAN5sbeo53ccFzvIHij+d4Fz6e4w0AAGCdYvUcbwAAAAAAbmcEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAs5FHUBQAAcKsIGbG6qEu47Rye0LmoSwAA4Jo44g0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWMijqAsAAADAzSNkxOqiLuG2c3hC56IuAcAN4og3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIY+iLgAAAAAAipOQEauLuoTbzuEJnYu6BEtxxBsAAAAAAAvlK3jPmDFDISEh8vLyUnh4uLZu3Zpr27Zt28pms+WYOnf+3y8affv2zbG8Y8eO+SkNAAAAAIBixeVTzZcuXaro6GjNnDlT4eHhmjJliiIjI3XgwAFVqlQpR/vly5crIyPD/vr06dMKDQ3Vo48+6tCuY8eOmjNnjv21p6enq6UBAAAAAFDsuHzEe/LkyRowYICioqJUr149zZw5U6VLl9bs2bOdti9fvrz8/f3t07p161S6dOkcwdvT09OhXbly5fI3IgAAAAAAihGXgndGRoZ27NihiIiI/3Xg5qaIiAht2bLluvr4+OOP1aNHD3l7ezvMj4uLU6VKlVS7dm0NGjRIp0+fzrWP9PR0paSkOEwAAAAAABRHLgXvU6dOKTMzU5UrV3aYX7lyZSUlJV1z/a1bt+rnn39W//79HeZ37NhR8+fPV2xsrN566y1t2LBBnTp1UmZmptN+xo8fLz8/P/sUFBTkyjAAAAAAACg0hfo4sY8//lgNGzZUs2bNHOb36NHD/t8NGzZUo0aNdNdddykuLk7t27fP0U9MTIyio6Ptr1NSUgjfAAAAAIBiyaUj3hUqVJC7u7uSk5Md5icnJ8vf3z/PddPS0rRkyRI99dRT19xO9erVVaFCBSUkJDhd7unpKV9fX4cJAAAAAIDiyKXgXbJkSTVp0kSxsbH2eVlZWYqNjVXz5s3zXHfZsmVKT0/XE088cc3t/PHHHzp9+rQCAgJcKQ8AAAAAgGLH5buaR0dH68MPP9S8efO0b98+DRo0SGlpaYqKipIk9e7dWzExMTnW+/jjj9WtWzfdcccdDvNTU1P10ksv6ccff9Thw4cVGxurrl27qkaNGoqMjMznsAAAAAAAKB5cvsa7e/fuOnnypEaOHKmkpCSFhYVp7dq19huuHTlyRG5ujnn+wIED2rRpk7755psc/bm7u2vPnj2aN2+ezp49q8DAQN1///0aO3Ysz/IGAAAAANz08nVztSFDhmjIkCFOl8XFxeWYV7t2bRljnLYvVaqUvv766/yUAQAAAABAsefyqeYAAAAAAOD6EbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwEMEbAAAAAAALEbwBAAAAALAQwRsAAAAAAAsRvAEAAAAAsBDBGwAAAAAACxG8AQAAAACwkEdRFwApZMTqoi7htnN4QueiLgEAAADAbYIj3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIUI3gAAAAAAWIjgDQAAAACAhfIVvGfMmKGQkBB5eXkpPDxcW7duzbXt3LlzZbPZHCYvLy+HNsYYjRw5UgEBASpVqpQiIiJ08ODB/JQGAAAAAECx4nLwXrp0qaKjozVq1Cjt3LlToaGhioyM1IkTJ3Jdx9fXV8ePH7dPv//+u8Pyt99+W9OmTdPMmTP1008/ydvbW5GRkbp06ZLrIwIAAAAAoBhxOXhPnjxZAwYMUFRUlOrVq6eZM2eqdOnSmj17dq7r2Gw2+fv726fKlSvblxljNGXKFL322mvq2rWrGjVqpPnz5+vYsWNauXJlvgYFAAAAAEBx4VLwzsjI0I4dOxQREfG/DtzcFBERoS1btuS6XmpqqoKDgxUUFKSuXbvql19+sS9LTExUUlKSQ59+fn4KDw/Ptc/09HSlpKQ4TAAAAAAAFEcuBe9Tp04pMzPT4Yi1JFWuXFlJSUlO16ldu7Zmz56tVatWacGCBcrKylKLFi30xx9/SJJ9PVf6HD9+vPz8/OxTUFCQK8MAAAAAAKDQWH5X8+bNm6t3794KCwtTmzZttHz5clWsWFEffPBBvvuMiYnRuXPn7NPRo0cLsGIAAAAAAAqOS8G7QoUKcnd3V3JyssP85ORk+fv7X1cfJUqUUOPGjZWQkCBJ9vVc6dPT01O+vr4OEwAAAAAAxZFLwbtkyZJq0qSJYmNj7fOysrIUGxur5s2bX1cfmZmZ+s9//qOAgABJUrVq1eTv7+/QZ0pKin766afr7hMAAAAAgOLKw9UVoqOj1adPHzVt2lTNmjXTlClTlJaWpqioKElS7969deedd2r8+PGSpDfeeEP33nuvatSoobNnz+qdd97R77//rv79+0v6647nQ4cO1bhx41SzZk1Vq1ZNr7/+ugIDA9WtW7eCGykAAAAAAEXA5eDdvXt3nTx5UiNHjlRSUpLCwsK0du1a+83Rjhw5Ije3/x1IP3PmjAYMGKCkpCSVK1dOTZo00Q8//KB69erZ27z88stKS0vT008/rbNnz6ply5Zau3atvLy8CmCIAAAAAAAUHZeDtyQNGTJEQ4YMcbosLi7O4fW7776rd999N8/+bDab3njjDb3xxhv5KQcAAAAAgGLL8ruaAwAAAABwOyN4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWIngDAAAAAGAhgjcAAAAAABYieAMAAAAAYCGCNwAAAAAAFiJ4AwAAAABgIYI3AAAAAAAWylfwnjFjhkJCQuTl5aXw8HBt3bo117YffvihWrVqpXLlyqlcuXKKiIjI0b5v376y2WwOU8eOHfNTGgAAAAAAxYrLwXvp0qWKjo7WqFGjtHPnToWGhioyMlInTpxw2j4uLk49e/bU+vXrtWXLFgUFBen+++/Xn3/+6dCuY8eOOn78uH1avHhx/kYEAAAAAEAx4nLwnjx5sgYMGKCoqCjVq1dPM2fOVOnSpTV79myn7RcuXKjBgwcrLCxMderU0UcffaSsrCzFxsY6tPP09JS/v799KleuXP5GBAAAAABAMeJS8M7IyNCOHTsUERHxvw7c3BQREaEtW7ZcVx8XLlzQ5cuXVb58eYf5cXFxqlSpkmrXrq1Bgwbp9OnTrpQGAAAAAECx5OFK41OnTikzM1OVK1d2mF+5cmXt37//uvp45ZVXFBgY6BDeO3bsqIceekjVqlXToUOH9Oqrr6pTp07asmWL3N3dc/SRnp6u9PR0++uUlBRXhgEAAAAAQKFxKXjfqAkTJmjJkiWKi4uTl5eXfX6PHj3s/92wYUM1atRId911l+Li4tS+ffsc/YwfP15jxowplJoBAAAAALgRLp1qXqFCBbm7uys5OdlhfnJysvz9/fNcd+LEiZowYYK++eYbNWrUKM+21atXV4UKFZSQkOB0eUxMjM6dO2efjh496sowAAAAAAAoNC4F75IlS6pJkyYON0bLvlFa8+bNc13v7bff1tixY7V27Vo1bdr0mtv5448/dPr0aQUEBDhd7unpKV9fX4cJAAAAAIDiyOW7mkdHR+vDDz/UvHnztG/fPg0aNEhpaWmKioqSJPXu3VsxMTH29m+99ZZef/11zZ49WyEhIUpKSlJSUpJSU1MlSampqXrppZf0448/6vDhw4qNjVXXrl1Vo0YNRUZGFtAwAQAAAAAoGi5f4929e3edPHlSI0eOVFJSksLCwrR27Vr7DdeOHDkiN7f/5fn3339fGRkZeuSRRxz6GTVqlEaPHi13d3ft2bNH8+bN09mzZxUYGKj7779fY8eOlaen5w0ODwAAAACAopWvm6sNGTJEQ4YMcbosLi7O4fXhw4fz7KtUqVL6+uuv81MGAAAAAADFnsunmgMAAAAAgOtH8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALETwBgAAAADAQvkK3jNmzFBISIi8vLwUHh6urVu35tl+2bJlqlOnjry8vNSwYUOtWbPGYbkxRiNHjlRAQIBKlSqliIgIHTx4MD+lAQAAAABQrLgcvJcuXaro6GiNGjVKO3fuVGhoqCIjI3XixAmn7X/44Qf17NlTTz31lHbt2qVu3bqpW7du+vnnn+1t3n77bU2bNk0zZ87UTz/9JG9vb0VGRurSpUv5HxkAAAAAAMWAy8F78uTJGjBggKKiolSvXj3NnDlTpUuX1uzZs522nzp1qjp27KiXXnpJdevW1dixY3X33Xdr+vTpkv462j1lyhS99tpr6tq1qxo1aqT58+fr2LFjWrly5Q0NDgAAAACAoubhSuOMjAzt2LFDMTEx9nlubm6KiIjQli1bnK6zZcsWRUdHO8yLjIy0h+rExEQlJSUpIiLCvtzPz0/h4eHasmWLevTokaPP9PR0paen21+fO3dOkpSSkuLKcIqNrPQLRV3Cbedm3VduZuznhY/9vPCxnxc+9vPCx35e+NjPCx/7eeG7Gffz7JqNMdds61LwPnXqlDIzM1W5cmWH+ZUrV9b+/fudrpOUlOS0fVJSkn159rzc2vzd+PHjNWbMmBzzg4KCrm8guO35TSnqCgDrsZ/jdsB+jtsB+zluBzfzfn7+/Hn5+fnl2cal4F1cxMTEOBxFz8rK0n//+1/dcccdstlsRVjZ7SMlJUVBQUE6evSofH19i7ocwBLs57gdsJ/jdsB+jtsB+3nhM8bo/PnzCgwMvGZbl4J3hQoV5O7uruTkZIf5ycnJ8vf3d7qOv79/nu2z/zc5OVkBAQEObcLCwpz26enpKU9PT4d5ZcuWdWUoKCC+vr58sXHLYz/H7YD9HLcD9nPcDtjPC9e1jnRnc+nmaiVLllSTJk0UGxtrn5eVlaXY2Fg1b97c6TrNmzd3aC9J69ats7evVq2a/P39HdqkpKTop59+yrVPAAAAAABuFi6fah4dHa0+ffqoadOmatasmaZMmaK0tDRFRUVJknr37q0777xT48ePlyS98MILatOmjSZNmqTOnTtryZIl2r59u2bNmiVJstlsGjp0qMaNG6eaNWuqWrVqev311xUYGKhu3boV3EgBAAAAACgCLgfv7t276+TJkxo5cqSSkpIUFhamtWvX2m+OduTIEbm5/e9AeosWLbRo0SK99tprevXVV1WzZk2tXLlSDRo0sLd5+eWXlZaWpqefflpnz55Vy5YttXbtWnl5eRXAEGEFT09PjRo1Kscp/8CthP0ctwP2c9wO2M9xO2A/L95s5nrufQ4AAAAAAPLFpWu8AQAAAACAawjeAAAAAABYiOANAAAAAICFCN4AAAAAAFiI4A0AAAAAgIVcfpwYbk+nTp3S7NmztWXLFiUlJUmS/P391aJFC/Xt21cVK1Ys4goBAAAAoHjiiDeuadu2bapVq5amTZsmPz8/tW7dWq1bt5afn5+mTZumOnXqaPv27UVdJmC5o0ePql+/fkVdBnBDLl68qE2bNmnv3r05ll26dEnz588vgqqAgrdv3z7NmTNH+/fvlyTt379fgwYNUr9+/fTdd98VcXVAwWvYsKGOHj1a1GUgFzzHG9d07733KjQ0VDNnzpTNZnNYZozRwIEDtWfPHm3ZsqWIKgQKx+7du3X33XcrMzOzqEsB8uXXX3/V/fffryNHjshms6lly5ZasmSJAgICJEnJyckKDAxkH8dNb+3ateratat8fHx04cIFrVixQr1791ZoaKiysrK0YcMGffPNN7rvvvuKulSgwJQpU0a7d+9W9erVi7oUOEHwxjWVKlVKu3btUp06dZwu379/vxo3bqyLFy8WcmVAwfr3v/+d5/LffvtNw4YNI5TgpvXggw/q8uXLmjt3rs6ePauhQ4dq7969iouLU9WqVQneuGW0aNFC9913n8aNG6clS5Zo8ODBGjRokN58801JUkxMjHbs2KFvvvmmiCsFCg7Bu3jjGm9ck7+/v7Zu3Zpr8N66dasqV65cyFUBBa9bt26y2WzK6/fIv5/1AdxMfvjhB3377beqUKGCKlSooC+++EKDBw9Wq1attH79enl7exd1iUCB+OWXX+yXTTz22GN68skn9cgjj9iX9+rVS3PmzCmq8oACceTIEYfXxhgdO3ZMHh7/i3hVq1Yt7LKQC4I3rmn48OF6+umntWPHDrVv394espOTkxUbG6sPP/xQEydOLOIqgRsXEBCg9957T127dnW6PD4+Xk2aNCnkqoCCc/HiRYd/kNlsNr3//vsaMmSI2rRpo0WLFhVhdUDByv6h1M3NTV5eXvLz87MvK1OmjM6dO1dUpQEFIiQkJMcBg9atW9v/22azcQZTMULwxjU9++yzqlChgt59912999579i+wu7u7mjRporlz5+qxxx4r4iqBG9ekSRPt2LEj1+B9raPhQHGXfTPMunXrOsyfPn26JOkf//hHUZQFFLiQkBAdPHhQd911lyRpy5YtDkf+jhw5Yr+3AXCzysrKcnjNqebFG8Eb16V79+7q3r27Ll++rFOnTkmSKlSooBIlShRxZUDBeemll5SWlpbr8ho1amj9+vWFWBFQsB588EEtXrxYTz75ZI5l06dPV1ZWlmbOnFkElQEFa9CgQQ5H+ho0aOCw/KuvvuLGagAKFTdXAwAAAICbHEe8izee4w0AAAAAN7lWrVqpVKlSRV0GcsERbwAAAAC4BRhjeAJLMcURbwAAAAC4BXh6emrfvn1FXQac4OZqAAAAAHATiY6Odjo/MzNTEyZM0B133CFJmjx5cmGWhTwQvAEAAADgJjJlyhSFhoaqbNmyDvONMdq3b5+8vb055byY4RpvAAAAALiJTJgwQbNmzdJHH33k8Gi8EiVKaPfu3apXr14RVgdnuMYbAAAAAG4iI0aM0NKlSzVo0CANHz5cly9fLuqScA0EbwAAAAC4ydxzzz3asWOHTp48qaZNm+rnn3/m9PJijGu8AQAAAOAm5OPjo3nz5mnJkiWKiIhQZmZmUZeEXHCNNwAAAADc5P744w/t2LFDERER8vb2Lupy8DcEbwAAAAAALMQ13gAAAAAAWIjgDQAAAACAhQjeAAAAAABYiOANAAAAAICFCN4AAKBYCAkJ0ZQpU4q6DAAAChzBGwBQ7Jw8eVKDBg1S1apV5enpKX9/f0VGRmrz5s2SJJvNppUrVxZqTaNHj1ZYWFiB9pmQkKCoqChVqVJFnp6eqlatmnr27Knt27cX6HYK0uHDh2Wz2RQfH+/SeikpKfq///s/1alTR15eXvL391dERISWL1+u7AesbNu2TU8//bR9nYL8nDds2KASJUpo06ZNDvPT0tJUvXp1DR8+vEC2AwCAMx5FXQAAAH/38MMPKyMjQ/PmzVP16tWVnJys2NhYnT59uqhLKzDbt29X+/bt1aBBA33wwQeqU6eOzp8/r1WrVmnYsGHasGFDvvrNzMyUzWaTm5vjb+sZGRkqWbJkQZTusrNnz6ply5Y6d+6cxo0bp3vuuUceHh7asGGDXn75Zd13330qW7asKlasaFkNbdq00XPPPae+fftq9+7d9mfcvvzyyypVqpTGjRtX4NssyvccAFDMGAAAipEzZ84YSSYuLs7p8uDgYCPJPgUHBxtjjElISDD/+Mc/TKVKlYy3t7dp2rSpWbdunX29MWPGmPr16+foLzQ01Lz22mvXrGvUqFEmNDTU/rpPnz6ma9eu5p133jH+/v6mfPnyZvDgwSYjI+OafWVlZZn69eubJk2amMzMzBzLz5w5Y4wxZv369UaS/bUxxuzatctIMomJicYYY+bMmWP8/PzMqlWrTN26dY27u7tJTEw0wcHB5o033jBPPvmkKVOmjOnTp48xxpjvv//etGzZ0nh5eZkqVaqY5557zqSmptr7Dw4ONm+++aaJiooyPj4+JigoyHzwwQf25Ve/95JMmzZtrjneQYMGGW9vb/Pnn3/mWHb+/Hlz+fJl+7bfffdd+3///XNOTEw0NpvNbNu2zaGPd99911StWtXpe3m1ixcvmrp165pnn33WGGPMd999Z0qWLGm2b99uMjMzzT//+U8TEhJivLy8TKNGjcyyZcvs6165csX069fPvrxWrVpmypQpDv1n7xPjxo0zAQEBJiQkxBhjzIwZM0yNGjWMp6enqVSpknn44Yev+Z4BAG4tnGoOAChWfHx85OPjo5UrVyo9PT3H8m3btkmS5syZo+PHj9tfp6am6oEHHlBsbKx27dqljh07qkuXLjpy5IgkqV+/ftq3b5+9vSTt2rVLe/bsUVRUVL5qXb9+vQ4dOqT169dr3rx5mjt3rubOnXvN9eLj4/XLL79o2LBhOY5MS1LZsmVdquPChQt666239NFHH+mXX35RpUqVJEkTJ05UaGiodu3apddff12HDh1Sx44d9fDDD2vPnj1aunSpNm3apCFDhjj0N2nSJDVt2lS7du3S4MGDNWjQIB04cECStHXrVknSt99+q+PHj2v58uV51paVlaUlS5aoV69eCgwMzLHcx8dHHh45T8Bz9jmHhIQoIiJCc+bMcWg7Z84c9e3b1+l7eTUvLy/Nnz9fs2bN0qpVq9SvXz+9+uqratKkicaPH6/58+dr5syZ+uWXX/Tiiy/qiSeesJ95kJWVpSpVqmjZsmXau3evRo4cqVdffVWffvqpwzZiY2N14MABrVu3Tl9++aW2b9+u559/Xm+88YYOHDigtWvXqnXr1nnWCQC4BRV18gcA4O8+++wzU65cOePl5WVatGhhYmJizO7du+3LJZkVK1Zcs5/69eubf/3rX/bXnTp1MoMGDbK/fu6550zbtm2vqyZnR7yDg4PNlStX7PMeffRR071792v2tXTpUiPJ7Ny5M89213vEW5KJj493WDc4ONh069bNYd5TTz1lnn76aYd533//vXFzczMXL160r/fEE0/Yl2dlZZlKlSqZ999/3xhjTGJiopFkdu3adc1xGmNMcnKykWQmT558zbZXH/E2xvnnvHTpUlOuXDlz6dIlY4wxO3bsMDabzf5+XI+RI0caNzc306RJE3P58mVz6dIlU7p0afPDDz84tHvqqadMz549c+3n2WefdTh63adPH1O5cmWTnp5un/f5558bX19fk5KSct31AQBuPRzxBgAUOw8//LCOHTumf//73+rYsaPi4uJ0991353k0OTU1VcOHD1fdunVVtmxZ+fj4aN++ffYj3pI0YMAALV68WJcuXVJGRoYWLVqkfv365bvO+vXry93d3f46ICBAJ06cuOZ65v+/mVhBKVmypBo1apRjftOmTR1e7969W3PnzrWfVeDj46PIyEhlZWUpMTHR3u7qvmw2m/z9/a9rXM4U9Fi7desmd3d3rVixQpI0d+5ctWvXTiEhIdfdx+uvv66srCyNGDFCHh4eSkhI0IULF9ShQweH92b+/Pk6dOiQfb0ZM2aoSZMmqlixonx8fDRr1iyH/UuSGjZs6HBdd4cOHRQcHKzq1avrySef1MKFC3XhwoUbexMAADcdbq4GACiWvLy81KFDB3Xo0EGvv/66+vfvr1GjRqlv375O2w8fPlzr1q3TxIkTVaNGDZUqVUqPPPKIMjIy7G26dOkiT09PrVixQiVLltTly5f1yCOP5LvGEiVKOLy22WzKysq65nq1atWSJO3fv1+NGzfOtV32qdNXh9fLly/naFeqVCnZbLYc87NvIJYtNTVVzzzzjJ5//vkcbatWrWr/7/yOy5mKFSuqbNmy2r9/f77W/7uSJUuqd+/emjNnjh566CEtWrRIU6dOdamP7FPbs/83NTVVkrR69WrdeeedDm09PT0lSUuWLNHw4cM1adIkNW/eXGXKlNE777yjn376yaH939/zMmXKaOfOnYqLi9M333yjkSNHavTo0dq2bZvLlxQAAG5eBG8AwE2hXr169kdLlShRQpmZmQ7LN2/erL59++rBBx+U9FeYOnz4sEMbDw8P9enTR3PmzFHJkiXVo0cPlSpVqjDKdxAWFqZ69epp0qRJ6t69e45rk8+ePetwl+/jx4+rXLlykuTyY7yudvfdd2vv3r2qUaNGvvvIPpr79/c/N25uburRo4c++eQTjRo1Ksd13qmpqfLy8nJ6nbezz1mS+vfvrwYNGui9997TlStX9NBDD+VjJP9Tr149eXp66siRI2rTpo3TNps3b1aLFi00ePBg+7yrj4bnxcPDQxEREYqIiNCoUaNUtmxZfffddzdcNwDg5sGp5gCAYuX06dO67777tGDBAu3Zs0eJiYlatmyZ3n77bXXt2lWSFBISotjYWCUlJenMmTOSpJo1a2r58uWKj4/X7t279fjjjzs9Stu/f3999913Wrt27Q2dZn4jbDab5syZo19//VWtWrXSmjVr9Ntvv2nPnj1688037eOsUaOGgoKCNHr0aB08eFCrV6/WpEmT8r3dV155RT/88IOGDBmi+Ph4HTx4UKtWrcpxc7W8VKpUSaVKldLatWuVnJysc+fOXXOdN998U0FBQQoPD9f8+fO1d+9eHTx4ULNnz1bjxo3tR5z/ztnnLEl169bVvffeq1deeUU9e/a84R9PypQpo+HDh+vFF1/UvHnzdOjQIe3cuVP/+te/NG/ePEl/7V/bt2/X119/rV9//VWvv/66w436cvPll19q2rRpio+P1++//6758+crKytLtWvXvqGaAQA3F4I3AKBY8fHxUXh4uN599121bt1aDRo00Ouvv64BAwZo+vTpkv666/a6desUFBRkP1V78uTJKleunFq0aKEuXbooMjJSd999d47+a9asqRYtWqhOnToKDw8v1LFdrVmzZtq+fbtq1KihAQMGqG7duvrHP/6hX375RVOmTJH01xHfxYsXa//+/WrUqJHeeuutG3redKNGjbRhwwZ74G/cuLFGjhzp9G7jufHw8NC0adP0wQcfKDAw0P4jQV7Kly+vH3/8UU888YTGjRunxo0bq1WrVlq8eLHeeecd+fn5OV3P2eec7amnnlJGRkaB/XgyduxYvf766xo/frzq1q2rjh07avXq1apWrZok6ZlnntFDDz2k7t27Kzw8XKdPn3Y4+p2bsmXLavny5brvvvtUt25dzZw5U4sXL1b9+vULpG4AwM3BZgr6ricAABRjxhjVrFlTgwcPVnR0dFGXg3waO3asli1bpj179hR1KQAAXBPXeAMAbhsnT57UkiVLlJSUlO9nd6NoZV+7P3369Bs6+g8AQGHiVHMAwG2jUqVKeuONNzRr1iz7zcqyXf0Yqb9P33//vUvb+f777/Ps71ZTkO/dtQwZMkRNmjRR27Ztc5xmPnDgwFzrGDhwYIHWAQCAKzjVHAAASQkJCbkuu/POO126gdfFixf1559/5rr8Ru4qXhwV5Ht3I06cOKGUlBSny3x9fVWpUqVCqQMAgL8jeAMAAAAAYCFONQcAAAAAwEIEbwAAAAAALETwBgAAAADAQgRvAAAAAAAsRPAGAAAAAMBCBG8AAAAAACxE8AYAAAAAwEIEbwAAAAAALPT/AbA0PRonLTxpAAAAAElFTkSuQmCC",
      "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('Stay_In_Current_City_Years')['Purchase'].apply(lambda x: pd.to_numeric(x, errors='coerce').sum()).plot(kind='bar', figsize=(12, 6), title='TOTAL AMOUNT SPEND BY CITY CATEGORY')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3bdf964c-23e8-4622-804b-f70d217ed4f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'AVERAGE AMOUNT SPEND BY CITY CATEGORY'}, xlabel='Stay_In_Current_City_Years'>"
      ]
     },
     "execution_count": 17,
     "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('Stay_In_Current_City_Years')['Purchase'].apply(lambda x: pd.to_numeric(x, errors='coerce').mean()).plot(kind='bar', figsize=(12, 6), title='AVERAGE AMOUNT SPEND BY CITY CATEGORY')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "02469302-8ce2-4fd1-b64b-12e060773f4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'OCCUPATION OF PEOPLES')]"
      ]
     },
     "execution_count": 19,
     "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.countplot(x = df['Occupation']).set(title = \"OCCUPATION OF PEOPLES\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d19f001c-4464-40e8-8a26-8db49b9a1eeb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'OCCUPATION OF PEOPLES')]"
      ]
     },
     "execution_count": 22,
     "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": [
    "df.groupby('Occupation').size().sort_values().plot(kind = 'bar').set(title = \"OCCUPATION OF PEOPLES\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "067b1889-bc22-47f9-a2bb-855b6d5cfaa4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'TOTAL MONEY SPEND A/C TO OCCUPATION'}, xlabel='Occupation'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AAAAAIImCDAAAAACAJAoyAAAAAACSKMgAAAAAAEiiIAMAAAAAIImCDAAAAACAJAoyAAAAAACSKMgAAAAAAEiiIAMAAAAAIImCDAAAAACAJAoyAAAAAACSKMgAAAAAAEiiIAMAAAAAIImCDAAAAACAJAoyAAAAAACSJC9XBwAAIC9FDI93ynZTYjo4ZbsAAKDgYAQZAAAAAABRkAEAAAAAkERBBgAAAABAEgUZAAAAAABJFGQAAAAAACRRkAEAAAAAkERBBgAAAABAEgUZAAAAAABJFGQAAAAAACRRkAEAAAAAkERBBgAAAABAEgUZAAAAAABJFGQAAAAAACRRkAEAAAAAkERBBgAAAABAEgUZAAAAAABJFGQAAAAAACRRkAEAAAAAkERBBgAAAABAEgUZAAAAAABJFGQAAAAAACRRkAEAAAAAkERBBgAAAABAEgUZAAAAAABJFGQAAAAAACRRkAEAAAAAkERBBgAAAABAEgUZAAAAAABJkperAwAACraI4fFO2W5KTAenbBcAAOBWMYIMAAAAAIAYQQaAfMeILAAAQMFEQQbg1pxVNiUKJwAAwD8Nh1gDAAAAACAKMgAAAAAAkijIAAAAAABIuoXvIK9fv14TJkxQUlKSDh06pMWLF6tz585OiAbAFTiBFAAAAP6pcj2CnJ6erlq1aumjjz5yRh4AAAAAAFwi1yPI7dq1U7t27ZyRBQAAAAAAl3H6ZZ4yMjKUkZFhvZ+WlubsXQIAAAAAkGtOP0nXuHHjFBwcbL2FhYU5e5cAAAAAAOSa0wvyiBEjdObMGestNTXV2bsEAAAAACDXnH6Itbe3t7y9vZ29GwAAAAAAbgvXQQYAAAAAQLcwgnzu3DklJydb7+/fv19bt25VsWLFVK5cuTwNBwAAAABAfsl1Qd68ebNatWplvT9kyBBJUt++fTVz5sw8CwYAAAAAQH7KdUFu2bKljDHOyAIAAAAAgMvwHWQAAAAAAERBBgAAAABAEgUZAAAAAABJFGQAAAAAACRRkAEAAAAAkERBBgAAAABAEgUZAAAAAABJFGQAAAAAACRRkAEAAAAAkERBBgAAAABAEgUZAAAAAABJkperAwB/dxHD452y3ZSYDk7ZLgAAAPBPRUGG26FwAgAAAHAGDrEGAAAAAEAUZAAAAAAAJFGQAQAAAACQREEGAAAAAEASBRkAAAAAAEkUZAAAAAAAJFGQAQAAAACQxHWQ//G4pjAAAAAAXMEIMgAAAAAAoiADAAAAACCJggwAAAAAgCS+g5zn+E4vAAAAALgnRpABAAAAABAFGQAAAAAASRRkAAAAAAAkUZABAAAAAJBEQQYAAAAAQBIFGQAAAAAASRRkAAAAAAAkUZABAAAAAJBEQQYAAAAAQBIFGQAAAAAASRRkAAAAAAAkUZABAAAAAJBEQQYAAAAAQBIFGQAAAAAASRRkAAAAAAAkUZABAAAAAJBEQQYAAAAAQBIFGQAAAAAASRRkAAAAAAAkUZABAAAAAJBEQQYAAAAAQBIFGQAAAAAASRRkAAAAAAAkUZABAAAAAJBEQQYAAAAAQJLk5eoANxIxPN4p202J6eCU7QIAAAAA3BMjyAAAAAAAiIIMAAAAAIAkCjIAAAAAAJIoyAAAAAAASKIgAwAAAAAg6RYL8kcffaSIiAj5+PioYcOG2rRpU17nAgAAAAAgX+W6IM+bN09DhgzRqFGjtGXLFtWqVUtt27bV0aNHnZEPAAAAAIB8keuC/O677+rJJ59U//79Va1aNU2ZMkV+fn7673//64x8AAAAAADkC6/cLHzx4kUlJSVpxIgR1mkeHh6KiorSDz/84HCdjIwMZWRkWO+fOXNGkpSWlnZT+8zKOJ+biDftZvefW+S9wll5JffLTN4r3C2v5H6ZyXuFu+WV3C8zea9wt7yS+2Um7xXulldyv8zkvcLd8ko3n/nqcsaYHJezmBstcY2DBw+qTJky+v7779WoUSPr9Jdfflnr1q3Tjz/+aLfO6NGjNWbMmJvdBQAAAAAATpGamqqyZctmOz9XI8i3YsSIERoyZIj1flZWlk6ePKnixYvLYrHk2X7S0tIUFham1NRUBQUF5dl2nYW8zudumcnrXO6WV3K/zOR1PnfLTF7ncre8kvtlJq/zuVtm8jqXM/MaY3T27FmFhobmuFyuCvIdd9whT09PHTlyxGb6kSNHVKpUKYfreHt7y9vb22ZakSJFcrPbXAkKCnKL//yryOt87paZvM7lbnkl98tMXudzt8zkdS53yyu5X2byOp+7ZSavczkrb3Bw8A2XydVJugoXLqy6detqzZo11mlZWVlas2aNzSHXAAAAAAC4m1wfYj1kyBD17dtX9erVU4MGDTRx4kSlp6erf//+zsgHAAAAAEC+yHVB7tatm44dO6Z///vfOnz4sGrXrq0VK1aoZMmSzsh307y9vTVq1Ci7w7kLKvI6n7tlJq9zuVteyf0yk9f53C0zeZ3L3fJK7peZvM7nbpnJ61wFIW+uzmINAAAAAMDfVa6+gwwAAAAAwN8VBRkAAAAAAFGQAQAAAACQREEGAAAAAEASBRkAAAAAUEC4+hzSub7ME27NoUOHNHnyZH333Xc6dOiQPDw8VL58eXXu3Fn9+vWTp6enqyMCAAAAcGPHjx/Xf//7X/3www86fPiwJKlUqVJq3Lix+vXrp5CQEBcnvDFvb2/9/PPPqlq1qkv277aXefrwww+1adMmtW/fXt27d9fs2bM1btw4ZWVl6aGHHtLrr78uL6+C0f83b96sqKgoVaxYUb6+vvrhhx/Us2dPXbx4UStXrlS1atW0YsUKBQYGujoq8LeVnp6u+fPnKzk5WaVLl1aPHj1UvHhxV8dCPtqxY4c2btyoRo0aqUqVKtq5c6fef/99ZWRkqHfv3rr33ntdHdHGli1bVLRoUUVGRkqSZs+erSlTpujAgQMKDw/Xc889p+7du7s4pa2//vpLSUlJKlasmKpVq2Yz78KFC5o/f7769OnjonRwlU2bNtl9WG/UqJEaNGjg4mQoaFJTUzVq1Cj997//dXUUSdLzzz+vrl27qlmzZq6OclMSExPVtm1b+fn5KSoqSiVLlpQkHTlyRGvWrNH58+e1cuVK1atXz8VJrxgyZIjD6e+//7569+5t/Zz27rvv5mcsybihN954wwQGBpqHH37YlCpVysTExJjixYubsWPHmrfeesuEhISYf//7366OadWkSRMzevRo6/3Zs2ebhg0bGmOMOXnypKldu7Z54YUXXBUvW8uWLTP/+te/zHfffWeMMWbNmjWmXbt2pm3btuaTTz5xcTp7x48fN2vXrjUnTpwwxhhz7NgxExMTY8aMGWN+++03F6ezd/78eTN9+nTTv39/c//995v27dub5557zqxevdrV0W7J4cOHzZgxY1wdw6pq1arW18KBAwdMRESECQ4ONvXr1zfFihUzJUqUMPv27XNxSlsZGRlm3rx5ZvDgwaZ79+6me/fuZvDgwWb+/PkmIyPD1fFuKCsry6xdu9ZMnTrVLFu2zFy8eNHVkayWL19uChcubIoVK2Z8fHzM8uXLTUhIiImKijL33nuv8fT0NGvWrHF1TBs1a9Y0q1atMsYYM23aNOPr62teeOEFM3nyZDN48GATEBBgpk+f7uKU/7Nr1y4THh5uLBaL8fDwMM2bNzcHDx60zj98+LDx8PBwYUJ7qamp5tixY9b769evNz179jRNmzY1vXr1Mt9//70L0928yMhIs3v3blfHsHPkyBHTtGlTY7FYTHh4uGnQoIFp0KCB9XXStGlTc+TIEVfHdCg1NdWcPXvWbvrFixfNunXrXJDIsbffftukpKS4Okae2bp1a4F6n7j6flapUiUTExNjDh065OpIOWrYsKEZMGCAycrKspuXlZVlBgwYYO655x4XJHPMYrGY2rVrm5YtW9rcLBaLqV+/vmnZsqVp1apVvudyy4JcoUIFs3DhQmPMlR8kT09P89lnn1nnL1q0yFSsWNFV8ez4+vqavXv3Wu9nZmaaQoUKmcOHDxtjjPn6669NaGioq+I5NGXKFOPl5WXq1q1rgoKCzOzZs01gYKB54oknzFNPPWV8fX3NxIkTXR3T6scffzTBwcHGYrGYokWLms2bN5vIyEhTqVIlU6FCBePr62uSkpJcHdNqz549Jjw83JQoUcKEhYUZi8ViOnToYBo2bGg8PT1Nly5dzKVLl1wdM1cK4i+1qx+8evXqZRo3bmxOnz5tjDHm7NmzJioqyvTo0cOVEW3s2bPHlC9f3vj4+JgWLVqYrl27mq5du5oWLVoYHx8fU7FiRbNnzx5Xx7TRrl0763N64sQJ07BhQ2OxWExISIjx8PAwVapUMUePHnVxyisaNWpkRo4caYwxZu7cuaZo0aLm1Vdftc4fPny4adOmjaviOeTr62v94FunTh0zdepUm/mxsbGmWrVqrojmUOfOnU2HDh3MsWPHzJ49e0yHDh1MZGSk+f33340xBbMgN2jQwCxbtswYY8wXX3xhPDw8zAMPPGBeeeUV8+CDD5pChQpZ5xcE77//vsObp6enGTFihPV+QfHwww+bRo0amZ07d9rN27lzp2ncuLF55JFHXJAsewcPHjT169c3Hh4extPT0zz66KM2RbmgvY4tFovx9PQ0UVFRJi4ursD/MXXJkiU53t57770C9/yuXr3aDBo0yNxxxx2mUKFC5oEHHjDLli0zmZmZro5nx8fHx+zYsSPb+Tt27DA+Pj75mChn48aNM5GRkXZ/oPby8jK//vqri1K5aUH29fW1/sI1xphChQqZX375xXo/JSXF+Pn5uSKaQ+Hh4dZRWGOuvPlaLBZz/vx5Y4wx+/fvL1AvVmOMqVatmvXD2Nq1a42Pj4/56KOPrPNnzJhhqlat6qp4dqKioswTTzxh0tLSzIQJE0zZsmXNE088YZ3fv39/07lzZxcmtNWuXTvz1FNPWf/CFxMTY9q1a2eMMWb37t0mIiLCjBo1yoUJ7f3888853ubNm1fgfqldLcjly5c3X3/9tc38DRs2mLCwMFdEcygqKspER0ebM2fO2M07c+aMiY6ONvfdd58LkmXv2uf4mWeeMdWqVbOOyqemppq6deuap59+2pURrYKCgqx/YMjMzDReXl5my5Yt1vnbt283JUuWdFU8h4oXL242b95sjDGmRIkSZuvWrTbzk5OTja+vryuiOVSiRAmzbds26/2srCzz9NNPm3Llypm9e/cWuGJhjDH+/v7W12zDhg1NTEyMzfwPPvjA1KlTxxXRHLJYLKZs2bImIiLC5maxWEyZMmVMRESEiYyMdHVMq4CAAJufs+tt3rzZBAQE5GOiG+vTp49p2LChSUxMNKtWrTJ169Y19erVMydPnjTGXCnIFovFxSn/x2KxmBkzZpjo6GhTqFAhU7x4cTNo0CCzfft2V0dz6OqIrMViyfZWkN4nrv09d/HiRTNv3jzTtm1b4+npaUJDQ82rr75aoP54HRERYT799NNs53/66acmPDw8/wLdhE2bNpnKlSubl156yXrkGQX5FkRGRprly5cbY66UCQ8PDzN//nzr/Pj4eBMREeGqeHYGDRpkqlevbpYvX27Wrl1rWrVqZVq2bGmdv2LFClOhQgUXJrTn6I8Q177Z7t+/v0D9EaJo0aLWw6gvXrxoPDw8zI8//midn5SUZMqUKeOqeHb8/PxsDofLyMgwhQoVMsePHzfGXBnJKEivYWNy/qV2dXpB+6V2dfQyNDTU7sNCSkpKgfrDlK+vb44faLZt21agypAxth8c7rzzTrNkyRKb+atXry4wH9aDgoJMcnKy9X5AQIDNkT0F7fVgjDG9e/c2jz/+uDHGmC5dupjXXnvNZv5bb71latSo4YpoDgUGBjr8OsvAgQNN2bJlzfr16wvUe4QxxgQHB5uff/7ZGHOl4F/991XJyckF6nfdU089ZWrXrm33PLv6w2R2ihcvbhISErKd/80335jixYvnY6IbCw0Ntfn8cOHCBdOpUydTu3Ztc+LEiQL3h55r34ePHDlixo8fb6pUqWI8PDxM/fr1zdSpU01aWpqLU/5PaGio+eKLL7Kd/9NPPxXY5/dav//+uxk1apQJDw8vUHk//PBD4+3tbV544QWzZMkSs3HjRrNx40azZMkS88ILLxhfX1+bAa+C4uzZs6ZPnz6mZs2aZvv27aZQoUIU5Nx67bXXTEhIiHniiSdMZGSkGT58uClXrpyZPHmymTJligkLCzMvvviiq2NanT171nTt2tV4eXkZi8ViGjdubPPdx5UrV9oU/ILg6ocZY4z5888/jcViMfHx8db5CQkJpmzZsq6KZ8ff39/s37/fev/6D7+///57gfrwGxoaanPI96lTp4zFYrH+Etu3b5/x9vZ2VTyHihcvbqZPn25SUlIc3uLj4wvULwmLxWJq1Khh6tSpYwICAsznn39uM3/dunUF6o8mpUuXzvFQzqVLl5rSpUvnY6Ibu/aPECVKlLA5kseYK6WzoLyOa9asaf3DqjFXRoyv/RrD+vXrC0yZv+rPP/80ERERpnnz5mbIkCHG19fXNG3a1Dz55JOmefPmpnDhwjbvy65Wv359M2vWLIfzBg4caIoUKVKg3iOMMeaBBx4ww4cPN8YY07ZtW7vDk6dNm2YqVarkimjZWrRokQkLCzMffPCBdVpBLcjPPvusCQ8PN4sWLbI5OubMmTNm0aJFJiIiwjz33HMuTGjP39/f7vvcly5dMp07dzY1a9Y027ZtK1Cv4+wK3Pr1603fvn2Nv7+/8ff3d0Eyxzp16mT+9a9/ZTt/69atBW6EPqfvyWdlZdkdoeZqcXFxpmHDhtbeYbFYjJeXl2nYsKGZN2+eq+PlaO7cuaZkyZLGw8PDpe9pBeM0z7k0ZswY69mgn3zySQ0fPly1atXSyy+/rPPnz6tTp0564403XB3TKiAgQPPmzdOFCxd0+fJlBQQE2My/7777XJQse9HR0Xr88cfVt29fLV26VH369NFLL70kDw8PWSwWDRs2rEDlDgsL0759+xQRESFJiouLU+nSpa3zDx06pDvuuMNF6ey1adNGQ4YM0ZQpU+Tt7a0RI0aodu3a1jOZHzhwQCVKlHBxSlt169bVwYMHFR4e7nD+6dOnXX7dumuNGjXK5v71P3fLli0rUGelfOKJJ9SnTx/961//UuvWre3OPDl27Fg9//zzLk5pr1+/fvL29talS5e0f/9+3XXXXdZ5hw8fVpEiRVwX7hrPPPOMMjMzrferV69uM3/58uUF7izWoaGh+umnnxQTE6Nly5bJGKNNmzYpNTVVTZo00YYNGwrMmUgl6cEHH9TcuXP16KOP2s378MMPlZWVpSlTprggWfZiYmLUrFkzHTx4UE2bNtXIkSOVmJioqlWrateuXZo3b16By/zggw+qQYMG6tOnj+Lj4zVjxgxXR8rWu+++q6ysLHXv3l2XL19W4cKFJUkXL16Ul5eXHn/8cb399tsuTmmrfPny2rZtmypVqmSd5uXlpQULFqhLly7q2LGjC9PZs1gsDqc3a9ZMzZo106RJkzRv3rx8TpW9YcOGKT09Pdv5FStW1DfffJOPiXIWHh6e46VYLRaL2rRpk4+Jbqxbt27q1q2bLl26pOPHj0uS7rjjDhUqVMjFyW6se/fuatq0qZKSkrL9vJkf3PYyT3Cu9PR0vfjii/rhhx/UuHFjffDBB5o0aZJGjhypS5cuqUWLFpo3b16BKXFjxozRnXfeme0lT0aOHKmdO3dq4cKF+ZzMsaNHjyo6Olo//vijLBaLwsLCtHjxYtWpU0eS9Pnnn+vQoUMFqhAtXrxY6enp6t27t8P5p06d0tKlS9W3b998Tvb3MX78eL3//vs6fPiw9UOPMUalSpXS4MGD9fLLL7s4oa3+/fvb3G/Xrp26du1qvf/yyy9r27ZtWrFiRX5HA27a3r179dprryk+Pl7nzp2TdKUQ1a9fX8OGDVPnzp1dGzAbxhjFxMRo0qRJOnbsmLZt22Z3aa2CIi0tTUlJSTaXeapbt66CgoJcnMzeK6+8oq1bt2rlypV28y5fvqyHH35Yy5YtU1ZWlgvS2fPw8NDhw4cLzOcx4O+AgoxcuXDhgi5duuR212w+f/68PD095e3t7eooNvbs2aOMjAxVqVKlwFy3G663f/9+mw+SV6+D627S09Pl6ekpHx8fV0cBbsgYo6NHjyorK8ttRlskKSkpSd9995369OmjokWLujqO27t8+bLOnz+fbXm/fPmy/vzzT5eObgFwLg9XB4B78fHxUWBgoFJTU/XYY4+5Os5NO3HihJ555hlXx7BTqVIlVa9e3a4cu9vzK7ln5oIqMjJSjRo1UqNGjazl2B2f35MnT+rZZ591dQzgplgsFpUsWVKlS5e2lmN3+LmrW7euBg0apKJFixbIvH/99Ze+++47/fbbb3bzLly4oFmzZrkgVfa8vLxyHNk+dOiQxowZk4+Jbk9BfE0ABR0jyLglP//8s+6++26b7/QVZOR1PnfM7E7c8fl1x8zAtdztNVzQ8u7evVv33XefDhw4IIvFoqZNm2ru3LkKDQ2VdOUcC6GhoQUm780oaM/xjbhbXqAg4JhOOLR06dIc5+/bty+fktwc8jqfO2Z2J+74/LpjZuBa7vYadre8r7zyiqpXr67Nmzfr9OnTGjx4sJo2baqEhASVK1fO1fEccrfn2N3yAu6AEWQ4dPVs1Tm9PCwWS4H5iyR5nc8dM7sTd3x+3TEzcC13ew27W96SJUtq9erVqlGjhqQr3/N+9tln9dVXX+mbb76Rv79/gRtBdrfn2N3yAu6A7yDDodKlS2vRokXKyspyeNuyZYurI9ogr/O5Y2Z34o7PrztmBq7lbq9hd8v7119/2Zxjw2KxaPLkyerUqZNatGih3bt3uzCdY+72HLtbXsAdUJDhUN26dZWUlJTt/Bv9tTK/kdf53DGzO3HH59cdMwPXcrfXsLvlrVKlijZv3mw3/cMPP1R0dLQeeOABF6TKmbs9x+6WF3AHfAcZDrnbhdzJ63zumNmduOPz646ZgWu522vY3fI++OCDmjt3rh599FG7eR9++KGysrI0ZcoUFyTLnrs9x+6WF3AHfAcZAAAAAABxiDUAAAAAAJIoyAAAAAAASKIgAwAAAAAgiYIMAMA/VkREhCZOnOjqGAAAFBgUZAAAspGamqrHHntMoaGhKly4sMLDwzVo0CCdOHHC1dFyZebMmSpSpIjd9MTERA0YMCD/AwEAUEBRkAEAcGDfvn2qV6+e9uzZo7lz5yo5OVlTpkzRmjVr1KhRI508edLVEW9bSEiI/Pz8XB0DAIACg4IMAIADAwcOVOHChfX111+rRYsWKleunNq1a6fVq1frzz//1MiRIyVJGRkZeuWVVxQWFiZvb29VrFhR06dPt27n119/VceOHRUUFKTAwEA1a9ZMe/fulSS1bNlSgwcPttlv586d1a9fP+v9iIgIvfHGG+rRo4f8/f1VpkwZffTRRzbrvPvuu6pRo4b8/f0VFhamZ599VufOnZMkJSQkqH///jpz5owsFossFotGjx5t3fa1h1gfOHBA0dHRCggIUFBQkLp27aojR45Y548ePVq1a9fW7NmzFRERoeDgYHXv3l1nz5693acbAIACgYIMAMB1Tp48qZUrV+rZZ5+Vr6+vzbxSpUqpV69emjdvnowx6tOnj+bOnatJkyZpx44d+uSTTxQQECBJ+vPPP9W8eXN5e3tr7dq1SkpK0mOPPabLly/nKs+ECRNUq1Yt/fTTTxo+fLgGDRqkVatWWed7eHho0qRJ+vXXX/Xpp59q7dq1evnllyVJjRs31sSJExUUFKRDhw7p0KFDGjp0qN0+srKyFB0drZMnT2rdunVatWqV9u3bp27dutkst3fvXn3xxRf68ssv9eWXX2rdunWKiYnJ1eMBAKCg8nJ1AAAACpo9e/bIGKOqVas6nF+1alWdOnVKiYmJmj9/vlatWqWoqChJUvny5a3LffTRRwoODlZcXJwKFSokSapcuXKu8zRp0kTDhw+3rr9hwwa99957atOmjSTZjEJHRERo7Nixevrpp/Xxxx+rcOHCCg4OlsViUalSpbLdx5o1a7R9+3bt379fYWFhkqRZs2bprrvuUmJiourXry/pSpGeOXOmAgMDJUmPPvqo1qxZozfffDPXjwsAgIKGEWQAALJhjMlxfkpKijw9PdWiRQuH87du3apmzZpZy/GtatSokd39HTt2WO+vXr1arVu3VpkyZRQYGKhHH31UJ06c0Pnz5296Hzt27FBYWJi1HEtStWrVVKRIEZt9RUREWMuxJJUuXVpHjx69lYcFAECBQ0EGAOA6FStWlMVisSmG19qxY4eKFi1qd/j19W4038PDw66EX7p0KVdZU1JS1LFjR9WsWVMLFy5UUlKS9TvKFy9ezNW2bsb1Zd9isSgrKyvP9wMAgCtQkAEAuE7x4sXVpk0bffzxx/rrr79s5h0+fFixsbHq1q2batSooaysLK1bt87hdmrWrKlvv/0229IbEhKiQ4cOWe9nZmbql19+sVtu48aNdvevHv6dlJSkrKwsvfPOO7rnnntUuXJlHTx40Gb5woULKzMzM8fHXLVqVaWmpio1NdU67bffftPp06dVrVq1HNcFAODvgoIMAIADH374oTIyMtS2bVutX79eqampWrFihdq0aaMyZcrozTffVEREhPr27avHHntMX3zxhfbv36+EhATNnz9fkvTcc88pLS1N3bt31+bNm7Vnzx7Nnj1bu3btkiTde++9io+PV3x8vHbu3KlnnnlGp0+ftsuyYcMG/ec//9Hu3bv10UcfacGCBRo0aJCkK6Pdly5d0gcffKB9+/Zp9uzZmjJlis36EREROnfunNasWaPjx487PPQ6KipKNWrUUK9evbRlyxZt2rRJffr0UYsWLVSvXr08fnYBACiYKMgAADhQqVIlbd68WeXLl1fXrl1VoUIFDRgwQK1atdIPP/ygYsWKSZImT56sRx55RM8++6yqVKmiJ598Uunp6ZKujESvXbtW586dU4sWLVS3bl1NmzbNepjyY489pr59+1qLaPny5dWqVSu7LC+99JI2b96sOnXqaOzYsXr33XfVtm1bSVKtWrX07rvvavz48apevbpiY2M1btw4m/UbN26sp59+Wt26dVNISIj+85//2O3DYrFoyZIlKlq0qJo3b66oqCiVL19e8+bNy9PnFQCAgsxibnQGEgAA4DIREREaPHiw3fWSAQBA3mMEGQAAAAAAUZABAAAAAJDEIdYAAAAAAEhiBBkAAAAAAEkUZAAAAAAAJFGQAQAAAACQREEGAAAAAEASBRkAAAAAAEkUZAAAAAAAJFGQAQAAAACQREEGAAAAAEASBRkAAAAAAEnS/wNEMhTxHp7hEgAAAABJRU5ErkJggg==",
      "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('Occupation')['Purchase'].apply(lambda x: pd.to_numeric(x, errors='coerce').sum()).sort_values().plot(kind='bar', figsize=(12, 6), title='TOTAL MONEY SPEND A/C TO OCCUPATION')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "3d2fd918-bab7-48ca-aa14-a73c33267645",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'AVERAGE MONEY SPEND A/C TO OCCUPATION'}, xlabel='Occupation'>"
      ]
     },
     "execution_count": 26,
     "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('Occupation')['Purchase'].apply(lambda x: pd.to_numeric(x, errors='coerce').mean()).sort_values().plot(kind='bar', figsize=(12, 6), title='AVERAGE MONEY SPEND A/C TO OCCUPATION')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "868e1954-eb08-4509-8388-67e3d0c08203",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Occupation\n",
       "9     8714.335934\n",
       "19    8754.249162\n",
       "20    8881.099514\n",
       "1     9017.703095\n",
       "2     9025.938982\n",
       "10    9052.836410\n",
       "0     9186.946726\n",
       "18    9233.671418\n",
       "3     9238.077277\n",
       "4     9279.026742\n",
       "11    9299.467190\n",
       "6     9336.378620\n",
       "5     9388.848978\n",
       "13    9424.449391\n",
       "16    9457.133118\n",
       "7     9502.175276\n",
       "14    9568.536426\n",
       "8     9576.508530\n",
       "15    9866.239925\n",
       "12    9883.052460\n",
       "17    9906.378997\n",
       "Name: Purchase, dtype: float64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Purchase'] = pd.to_numeric(df['Purchase'], errors='coerce')\n",
    "df.groupby('Occupation')['Purchase'].apply(lambda x: pd.to_numeric(x, errors='coerce').mean()).sort_values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "bade8f99-74a5-461f-a140-a4cb20cfc724",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'MARITAL STATUS A/C TO OCCUPATION')]"
      ]
     },
     "execution_count": 30,
     "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.countplot(x = 'Occupation', hue = 'Marital_Status', data = df).set(title = 'MARITAL STATUS A/C TO OCCUPATION')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "56bfeaf5-d244-494d-8864-8499ec5a30d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'GENDER A/C TO OCCUPATION')]"
      ]
     },
     "execution_count": 31,
     "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.countplot(x = 'Occupation', hue = 'Gender', data = df).set(title = 'GENDER A/C TO OCCUPATION')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "e532d41c-c308-408a-9d98-d6c27ef0f25b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'UNIQUE PRODUCTS ')]"
      ]
     },
     "execution_count": 40,
     "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": [
    "df.groupby('Occupation').nunique()['Product_ID'].sort_values().plot(kind = 'bar').set(title = 'UNIQUE PRODUCTS ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "e9b6372f-5863-402b-bed9-5e1e70a1769b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'UNIQUE PRODUCTS ')]"
      ]
     },
     "execution_count": 39,
     "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": [
    "df.groupby('Occupation').nunique()['Product_ID'].plot(kind = 'pie', autopct = '%.1f').set(title = 'UNIQUE PRODUCTS ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "421e9f5a-cbe1-4875-a9f7-17bfd4b8054a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'PRODUCT CATEGORY ')]"
      ]
     },
     "execution_count": 43,
     "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": [
    "df.groupby('Product_Category_1').size().sort_values().plot(kind = 'bar').set(title = 'PRODUCT CATEGORY ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "60e8dca1-6890-47be-a5c8-6aff81510c7c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'TOTAL AMOUNT SPEND')]"
      ]
     },
     "execution_count": 46,
     "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": [
    "df['Purchase'] = pd.to_numeric(df['Purchase'], errors='coerce')\n",
    "df.groupby('Product_Category_1')['Purchase'].apply(lambda x: pd.to_numeric(x, errors='coerce').sum()).sort_values().plot(kind = 'bar').set(title = 'TOTAL AMOUNT SPEND')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "3b661153-3e64-42cc-ba64-0f379157fda6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'AVERAGE AMOUNT SPEND')]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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v30b37t3xxBNPoH///nBzc8ONGzewfv167N27F8HBwejUqdMDHfuXX34x+D3o5OSEfv36lbvf/cz1yJEj+Pbbb1FSUoIbN27g0KFD+O6776DRaPDNN99U+A7PRA+splMWUW3x7LPPiqWlpdy6davcmpEjR4q5ubn88ccfyrZr166JVqsVAHLq1CmD+4WFhQmAcpf09HQRqfzsSd++fcXW1lZGjhwpAOT8+fPljjUqKkoA6P0HfePGDZk1a5Z06tRJ6tatKxYWFuLm5iYvvPCCbNiwQW//0rGUt8yYMcNgvwUFBVK/fn3p1atXuWMTEfH09JROnTrd17xLGTqTIyKSn58vCxYsEC8vL6lTp45YW1tL586d5ZNPPpGCggKDx/r1119lzJgx8thjj4mZmZk4ODjIM888IwcOHChTW96ZuMLCQmnatKnR3/H4v//9rwQHB4u7u7totVqxtraWTp06ybx58yQ/P1+preqZnPKWPn36PPBcS8dQupQ+lt7e3hIZGSkXL168r3kTPQiNSDVfFUdERERUA3jhMREREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGpEkMOERERqdI/+s0AS0pKcPnyZdjY2JT7YXtERET09yIiuHnzJlxdXQ1+OHGpf3TIuXz5Mtzc3Gp6GERERPQALl26hEaNGpXb/o8OOTY2NgD+fJD46bdERES1g06ng5ubm/J3vDz/6JBT+hKVra0tQw4REVEtU9mlJrzwmIiIiFSJIYeIiIhUiSGHiIiIVIkhh4iIiFSJIYeIiIhUqUohZ+7cuejatStsbGzg6OiI4OBgpKWl6dXcvXsX4eHhqF+/PurWrYtBgwYhJydHryYzMxNBQUGwtraGo6MjIiIiUFRUpFeTlJSEzp07Q6vVolmzZoiJiSkzniVLlsDDwwOWlpbw9vbGTz/9VJXpEBERkYpVKeTs3r0b4eHhOHDgABISElBYWAh/f3/cunVLqZk0aRI2bNiANWvWYPfu3bh8+TIGDhyotBcXFyMoKAgFBQXYv38/VqxYgZiYGEyfPl2pSU9PR1BQEHx9fZGamoqJEydizJgx2LZtm1KzatUqTJ48GTNmzMCRI0fQoUMHBAQE4MqVKw/zeBAREZFayEO4cuWKAJDdu3eLiMiNGzfE3Nxc1qxZo9ScPn1aAEhycrKIiGzevFlMTEwkOztbqVm6dKnY2tpKfn6+iIi8/fbb0qZNG72+hg4dKgEBAcp6t27dJDw8XFkvLi4WV1dXmTt37n2PPzc3VwBIbm5uFWZNRERENel+/34/1DU5ubm5AAAHBwcAQEpKCgoLC+Hn56fUtGzZEo0bN0ZycjIAIDk5Ge3atYOTk5NSExAQAJ1Oh5MnTyo19x6jtKb0GAUFBUhJSdGrMTExgZ+fn1JjSH5+PnQ6nd5CRERE6vTAIaekpAQTJ05Ejx490LZtWwBAdnY2LCwsYG9vr1fr5OSE7OxspebegFPaXtpWUY1Op8OdO3fwxx9/oLi42GBN6TEMmTt3Luzs7JSFn1tFRESkXg8ccsLDw3HixAnEx8cbczzVKjIyErm5ucpy6dKlmh4SERERVZMH+uyq8ePHY+PGjdizZ4/ep386OzujoKAAN27c0Dubk5OTA2dnZ6Xmr3dBld59dW/NX+/IysnJga2tLaysrGBqagpTU1ODNaXHMESr1UKr1VZ9wkRERFTrVOlMjohg/PjxWLduHXbu3AlPT0+9di8vL5ibmyMxMVHZlpaWhszMTPj4+AAAfHx8cPz4cb27oBISEmBra4vWrVsrNfceo7Sm9BgWFhbw8vLSqykpKUFiYqJSQ0RERP9wVbma+bXXXhM7OztJSkqSrKwsZbl9+7ZSM27cOGncuLHs3LlTDh8+LD4+PuLj46O0FxUVSdu2bcXf319SU1Nl69at0rBhQ4mMjFRqLly4INbW1hIRESGnT5+WJUuWiKmpqWzdulWpiY+PF61WKzExMXLq1CkZO3as2Nvb6921VRneXUVERFT73O/f7yqFHAAGl+XLlys1d+7ckddff13q1asn1tbW8vzzz0tWVpbecTIyMiQwMFCsrKykQYMG8tZbb0lhYaFeza5du6Rjx45iYWEhTZo00euj1KeffiqNGzcWCwsL6datmxw4cKAq02HIISIiqoXu9++3RkSkps4i1TSdTgc7Ozvk5ubC1ta2podDRESkSh7vbHqg/TKigwxuv9+/3/zsKiIiIlIlhhwiIiJSJYYcIiIiUiWGHCIiIlIlhhwiIiJSJYYcIiIiUiWGHCIiIlIlhhwiIiJSJYYcIiIiUiWGHCIiIlIlhhwiIiJSJYYcIiIiUiWGHCIiIlIlhhwiIiJSJYYcIiIiUiWGHCIiIlIlhhwiIiJSJYYcIiIiUiWGHCIiIlIlhhwiIiJSJYYcIiIiUiWGHCIiIlIlhhwiIiJSJYYcIiIiUiWGHCIiIlIlhhwiIiJSJYYcIiIiUiWGHCIiIlIlhhwiIiJSJYYcIiIiUiWGHCIiIlIlhhwiIiJSJYYcIiIiUqUqh5w9e/bg2WefhaurKzQaDdavX6/XrtFoDC7z5s1Tajw8PMq0R0dH6x3n2LFj6NWrFywtLeHm5oYPP/ywzFjWrFmDli1bwtLSEu3atcPmzZurOh0iIiJSqSqHnFu3bqFDhw5YsmSJwfasrCy95auvvoJGo8GgQYP06mbNmqVX98YbbyhtOp0O/v7+cHd3R0pKCubNm4eoqCh8/vnnSs3+/fsREhKC0aNH4+eff0ZwcDCCg4Nx4sSJqk6JiIiIVMisqjsEBgYiMDCw3HZnZ2e99e+//x6+vr5o0qSJ3nYbG5sytaViY2NRUFCAr776ChYWFmjTpg1SU1Px8ccfY+zYsQCAhQsXon///oiIiAAAzJ49GwkJCVi8eDGWLVtW1WkRERGRylTrNTk5OTnYtGkTRo8eXaYtOjoa9evXR6dOnTBv3jwUFRUpbcnJyejduzcsLCyUbQEBAUhLS8P169eVGj8/P71jBgQEIDk5uZpmQ0RERLVJlc/kVMWKFStgY2ODgQMH6m1/88030blzZzg4OGD//v2IjIxEVlYWPv74YwBAdnY2PD099fZxcnJS2urVq4fs7Gxl27012dnZ5Y4nPz8f+fn5yrpOp3uo+REREdHfV7WGnK+++gojRoyApaWl3vbJkycrX7dv3x4WFhZ49dVXMXfuXGi12mobz9y5czFz5sxqOz4RERH9fVTby1V79+5FWloaxowZU2mtt7c3ioqKkJGRAeDP63pycnL0akrXS6/jKa+mvOt8ACAyMhK5ubnKcunSpapMiYiIiGqRags5X375Jby8vNChQ4dKa1NTU2FiYgJHR0cAgI+PD/bs2YPCwkKlJiEhAS1atEC9evWUmsTERL3jJCQkwMfHp9x+tFotbG1t9RYiIiJSpyqHnLy8PKSmpiI1NRUAkJ6ejtTUVGRmZio1Op0Oa9asMXgWJzk5GZ988gmOHj2KCxcuIDY2FpMmTcKLL76oBJjhw4fDwsICo0ePxsmTJ7Fq1SosXLhQ72WuCRMmYOvWrZg/fz7OnDmDqKgoHD58GOPHj6/qlIiIiEiFqnxNzuHDh+Hr66uslwaPsLAwxMTEAADi4+MhIggJCSmzv1arRXx8PKKiopCfnw9PT09MmjRJL8DY2dlh+/btCA8Ph5eXFxo0aIDp06crt48DQPfu3REXF4dp06Zh6tSpaN68OdavX4+2bdtWdUpERESkQhoRkZoeRE3R6XSws7NDbm4uX7oiIiKqJh7vbHqg/TKigwxuv9+/3/zsKiIiIlIlhhwiIiJSJYYcIiIiUiWGHCIiIlIlhhwiIiJSJYYcIiIiUiWGHCIiIlIlhhwiIiJSJYYcIiIiUiWGHCIiIlIlhhwiIiJSJYYcIiIiUiWGHCIiIlIlhhwiIiJSJbOaHgARERE9Wh7vbHqg/TKig4w8kurFMzlERESkSgw5REREpEoMOURERKRKDDlERESkSgw5REREpEoMOURERKRKDDlERESkSgw5REREpEoMOURERKRKfMdjIiKiv4F/yrsQP0o8k0NERESqxJBDREREqsSQQ0RERKrEkENERESqxAuPiYiIDOCFwLUfz+QQERGRKjHkEBERkSox5BAREZEqMeQQERGRKlU55OzZswfPPvssXF1dodFosH79er32kSNHQqPR6C39+/fXq7l27RpGjBgBW1tb2NvbY/To0cjLy9OrOXbsGHr16gVLS0u4ubnhww8/LDOWNWvWoGXLlrC0tES7du2wefPmqk6HiIiIVKrKIefWrVvo0KEDlixZUm5N//79kZWVpSwrV67Uax8xYgROnjyJhIQEbNy4EXv27MHYsWOVdp1OB39/f7i7uyMlJQXz5s1DVFQUPv/8c6Vm//79CAkJwejRo/Hzzz8jODgYwcHBOHHiRFWnRERERCpU5VvIAwMDERgYWGGNVquFs7OzwbbTp09j69atOHToELp06QIA+PTTT/H000/jo48+gqurK2JjY1FQUICvvvoKFhYWaNOmDVJTU/Hxxx8rYWjhwoXo378/IiIiAACzZ89GQkICFi9ejGXLllV1WkRERKQy1XJNTlJSEhwdHdGiRQu89tpruHr1qtKWnJwMe3t7JeAAgJ+fH0xMTHDw4EGlpnfv3rCwsFBqAgICkJaWhuvXrys1fn5+ev0GBAQgOTm5OqZEREREtYzR3wywf//+GDhwIDw9PXH+/HlMnToVgYGBSE5OhqmpKbKzs+Ho6Kg/CDMzODg4IDs7GwCQnZ0NT09PvRonJyelrV69esjOzla23VtTegxD8vPzkZ+fr6zrdLqHmisRERH9fRk95AwbNkz5ul27dmjfvj2aNm2KpKQkPPXUU8burkrmzp2LmTNn1ugYiIiI6NGo9lvImzRpggYNGuDcuXMAAGdnZ1y5ckWvpqioCNeuXVOu43F2dkZOTo5eTel6ZTXlXQsEAJGRkcjNzVWWS5cuPdzkiIiI6G+r2kPOr7/+iqtXr8LFxQUA4OPjgxs3biAlJUWp2blzJ0pKSuDt7a3U7NmzB4WFhUpNQkICWrRogXr16ik1iYmJen0lJCTAx8en3LFotVrY2trqLURERKROVQ45eXl5SE1NRWpqKgAgPT0dqampyMzMRF5eHiIiInDgwAFkZGQgMTERAwYMQLNmzRAQEAAAaNWqFfr3749XXnkFP/30E3788UeMHz8ew4YNg6urKwBg+PDhsLCwwOjRo3Hy5EmsWrUKCxcuxOTJk5VxTJgwAVu3bsX8+fNx5swZREVF4fDhwxg/frwRHhYiIiKq7ap8Tc7hw4fh6+urrJcGj7CwMCxduhTHjh3DihUrcOPGDbi6usLf3x+zZ8+GVqtV9omNjcX48ePx1FNPwcTEBIMGDcKiRYuUdjs7O2zfvh3h4eHw8vJCgwYNMH36dL330unevTvi4uIwbdo0TJ06Fc2bN8f69evRtm3bB3ogiIio6h71J3U/SH/8VPB/riqHnL59+0JEym3ftm1bpcdwcHBAXFxchTXt27fH3r17K6wZPHgwBg8eXGl/RERE9M/Dz64iIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVMqvpARARkXF5vLOpyvtkRAdVw0iIahbP5BAREZEqMeQQERGRKjHkEBERkSox5BAREZEqMeQQERGRKjHkEBERkSox5BAREZEqMeQQERGRKvHNAImIqtmDvDkfwDfoI3pYPJNDREREqsSQQ0RERKrEkENERESqxJBDREREqsSQQ0RERKrEkENERESqVOWQs2fPHjz77LNwdXWFRqPB+vXrlbbCwkJMmTIF7dq1Q506deDq6orQ0FBcvnxZ7xgeHh7QaDR6S3R0tF7NsWPH0KtXL1haWsLNzQ0ffvhhmbGsWbMGLVu2hKWlJdq1a4fNmzdXdTpERESkUlUOObdu3UKHDh2wZMmSMm23b9/GkSNH8O9//xtHjhzB2rVrkZaWhueee65M7axZs5CVlaUsb7zxhtKm0+ng7+8Pd3d3pKSkYN68eYiKisLnn3+u1Ozfvx8hISEYPXo0fv75ZwQHByM4OBgnTpyo6pSIiIhIhar8ZoCBgYEIDAw02GZnZ4eEhAS9bYsXL0a3bt2QmZmJxo0bK9ttbGzg7Oxs8DixsbEoKCjAV199BQsLC7Rp0wapqan4+OOPMXbsWADAwoUL0b9/f0RERAAAZs+ejYSEBCxevBjLli2r6rSIiIhIZar9mpzc3FxoNBrY29vrbY+Ojkb9+vXRqVMnzJs3D0VFRUpbcnIyevfuDQsLC2VbQEAA0tLScP36daXGz89P75gBAQFITk4udyz5+fnQ6XR6CxEREalTtX6sw927dzFlyhSEhITA1tZW2f7mm2+ic+fOcHBwwP79+xEZGYmsrCx8/PHHAIDs7Gx4enrqHcvJyUlpq1evHrKzs5Vt99ZkZ2eXO565c+di5syZxpoeERER/Y1VW8gpLCzEkCFDICJYunSpXtvkyZOVr9u3bw8LCwu8+uqrmDt3LrRabXUNCZGRkXp963Q6uLm5VVt/REREVHOqJeSUBpyLFy9i586demdxDPH29kZRUREyMjLQokULODs7IycnR6+mdL30Op7yasq7zgcAtFpttYYoIiIi+vsw+jU5pQHn7Nmz2LFjB+rXr1/pPqmpqTAxMYGjoyMAwMfHB3v27EFhYaFSk5CQgBYtWqBevXpKTWJiot5xEhIS4OPjY8TZEBERUW1V5TM5eXl5OHfunLKenp6O1NRUODg4wMXFBS+88AKOHDmCjRs3ori4WLlGxsHBARYWFkhOTsbBgwfh6+sLGxsbJCcnY9KkSXjxxReVADN8+HDMnDkTo0ePxpQpU3DixAksXLgQCxYsUPqdMGEC+vTpg/nz5yMoKAjx8fE4fPiw3m3mRERE9M9V5ZBz+PBh+Pr6Kuul17iEhYUhKioKP/zwAwCgY8eOevvt2rULffv2hVarRXx8PKKiopCfnw9PT09MmjRJ71oZOzs7bN++HeHh4fDy8kKDBg0wffp05fZxAOjevTvi4uIwbdo0TJ06Fc2bN8f69evRtm3bqk6JiIiIVKjKIadv374QkXLbK2oDgM6dO+PAgQOV9tO+fXvs3bu3wprBgwdj8ODBlR6LiIiI/nn42VVERESkSgw5REREpEoMOURERKRKDDlERESkSgw5REREpEoMOURERKRKDDlERESkSgw5REREpEoMOURERKRKDDlERESkSgw5REREpEoMOURERKRKDDlERESkSgw5REREpEoMOURERKRKDDlERESkSmY1PQAiokfN451ND7RfRnSQkUdCRNWJZ3KIiIhIlRhyiIiISJUYcoiIiEiVGHKIiIhIlRhyiIiISJUYcoiIiEiVGHKIiIhIlRhyiIiISJUYcoiIiEiVGHKIiIhIlRhyiIiISJUYcoiIiEiVGHKIiIhIlRhyiIiISJUYcoiIiEiVGHKIiIhIlRhyiIiISJWqHHL27NmDZ599Fq6urtBoNFi/fr1eu4hg+vTpcHFxgZWVFfz8/HD27Fm9mmvXrmHEiBGwtbWFvb09Ro8ejby8PL2aY8eOoVevXrC0tISbmxs+/PDDMmNZs2YNWrZsCUtLS7Rr1w6bN2+u6nSIiIhIpcyqusOtW7fQoUMHvPzyyxg4cGCZ9g8//BCLFi3CihUr4OnpiX//+98ICAjAqVOnYGlpCQAYMWIEsrKykJCQgMLCQowaNQpjx45FXFwcAECn08Hf3x9+fn5YtmwZjh8/jpdffhn29vYYO3YsAGD//v0ICQnB3Llz8cwzzyAuLg7BwcE4cuQI2rZt+zCPCRHVAI93Nj3QfhnRQUYeCRGpRZVDTmBgIAIDAw22iQg++eQTTJs2DQMGDAAAfP3113BycsL69esxbNgwnD59Glu3bsWhQ4fQpUsXAMCnn36Kp59+Gh999BFcXV0RGxuLgoICfPXVV7CwsECbNm2QmpqKjz/+WAk5CxcuRP/+/REREQEAmD17NhISErB48WIsW7bsgR4MIvo/DB1EVNsZ9Zqc9PR0ZGdnw8/PT9lmZ2cHb29vJCcnAwCSk5Nhb2+vBBwA8PPzg4mJCQ4ePKjU9O7dGxYWFkpNQEAA0tLScP36daXm3n5Ka0r7MSQ/Px86nU5vISIiInUyasjJzs4GADg5Oeltd3JyUtqys7Ph6Oio125mZgYHBwe9GkPHuLeP8mpK2w2ZO3cu7OzslMXNza2qUyQiIqJa4h91d1VkZCRyc3OV5dKlSzU9JCIiIqomRg05zs7OAICcnBy97Tk5OUqbs7Mzrly5otdeVFSEa9eu6dUYOsa9fZRXU9puiFarha2trd5CRERE6mTUkOPp6QlnZ2ckJiYq23Q6HQ4ePAgfHx8AgI+PD27cuIGUlBSlZufOnSgpKYG3t7dSs2fPHhQWFio1CQkJaNGiBerVq6fU3NtPaU1pP0RERPTPVuWQk5eXh9TUVKSmpgL482Lj1NRUZGZmQqPRYOLEiXjvvffwww8/4Pjx4wgNDYWrqyuCg4MBAK1atUL//v3xyiuv4KeffsKPP/6I8ePHY9iwYXB1dQUADB8+HBYWFhg9ejROnjyJVatWYeHChZg8ebIyjgkTJmDr1q2YP38+zpw5g6ioKBw+fBjjx49/+EeFiIiIar0q30J++PBh+Pr6KuulwSMsLAwxMTF4++23cevWLYwdOxY3btxAz549sXXrVuU9cgAgNjYW48ePx1NPPQUTExMMGjQIixYtUtrt7Oywfft2hIeHw8vLCw0aNMD06dOV28cBoHv37oiLi8O0adMwdepUNG/eHOvXr+d75BARERGABwg5ffv2hYiU267RaDBr1izMmjWr3BoHBwfljf/K0759e+zdu7fCmsGDB2Pw4MEVD5iIiIj+kf5Rd1cRERHRPwdDDhEREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGpktFDjoeHBzQaTZklPDwcANC3b98ybePGjdM7RmZmJoKCgmBtbQ1HR0dERESgqKhIryYpKQmdO3eGVqtFs2bNEBMTY+ypEBERUS1mZuwDHjp0CMXFxcr6iRMn0K9fPwwePFjZ9sorr2DWrFnKurW1tfJ1cXExgoKC4OzsjP379yMrKwuhoaEwNzfH+++/DwBIT09HUFAQxo0bh9jYWCQmJmLMmDFwcXFBQECAsadEREREtZDRQ07Dhg311qOjo9G0aVP06dNH2WZtbQ1nZ2eD+2/fvh2nTp3Cjh074OTkhI4dO2L27NmYMmUKoqKiYGFhgWXLlsHT0xPz588HALRq1Qr79u3DggULGHKIiIgIQDVfk1NQUIBvv/0WL7/8MjQajbI9NjYWDRo0QNu2bREZGYnbt28rbcnJyWjXrh2cnJyUbQEBAdDpdDh58qRS4+fnp9dXQEAAkpOTq3M6REREVIsY/UzOvdavX48bN25g5MiRyrbhw4fD3d0drq6uOHbsGKZMmYK0tDSsXbsWAJCdna0XcAAo69nZ2RXW6HQ63LlzB1ZWVgbHk5+fj/z8fGVdp9M99ByJiIjo76laQ86XX36JwMBAuLq6KtvGjh2rfN2uXTu4uLjgqaeewvnz59G0adPqHA7mzp2LmTNnVmsfRNXJ451ND7RfRnSQkUdCRPT3V20vV128eBE7duzAmDFjKqzz9vYGAJw7dw4A4OzsjJycHL2a0vXS63jKq7G1tS33LA4AREZGIjc3V1kuXbpUtUkRERFRrVFtIWf58uVwdHREUFDF/0GmpqYCAFxcXAAAPj4+OH78OK5cuaLUJCQkwNbWFq1bt1ZqEhMT9Y6TkJAAHx+fCvvSarWwtbXVW4iIiEidqiXklJSUYPny5QgLC4OZ2f+9Inb+/HnMnj0bKSkpyMjIwA8//IDQ0FD07t0b7du3BwD4+/ujdevWeOmll3D06FFs27YN06ZNQ3h4OLRaLQBg3LhxuHDhAt5++22cOXMGn332GVavXo1JkyZVx3SIiIioFqqWkLNjxw5kZmbi5Zdf1ttuYWGBHTt2wN/fHy1btsRbb72FQYMGYcOGDUqNqakpNm7cCFNTU/j4+ODFF19EaGio3vvqeHp6YtOmTUhISECHDh0wf/58fPHFF7x9nIiIiBTVcuGxv78/RKTMdjc3N+zevbvS/d3d3bF58+YKa/r27Yuff/75gcdIRERE6sbPriIiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVMqvpARDVZh7vbHqg/TKig4w8EiIi+iueySEiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVTJ6yImKioJGo9FbWrZsqbTfvXsX4eHhqF+/PurWrYtBgwYhJydH7xiZmZkICgqCtbU1HB0dERERgaKiIr2apKQkdO7cGVqtFs2aNUNMTIyxp0JERES1WLWcyWnTpg2ysrKUZd++fUrbpEmTsGHDBqxZswa7d+/G5cuXMXDgQKW9uLgYQUFBKCgowP79+7FixQrExMRg+vTpSk16ejqCgoLg6+uL1NRUTJw4EWPGjMG2bduqYzpERERUC5lVy0HNzODs7Fxme25uLr788kvExcXhySefBAAsX74crVq1woEDB/DEE09g+/btOHXqFHbs2AEnJyd07NgRs2fPxpQpUxAVFQULCwssW7YMnp6emD9/PgCgVatW2LdvHxYsWICAgIDqmBIRERHVMtVyJufs2bNwdXVFkyZNMGLECGRmZgIAUlJSUFhYCD8/P6W2ZcuWaNy4MZKTkwEAycnJaNeuHZycnJSagIAA6HQ6nDx5Uqm59xilNaXHKE9+fj50Op3eQkREROpk9JDj7e2NmJgYbN26FUuXLkV6ejp69eqFmzdvIjs7GxYWFrC3t9fbx8nJCdnZ2QCA7OxsvYBT2l7aVlGNTqfDnTt3yh3b3LlzYWdnpyxubm4PO10iIiL6mzL6y1WBgYHK1+3bt4e3tzfc3d2xevVqWFlZGbu7KomMjMTkyZOVdZ1Ox6BDRESkUtV+C7m9vT0ef/xxnDt3Ds7OzigoKMCNGzf0anJycpRreJydncvcbVW6XlmNra1thUFKq9XC1tZWbyEiIiJ1qvaQk5eXh/Pnz8PFxQVeXl4wNzdHYmKi0p6WlobMzEz4+PgAAHx8fHD8+HFcuXJFqUlISICtrS1at26t1Nx7jNKa0mMQERERGT3k/Otf/8Lu3buRkZGB/fv34/nnn4epqSlCQkJgZ2eH0aNHY/Lkydi1axdSUlIwatQo+Pj44IknngAA+Pv7o3Xr1njppZdw9OhRbNu2DdOmTUN4eDi0Wi0AYNy4cbhw4QLefvttnDlzBp999hlWr16NSZMmGXs6REREVEsZ/ZqcX3/9FSEhIbh69SoaNmyInj174sCBA2jYsCEAYMGCBTAxMcGgQYOQn5+PgIAAfPbZZ8r+pqam2LhxI1577TX4+PigTp06CAsLw6xZs5QaT09PbNq0CZMmTcLChQvRqFEjfPHFF7x9nIiIiBRGDznx8fEVtltaWmLJkiVYsmRJuTXu7u7YvHlzhcfp27cvfv755wcaI6mbxzubqrxPRnRQNYyEiIhqEj+7ioiIiFSJIYeIiIhUiSGHiIiIVIkhh4iIiFSJIYeIiIhUiSGHiIiIVIkhh4iIiFSJIYeIiIhUiSGHiIiIVIkhh4iIiFSJIYeIiIhUiSGHiIiIVIkhh4iIiFSJIYeIiIhUiSGHiIiIVIkhh4iIiFSJIYeIiIhUiSGHiIiIVIkhh4iIiFSJIYeIiIhUiSGHiIiIVIkhh4iIiFSJIYeIiIhUiSGHiIiIVIkhh4iIiFSJIYeIiIhUiSGHiIiIVIkhh4iIiFSJIYeIiIhUiSGHiIiIVMmspgdA6ufxzqYH2i8jOsjIIyEion8SnskhIiIiVWLIISIiIlViyCEiIiJVMnrImTt3Lrp27QobGxs4OjoiODgYaWlpejV9+/aFRqPRW8aNG6dXk5mZiaCgIFhbW8PR0REREREoKirSq0lKSkLnzp2h1WrRrFkzxMTEGHs6REREVEsZPeTs3r0b4eHhOHDgABISElBYWAh/f3/cunVLr+6VV15BVlaWsnz44YdKW3FxMYKCglBQUID9+/djxYoViImJwfTp05Wa9PR0BAUFwdfXF6mpqZg4cSLGjBmDbdu2GXtKREREVAsZ/e6qrVu36q3HxMTA0dERKSkp6N27t7Ld2toazs7OBo+xfft2nDp1Cjt27ICTkxM6duyI2bNnY8qUKYiKioKFhQWWLVsGT09PzJ8/HwDQqlUr7Nu3DwsWLEBAQICxp0VERES1TLVfk5ObmwsAcHBw0NseGxuLBg0aoG3btoiMjMTt27eVtuTkZLRr1w5OTk7KtoCAAOh0Opw8eVKp8fPz0ztmQEAAkpOTyx1Lfn4+dDqd3kJERETqVK3vk1NSUoKJEyeiR48eaNu2rbJ9+PDhcHd3h6urK44dO4YpU6YgLS0Na9euBQBkZ2frBRwAynp2dnaFNTqdDnfu3IGVlVWZ8cydOxczZ8406hyJiIjo76laQ054eDhOnDiBffv26W0fO3as8nW7du3g4uKCp556CufPn0fTpk2rbTyRkZGYPHmysq7T6eDm5lZt/REREVHNqbaXq8aPH4+NGzdi165daNSoUYW13t7eAIBz584BAJydnZGTk6NXU7peeh1PeTW2trYGz+IAgFarha2trd5CRERE6mT0MzkigjfeeAPr1q1DUlISPD09K90nNTUVAODi4gIA8PHxwZw5c3DlyhU4OjoCABISEmBra4vWrVsrNZs3b9Y7TkJCAnx8fIw4G/V6kI9a4McsEBFRbWL0Mznh4eH49ttvERcXBxsbG2RnZyM7Oxt37twBAJw/fx6zZ89GSkoKMjIy8MMPPyA0NBS9e/dG+/btAQD+/v5o3bo1XnrpJRw9ehTbtm3DtGnTEB4eDq1WCwAYN24cLly4gLfffhtnzpzBZ599htWrV2PSpEnGnhIRERHVQkYPOUuXLkVubi769u0LFxcXZVm1ahUAwMLCAjt27IC/vz9atmyJt956C4MGDcKGDRuUY5iammLjxo0wNTWFj48PXnzxRYSGhmLWrFlKjaenJzZt2oSEhAR06NAB8+fPxxdffMHbx4mIiAhANb1cVRE3Nzfs3r270uO4u7uXeTnqr/r27Yuff/65SuMjIiKifwZ+dhURERGpEkMOERERqRJDDhEREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGpEkMOERERqZJZTQ+A/uTxzqYH2i8jOsjIIyEiIlIHnskhIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVWLIISIiIlViyCEiIiJVYsghIiIiVeLHOpSDH7NARERUu/FMDhEREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGpEkMOERERqRJDDhEREalSrQ85S5YsgYeHBywtLeHt7Y2ffvqppodEREREfwO1OuSsWrUKkydPxowZM3DkyBF06NABAQEBuHLlSk0PjYiIiGpYrQ45H3/8MV555RWMGjUKrVu3xrJly2BtbY2vvvqqpodGRERENazWhpyCggKkpKTAz89P2WZiYgI/Pz8kJyfX4MiIiIjo76DWfnbVH3/8geLiYjg5Oeltd3JywpkzZwzuk5+fj/z8fGU9NzcXAKDT6crUluTffqBxGTrW/agN/XFuxumrtvTHuRmnr9rSH+dmnL5qS3+1fW6l20Wk4gNILfXbb78JANm/f7/e9oiICOnWrZvBfWbMmCEAuHDhwoULFy4qWC5dulRhVqi1Z3IaNGgAU1NT5OTk6G3PycmBs7OzwX0iIyMxefJkZb2kpATXrl1D/fr1odFo7qtfnU4HNzc3XLp0Cba2tg8+gfv0KPtT89wedX+cW+3sj3Njf3+3vh51f7VlbiKCmzdvwtXVtcK6WhtyLCws4OXlhcTERAQHBwP4M7QkJiZi/PjxBvfRarXQarV62+zt7R+of1tb20fyDVAT/al5bo+6P86tdvbHubG/v1tfj7q/2jA3Ozu7SmtqbcgBgMmTJyMsLAxdunRBt27d8Mknn+DWrVsYNWpUTQ+NiIiIalitDjlDhw7F77//junTpyM7OxsdO3bE1q1by1yMTERERP88tTrkAMD48ePLfXmqOmi1WsyYMaPMy15q6E/Nc3vU/XFutbM/zo39/d36etT9qW1uGpHK7r8iIiIiqn1q7ZsBEhEREVWEIYeIiIhUiSGHiIiIVIkhh/TwEi0iIlILhhzSo9Vqcfr06ZoeBhER0UOr9beQ04O59+Mt7lVcXIzo6GjUr18fAPDxxx8/ymGpwq1bt7B69WqcO3cOLi4uCAkJUR7P2uj06dM4cOAAfHx80LJlS5w5cwYLFy5Efn4+XnzxRTz55JM1PcQHdufOHaSkpMDBwQGtW7fWa7t79y5Wr16N0NDQGhod/V1kZWVh6dKl2LdvH7KysmBiYoImTZogODgYI0eOhKmpaU0P8YG88cYbGDJkCHr16lXTQ6k+Rvm0TJX7448/ZOfOnXL16lUREfn9998lOjpaZs6cKadOnTJ6f5cuXZKbN2+W2V5QUCC7d+82Sh8ajUY6duwoffv21Vs0Go107dpV+vbtK76+vkbp614bNmyQf//737Jv3z4REUlMTJTAwEAJCAiQ//znP0bvrzzZ2dkyc+ZMoxyrVatWyvdGZmameHh4iJ2dnXTt2lUcHBzE0dFRLly4YJS+Sn366afy0ksvycqVK0VE5Ouvv5ZWrVpJixYtJDIyUgoLC43Sz5YtW8TCwkIcHBzE0tJStmzZIg0bNhQ/Pz958sknxdTUVBITE43Sl4jIRx99JBkZGUY7XkXS0tLE3d1dNBqNmJiYSO/eveXy5ctKe3Z2tpiYmFT7ODw9PeWXX36p9n7+KjMzU0aNGmW04126dEl+//13ZX3Pnj0yfPhw6dmzp4wYMaLMhykbU0lJiezcuVM+//xz2bBhgxQUFBjt2IcOHRI7Ozvx8vKSnj17iqmpqbz00ksydOhQsbe3l+7du4tOpzNafykpKXq/L77++mvp3r27NGrUSHr06KH8zBtD6fd+8+bNJTo6WrKysox27PLk5+fLqlWrZOLEiTJs2DAZNmyYTJw4UVavXi35+flG748hpxIHDx4UOzs70Wg0Uq9ePTl8+LB4enpK8+bNpWnTpmJlZSUpKSlG6evy5cvStWtXMTExUX6Q7g07xvylO3fuXPH09CzzB8rMzExOnjxplD7+atmyZWJmZiZeXl5ia2sr33zzjdjY2MiYMWPk1VdfFSsrK/nkk0+qpe+/Sk1NNdpjqdFoJCcnR0RERowYId27d5cbN26IiMjNmzfFz89PQkJCjNKXiMjs2bPFxsZGBg0aJM7OzhIdHS3169eX9957T95//31p2LChTJ8+3Sh9+fj4yLvvvisiIitXrpR69erJ1KlTlfZ33nlH+vXrZ5S+RP58LE1NTcXPz0/i4+Or5ZdeqeDgYAkKCpLff/9dzp49K0FBQeLp6SkXL14UEeOHnIULFxpcTE1NJTIyUll/VIz5MyAi0q1bN9mwYYOIiKxfv15MTEzkueeekylTpsjzzz8v5ubmSvvDCgwMVH7Grl69Kt7e3qLRaKRhw4ZiYmIiLVu2lCtXrhilrx49ekhUVJSy/s0334i3t7eIiFy7dk06duwob775plH6EhFp3769JCQkiIjIf//7X7GyspI333xTli5dKhMnTpS6devKl19+aZS+NBqN7NixQyZMmCANGjQQc3Nzee6552TDhg1SXFxslD7udfbsWWnSpIlYWlpKnz59ZMiQITJkyBDp06ePWFpaSrNmzeTs2bNG7ZMhpxJ+fn4yZswY0el0Mm/ePGnUqJGMGTNGaR81apQEBwcbpa/Q0FDx9vaWQ4cOSUJCgnh5eUmXLl3k2rVrIvLnL12NRmOUvkREfvrpJ3n88cflrbfeUv7zqc6Q07p1a/n8889FRGTnzp1iaWkpS5YsUdqXL18urVq1MkpfR48erXBZtWpVtYScJk2ayPbt2/Xaf/zxR3FzczNKXyIiTZs2le+++05E/vxDZWpqKt9++63SvnbtWmnWrJlR+rK1tVV+6RQXF4uZmZkcOXJEaT9+/Lg4OTkZpS+RPx/L5cuXy4ABA8Tc3Fzq168vEyZMkOPHjxutj1KOjo5y7NgxZb2kpETGjRsnjRs3lvPnzxs95Gg0GmnUqJF4eHjoLRqNRh577DHx8PAQT09Po/X3/fffV7gsWLDAqPOrU6eOcgbC29tboqOj9do//fRT6dSpk1H6uvdn7rXXXpPWrVsrfV+6dEm8vLxk3LhxRunLyspKzp8/r6wXFxeLubm5ZGdni4jI9u3bxdXV1Sh9lfZXejazU6dOyu/MUrGxsdK6dWuj9HXv41hQUCCrVq2SgIAAMTU1FVdXV5k6dapRQ4efn58MGDBAcnNzy7Tl5ubKgAEDxN/f32j9iTDkVKpevXrKS1IFBQViYmIiBw8eVNpTUlLkscceM0pfrq6uese+e/euPPvss9KxY0e5evVqtZw+v3nzpoSGhkr79u3l+PHjYm5uXm0hx8rKSvkvWUTE3Nxc749Xenq6WFtbG6Wv0tOwGo2mzFK63Zghp/S/RldX1zJ/kDMyMsTS0tIofYkYfhxPnDih15+xHkdbW1s5d+6csl63bl29X/jGntu9v3RzcnLkgw8+kJYtW4qJiYl07dpVPv/8c6O9NGBjY2Pw5ebw8HBp1KiR7Nmzx6g/b6+++qp07NixTJ/V9Y9FRT8D9/4sGIudnZ0cPXpURP4MkKVflzp37pxRf75Lv09atGgh33//vV77jh07jBYY3d3dlZfXRf48467RaOT27dsi8ufvLWP+DNSvX18OHz4sIn8+jqmpqXrt586dEysrK6P0de/jeK+LFy/KjBkzxN3d3ajfI1ZWVhX+w3Ls2DGjza0U766qREFBAaysrAAA5ubmsLa2RoMGDZT2Bg0a4OrVq0bpKzc3F/Xq1VPWtVot1q5dCw8PD/j6+uLKlStG6ededevWxYoVKxAZGQk/Pz8UFxcbvY9S9evXx8WLFwEAly9fRlFRETIzM5X2ixcvwsHBwSh9OTg44L///S/S09PLLBcuXMDGjRuN0k+pp556Cp07d4ZOp0NaWppe28WLF4164bGzszNOnToFADh79iyKi4uVdQA4efIkHB0djdKXh4cHzp49q6wnJyejcePGynpmZiZcXFyM0tdfOTo64u2338bp06eRlJSE1q1bY9KkSUbrr2XLljh8+HCZ7YsXL8aAAQPw3HPPGaWfUsuWLcP06dMREBCAxYsXG/XYhri4uGDt2rUoKSkxuBw5csSo/fXp0wcrV64EAHTq1AlJSUl67bt27cJjjz1mtP40Gg0A4Pr162jatKleW7NmzXD58mWj9BMcHIxx48Zh69at2LVrF0aMGIE+ffoofxfS0tKMOq/AwEAsXboUwJ+P6f/+9z+99tWrV6NZs2ZG68+Qxo0bIyoqCunp6di6davRjmtvb4+MjIxy2zMyMmBvb2+0/gDeXVUpNzc3XLhwAR4eHgCA+Ph4vV+yWVlZeqHnYTRp0gTHjh1D8+bNlW1mZmZYs2YNBg8ejGeeecYo/RgybNgw9OzZEykpKXB3d6+WPgYMGIDRo0cjLCwMP/zwA0JDQ/HWW2/BxMQEGo0GERER8Pf3N0pfXl5euHz5crlzuXHjhtHeE2jGjBl663Xr1tVb37Bhg1HvXhgxYgRCQ0MxYMAAJCYm4u2338a//vUvXL16FRqNBnPmzMELL7xglL5ee+01veDbtm1bvfYtW7YY9e6q0j9cf9WrVy/06tULixYtwqpVq4zS1/PPP4+VK1fipZdeKtO2ePFilJSUYNmyZUbp694+u3XrhtDQUGzatAnLly836vHv5eXlhZSUFAwYMMBgu0ajMer7YkVHR6NXr164fPkyevbsiXfffReHDh1Cq1atkJaWhlWrVhn18Rw5ciS0Wi0KCwuRnp6ONm3aKG3Z2dlG+2P53nvvISsrC88++yyKi4vh4+ODb7/9VmnXaDSYO3euUfoCgA8++AA9evRAnz590KVLF8yfPx9JSUnK43jgwAGsW7fOKH25u7tXeGeYRqNBv379jNIXAIwZMwahoaH497//jaeeegpOTk4AgJycHCQmJuK9997DG2+8YbT+APDuqspERUVVeDX71KlTZeDAgUbp6+233y739cjCwkJ57rnnjHpNzqOWl5cnr7zyirRt21bGjh0r+fn5Mm/ePLGwsBCNRiN9+/Y1eOr0Qaxdu1a++eabctuvXbsmMTExRunrUSsuLpY5c+bIM888I++//76UlJTIypUrxc3NTerXry8jR46UvLy8mh7mAynv9LnalJSUyPvvvy/Ozs5iampaLS9X7dmzR7Zs2VJue15eniQlJRm1z3PnzsmwYcPExsZGeUnM3NxcunfvLuvWrTNaPyNHjtRbVq1apdceEREhAQEBRutPROTOnTsG73qtDtevX5cpU6ZI69atxdLSUiwsLMTd3V2GDx8uhw4deiRjqC7R0dHi4uKivFxa+pKqi4uLfPDBB0bvj59C/pBu374NU1NTo3xMfFFREW7fvg1bW9ty23/77bdqO9NSU+7evYvCwkLY2NjU9FCIHqmUlBTs27cPoaGhei9V13YigitXrqCkpAQNGjSAubn5I+3/1q1bMDU1haWl5SPtl+5feno6srOzAfz5Erynp2e19MNrch7S1atX8dprrxnlWGZmZuUGHODPl8ZmzpxplL7+TiwtLWFjY4NLly7h5ZdffiR9Psq+yHjU9rx5eXlhwoQJqFevnqrmptFo4OTkBBcXFyXgPMr5Xbt2Da+//voj6YsejKenJ3x8fODj46MEnOr4HuGZnId09OhRdO7cuVov2K2JvmoCH0uqjJqfNzXPDeDPN1WuOp43XnhciR9++KHC9gsXLtTKvmoCH0uqjJqfNzXPDeDPN1WuJp43nsmpROmdPxU9TBqNxijJ81H2VRP4WFJl1Py8qXluAH++qXI18bzxmpxKPMr3mnjU72vxqPGxpMqo+XlT89wA/nxT5WrieWPIqUTpe02Ux5jvNfEo+6oJfCypMmp+3tQ8N4A/31S5mnjeeE1OJSIiInDr1q1y25s1a4Zdu3bVur5qAh9Lqoyanzc1zw3gzzdVriaeN16TQ0RERKrEl6uIiIhIlRhyiIiISJUYcoiIiEiVGHKIiIhIlRhyiKhKRo4cieDg4JoeBhFRpRhyiFRi5MiR0Gg00Gg0sLCwQLNmzTBr1iwUFRXV9NAqFBMTA3t7+yrvd+7cOYwaNQqNGjWCVquFp6cnQkJCcPjw4fs+RlRUFDp27Fjlvv/O5syZg+7du8Pa2vqBHlciNWHIIVKR/v37IysrC2fPnsVbb72FqKgozJs3r0xdQUFBDYzOeA4fPgwvLy/88ssv+M9//oNTp05h3bp1aNmyJd56662aHt4DKywsfOhjFBQUYPDgwXjttdeMMCKiWk6ISBXCwsJkwIABetv69esnTzzxhNL23nvviYuLi3h4eIiIyLFjx8TX11csLS3FwcFBXnnlFbl586ayf1FRkUyaNEns7OzEwcFBIiIiJDQ0VK8fd3d3WbBggV6/HTp0kBkzZijr169fl7Fjx4qjo6NotVpp06aNbNiwQXbt2iUA9JZ79zOkpKRE2rRpI15eXlJcXFym/fr168rXb7/9tjRv3lysrKzE09NTpk2bJgUFBSIisnz58jJ9L1++XDnG6NGjpUGDBmJjYyO+vr6Smpqq18/s2bOlYcOGUrduXRk9erRMmTJFOnTooLQXFxfLzJkz5bHHHhMLCwvp0KGDbNmyRWlPT08XABIfHy+9e/cWrVYrixcvFhsbG1mzZo1eX+vWrRNra2vR6XQVPjb3Wr58udjZ2d13PZEa8UwOkYpZWVkpZ20SExORlpaGhIQEbNy4Ebdu3UJAQADq1auHQ4cOYc2aNdixYwfGjx+v7D9//nzExMTgq6++wr59+3Dt2jWsW7euSmMoKSlBYGAgfvzxR3z77bc4deoUoqOjYWpqiu7du+OTTz6Bra0tsrKykJWVhX/9618VHi81NRUnT57EW2+9BROTsr/C7n2JxsbGBjExMTh16hQWLlyI//73v1iwYAEAYOjQoXjrrbfQpk0bpe+hQ4cCAAYPHowrV65gy5YtSElJQefOnfHUU0/h2rVrAIDY2FjMmTMHH3zwAVJSUtC4cWMsXbpUbxwLFy7E/Pnz8dFHH+HYsWMICAjAc889h7Nnz+rVvfPOO5gwYQJOnz6NgQMHYtiwYVi+fLlezfLly/HCCy/Axsbm/h50IvpTTacsIjKOe8/klJSUSEJCgmi1WvnXv/4lYWFh4uTkJPn5+Ur9559/LvXq1ZO8vDxl26ZNm8TExESys7NFRMTFxUU+/PBDpb2wsFAaNWpUpTM527ZtExMTE0lLSzM47qqecVi1apUAkCNHjtz3PqXmzZsnXl5eyvqMGTP0zr6IiOzdu1dsbW3l7t27etubNm0q//nPf0RExNvbW8LDw/Xae/TooXcsV1dXmTNnjl5N165d5fXXXxeR/zuT88knn+jVHDx4UExNTeXy5csiIpKTkyNmZmaSlJRUpbnyTA4Rz+QQqcrGjRtRt25dWFpaIjAwEEOHDkVUVBQAoF27drCwsFBqT58+jQ4dOqBOnTrKth49eqCkpARpaWnIzc1FVlYWvL29lXYzMzN06dKlSmNKTU1Fo0aN8Pjjjz/c5P4/qcIn0axatQo9evSAs7Mz6tati2nTpiEzM7PCfY4ePYq8vDzUr18fdevWVZb09HScP38eAJCWloZu3brp7Xfvuk6nw+XLl9GjRw+9mh49euD06dN62/76eHbr1g1t2rTBihUrAADffvst3N3d0bt37/ueNxH9iR/QSaQivr6+WLp0KSwsLODq6gozs//7Eb83zBiTiYlJmeBx7wW0VlZWRu2vNCydOXMGnTp1KrcuOTkZI0aMwMyZMxEQEAA7OzvEx8dj/vz5FR4/Ly8PLi4uSEpKKtNWHXcrGXpexowZgyVLluCdd97B8uXLMWrUKGg0GqP3TaR2PJNDpCJ16tRBs2bN0LhxY72AY0irVq1w9OhRvU8F/vHHH2FiYoIWLVrAzs4OLi4uOHjwoNJeVFSElJQUveM0bNgQWVlZyrpOp0N6erqy3r59e/z666/45ZdfDI7DwsICxcXF9z3Hjh07onXr1pg/fz5KSkrKtN+4cQMAsH//fri7u+Pdd99Fly5d0Lx5c1y8eLHSvjt37ozs7GyYmZmhWbNmekuDBg0AAC1atMChQ4f09rt33dbWFq6urvjxxx/1an788Ue0bt260jm++OKLuHjxIhYtWoRTp04hLCys0n2IqCyGHKJ/qBEjRsDS0hJhYWE4ceIEdu3ahTfeeAMvvfQSnJycAAATJkxAdHQ01q9fjzNnzuD1119XQkSpJ598Et988w327t2L48ePIywsDKampkp7nz590Lt3bwwaNAgJCQlIT0/Hli1bsHXrVgCAh4cH8vLykJiYiD/++AO3b9+ucNwajQbLly/HL7/8gl69emHz5s24cOECjh07hjlz5mDAgAEAgObNmyMzMxPx8fE4f/48Fi1aVOaiaQ8PD6SnpyM1NRV//PEH8vPz4efnBx8fHwQHB2P79u3IyMjA/v378e677yrvwfPGG2/gyy+/xIoVK3D27Fm89957OHbsmN7ZloiICHzwwQdYtWoV0tLS8M477yA1NRUTJkyo9LmpV68eBg4ciIiICPj7+6NRo0aV7lMqMzMTqampyMzMRHFxMVJTU5Gamoq8vLz7PgaRatT0RUFEZByGbiGvrK2yW8gLCwtlwoQJYmtrK/b29jJ58uQyt5Dn5ubK0KFDxdbWVtzc3CQmJqbMLeRXr16VUaNGSf369cXS0lLatm0rGzduVNrHjRsn9evXv69byEulpaVJaGiouLq6ioWFhbi7u0tISIjeBckRERFSv359qVu3rgwdOlQWLFigdzHu3bt3ZdCgQWJvb693C7lOp5M33nhDXF1dxdzcXNzc3GTEiBGSmZmp7Dtr1ixp0KCB1K1bV15++WV588035YknnlDai4uLJSoqSh577DExNzcv9xbyn3/+2eD8EhMTBYCsXr36vh6PUmFhYWVujQcgu3btqtJxiNRAI1KFq/iIiMigfv36wdnZGd98841RjvfNN99g0qRJuHz5st4F40R0/3jhMRFRFd2+fRvLli1DQEAATE1NsXLlSuzYsQMJCQlGOXZWVhaio6Px6quvMuAQPQRek0NEfyt79+7Vu3X7r8vfgUajwebNm9G7d294eXlhw4YN+O677+Dn5/fQx/7www/RsmVLODs7IzIyUq/t/fffL/dxCQwMfOi+idSGL1cR0d/KnTt38Ntvv5Xb3qxZs0c4mr+Xa9euKe+6/FdWVlZ47LHHHvGIiP7eGHKIiIhIlfhyFREREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGpEkMOERERqRJDDhEREakSQw4RERGp0v8D2EAOovK5QnUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Purchase'] = pd.to_numeric(df['Purchase'], errors='coerce')\n",
    "df.groupby('Product_Category_1')['Purchase'].apply(lambda x: pd.to_numeric(x, errors='coerce').mean()).sort_values().plot(kind = 'bar').set(title = 'AVERAGE AMOUNT SPEND')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "5c26d725-049e-46c2-9694-44ee051ad0e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'TOP 10 PRODUCTS')]"
      ]
     },
     "execution_count": 51,
     "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": [
    "df['Purchase'] = pd.to_numeric(df['Purchase'], errors='coerce')\n",
    "df.groupby('Product_ID')['Purchase'].apply(lambda x: pd.to_numeric(x, errors='coerce').sum()).nlargest(10).sort_values().plot(kind = 'bar').set(title = 'TOP 10 PRODUCTS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "86317836-447e-47c1-a9f5-45ea00c33bef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'TOP 10 AVERAGE PRODUCTS')]"
      ]
     },
     "execution_count": 52,
     "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": [
    "df['Purchase'] = pd.to_numeric(df['Purchase'], errors='coerce')\n",
    "df.groupby('Product_ID')['Purchase'].apply(lambda x: pd.to_numeric(x, errors='coerce').mean()).nlargest(10).sort_values().plot(kind = 'bar').set(title = 'TOP 10 AVERAGE PRODUCTS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ecd4fcc1-ea7a-43fe-bd1c-5b820c608f76",
   "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
}