{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "50d26d59",
   "metadata": {},
   "source": [
    "# Marketing Campaigns (Marketing Mix Analysis)\n",
    "\n",
    "## Problem scenario: \n",
    "Marketing mix stands as a widely utilized concept in the execution of marketing strategies. It encompasses various facets within a comprehensive marketing plan, with a central focus on the four Ps of marketing: product, price, place, and promotion.\n",
    "\n",
    "## Problem objective:\n",
    "As a data scientist, you must conduct exploratory data analysis and hypothesis testing to enhance your comprehension of the diverse factors influencing customer acquisition.\n",
    "\n",
    "## Data description:\n",
    "The dataset aligns with the Four Ps of Marketing, categorizing variables to analyze consumer behavior. Product-related variables track spending across categories, while Price factors like income and deal-based purchases indicate affordability. Place covers shopping channels and web visits, reflecting purchase preferences. Promotion measures campaign engagement, complaints, and recency. Additionally, demographics support segmentation for personalized marketing. This structured approach helps businesses optimize products, pricing, distribution, and promotions for better customer engagement and market performance.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ff04610",
   "metadata": {},
   "source": [
    "## Data Import and Inspection"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ef914e1-8497-4505-8126-81e2dd3c00fb",
   "metadata": {},
   "source": [
    "### After importing the data, examine variables such as Dt_Customer and Income to verify their accurate importation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d460eb2a",
   "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>ID</th>\n",
       "      <th>Year_Birth</th>\n",
       "      <th>Education</th>\n",
       "      <th>Marital_Status</th>\n",
       "      <th>Income</th>\n",
       "      <th>Kidhome</th>\n",
       "      <th>Teenhome</th>\n",
       "      <th>Dt_Customer</th>\n",
       "      <th>Recency</th>\n",
       "      <th>MntWines</th>\n",
       "      <th>...</th>\n",
       "      <th>NumStorePurchases</th>\n",
       "      <th>NumWebVisitsMonth</th>\n",
       "      <th>AcceptedCmp3</th>\n",
       "      <th>AcceptedCmp4</th>\n",
       "      <th>AcceptedCmp5</th>\n",
       "      <th>AcceptedCmp1</th>\n",
       "      <th>AcceptedCmp2</th>\n",
       "      <th>Response</th>\n",
       "      <th>Complain</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1826</td>\n",
       "      <td>1970</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Divorced</td>\n",
       "      <td>$84,835.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6/16/14</td>\n",
       "      <td>0</td>\n",
       "      <td>189</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>SP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1961</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Single</td>\n",
       "      <td>$57,091.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6/15/14</td>\n",
       "      <td>0</td>\n",
       "      <td>464</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>CA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10476</td>\n",
       "      <td>1958</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Married</td>\n",
       "      <td>$67,267.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5/13/14</td>\n",
       "      <td>0</td>\n",
       "      <td>134</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>US</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1386</td>\n",
       "      <td>1967</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Together</td>\n",
       "      <td>$32,474.00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5/11/14</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>AUS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5371</td>\n",
       "      <td>1989</td>\n",
       "      <td>Graduation</td>\n",
       "      <td>Single</td>\n",
       "      <td>$21,474.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4/8/14</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>SP</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      ID  Year_Birth   Education Marital_Status       Income  Kidhome  \\\n",
       "0   1826        1970  Graduation       Divorced  $84,835.00         0   \n",
       "1      1        1961  Graduation         Single  $57,091.00         0   \n",
       "2  10476        1958  Graduation        Married  $67,267.00         0   \n",
       "3   1386        1967  Graduation       Together  $32,474.00         1   \n",
       "4   5371        1989  Graduation         Single  $21,474.00         1   \n",
       "\n",
       "   Teenhome Dt_Customer  Recency  MntWines  ...  NumStorePurchases  \\\n",
       "0         0     6/16/14        0       189  ...                  6   \n",
       "1         0     6/15/14        0       464  ...                  7   \n",
       "2         1     5/13/14        0       134  ...                  5   \n",
       "3         1     5/11/14        0        10  ...                  2   \n",
       "4         0      4/8/14        0         6  ...                  2   \n",
       "\n",
       "   NumWebVisitsMonth  AcceptedCmp3  AcceptedCmp4  AcceptedCmp5  AcceptedCmp1  \\\n",
       "0                  1             0             0             0             0   \n",
       "1                  5             0             0             0             0   \n",
       "2                  2             0             0             0             0   \n",
       "3                  7             0             0             0             0   \n",
       "4                  7             1             0             0             0   \n",
       "\n",
       "   AcceptedCmp2  Response  Complain  Country  \n",
       "0             0         1         0       SP  \n",
       "1             1         1         0       CA  \n",
       "2             0         0         0       US  \n",
       "3             0         0         0      AUS  \n",
       "4             0         1         0       SP  \n",
       "\n",
       "[5 rows x 28 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.stats import ttest_ind\n",
    "import plotly.express as px\n",
    "\n",
    "data = pd.read_csv('marketing_data.csv')\n",
    "data.columns = data.columns.str.strip() \n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3647993a-a4b1-4021-949e-c032a4a3d9f8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ID', 'Year_Birth', 'Education', 'Marital_Status', 'Income', 'Kidhome', 'Teenhome', 'Dt_Customer', 'Recency', 'MntWines', 'MntFruits', 'MntMeatProducts', 'MntFishProducts', 'MntSweetProducts', 'MntGoldProds', 'NumDealsPurchases', 'NumWebPurchases', 'NumCatalogPurchases', 'NumStorePurchases', 'NumWebVisitsMonth', 'AcceptedCmp3', 'AcceptedCmp4', 'AcceptedCmp5', 'AcceptedCmp1', 'AcceptedCmp2', 'Response', 'Complain', 'Country']\n"
     ]
    }
   ],
   "source": [
    "print(data.columns.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "65d52e71-ef96-4bb8-accf-28b651da8160",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    $84,835.00 \n",
      "1    $57,091.00 \n",
      "2    $67,267.00 \n",
      "3    $32,474.00 \n",
      "4    $21,474.00 \n",
      "5    $71,691.00 \n",
      "6    $63,564.00 \n",
      "7    $44,931.00 \n",
      "8    $65,324.00 \n",
      "9    $65,324.00 \n",
      "Name: Income, dtype: object\n",
      "object\n"
     ]
    }
   ],
   "source": [
    "print(data['Income'].head(10))\n",
    "print(data['Income'].dtype)\n",
    "\n",
    "# Convert Income to string and clean it BEFORE any numeric conversion (becasue there are issues if you don't, \n",
    "# I just don't know why. Need to figure this out LOL)\n",
    "data['Income'] = data['Income'].astype(str).str.strip()\n",
    "data['Income'] = data['Income'].str.replace('$', '', regex=False).str.replace(',', '', regex=False)\n",
    "\n",
    "# Convert to numeric\n",
    "data['Income'] = pd.to_numeric(data['Income'], errors='coerce')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2bc2b646",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0   2014-06-16\n",
      "1   2014-06-15\n",
      "2   2014-05-13\n",
      "3   2014-05-11\n",
      "4   2014-04-08\n",
      "Name: Dt_Customer, dtype: datetime64[ns]\n"
     ]
    }
   ],
   "source": [
    "data['Dt_Customer'] = pd.to_datetime(data['Dt_Customer'], format='%m/%d/%y')\n",
    "print(data['Dt_Customer'].head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ad04795f-724a-4cf5-b246-95c1e6779aba",
   "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>Dt_Customer</th>\n",
       "      <th>Income</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-06-16</td>\n",
       "      <td>84835.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-06-15</td>\n",
       "      <td>57091.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-05-13</td>\n",
       "      <td>67267.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-05-11</td>\n",
       "      <td>32474.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-04-08</td>\n",
       "      <td>21474.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Dt_Customer   Income\n",
       "0  2014-06-16  84835.0\n",
       "1  2014-06-15  57091.0\n",
       "2  2014-05-13  67267.0\n",
       "3  2014-05-11  32474.0\n",
       "4  2014-04-08  21474.0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[['Dt_Customer', 'Income']].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f18ad60",
   "metadata": {},
   "source": [
    "## Missing Value Imputation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb7813d3-21b4-40b4-891c-752c97e9959f",
   "metadata": {},
   "source": [
    "### There are missing income values for some customers. Conduct missing value imputation, considering that customers with similar education and marital status tend to have comparable yearly incomes, on average. It may be necessary to cleanse the data before proceeding. Specifically, scrutinize the categories of education and marital status for data cleaning. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8777f870",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array(['Graduation', 'PhD', '2n Cycle', 'Master', 'Basic'], dtype=object),\n",
       " array(['Divorced', 'Single', 'Married', 'Together', 'Widow', 'YOLO',\n",
       "        'Alone', 'Absurd'], dtype=object))"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking Education and Marital_Status unique values for cleaning\n",
    "data['Education'].unique(), data['Marital_Status'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "581dbf13",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imputing missing Income values based on Education and Marital_Status group mean\n",
    "data['Income'] = data.groupby(['Education', 'Marital_Status'])['Income'].transform(lambda x: x.fillna(x.mean()))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b04f4886",
   "metadata": {},
   "source": [
    "## Feature Engineering"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "9f5f31d5-6403-4775-9d3b-cbf17afd1e3c",
   "metadata": {},
   "source": [
    "### Create variables to represent the total number of children, age, and total spending."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7d510c75",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['total_children'] = data['Kidhome'] + data['Teenhome']\n",
    "data['Age'] = 2025 - data['Year_Birth']\n",
    "spending_cols = ['MntWines', 'MntFruits', 'MntMeatProducts', 'MntFishProducts', 'MntSweetProducts', 'MntGoldProds']\n",
    "data['total_spending'] = data[spending_cols].sum(axis=1)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "e530eb08-072e-41dc-bce3-c348a909b64c",
   "metadata": {},
   "source": [
    "#### Derive the total purchases from the number of transactions across the three channels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "a2088419-702a-432e-bc94-c12b2d7f9608",
   "metadata": {},
   "outputs": [],
   "source": [
    "purchase_cols = ['NumWebPurchases', 'NumCatalogPurchases', 'NumStorePurchases']\n",
    "data['total_purchases'] = data[purchase_cols].sum(axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e8616de",
   "metadata": {},
   "source": [
    "## Exploratory Data Analysis (EDA) and Outlier Treatment"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "7ddfa980-0742-49a4-ac75-e9e5573a2c4f",
   "metadata": {},
   "source": [
    "### Generate box plots and histograms to gain insights into the distributions and identify outliers. Implement outlier treatment as needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "d6b51123",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Box plot\n",
    "sns.boxplot(x=data['Income'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "b3991d24-0652-4f19-b724-d1a1b612a36e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "float64\n",
      "0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogram\n",
    "# checking this because some values in Income columns are missing\n",
    "print(data['Income'].dtype)\n",
    "print(data['Income'].isnull().sum())\n",
    "\n",
    "# plt.hist(data['Income'].dropna(), bins=30)\n",
    "# plt.title(\"Income Distribution\")\n",
    "# plt.xlabel(\"Income\")\n",
    "# plt.ylabel(\"Frequency\")\n",
    "# plt.show()\n",
    "\n",
    "income_clean = data['Income'].dropna() # dropna() supposedly takes care of NaN and null values \n",
    "\n",
    "if not income_clean.empty:\n",
    "    plt.hist(income_clean, bins=30)\n",
    "    plt.title(\"Income Distribution\")\n",
    "    plt.xlabel(\"Income\")\n",
    "    plt.ylabel(\"Frequency\")\n",
    "    plt.show()\n",
    "else:\n",
    "    print(\"No income data available to plot.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "46324de9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lower Bound: -13587.75\n",
      "Upper Bound: 117416.25\n",
      "Original Min: 1730.00\n",
      "Original Max: 666666.00\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Why are the above graphs almost the same? Is it a good or bad thing?\n"
     ]
    }
   ],
   "source": [
    "# Outlier treatment example for Income\n",
    "\n",
    "# 'Income' needs to be cleaned and converted to numeric\n",
    "data['Income'] = data['Income'].astype(str).str.replace('$', '', regex=False).str.replace(',', '', regex=False)\n",
    "data['Income'] = pd.to_numeric(data['Income'], errors='coerce')\n",
    "\n",
    "# Drop NaNs and null values temporarily for analysis\n",
    "income_clean = data['Income'].dropna()\n",
    "\n",
    "# Save a copy before capping for \"before\" plot\n",
    "data['Income_Original'] = data['Income']\n",
    "\n",
    "# Check IQR and value ranges\n",
    "Q1 = income_clean.quantile(0.25)\n",
    "Q3 = income_clean.quantile(0.75)\n",
    "IQR = Q3 - Q1\n",
    "lower = Q1 - 1.5 * IQR\n",
    "upper = Q3 + 1.5 * IQR\n",
    "\n",
    "print(f\"Lower Bound: {lower:.2f}\")\n",
    "print(f\"Upper Bound: {upper:.2f}\")\n",
    "print(f\"Original Min: {income_clean.min():.2f}\")\n",
    "print(f\"Original Max: {income_clean.max():.2f}\")\n",
    "\n",
    "# Boxplot BEFORE treatment\n",
    "plt.figure(figsize=(8, 4))\n",
    "sns.boxplot(x=data['Income_Original'])\n",
    "plt.title(\"Income Distribution (Before Outlier Treatment)\")\n",
    "plt.show()\n",
    "\n",
    "# Apply outlier capping\n",
    "data['Income'] = np.where(data['Income'] > upper, upper,\n",
    "                          np.where(data['Income'] < lower, lower, data['Income']))\n",
    "\n",
    "# Boxplot AFTER treatment\n",
    "plt.figure(figsize=(8, 4))\n",
    "sns.boxplot(x=data['Income'])\n",
    "plt.title(\"Income Distribution (After Outlier Treatment)\")\n",
    "plt.show()\n",
    "\n",
    "# Optional: Add histograms for more detailed shape insight\n",
    "plt.figure(figsize=(8, 4))\n",
    "plt.hist(data['Income_Original'].dropna(), bins=30)\n",
    "plt.title(\"Histogram (Before Outlier Treatment)\")\n",
    "plt.xlabel(\"Income\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(8, 4))\n",
    "plt.hist(data['Income'].dropna(), bins=30)\n",
    "plt.title(\"Histogram (After Outlier Treatment)\")\n",
    "plt.xlabel(\"Income\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.show()\n",
    "\n",
    "print(\"Why are the above graphs almost the same? Is it a good or bad thing?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "87a5dc7f-a0f2-4ac9-8c77-4d186d3be22b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Does it make sense to have it?\n",
      "Lower Bound: 21.00\n",
      "Upper Bound: 93.00\n",
      "Original Min: 29.00\n",
      "Original Max: 132.00\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Outlier for Age Column\n",
    "print(\"Does it make sense to have it?\")\n",
    "\n",
    "# Calculate Age if not already done\n",
    "if 'Age' not in data.columns:\n",
    "    data['Age'] = 2025 - data['Year_Birth']\n",
    "\n",
    "# Drop NaNs just in case\n",
    "age_clean = data['Age'].dropna()\n",
    "\n",
    "# Save original for comparison\n",
    "data['Age_Original'] = data['Age']\n",
    "\n",
    "# Calculate IQR\n",
    "Q1_age = age_clean.quantile(0.25)\n",
    "Q3_age = age_clean.quantile(0.75)\n",
    "IQR_age = Q3_age - Q1_age\n",
    "lower_age = Q1_age - 1.5 * IQR_age\n",
    "upper_age = Q3_age + 1.5 * IQR_age\n",
    "\n",
    "# Show summary\n",
    "print(f\"Lower Bound: {lower_age:.2f}\")\n",
    "print(f\"Upper Bound: {upper_age:.2f}\")\n",
    "print(f\"Original Min: {age_clean.min():.2f}\")\n",
    "print(f\"Original Max: {age_clean.max():.2f}\")\n",
    "\n",
    "# Boxplot BEFORE\n",
    "plt.figure(figsize=(8, 4))\n",
    "sns.boxplot(x=data['Age_Original'])\n",
    "plt.title(\"Age Distribution (Before Outlier Treatment)\")\n",
    "plt.show()\n",
    "\n",
    "# Apply outlier treatment\n",
    "data['Age'] = np.where(data['Age'] > upper_age, upper_age,\n",
    "                       np.where(data['Age'] < lower_age, lower_age, data['Age']))\n",
    "\n",
    "# Boxplot AFTER\n",
    "plt.figure(figsize=(8, 4))\n",
    "sns.boxplot(x=data['Age'])\n",
    "plt.title(\"Age Distribution (After Outlier Treatment)\")\n",
    "plt.show()\n",
    "\n",
    "# Optional histograms\n",
    "plt.figure(figsize=(8, 4))\n",
    "plt.hist(data['Age_Original'].dropna(), bins=30)\n",
    "plt.title(\"Histogram (Before Outlier Treatment)\")\n",
    "plt.xlabel(\"Age\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(8, 4))\n",
    "plt.hist(data['Age'].dropna(), bins=30)\n",
    "plt.title(\"Histogram (After Outlier Treatment)\")\n",
    "plt.xlabel(\"Age\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.show()\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "2a35b6b3",
   "metadata": {},
   "source": [
    "## ENCODING - Apply ordinal and one-hot encoding based on the various types of categorical variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "62ac7d53",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import OrdinalEncoder\n",
    "\n",
    "# Ordinal encoding for Education\n",
    "edu_encoder = OrdinalEncoder()\n",
    "data['Education_Encoded'] = edu_encoder.fit_transform(data[['Education']])\n",
    "\n",
    "# One-hot encoding for Marital_Status and Country\n",
    "data = pd.get_dummies(data, columns=['Marital_Status', 'Country'], drop_first=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88162458-bcf5-48d4-824a-d873fcf869b6",
   "metadata": {},
   "source": [
    "## Generate a heatmap to illustrate the correlation between different pairs of variables."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2031a696",
   "metadata": {},
   "source": [
    "### Correlation Heatmap V1 (CRAZY!!!!)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "8f2580d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "numeric_data = data.select_dtypes(include=[np.number])\n",
    "\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.heatmap(numeric_data.corr(), cmap='coolwarm', annot=True)\n",
    "plt.title(\"Correlation Heatmap\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c509088e-9d21-40b1-a974-f969972b2877",
   "metadata": {},
   "source": [
    "### Correlation Heatmap V2 (Selected Features: Income, Age, ...)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "4db0ee69-d02b-4f03-acce-23988f4f9563",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_cols = [\n",
    "    'Income',\n",
    "    'Age',\n",
    "    'Education_Encoded',\n",
    "    'total_spending',\n",
    "    'total_purchases'\n",
    "]\n",
    "\n",
    "# Include Encoded one-hot columns (if they exist)\n",
    "encoded_cols = [col for col in data.columns if col.startswith('Marital_Status_') or col.startswith('Country_')]\n",
    "\n",
    "# Combine the feature lists\n",
    "selected_cols += encoded_cols\n",
    "\n",
    "# Filter only columns that exist in the DataFrame (to avoid errors)\n",
    "selected_cols = [col for col in selected_cols if col in data.columns]\n",
    "\n",
    "# Plot heatmap\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.heatmap(data[selected_cols].corr(), cmap='coolwarm', annot=True)\n",
    "plt.title(\"Correlation Heatmap: Encoded & Engineered Features\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31a71894-4c92-4660-803d-0172e41c5e60",
   "metadata": {},
   "source": [
    "### Correlation Heatmap V3 (Selected Features)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73643a18-7dc6-41aa-bfb0-a046c3f38051",
   "metadata": {},
   "source": [
    "See how Income correlates with specific product spending<br>\n",
    "Understand customer preferences for specific product types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "57062a5c-2cb1-4d9b-8f3e-c7bae227285c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_cols = ['Income', 'MntWines', 'MntFruits', 'MntMeatProducts', 'MntFishProducts']\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.heatmap(data[selected_cols].corr(), cmap='coolwarm', annot=True)\n",
    "plt.title(\"Correlation Heatmap: Selected Features\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc2c800d",
   "metadata": {},
   "source": [
    "## Hypothesis Testing"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "e781719e",
   "metadata": {},
   "source": [
    "**Hypothesis A:** Older individuals may not possess the same level of technological proficiency and may, therefore, lean toward traditional in-store shopping preferences."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "b089b8f7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                        Age  NumStorePurchases\n",
      "Age                1.000000           0.134416\n",
      "NumStorePurchases  0.134416           1.000000\n"
     ]
    }
   ],
   "source": [
    "print(data[['Age', 'NumStorePurchases']].corr())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "aa30a041-a800-4ed3-a68d-4bcbd53c1365",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show Graph (PLOT)\n",
    "sns.scatterplot(x='Age', y='NumStorePurchases', data=data)\n",
    "plt.title(\"Age vs. In-Store Purchases\")\n",
    "plt.xlabel(\"Age\")\n",
    "plt.ylabel(\"Number of In-Store Purchases\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "9ae4b285-5965-4843-9bcc-30982048da06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show Graph (BOXPLOT)\n",
    "# Group Age into bins (e.g., <30, 30–50, 50+), then use a boxplot\n",
    "data['AgeGroup'] = pd.cut(data['Age'], bins=[0, 30, 50, 100], labels=['<30', '30–50', '50+'])\n",
    "sns.boxplot(x='AgeGroup', y='NumStorePurchases', data=data)\n",
    "plt.title(\"In-Store Purchases by Age Group\")\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "bacc89b6",
   "metadata": {},
   "source": [
    "**Hypothesis B:** Customers with children likely experience time constraints, making online shopping a more convenient option."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "66aaa694",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 total_children  NumWebPurchases\n",
      "total_children         1.000000        -0.146361\n",
      "NumWebPurchases       -0.146361         1.000000\n"
     ]
    }
   ],
   "source": [
    "print(data[['total_children', 'NumWebPurchases']].corr())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "6c715aa4-48f9-42c3-a6ad-a21125983b5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pbfv27TAwMICnp6dS++TJkxETE4OhQ4fC0NAQo0aNKrH/oixbtgz379/HmjVrCiyrXbs2Hj9+rBQyXr9+jWPHjpX6/Yqjyjbo3r07nj17hry8vELHo379+qV677Zt28LMzAy//PKLUvuDBw9w4sQJfPjhh6XqN//3xahRo/D69esCy3NycnDw4MFS9V2S/DMM8/fi5du5cydyc3NV6qNLly6oUKECbt++Xej2Lu6PHNIe7pmhEnl4eGD16tWYMmUK2rdvjwkTJsDR0REJCQkICgrCuXPnsHr1arRr107bpcLDwwOjR4/G8OHDER0dDU9PT5ibmyMpKQmnTp2Cm5sb/Pz83vl9Pv/8c6xfvx6fffYZRo0ahWfPnmH58uWoXLmyyn0EBQWhR48eaNOmDaZOnarYpseOHSvwy7gknTp1grGxMQYNGoSZM2fi1atXWLduXYEzOA4dOoTg4GD07t0bLi4uEAQBe/bswYsXL9CpUycAqm9DVfoqTrVq1eDn54eEhAS4urri8OHD+PHHH+Hn56c0fyL/8zVq1AhhYWH47LPPYG1tLWr7/JeHhwd69eqF/fv3F1g2YMAAfP311xg4cCBmzJiBV69eYc2aNQVCvLqosg0GDhyIbdu2oWvXrpg8eTLef/99GBkZ4cGDBwgLC0OvXr3wySefiH7vKlWq4KuvvsKcOXMwZMgQDBo0CM+ePcP8+fNhamqKgICAUn2mtm3bYt26dRg3bhxatmwJPz8/NG7cGDk5Obh8+TJCQkLQpEmTAvNM1KFhw4b47LPPsHr1ahgZGeGjjz7C1atXsWLFCpX/36xduzYWLFiAuXPn4s6dO/j4449RtWpVPHr0COfPn4e5uXmJp7tT2WOYIZVMnDgR7733HlauXInp06fj2bNnsLKyQvv27XHq1Cm0bdtW2yUqrF+/Hm3atMH69esRHBwMuVwOe3t7eHh4lHjBL1V5eHhg8+bNWLp0KXr16gUXFxcEBATg8OHDKk8y7tKlCyIjI7FgwQJMmjQJr169Qq1atQq9BkdJGjRogN27d8Pf3x99+vRBtWrVMHjwYEybNg0+Pj6K9erVq4cqVapg+fLlSExMhLGxMerXr49NmzZh6NChivVU2Yaq9lUUW1tbBAUF4X//+x/+/vtvWFlZYc6cOUV+UfTv3x/z5s0TPfG3MIGBgTh06FCBkOLs7Iz9+/djzpw56NevH+zs7DBt2jQ8efJEI19gqmwDQ0NDHDhwAN999x22bt2KwMBAxW02OnTo8E57G2fPng1ra2usWbMGv/32G8zMzODl5YUlS5agXr16pe43/+J6+acoJycnw8jICK6urhg8eLBaxrAoP//8M2xsbLBp0yasWbMGzZo1w+7duzFw4ECV+5g9ezYaNWqE7777Djt27EB2djZsbW3x3nvvFXprDNI+mSC8deEDIiId1KpVK8hkMly4cEHbpRCRjuGeGSLSWWlpabh69SoOHTqEixcvYu/evdouiYh0EMMMEemsS5cuwdvbG9WqVUNAQAB69+6t7ZKISAfxMBMRERFJGk/NJiIiIkljmCEiIiJJY5ghIiIiSdP7CcByuRyJiYmwsLBQ+TLfREREpF2CICA9PR329vYwMCh+34veh5nExEQ4ODhouwwiIiIqhfv375d4ny+9DzP5N2G7f/++qEvNExERkfakpaXBwcGhwM1UC6P3YSb/0FLlypUZZoiIiCRGlSkinABMREREksYwQ0RERJLGMENERESSxjBDREREksYwQ0RERJLGMENERESSxjBDREREksYwQ0RERJLGMENERESSpvdXAC6P8vLyEBMTg5SUFFhZWcHd3R2GhobaLos0hONNROUdw4yeiYyMRHBwMJKTkxVttra2GDduHDw9PbVYGWkCx5uIiIeZ9EpkZCQCAgLg4uKCoKAgHD58GEFBQXBxcUFAQAAiIyO1XSKpEcebiOgNmSAIgraL0KS0tDRYWloiNTVVr280mZeXB19fX7i4uGDRokUwMPg3p8rlcvj7+yM+Ph6//PILD0HoAY43Eek7Md/f3DOjJ2JiYpCcnAxfX1+lLzYAMDAwgK+vL5KSkhATE6OlCkmdON5ERP9imNETKSkpAABnZ+dCl+e3569H0sbxJiL6F8OMnrCysgIAxMfHF7o8vz1/PZI2jjcR0b8YZvSEu7s7bG1tsW3bNsjlcqVlcrkc27Ztg52dHdzd3bVUIakTx5uI6F8MM3rC0NAQ48aNQ1RUFPz9/REbG4uXL18iNjYW/v7+iIqKgp+fHyeD6gmONxHRv3g2k54p7LojdnZ28PPz43VH9BDHm4j0lZjvb4YZPcQrwpYvHG8i0kdivr95BWA9ZGhoiObNm2u7DCojHG8iKu84Z4aIiIgkjWGGiIiIJI1hhoiIiCSNYYaIiIgkjWGGiIiIJI1hhoiIiCSNYYaIiIgkjWGGiIiIJI1hhoiIiCSNYYaIiIgkjWGGiIiIJI1hhoiIiCSNYYaIiIgkjXfNJpK4vLw8xMTEICUlBVZWVnB3d4ehoaG2yyIiKjNa3TMTGBiI9957DxYWFrC2tkbv3r1x48YNpXWGDRsGmUym9GjTpo2WKibSLZGRkfD19cXUqVOxcOFCTJ06Fb6+voiMjNR2aUREZUarYSYiIgLjx4/H2bNnERoaitzcXHTu3BmZmZlK63388cdISkpSPA4fPqyliol0R2RkJAICAuDi4oKgoCAcPnwYQUFBcHFxQUBAAAMNEZUbMkEQBG0Xke/JkyewtrZGREQEPD09AbzZM/PixQvs27evVH2mpaXB0tISqampqFy5shqrJdKevLw8+Pr6wsXFBYsWLYKBwb9/l8jlcvj7+yM+Ph6//PILDzkRkSSJ+f7WqQnAqampAAArKyul9vDwcFhbW8PV1RWjRo3C48ePi+wjOzsbaWlpSg8ifRMTE4Pk5GT4+voqBRkAMDAwgK+vL5KSkhATE6OlComIyo7OhBlBEDBt2jS0b98eTZo0UbT7+Phg27ZtOHHiBFauXIkLFy6gY8eOyM7OLrSfwMBAWFpaKh4ODg5l9RGIykxKSgoAwNnZudDl+e356xER6TOdOZtpwoQJiImJwalTp5TaBwwYoPh3kyZN0KpVKzg5OeGPP/5Anz59CvQze/ZsTJs2TfE8LS2NgYb0Tv7ey/j4eDRu3LjA8vj4eKX1iIj0mU7smZk4cSIOHDiAsLAw1KpVq9h17ezs4OTkhJs3bxa63MTEBJUrV1Z6EOkbd3d32NraYtu2bZDL5UrL5HI5tm3bBjs7O7i7u2upQiKisqPVMCMIAiZMmIA9e/bgxIkTRe4y/69nz57h/v37sLOzK4MKiXSToaEhxo0bh6ioKPj7+yM2NhYvX75EbGws/P39ERUVBT8/P07+JaJyQatnM40bNw7bt2/H/v37Ub9+fUW7paUlzMzMkJGRgXnz5qFv376ws7PD3bt3MWfOHCQkJCAuLg4WFhYlvgfPZiJ9FhkZieDgYCQnJyva7Ozs4OfnpzgjkIhIisR8f2s1zMhkskLbN27ciGHDhiErKwu9e/fG5cuX8eLFC9jZ2cHb2xsLFy5UeR4MwwzpO14BmIj0kWTCTFlgmCEiIpIeyV5nhoiIiEgshhkiIiKSNIYZIiIikjSGGSIiIpI0hhkiIiKSNIYZIiIikjSGGSIiIpI0hhkiIiKSNIYZIiIikjSGGSIiIpI0hhkiIiKSNIYZIiIikjSGGSIiIpK0CtougIiIVJeXl4eYmBikpKTAysoK7u7uMDQ01HZZRFrFMENEJBGRkZEIDg5GcnKyos3W1hbjxo2Dp6enFisj0i4eZiIikoDIyEgEBATAxcUFQUFBOHz4MIKCguDi4oKAgABERkZqu0QirZEJgiBouwhNSktLg6WlJVJTU1G5cmVtl0NEJFpeXh58fX3h4uKCRYsWwcDg379D5XI5/P39ER8fj19++YWHnEhviPn+5p4ZIiIdFxMTg+TkZPj6+ioFGQAwMDCAr68vkpKSEBMTo6UKibSLYYaISMelpKQAAJydnQtdnt+evx5RecMwQ0Sk46ysrAAA8fHxhS7Pb89fj6i8YZghItJx7u7usLW1xbZt2yCXy5WWyeVybNu2DXZ2dnB3d9dShUTaxTBDRKTjDA0NMW7cOERFRcHf3x+xsbF4+fIlYmNj4e/vj6ioKPj5+XHyL5VbPJuJiEgiCrvOjJ2dHfz8/HidGdI7Yr6/GWaIiCSEVwCm8kLM9zevAExEJCGGhoZo3ry5tssg0imcM0NERESSxjBDREREksYwQ0RERJLGMENERESSxjBDREREksYwQ0RERJLGMENERESSxjBDREREksYwQ0RERJLGMENERESSxjBDREREksYwQ0RERJLGMENERESSxjBDREREksYwQ0RERJLGMENERESSxjBDREREksYwQ0RERJLGMENERESSxjBDREREksYwQ0RERJL2zmEmLy8PV65cwfPnz9VRDxEREZEoosPMlClT8PPPPwN4E2Q6dOiAFi1awMHBAeHh4equj4iIiKhYosPMrl270LRpUwDAwYMHER8fj+vXr2PKlCmYO3eu2gskIiIiKo7oMPP06VPY2toCAA4fPoxPP/0Urq6uGDlyJP7++2+1F0hERERUHNFhxsbGBteuXUNeXh6OHj2Kjz76CADw8uVLGBoaqr1AIiIiouKIDjPDhw9H//790aRJE8hkMnTq1AkAcO7cOTRo0EBUX4GBgXjvvfdgYWEBa2tr9O7dGzdu3FBaRxAEzJs3D/b29jAzM4OXlxdiY2PFlk1ERER6SnSYmTdvHn766SeMHj0ap0+fhomJCQDA0NAQs2bNEtVXREQExo8fj7NnzyI0NBS5ubno3LkzMjMzFessX74cq1atwtq1a3HhwgXY2tqiU6dOSE9PF1s6ERER6SGZIAhCaV/86tUrmJqaqq2YJ0+ewNraGhEREfD09IQgCLC3t8eUKVPw5ZdfAgCys7NhY2ODZcuWYcyYMSX2mZaWBktLS6SmpqJy5cpqq5WIiIg0R8z3t+g9M3l5eVi4cCFq1qyJSpUq4c6dOwCAr776SnHKdmmlpqYCAKysrAAA8fHxSE5ORufOnRXrmJiYoEOHDjhz5kyhfWRnZyMtLU3pQURERPpLdJhZvHgxNm3ahOXLl8PY2FjR7ubmhp9++qnUhQiCgGnTpqF9+/Zo0qQJACA5ORnAm0nH/2VjY6NY9rbAwEBYWloqHg4ODqWuiYiIiHSf6DCzZcsWhISEwNfXV+nsJXd3d1y/fr3UhUyYMAExMTHYsWNHgWUymUzpuSAIBdryzZ49G6mpqYrH/fv3S10TERER6b4KYl/w8OFD1K1bt0C7XC5HTk5OqYqYOHEiDhw4gMjISNSqVUvRnn89m+TkZNjZ2SnaHz9+XGBvTT4TExPFpGQiIiLSf6L3zDRu3BgnT54s0P7777+jefPmovoSBAETJkzAnj17cOLECTg7Oystd3Z2hq2tLUJDQxVtr1+/RkREBNq1aye2dCIiItJDovfMBAQE4PPPP8fDhw8hl8uxZ88e3LhxA1u2bMGhQ4dE9TV+/Hhs374d+/fvh4WFhWIejKWlJczMzCCTyTBlyhQsWbIE9erVQ7169bBkyRJUrFgRgwcPFls6ERER6aFSnZp97NgxLFmyBBcvXoRcLkeLFi3w9ddfK511pNKbFzHvZePGjRg2bBiAN3tv5s+fj/Xr1+P58+do3bo1goKCFJOES8JTs4mIiKRHzPf3O11nRgoYZoiIiKRHo9eZuX//Ph48eKB4fv78eUyZMgUhISHiKyUiIiJ6R6LDzODBgxEWFgbgzVlGH330Ec6fP485c+ZgwYIFai+QiIiIqDiiw8zVq1fx/vvvAwB27twJNzc3nDlzBtu3b8emTZvUXR8RERFRsUSHmZycHMV1XP766y/07NkTANCgQQMkJSWptzoiIiKiEpTqOjM//PADTp48idDQUHz88ccAgMTERFSrVk3tBRIREREVR3SYWbZsGdavXw8vLy8MGjQITZs2BQAcOHBAcfiJiIiIqKyU6tTsvLw8pKWloWrVqoq2u3fvomLFirC2tlZrge+Kp2YTERFJj5jvb9FXAAYAQ0NDpSADALVr1y5NV0RERETvpFRhZteuXdi5cycSEhLw+vVrpWWXLl1SS2FEREREqhA9Z2bNmjUYPnw4rK2tcfnyZbz//vuoVq0a7ty5Ax8fH03USERERFQk0WEmODgYISEhWLt2LYyNjTFz5kyEhoZi0qRJSE1N1USNREREREUSHWYSEhLQrl07AICZmRnS09MBAJ9//jl27Nih3uqIiIiISiA6zNja2uLZs2cAACcnJ5w9exYAEB8fDz2/ZyURERHpINFhpmPHjjh48CAAYOTIkZg6dSo6deqEAQMG4JNPPlF7gURERETFEX2dGblcDrlcjgoV3pwItXPnTpw6dQp169bF2LFjYWxsrJFCS4vXmSEiIpIeMd/fpbponpQwzBAREUmPxi+a9+LFC5w/fx6PHz+GXC5XWjZkyJDSdElERERUKqLDzMGDB+Hr64vMzExYWFhAJpMplslkMoYZIiIiKlOiJwBPnz4dI0aMQHp6Ol68eIHnz58rHikpKZqokYiIiKhIosPMw4cPMWnSJFSsWFET9RARERGJIjrMdOnSBdHR0ZqohYiIiEg0lebMHDhwQPHvbt26YcaMGbh27Rrc3NxgZGSktG7Pnj3VWyERERFRMVQ6NdvAQLUdODKZDHl5ee9clDrx1GwiIiLpUfup2W+ffk1ERESkK0TPmSEiIiLSJaLDzKRJk7BmzZoC7WvXrsWUKVPUURMRERGRykSHmd27d8PDw6NAe7t27bBr1y61FEVERESkKtFh5tmzZ7C0tCzQXrlyZTx9+lQtRRERERGpSnSYqVu3Lo4ePVqg/ciRI3BxcVFLUURERESqEn1vpmnTpmHChAl48uQJOnbsCAA4fvw4Vq5cidWrV6u7PiIiIqJiiQ4zI0aMQHZ2NhYvXoyFCxcCAGrXro1169bxJpNERERU5kSFmdzcXGzbtg2ffPIJ/Pz88OTJE5iZmaFSpUqaqo+IiIioWKLmzFSoUAF+fn7Izs4GANSoUYNBhoiIiLRK9ATg1q1b4/Lly5qohYiIiEg00XNmxo0bh+nTp+PBgwdo2bIlzM3NlZa7u7urrTgiIiKikqh0o8n/KuymkzKZDIIg8EaTREREpBZqv9Hkf8XHx5e6MCIiIiJ1Ex1mnJycNFEHERERUamIDjNbtmwpdjmvNUNERERlSfScmapVqyo9z8nJwcuXL2FsbIyKFSsiJSVFrQW+K86ZISIikh4x39+iT81+/vy50iMjIwM3btxA+/btsWPHjlIXTURERFQaosNMYerVq4elS5di8uTJ6uiOiIiISGVqCTMAYGhoiMTERHV1R0RERKQS0ROADxw4oPRcEAQkJSVh7dq18PDwUFthRERERKoQHWZ69+6t9Fwmk6FGjRro2LEjVq5cqa66iIiIiFQiOszI5XJN1EFERERUKqLCzLlz53DgwAHk5ubiww8/ROfOnTVVFxEREZFKVA4ze/fuxaeffgpTU1NUqFABK1aswMqVKzFlyhQNlkdERERUPJXPZlqyZAmGDRuGFy9e4MWLF5g/fz4WLVqkydqIiIiISqTyFYArV66M6OhouLq6AgCys7Nhbm6O5ORkVK9eXaNFvgteAZiIiEh6NHIF4IyMDFSpUkXx3MTEBGZmZkhLSyt1oURERETvStQE4GPHjsHS0lLxXC6X4/jx47h69aqirWfPnir3FxkZiW+++QYXL15EUlIS9u7dq3Tq97Bhw7B582al17Ru3Rpnz54VUzYRERHpMVFhZujQoQXaxowZo/i3TCZDXl6eyv1lZmaiadOmGD58OPr27VvoOh9//DE2btyoeG5sbCyiYiIiItJ3KocZTVxfxsfHBz4+PsWuY2JiAltbW7W/NxEREekHtd2bSVPCw8NhbW0NV1dXjBo1Co8fPy52/ezsbKSlpSk9iIiISH/pdJjx8fHBtm3bcOLECaxcuRIXLlxAx44dkZ2dXeRrAgMDYWlpqXg4ODiUYcVERERU1lQ+NVvTZDJZgQnAb0tKSoKTkxN+/fVX9OnTp9B1srOzlcJOWloaHBwceGo2ERGRhIg5NVv0vZm0yc7ODk5OTrh582aR65iYmMDExKQMqyIiIiJt0unDTG979uwZ7t+/Dzs7O22XQkRERDqi1HtmoqOjERcXB5lMhgYNGqBVq1ai+8jIyMCtW7cUz+Pj43HlyhVYWVnBysoK8+bNQ9++fWFnZ4e7d+9izpw5qF69Oj755JPSlk1ERER6RnSYefDgAQYNGoTTp08rrgj84sULtGvXDjt27BA14TY6Ohre3t6K59OmTQPw5no269atw99//40tW7bgxYsXsLOzg7e3N3777TdYWFiILZuIiIj0lOgJwJ07d0ZaWho2b96M+vXrAwBu3LiBESNGwNzcHH/++adGCi0t3puJiIhIesR8f4sOM2ZmZjhz5gyaN2+u1H7p0iV4eHggKytLfMUaxDBDREQkPRq50WQ+R0dH5OTkFGjPzc1FzZo1xXZHRERE9E5Eh5nly5dj4sSJiI6ORv5OnejoaEyePBkrVqxQe4FERERExVHpMFPVqlUhk8kUzzMzM5Gbm4sKFd7MH87/t7m5OVJSUjRXbSnwMBMREZH0qP2ieatXr1ZHXURERERqp1KYGTp0qKbrICIiIiqVUl0B+Pbt2/D398egQYMUd7E+evQoYmNj1VocERERUUlEh5mIiAi4ubnh3Llz2LNnDzIyMgAAMTExCAgIUHuBRERERMURHWZmzZqFRYsWITQ0FMbGxop2b29vREVFqbU4IiIiopKIDjN///13ofdGqlGjBp49e6aWooiIiIhUJTrMVKlSBUlJSQXaL1++zIvmERERUZkTHWYGDx6ML7/8EsnJyZDJZJDL5Th9+jT+97//YciQIZqokYiIiKhIosPM4sWL4ejoiJo1ayIjIwONGjWCp6cn2rVrB39/f03USERERFQklW80eevWLdStW1fx/Pbt27h8+TLkcjmaN2+OevXqaazId8ErABMREUmP2q8ADACurq6oWbMmvL290bFjR3h7e6Nfv37vXCwRERHRu1A5zERERCAiIgLh4eEYP348Xr16BUdHR0Ww8fb25gRgIiIiKnMqH2b6r5ycHERFRSE8PBzh4eE4e/YssrOzUbduXdy4cUMTdZYaDzMRERFJj5jv71KFmXxZWVk4deoUjh07hh9//BEZGRnIy8srbXcawTBDREQkPRqZMwMAr169wpkzZxAWFobw8HBcuHABzs7O6NChA9atW4cOHTq8U+FEREREYqkcZjp06IALFy6gTp068PT0xMSJE9GhQwfY2Nhosj4iIiKiYqkcZs6cOQM7Ozt4e3vDy8sLnp6eqF69uiZrIyIiIiqRyhfNe/HiBUJCQlCxYkUsW7YMNWvWhJubGyZMmIBdu3bhyZMnmqyTiIiIqFClngCcnp6OU6dOKebP/N///R/q1auHq1evqrvGd8IJwERERNIj5vtb9O0M8pmbm8PKygpWVlaoWrUqKlSogLi4uNJ2R0RERFQqKs+ZkcvliI6ORnh4OMLCwnD69GlkZmYqrgocFBQEb29vTdZKREREVIDKYaZKlSrIzMyEnZ0dvLy8sGrVKnh7e6NOnTqarI+IiIioWCqHmW+++Qbe3t5wdXXVZD1EREREoqgcZsaMGaPJOoiIiIhKpdQTgImIiIh0AcMMERERSRrDDBEREUmaSmGmRYsWeP78OQBgwYIFePnypUaLIiIiIlKVSmEmLi4OmZmZAID58+cjIyNDo0URERERqUqls5maNWuG4cOHo3379hAEAStWrEClSpUKXffrr79Wa4FERERExVHp3kw3btxAQEAAbt++jUuXLqFRo0aoUKFgDpLJZLh06ZJGCi0t3puJiIhIesR8f4u+0aSBgQGSk5NhbW39TkWWFYYZIiIi6RHz/a3yRfPyyeXyUhdGREREpG6iwwwA3L59G6tXr0ZcXBxkMhkaNmyIyZMn8z5NREREVOZEh5ljx46hZ8+eaNasGTw8PCAIAs6cOYPGjRvj4MGD6NSpkybqJBESExMxevRoZGVlwczMDCEhIbC3t9d2WUSkBhkZGQgMDERiYiLs7e0xe/bsIk/IIOnLy8tDTEwMUlJSYGVlBXd3dxgaGmq7LJ0jes5M8+bN0aVLFyxdulSpfdasWfjzzz85AVjLOnXqhJycnALtRkZGCA0N1UJFRKQuY8eOxfXr1wu0N2jQAD/88IMWKiJNioyMRHBwMJKTkxVttra2GDduHDw9PbVYWdkQ8/0t+grAcXFxGDlyZIH2ESNG4Nq1a2K7IzX6b5CxsrLC7NmzYWVlBQDIycnhXjMiCcsPMjKZDJ07d8ZPP/2Ezp07QyaT4fr16xg7dqy2SyQ1ioyMREBAAFxcXBAUFITDhw8jKCgILi4uCAgIQGRkpLZL1CmiDzPVqFEDV65cQb169ZTar1y5IpkznPRRYmKiIsjs2bNHEWK6dOmClJQU9OnTBzk5OYpd00QkHRkZGYogc+TIEZiamgIA5syZg2nTpsHHxwfXr19HRkYGDznpgby8PAQHB6Nt27ZYtGgRDAze7Hdo3LgxFi1aBH9/f6xbtw4eHh485PT/iQ4zo0aNwujRo3Hnzh20a9cOMpkMp06dwrJlyzB9+nRN1EgqGD16NIA3e2Tyg0y+/LaUlBSMHj0ahw4d0kaJ5darV6+QkJCg7TLUxtHRUfFlSmUjMDAQwJu9r29ve1NTU3z00UcIDQ1FYGAgFi9erI0SSY1iYmKQnJyMr776ShFk8hkYGMDX1xfjx49HTEwMmjdvrqUqdYvoMPPVV1/BwsICK1euxOzZswEA9vb2mDdvHiZNmqT2Akk1WVlZAIAxY8YUunzEiBFYsWKFYj0qOwkJCYqwqQ9CQkLg6uqq7TLKlcTERABA//79C13+6aefIjQ0VLEeSVtKSgoAwNnZudDl+e3561EpwoxMJsPUqVMxdepUpKenAwAsLCzUXhiJY2ZmhoyMDKxfvx5dunQpsHzDhg2K9ahsOTo6IiQkRKPvce/ePSxevBhz586Fk5OTRt/L0dFRo/1TQfb29oiPj8fOnTsxZ86cAst///13xXokffl71+Pj49G4ceMCy+Pj45XWo1JeZyYfQ4zuCAkJweDBg5GSkqI4hS9fflv+elS2TE1Ny2xPhpOTE/ea6KHZs2eje/fuCA0NxbRp05QONb169Qp//fWXYj2SPnd3d9ja2mLbtm1Kc2aANxeu3bZtG+zs7ODu7q7FKnWL6LOZSDfZ29vDyMgIANCnTx/06dMHhw4dUvwbeHN6Nv9yI5KeSpUqoUGDBhAEAT4+Pli8eDH++ecfLF68GD4+PhAEAQ0aNODkXz1haGiIcePGISoqCv7+/oiNjcXLly8RGxsLf39/REVFwc/Pj5N//0P0dWakhteZeYPXmdFv//zzD0aPHs35LHqO15kpXwq7zoydnR38/Px4nZm3vNNhJtI9+ZMAeQVgIv3zww8/8ArA5Yinpyc8PDx4BWAViAozOTk56Ny5M9avX8+//nSYvb09T78m0lOVKlXi6dfliKGhIU+/VoGoMGNkZISrV69CJpNpqh4iIipGVlYW1q9fjwcPHqBWrVoYM2YMz1Kkck/0BOAhQ4bg559/VsubR0ZGokePHrC3t4dMJsO+ffuUlguCgHnz5sHe3h5mZmbw8vJCbGysWt6biEhq5s6dCx8fH+zbtw/R0dHYt28ffHx8MHfuXG2XRqRVoufMvH79Gj/99BNCQ0PRqlUrmJubKy1ftWqVyn1lZmaiadOmGD58OPr27Vtg+fLly7Fq1Sps2rQJrq6uWLRoETp16oQbN27wtHAiKlfmzp2L06dPw8jICJ9++im6du2Kw4cP4/fff8fp06cxd+5cHn6ickt0mLl69SpatGgB4M0ZFP8l9vCTj48PfHx8Cl0mCAJWr16NuXPnKk4t3rx5M2xsbLB9+/Yir3RLRKRvsrKyFEHmjz/+gLGxMYA3tzEZNmwYunXrhtOnTysm/ROVN6LDTFhYmCbqKCA+Ph7Jycno3Lmzos3ExAQdOnTAmTNnigwz2dnZyM7OVjxPS0vTeK1i8V49RCTG+vXrAby5bUF+kMlnbGyMfv36YceOHVi/fj2mTJmihQqJtKvUp2bfunULt2/fhqenJ8zMzCAIglonBuefV29jY6PUbmNjg3v37hX5usDAQMyfP19tdWgC79VDRGI8ePAAANC1a9dCl3ft2hU7duxQrEdU3ogOM8+ePUP//v0RFhYGmUyGmzdvwsXFBV988QWqVKmClStXqrXAtwNSSaFp9uzZmDZtmuJ5WloaHBwc1FrTu+K9eohIjFq1aiE6OhqHDx8u9A+hw4cPK9YjKo9Eh5mpU6fCyMgICQkJaNiwoaJ9wIABmDp1qtrCjK2tLYA3e2js7OwU7Y8fPy6wt+a/TExMYGJiopYaNIX36iEiMcaMGYN9+/bh999/x7Bhw5QONb1+/Rq7du1SrEdUHok+NfvPP//EsmXLCvwFUK9evWIP/4jl7OwMW1tbpUvwv379GhEREWjXrp3a3oeISNeZmZnBw8MDOTk56NatG9avX4/79+9j/fr16NatG3JycuDh4cHJv1Ruid4zk5mZiYoVKxZof/r0qeg9IhkZGbh165bieXx8PK5cuQIrKys4OjpiypQpWLJkCerVq4d69ephyZIlqFixIgYPHiy2bCIiScs/bHz69Gns2LEDO3bsUCzz8PDgadlUrokOM56entiyZQsWLlwI4M2cFrlcjm+++Qbe3t6i+oqOjlZ6Tf5cl6FDh2LTpk2YOXMmsrKyMG7cODx//hytW7fGn3/+yWvMEFG5tHjxYl4BmKgQosPMN998Ay8vL0RHR+P169eYOXMmYmNjkZKSgtOnT4vqy8vLC8XdtFsmk2HevHmYN2+e2DKJiPSSmZkZT78meovoOTONGjVCTEwM3n//fXTq1AmZmZno06cPLl++jDp16miiRiIiIqIileo6M7a2tjp/LRciIn10584dfPHFF5DL5TAwMMBPP/0EFxcXbZdFpFWlCjPPnz/Hzz//jLi4OMhkMjRs2BDDhw+HlZWVuusjIqL/z8vLS+m5XC7HiBEjAADh4eFlXxCRjhB9mCkiIgLOzs5Ys2YNnj9/jpSUFKxZswbOzs6IiIjQRI1EROXef4OMkZERRowYASMjo0KXE5U3ovfMjB8/Hv3798e6detgaGgIAMjLy8O4ceMwfvx4XL16Ve1FEhGVZ3fu3FH8e/v27bC3twcADBkyBImJiYrLVdy5c4eHnKhcEr1n5vbt25g+fboiyACAoaEhpk2bhtu3b6u1OCIiAr744gsAb/bI5AeZfPb29oo9NPnrEZU3osNMixYtEBcXV6A9Li4OzZo1U0dNRET0H3K5HADw+eefF7p84MCBSusRlTcqHWaKiYlR/HvSpEmYPHkybt26hTZt2gAAzp49i6CgICxdulQzVRIRlWMGBgaQy+XYunUrhgwZUmD5r7/+qliPqDxSKcw0a9YMMplM6QJ3M2fOLLDe4MGDMWDAAPVVR0RE+OmnnzBixAjk5OQgMTFR6VBTYmIicnJyFOsRlUcqhZn4+HhN10FEREX476TewYMHw8jICAMHDsSvv/6qCDJvr0dUnqgUZpycnDRdBxERFSM8PFxx+nVOTg62bt1aYDlReVWqi+Y9fPgQp0+fxuPHjwtMOJs0aZJaCiMiImXh4eG8AjBRIUSHmY0bN2Ls2LEwNjZGtWrVIJPJFMtkMhnDDBGRBrm4uODEiRPaLoNIp4gOM19//TW+/vprzJ49mzPniYiISOtEp5GXL19i4MCBDDJERESkE0QnkpEjR+L333/XRC1EREREook+zBQYGIju3bvj6NGjcHNzU7rRGQCsWrVKbcURERERlUR0mFmyZAmOHTuG+vXrA0CBCcBEROXZq1evkJCQoO0y1MbR0RGmpqbaLkNncbx1g+gws2rVKmzYsAHDhg3TQDlERNKWkJCA0aNHa7sMtQkJCYGrq6u2y9BZHG/dIDrMmJiYwMPDQxO1EBFJnqOjI0JCQjT6Hvfu3cPixYsxd+5cjV/U1NHRUaP9Sx3HWzeIDjOTJ0/G999/jzVr1miiHiIiSTM1NS2zv2ydnJwk+Ve0PuF46wbRYeb8+fM4ceIEDh06hMaNGxeYALxnzx61FUdERERUEtFhpkqVKujTp48maiEiIiISrVS3MyAiIiLSFbyMLxEREUma6D0zzs7OxV5P5s6dO+9UEBEREZEYosPMlClTlJ7n5OTg8uXLOHr0KGbMmKGuuoiIiIhUUqpTswsTFBSE6Ojody6IiIiISAy1zZnx8fHB7t271dUdERERkUrUFmZ27doFKysrdXVHREREpBLRh5maN2+uNAFYEAQkJyfjyZMnCA4OVmtxRERERCURHWZ69+6t9NzAwAA1atSAl5cXGjRooK66iIiIiFQiOswEBARoog4iIiKiUuFF84iIiEjSVN4zY2BgUOzF8gBAJpMhNzf3nYsiIiIiUpXKYWbv3r1FLjtz5gy+//57CIKglqKIiIiIVKVymOnVq1eBtuvXr2P27Nk4ePAgfH19sXDhQrUWR0RERFSSUs2ZSUxMxKhRo+Du7o7c3FxcuXIFmzdvhqOjo7rrIyIiIiqWqDCTmpqKL7/8EnXr1kVsbCyOHz+OgwcPokmTJpqqj4iIiKhYKh9mWr58OZYtWwZbW1vs2LGj0MNORERERGVN5TAza9YsmJmZoW7duti8eTM2b95c6Hp79uxRW3FEREREJVE5zAwZMqTEU7OJiIiIyprKYWbTpk0aLEO3PHr0CKmpqdou453cu3dP6b9SZmlpCRsbG431z/HWLZoebyLSP6JvZ6DvHj16hM8+H4Kc19naLkUtFi9erO0S3pmRsQl+2bpFI19wHG/do8nxJiL9xDDzltTUVOS8zkaWSwfITS21XU65Z/AqFbgTgdTUVI18uXG8dYumx5uI9BPDTBHkppaQm1fXdhlURjjeRETSxRtNEhERkaQxzBAREZGkMcwQERGRpDHMEBERkaQxzBAREZGk6XSYmTdvHmQymdLD1tZW22URERGRDtH5U7MbN26Mv/76S/Hc0NBQi9UQERGRrtH5MFOhQgXujSEiIqIi6fRhJgC4efMm7O3t4ezsjIEDB+LOnTvaLomIiIh0iE7vmWndujW2bNkCV1dXPHr0CIsWLUK7du0QGxuLatWqFfqa7OxsZGf/e5+dtLS0siqXiIiItECn98z4+Pigb9++cHNzw0cffYQ//vgDALB58+YiXxMYGAhLS0vFw8HBoazKJSIiIi3Q6TDzNnNzc7i5ueHmzZtFrjN79mykpqYqHvfv3y/DComIiKis6fRhprdlZ2cjLi4OH3zwQZHrmJiYwMTEpAyrIiIiIm3S6T0z//vf/xAREYH4+HicO3cO/fr1Q1paGoYOHart0oiIiEhH6PSemQcPHmDQoEF4+vQpatSogTZt2uDs2bNwcnLSdmlERESkI3Q6zPz666/aLoGIiIh0nE4fZiIiIiIqCcMMERERSRrDDBEREUkawwwRERFJGsMMERERSZpOn82kTQZZL7RdAqHsxoHjrRvKYhwePXqE1NRUjb+PJt27d0/pv1JmaWkJGxsbjfXP8dYtmhpvhpkimMVHarsEKkMc7/Lh0aNH+OzzIch5nV3yyhKwePFibZfwzoyMTfDL1i0a+YLjeOseTY03w0wRspw9ITerou0yyj2DrBdlEjQ43rpB0+OdmpqKnNfZyHLpALmppcbeh1Rj8CoVuBOB1NRUjYQZjrdu0eR4M8wUQW5WBXLz6toug8oIx7t8kZtacrzLEY63/uMEYCIiIpI0hhkiIiKSNIYZIiIikjSGGSIiIpI0hhkiIiKSNIYZIiIikjSGGSIiIpI0hhkiIiKSNIYZIiIikjReAbgIBq+kfWMyfcFxICKikjDMvMXS0hJGxibAnQhtl0L/n5GxCSwteV8VIiIqHMPMW2xsbPDL1i16ccv4xYsXY+7cuXByctJ2Oe9EU7eMJyIi/cAwUwgbGxu9+fJ0cnKCq6urtssgIiLSGE4AJiIiIkljmCEiIiJJY5ghIiIiSWOYISIiIkljmCEiIiJJY5ghIiIiSWOYISIiIkljmCEiIiJJ40XziMB7QOmKshoHg6wXZfI+VLyyGgeOt27Q5DgwzFC5xntx6Z6yuBeXWXykRvsn3cLx1n8MM1Su8V5cuqcs7sWV5ewJuVkVjb4Hlcwg60WZBA2Ot27Q5HgzzFC5x3txlT9ysyqQm1fXdhlURjje+o8TgImIiEjSGGaIiIhI0hhmiIiISNIYZoiIiEjSGGaIiIhI0hhmiIiISNIYZoiIiEjSGGaIiIhI0njRPCIqd3gvLt1QZvfi4njrBE2OA8MMEZUbvBeX7tHkvbg43rpHU+PNMENE5QbvxaV7NHkvLo637tHUeDPMEFG5wntxlS8c7/KBE4CJiIhI0hhmiIiISNIYZoiIiEjSGGaIiIhI0hhmiIiISNIYZoiIiEjSJBFmgoOD4ezsDFNTU7Rs2RInT57UdklERESkI3Q+zPz222+YMmUK5s6di8uXL+ODDz6Aj48PEhIStF0aERER6QCdDzOrVq3CyJEj8cUXX6Bhw4ZYvXo1HBwcsG7dOm2XRkRERDpAp68A/Pr1a1y8eBGzZs1Sau/cuTPOnDlT6Guys7ORnZ2teJ6WlqbRGkvj1atXGt+zdO/ePaX/apKjoyNMTU01/j5SxfEuXzje5QvHWzfIBEEQtF1EURITE1GzZk2cPn0a7dq1U7QvWbIEmzdvxo0bNwq8Zt68eZg/f36B9tTUVFSuXFmj9arqn3/+wejRo7VdhtqEhITwEtvF4HiXLxzv8oXjrTlpaWmwtLRU6ftbEmHmzJkzaNu2raJ98eLF2Lp1K65fv17gNYXtmXFwcNCpMFMWSb4sSTXJlxWOd/nC8S5fON6aIybM6PRhpurVq8PQ0BDJyclK7Y8fPy7yxmEmJiYwMTEpi/JKzdTUVGeSL2kex7t84XiXLxxv3aDTE4CNjY3RsmVLhIaGKrWHhoYqHXYiIiKi8kun98wAwLRp0/D555+jVatWaNu2LUJCQpCQkICxY8dquzQiIiLSATofZgYMGIBnz55hwYIFSEpKQpMmTXD48GE4OTlpuzQiIiLSATo9AVgdxEwgIiIiIt0g5vtbp+fMEBEREZWEYYaIiIgkjWGGiIiIJI1hhoiIiCSNYYaIiIgkjWGGiIiIJI1hhoiIiCSNYYaIiIgkjWGGiIiIJE3nb2fwrvIvcJyWlqblSoiIiEhV+d/bqtyoQO/DTHp6OgDAwcFBy5UQERGRWOnp6bC0tCx2Hb2/N5NcLkdiYiIsLCwgk8m0XU6ZSUtLg4ODA+7fv897UpUDHO/yheNdvpTX8RYEAenp6bC3t4eBQfGzYvR+z4yBgQFq1aql7TK0pnLlyuXqh7+843iXLxzv8qU8jndJe2TycQIwERERSRrDDBEREUkaw4yeMjExQUBAAExMTLRdCpUBjnf5wvEuXzjeJdP7CcBERESk37hnhoiIiCSNYYaIiIgkjWGGiIiIJI1hhoiIiCSNYUYPBQcHw9nZGaampmjZsiVOnjyp7ZJIQyIjI9GjRw/Y29tDJpNh37592i6JNCgwMBDvvfceLCwsYG1tjd69e+PGjRvaLos0ZN26dXB3d1dcLK9t27Y4cuSItsvSSQwzeua3337DlClTMHfuXFy+fBkffPABfHx8kJCQoO3SSAMyMzPRtGlTrF27VtulUBmIiIjA+PHjcfbsWYSGhiI3NxedO3dGZmamtksjDahVqxaWLl2K6OhoREdHo2PHjujVqxdiY2O1XZrO4anZeqZ169Zo0aIF1q1bp2hr2LAhevfujcDAQC1WRpomk8mwd+9e9O7dW9ulUBl58uQJrK2tERERAU9PT22XQ2XAysoK33zzDUaOHKntUnQK98zokdevX+PixYvo3LmzUnvnzp1x5swZLVVFRJqSmpoK4M0XHOm3vLw8/Prrr8jMzETbtm21XY7O0fsbTZYnT58+RV5eHmxsbJTabWxskJycrKWqiEgTBEHAtGnT0L59ezRp0kTb5ZCG/P3332jbti1evXqFSpUqYe/evWjUqJG2y9I5DDN6SCaTKT0XBKFAGxFJ24QJExATE4NTp05puxTSoPr16+PKlSt48eIFdu/ejaFDhyIiIoKB5i0MM3qkevXqMDQ0LLAX5vHjxwX21hCRdE2cOBEHDhxAZGQkatWqpe1ySIOMjY1Rt25dAECrVq1w4cIFfPfdd1i/fr2WK9MtnDOjR4yNjdGyZUuEhoYqtYeGhqJdu3ZaqoqI1EUQBEyYMAF79uzBiRMn4OzsrO2SqIwJgoDs7Gxtl6FzuGdGz0ybNg2ff/45WrVqhbZt2yIkJAQJCQkYO3astksjDcjIyMCtW7cUz+Pj43HlyhVYWVnB0dFRi5WRJowfPx7bt2/H/v37YWFhodgLa2lpCTMzMy1XR+o2Z84c+Pj4wMHBAenp6fj1118RHh6Oo0ePars0ncNTs/VQcHAwli9fjqSkJDRp0gTffvstT9vUU+Hh4fD29i7QPnToUGzatKnsCyKNKmru28aNGzFs2LCyLYY0buTIkTh+/DiSkpJgaWkJd3d3fPnll+jUqZO2S9M5DDNEREQkaZwzQ0RERJLGMENERESSxjBDREREksYwQ0RERJLGMENERESSxjBDREREksYwQ0RERJLGMENEot29excymQxXrlzRdikK169fR5s2bWBqaopmzZq9U18ymQz79u0rcnl4eDhkMhlevHgBANi0aROqVKlSbJ/z5s1757qIqHAMM0QSNGzYMMhkMixdulSpfd++feX2DukBAQEwNzfHjRs3cPz48SLXS05OxsSJE+Hi4gITExM4ODigR48exb7mbe3atVNclZWItI9hhkiiTE1NsWzZMjx//lzbpajN69evS/3a27dvo3379nByckK1atUKXefu3bto2bIlTpw4geXLl+Pvv//G0aNH4e3tjfHjx6v8XsbGxrC1tVVrcHyXz05U3jHMEEnURx99BFtbWwQGBha5TmGHNlavXo3atWsrng8bNgy9e/fGkiVLYGNjgypVqmD+/PnIzc3FjBkzYGVlhVq1amHDhg0F+r9+/TratWsHU1NTNG7cGOHh4UrLr127hq5du6JSpUqwsbHB559/jqdPnyqWe3l5YcKECZg2bRqqV69e5D1n5HI5FixYgFq1asHExATNmjVTutmeTCbDxYsXsWDBAshkMsybN6/QfsaNGweZTIbz58+jX79+cHV1RePGjTFt2jScPXtWad2nT5/ik08+QcWKFVGvXj0cOHBAseztw0yFWbp0KWxsbGBhYYGRI0fi1atXSsvzt3tgYCDs7e3h6uoKAHj48CEGDBiAqlWrolq1aujVqxfu3r1b4HUrVqyAnZ0dqlWrhvHjxyMnJ6fIWoj0HcMMkUQZGhpiyZIl+P777/HgwYN36uvEiRNITExEZGQkVq1ahXnz5qF79+6oWrUqzp07h7Fjx2Ls2LG4f/++0utmzJiB6dOn4/Lly2jXrh169uyJZ8+eAQCSkpLQoUMHNGvWDNHR0Th69CgePXqE/v37K/WxefNmVKhQAadPn8b69esLre+7777DypUrsWLFCsTExKBLly7o2bMnbt68qXivxo0bY/r06UhKSsL//ve/An2kpKTg6NGjGD9+PMzNzQssf3vOy/z589G/f3/ExMSga9eu8PX1RUpKikrbc+fOnQgICMDixYsRHR0NOzs7BAcHF1jv+PHjiIuLQ2hoKA4dOoSXL1/C29sblSpVQmRkJE6dOoVKlSrh448/VtpzExYWhtu3byMsLAybN2/Gpk2beGNRKt8EIpKcoUOHCr169RIEQRDatGkjjBgxQhAEQdi7d6/w3/+tAwIChKZNmyq99ttvvxWcnJyU+nJychLy8vIUbfXr1xc++OADxfPc3FzB3Nxc2LFjhyAIghAfHy8AEJYuXapYJycnR6hVq5awbNkyQRAE4auvvhI6d+6s9N73798XAAg3btwQBEEQOnToIDRr1qzEz2tvby8sXrxYqe29994Txo0bp3jetGlTISAgoMg+zp07JwAQ9uzZU+L7ARD8/f0VzzMyMgSZTCYcOXJEEARBCAsLEwAIz58/FwRBEDZu3ChYWloq1m/btq0wduxYpT5bt26tNBZDhw4VbGxshOzsbEXbzz//LNSvX1+Qy+WKtuzsbMHMzEw4duyY4nVOTk5Cbm6uYp1PP/1UGDBgQImfi0hfcc8MkcQtW7YMmzdvxrVr10rdR+PGjWFg8O+vAxsbG7i5uSmeGxoaolq1anj8+LHS69q2bav4d4UKFdCqVSvExcUBAC5evIiwsDBUqlRJ8WjQoAGAN/Nb8rVq1arY2tLS0pCYmAgPDw+ldg8PD8V7qUIQBABQeZ6Lu7u74t/m5uawsLAo8PmLEhcXp7RtABR4DgBubm4wNjZWPL948SJu3boFCwsLxTazsrLCq1evlLZZ48aNYWhoqHhuZ2encm1E+qiCtgsgonfj6emJLl26YM6cORg2bJjSMgMDA8WXeL7C5lYYGRkpPZfJZIW2yeXyEuvJDwtyuRw9evTAsmXLCqxjZ2en+Hdhh3yK6zefIAiiJuDWq1cPMpkMcXFx6N27d4nrl/bzi/H2Z5fL5WjZsiW2bdtWYN0aNWqUaW1EUsI9M0R6YOnSpTh48CDOnDmj1F6jRg0kJycrBRp1Xhvmv5Nmc3NzcfHiRcXelxYtWiA2Nha1a9dG3bp1lR6qBhgAqFy5Muzt7XHq1Cml9jNnzqBhw4Yq92NlZYUuXbogKCgImZmZBZYXN5lXrIYNGxaYUPz288K0aNECN2/ehLW1dYFtxtPAiYrGMEOkB9zc3ODr64vvv/9eqd3LywtPnjzB8uXLcfv2bQQFBeHIkSNqe9+goCDs3bsX169fx/jx4/H8+XOMGDECADB+/HikpKRg0KBBOH/+PO7cuYM///wTI0aMQF5enqj3mTFjBpYtW4bffvsNN27cwKxZs3DlyhVMnjxZVD/BwcHIy8vD+++/j927d+PmzZuIi4vDmjVrCj0MVFqTJ0/Ghg0bsGHDBvzzzz8ICAhAbGxsia/z9fVF9erV0atXL5w8eRLx8fGIiIjA5MmT33mSN5E+Y5gh0hMLFy4scEipYcOGCA4ORlBQEJo2bYrz588XeqZPaS1duhTLli1D06ZNcfLkSezfvx/Vq1cHANjb2+P06dPIy8tDly5d0KRJE0yePBmWlpZK83NUMWnSJEyfPh3Tp0+Hm5sbjh49igMHDqBevXqi+nF2dsalS5fg7e2N6dOno0mTJujUqROOHz+OdevWieqrOAMGDMDXX3+NL7/8Ei1btsS9e/fg5+dX4usqVqyIyMhIODo6ok+fPmjYsCFGjBiBrKwsVK5cWW31EekbmfD2bz8iIiIiCeGeGSIiIpI0hhkiIiKSNIYZIiIikjSGGSIiIpI0hhkiIiKSNIYZIiIikjSGGSIiIpI0hhkiIiKSNIYZIiIikjSGGSIiIpI0hhkiIiKSNIYZIiIikrT/Bzeuzh2RobefAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot\n",
    "sns.boxplot(x='total_children', y='NumWebPurchases', data=data)\n",
    "plt.title(\"Online Purchases by Number of Children\")\n",
    "plt.xlabel(\"Number of Children\")\n",
    "plt.ylabel(\"Number of Web Purchases\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "36440c7a-8525-4a8c-836f-a8d3d8d62752",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatterplot\n",
    "sns.scatterplot(x='total_children', y='NumWebPurchases', data=data)\n",
    "plt.title(\"Children vs. Online Purchases\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2827455-ce22-4850-ab4e-8e1e9c92d739",
   "metadata": {},
   "source": [
    "#### Please pay attention what the above scatterplot is showing on the x-axis: 0.5, 1.5, etc. We need to fix it. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "a1de9ee7-7eb8-433d-837e-9935fe1451f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.ticker as ticker\n",
    "\n",
    "# Scatterplot\n",
    "sns.scatterplot(x='total_children', y='NumWebPurchases', data=data)\n",
    "plt.title(\"Children vs. Online Purchases\")\n",
    "plt.xlabel(\"Number of Children\")\n",
    "plt.ylabel(\"Number of Web Purchases\")\n",
    "\n",
    "# Force x-axis to use only integers\n",
    "plt.gca().xaxis.set_major_locator(ticker.MaxNLocator(integer=True))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "49305511-2b8b-4e03-b503-366242c9c64e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_children', ylabel='NumWebPurchases'>"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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VmjhxorfrAQAAcItHs5mqqqo0ePBgb9cCAADgNo+amV/84hd6+eWXvV0LAACA21r9M9PMmTOdf66trdVzzz2nf/7zn7r66qvVpk0bl+cuWrTIexUCAAA0o9XNzPbt213u9+vXT5L0+eefuyznZGAAAOBPrW5mNmzY4Ms6AAAAPOLROTNlZWXOcMmLnTx5UuXl5ZdcFAAAQGt51MzccccdeuWVVxosf/XVV3XHHXe0ejvvvvuuxowZo5SUFBmGoTfeeMPl8cmTJ8swDJfb9ddf70nJAAAgSHnUzHz44YfKyclpsDw7O1sffvhhq7dz9uxZZWZm6plnnmnyOSNHjlRJSYnz9tZbb3lSMgAACFIeXTSvsrJS1dXVDZafP39eFRUVrd7OqFGjNGrUqGafExkZqaSkJLdrBAAAocGjIzMDBw7Uc88912D50qVLlZWVdclFXWzjxo1KSEhQz549dffdd+vYsWPNPr+yslLl5eUuNwAAELw8OjLzu9/9Trfccot27typm2++WVJd8OTHH3+sdevWea24UaNG6d/+7d/UrVs3HTx4UHPnztVNN92kbdu2KTIystF18vPz9cgjj3itBgAAENgMu91u92TFnTt3asGCBdqxY4eioqJ09dVXa86cOerRo4dnhRiGVq9erXHjxjX5nJKSEnXr1k2vvPKKxo8f3+hzKisrVVlZ6bxfXl6u1NRUlZWVKTY21qPaAACAf5WXlysuLq5V399uH5k5f/68/uM//kNz587Vn//8Z4+L9ERycrK6deumffv2NfmcyMjIJo/aAACA4OP2OTNt2rTR6tWrfVFLi06cOKHi4mIlJyebsn8AABB4PDoB+LbbbmtwTRhPnDlzRjt27NCOHTskSQcPHtSOHTt05MgRnTlzRg888IDef/99HTp0SBs3btSYMWPUqVMn3XbbbZe8bwAAEBw8OgE4IyNDjz76qLZs2aKsrCy1a9fO5fFf/vKXrdrO1q1bXa5X4wiznDRpkpYsWaLPPvtMK1eu1KlTp5ScnKycnBytWrVKMTExnpQNAACCkEcnAKelpTW9QcPQgQMHLqkob3LnBCIAABAYfHoCsFT3cxAAAEAg8OicGQAAgEDh0ZGZO++8s9nHX3zxRY+KAQAAcJdHzcy3337rcv/8+fP6/PPPderUKd10001eKQwAAKA1PGpmGrvOTG1trXJzc3X55ZdfclEAAACt5bVzZmw2m2bMmKEnn3zSW5sEAABokVdPAN6/f7+qq6u9uUkAAIBmefQzk+Pidg52u10lJSX6xz/+oUmTJnmlMAAAgNbwqJnZvn27y32bzabOnTvriSeeaHGmEwAAgDd51Mxs2LDB23UAAAB4xK1zZmpra7Vw4UINGTJE1157rR566CF99913vqoNAACgRW41M/Pnz9evfvUrtWvXTsnJyVq0aFGrQyUBAAB8wa1mZsWKFXr66ae1bt06vfnmm3rjjTe0cuVKeZBVCQAA4BVuNTOHDx/WD3/4Q+f9ESNGyG636+uvv/Z6YQAAAK3hVjNTVVWlqKgo533DMBQREaHKykqvFwYAANAabs9mmjt3rqKjo533q6qq9Lvf/U5xcXHOZYsWLfJOdQAAAC1wq5kZOnSo9uzZ47Js8ODBOnDggPO+YRjeqQwAAKAV3GpmNm7c6KMyAAAAPHPJ2Ux2u53ZTAAAwDQeNzMvvPCC+vbtq7Zt26pt27bq27evnn/+eW/WBgAA0CKP4gzmzp2rJ598Uvfee68GDRokSXr//fc1Y8YMHTp0SI899phXiwQAAGiKYffgN6JOnTrp6aef1o9//GOX5X/5y19077336vjx414r8FKVl5crLi5OZWVlio2NNbscAADQCu58f3v0M1NNTY0GDBjQYHlWVpaqq6s92SQAAIBHPGpmJkyYoCVLljRY/txzz+mnP/3pJRcFAADQWq0+Z2bmzJnOPxuGoeeff17r1q3T9ddfL0n64IMPVFxcrJ/97GferxIAAKAJrW5mtm/f7nI/KytLkrR//35JUufOndW5c2cVFRV5sTwAAIDmtbqZ2bBhgy/rAAAA8MglXTTvyy+/VEFBgSoqKiSJi+cBAAC/86iZOXHihG6++Wb17NlTo0ePVklJiSTpF7/4he6//36vFggAANAcj5qZGTNmqE2bNjpy5IhLgvbtt9+utWvXeq04AACAlnh0BeB169apoKBAXbp0cVneo0cPHT582CuFAQAAtIZHR2bOnj3rckTG4fjx44qMjLzkogAAAFrLo2Zm6NChWrlypfO+YRiqra3VwoULlZOT47XiAAAAWuLRz0wLFy5Udna2tm7dqqqqKs2aNUtFRUU6efKkNm/e7O0aAQAAmuTRkZnevXtr586dGjhwoG699VadPXtW48eP1/bt25Wenu7tGgEAAJrkVmr2DTfcoJtuuknZ2dkaPHiw2rZt68vavILUbAAArMdnqdlXXHGFXn75Zd1yyy267LLLlJ2drUcffVSbNm3S+fPnL6loAAAAT7h1ZMbhq6++0jvvvKPCwkJt3LhRBw8eVFRUlAYPHqybbrpJc+bM8UWtHuHIDAAA1uPO97dHzUx9xcXFWrZsmZ5++mmdOXNGNTU1l7pJr6GZAQDAetz5/vZoNpNUl5a9ceNG5+3UqVMaNGiQhg0b5ukmAQAA3OZWM7N8+XJt2LBBGzduVFlZmYYMGaJhw4YpLy9PAwYMUHi4x70RWlBQVKr8t3bp8MlzMiR17RCtUX2TtebzEh05eU52Sd06RGvO6F4a0SepyW0s3vCldpWcVq3druraCwflOsdE6LFxVzW5Lvxn/prdemHTQVXV1LostxlSx/YROvNdjXomtlduToaWbtyv7cWnPNpPuM1Qn5RY5eZkMO4mcrwv9x494xzXEX2Smlze3DotPYbgwlhf4NbPTDabTV27dtWcOXN05513qk2bNr6szSuC4WemgqJS3fPHba1+/rKJWQ1e0K3dRmPrwn/mr9mtJYX7/bpPw5CWTmDczdDY+9IwpClD0xu8DhzjJKnRdVp6jPENLk29doJprH02m+nZZ5/V9ddfr3nz5ikhIUFjxozRE088oa1bt8oLp96gCYs3fOne8zc2/DJs7TYaWxf+s2LLIb/v025n3M3S2PvSbpdWvH+o0eWLN+5vcp2WHkNwYaxdudXMTJ06Va+88opKSkq0efNmjR49Wh999JF++MMf6rLLLtO//Mu/6L/+6798VWvI2nv0jFvP33f0tMfbaGxd+E/FeXNOnmfczdHU+7KiqvHXwb6jp5tcp6XHEFwYa1ceXQFYqrsK8NSpU7Vq1Sp98sknmjZtmjZt2qTZs2d7sz5I6pnY3q3n90iM8Xgbja0L/4lqE2bKfhl3czT1voyKaPx10CMxpsl1WnoMwYWxduVRM3P06FGtWrVKU6dOVa9evZSamqonnnhC/fv318MPP+ztGkNebk6GW8/Py24YKZGbkyHD8Gxd+M/kwd39vk/DYNzN0tj70jCkyYO6N7o8Lzu9yXVaegzBhbF25dYJwHl5edqwYYP27Nmj8PBwDRw4UDk5OcrJyQnYeINgOAFYujCb6cjJc5K+n810VbLWfFZyYVnHdnpo1JUa3txspo37taukXLW1rrOZEr6fzdTUuvCf+Wt264XNB1VV7TqbKcyQOraP1JnKavVIjFFedrqWXOpsph/EKS87nXE3keN9ue/oaee4DnfMZmpkeXPrtPQYgkuwj7XPLpo3aNAgZ/MyZMgQRUdHX3KxvhYszQwAAKHEZxfNe//99y+pMAAAAG/z+Cp3//d//6fNmzfr2LFjqq11PRz+y1/+8pILAwAAaA2Pmpnly5drypQpioiIUMeOHWVcdBaSYRg0MwAAwG88ms308MMP6+GHH1ZZWZkOHTqkgwcPOm8HDhxo9XbeffddjRkzRikpKTIMQ2+88YbL43a7XfPmzVNKSoqioqKUnZ2toqIiT0oGAABByqMjM+fOndMdd9whm83jy9RIks6ePavMzEz9/Oc/149+9KMGjy9YsECLFi3SihUr1LNnTz322GO69dZbtWfPHsXEhM5cemcu04m6DCaHcJuhy9q1cWb1DE7vpDWfl+jQibrZTYakbh3rMpy27D9OjouFTPnjNhV8UaqLT8+3GRcyuV77pFjfnK5yWcdQ3dTMWjcuxm0zpHuGpmv2qCu9Uzh85uL3amJspCTpaHml873f1HscCAVuzWZymDVrljp06KBf/epX3ivEMLR69WqNGzdOUt1RmZSUFE2fPt15Ib7KykolJiZq/vz5uueee1q1XavPZnI3l6k1yHEJbFP+uE1ri0r9us+pw2hoApm7nwO8jxEMfDabySE/P18//OEPtXbtWl111VUNAicXLVrkyWZdHDx4UKWlpRo+fLhzWWRkpIYNG6YtW7Y02cxUVlaqsrLSeb+8vPySazGTu7lMreHM72ikj3U8xoegeQq+8G8jI0kvvX+IZiaAufs5wPsYocajZubxxx9XQUGBrrjiCklqcAKwN5SW1n2gJyYmuixPTEzU4cOHm1wvPz9fjzzyiFdqCATu5jK11r6jpxvrZZyPwTxmZLaeayILCIHBk88B3scIJR41M4sWLdKLL76oyZMne7mchuo3R3a7vdmGac6cOZo5c6bzfnl5uVJTU31Wn6/1TGyvnV+VeX27PRJjJLu90W2HarZHoDAM/zc00U1kASEwePI5wPsYocSjM3gjIyM1ZMgQb9fiIimp7vCo4wiNw7FjxxocralfW2xsrMvNytzNZWoNclwC24je/v9pwIxMKLRea7PVHHgfI9R41Mzcd999evrpp71di4u0tDQlJSVp/fr1zmVVVVUqLCzU4MGDfbrvQDKiT5KWTcxS947Rqv9ZFm4zlBATqeiIMGWmxmtqdrrL8wxJ3TtGa2p2ujJT453PWzYhS8P7JGlEnyQtnZDV6GMwz9KJWRrZJ0m2egNuMy6MZ+eYCJfHjO9v9ddpic2QcrPTNWsk58sEsvrv1e4do9W9U7sL7/1hjb/HgVDh0Wym2267Te+88446duyoPn36NDgB+PXXX2/Vds6cOaMvv6w7sa1///5atGiRcnJy1KFDB3Xt2lXz589Xfn6+li9frh49eujxxx/Xxo0b3ZqabfXZTAAAhCKfz2aKj4/X+PHjPSruYlu3blVOTo7zvuNcl0mTJmnFihWaNWuWKioqlJubq2+//VbXXXed1q1bF1LXmAEAAM3z6MiMlXBkBgAA63Hn+/vSLuELAABgMo9+ZkpLS2t2erQ7+UwAAACXwqNmZvr06S73z58/r+3bt2vt2rV68MEHvVEXAABAq3jUzNx3332NLn/22We1devWSyoIjXOETTpCJC9mGFKn9hH69ux51dTanWGU4TZDNsNQr+QY5/Vq8t/apcMnz8mQFNO2jSqqalRVUyvDkMIMQ31SYgmpM5kjUHBXyWnV2u2qdic50gMj+yRp6cQsn+4DLasfKOsIip0zupckOV8TYTZD52tqJcn52gi3GYqOCNOZymrZVfd50C4iXF+f+k6S6p5vSN061G2P9zeCjVdPAD5w4ID69esXUHlIwXACsC/CJptDSJ15/D3WDjQ05vL3uC+byPsbgc+0E4Bfe+01dejQwZubhHwTNtkcZxAl/M7fY+2wzoRwS1zg73Hn/Y1g49HPTP3793c5Adhut6u0tFTffPONFi9e7LXiUMdXYZPNIaTOHGaMtST5+JcstMDf4877G8HGo2Zm7NixLs2MzWZT586dlZ2drSuv5LLo3uarsMnmEFJnDjPGWnI/BgHe5e9x5/2NYONRMzNv3jwvl4Hm5OZk+P2cGULqzJGbk6Epf9rm99Rszp8wV0vvcUOSN18SvL8RbNw6Z8ZmsyksLKzZW3i4R/0RmnFx2GRjbIaUEBOpcJvhEkYZbjMUEW5TZmq8npuY5dyGzahbJy6qjSLCbc5thNsMQupMdnGgYGS4TeF+OGQyqm+Slkzg5F8zNRYoa0jq3qmdnpuYpaUTL7wmoiPCFG4zXF4b4TZDcW3Dne/thJgIde8YrYhwmyLCbc4QUsf2eH8j2Lg1m+nNN99s8rEtW7bo6aeflt1uV0VFhVeK84ZgmM0EAECo8VnQ5NixYxss2717t+bMmaO///3v+ulPf6pHH33UvWoBAAAugcdTs7/++mvdfffduvrqq1VdXa0dO3bopZdeUteuXb1ZHwAAQLPcbmbKyso0e/ZsZWRkqKioSG+//bb+/ve/q2/fvr6oDwAAoFlu/cy0YMECzZ8/X0lJSfrLX/7S6M9OAAAA/uTWCcA2m01RUVG65ZZbFBYW1uTzXn/9da8U5w3BcAKwI6tn79EzSoyNlCR9feq7RnN70jpG61ejezWZ4+SYAdEmzKbzNbUu/62ptTtznJiqa56ColL95xuf6ZvTVT7fV7jN0N03Xq7Zo7g+lNnmr9mtFzYdVNX3uUsXC7cZzve6I7NpVN9krfm8xJm11ql9pKIjwnS0vFI9E9s738cXf35cvByBz52xC8Zxduf7261mZvLkyS4Xy2vK8uXLW7tJn7N6M2NGVg/ZTOYxK5tp6rB0GhoTzV+zW0sKvRsxYBjSlKHpDbbL+9saGvssaGrs3HmulfhsNtOKFSsupS54wIysHkc2k5XfBFZlVjbTS+8fopkx0Yoth7y+TbtdeqmR7fL+tobGPguaGjt3nhusvBo0Ce8zK6uH7BZzmDXe56pqTNkv6lSc983f/7kmtsv7O/A19VnQ2Ni589xgRTMT4Homtjdlv2S3mMOs8Y6OaPocOPheVBvf/P1HN7Fd3t+Br6nPgsbGzp3nBiuamQCXm5OhVpym5FVkM5knNyfDlP1OHtzdlP2iji/+/g1DmjSke4PPD97f1tDYZ39TY+fOc4OVWycAW5HVTwCWvj9LfeN+7Tt6WgkxkZJhqORUhWpqG85murxTO80edWWLs5kiwm2qqq51+W9NrV1XJscqLzud7BYT+Xs2038MvVyzRnK+jNnmr9mtFzYfVFV1K2czXZWsNZ+V6MjJuvd5p/aRio4M17Hy79QjMcb5Pr748+Pi5Qh87oxdMI6zz2YzWVEwNDMAAIQad76/+ZkJAABYGs0MAACwNJoZAABgaTQzAADA0mhmAACApbkVZwBz+HOqbkSYTXfdkMal7U1027Obtb34lN/2N7JPkpZOzPLb/tC4+Wt26w/vHXC53MLFwbA1tXbFRYfr27Pnnc+xGdLFV2foHBMhSTp+pkqGpK4dojVndK+QuaR9sArGEElvY2p2gCN4MLT4u5FxoKExly+CJh0MSUsnWjtwMJQFa4hkazA1O4iYGTwI/zOjkZGkdV+UmrJf1PFF0KSDXXWBg7Cm5kIkcQHNTIAjeBD+UBvUx2cDn6+CJh1CKXAw2BAi2To0MwGO4EH4g83P+V9w5augSYdQChwMNoRItg7NTIAjeDC09E+NN2W/wf7be6Dz5fvNUGgFDgYbQiRbh2YmwI3ok6RlE7OcsxR8LSLcptzsdIIHTbI6b4jfG5pRfZO0ZAIn/5pp9qgrNXVYunP2kkO4zVC4zVB0RJgiwm3qHBPh8pwwo65Zker+mxAToc4xkbIZdUfbuneM1rKJWZYPHAxlI/okaemELGWmxis6IkyZqfFaNoExrY/ZTAAAIOAwmwkAAIQMmhkAAGBpNDMAAMDSaGYAAIClkc1kAQVFpZr1vztV9l21X/bXPzVeq/OG+GVfaGjKH7dpbZH/rsjLeJtr/prdWrHlkCrO1zTIWpIa5i9JdRlqN12ZoJKyCu0qOa1au90lr0lqfDv3DCWmJFAUFJUq/61dOnzynDNH68qkWBXu/UYV52sU1SZMkwd3V7+u8W7lMoVqjhOzmQKcWdlMfMGZw9+NjAPjbQ5fZjI1hdw1813K53pzuUzBluPEbKYgYlY2k1kZQaGuwKSMJMbbHL7MZGoKuWvmu5TP9eZymUI5x4lmJsCZlc0EcwT3cVLU5+tMpsaQu2a+S/1cbyqXKZRznGhmApxZ2UwwR/3LliO4+TqTqTHkrpnvUj/Xm8plCuUcJ5qZAGdWNtM1XeNN2W+oG9HbnN+1GW9zmJGBRu6a+S7lc725XKZQznGimQlwjmymuLb+m3h2Tdd4vZ7LyaBmWDoxSyP9fKIe420eRyaT42hJ/fRyo5FlUl2G2sg+ScpMjVdkuM0lr8mRy1SfzRC5awHC8bnevWO0S47WyD5JztdCdESYcrPTtWxi63OZQjnHidlMAAAg4DCbCQAAhAyaGQAAYGk0MwAAwNICupmZN2+eDMNwuSUlBf+JTAAAoPUCPpupT58++uc//+m8HxbGNRIAAMAFAd/MhIeHh/zRGH/mt4TbDN194+Vkt5gsZ+EGHTxxzi/7imsbrp3zRvhlX2iooKhUc9/4XMdOV7os7xwTIUOGvjldKU+nnEaEGUqJj9LR8sqQCh0MBqEaGOmpgP6ZSZL27dunlJQUpaWl6Y477tCBAwfMLsmv/B1EV11r15LC/Zq/Zrff9glX/mxkJKnsu2plzivw2/5wgSMYsH4jI0nfnK7SsUtoZCSpqsauQyfOqeJ8jXZ+VaYpf9qmAhOCTOEex+ti51dljF0rBXQzc91112nlypUqKCjQH/7wB5WWlmrw4ME6ceJEk+tUVlaqvLzc5WZlZgTRSYTRmcmfjYxD2XfVft8n/B8kGyqhg1YXyoGRngroZmbUqFH60Y9+pKuuukq33HKL/vGPf0iSXnrppSbXyc/PV1xcnPOWmprqr3J9wowgOokwOsAfzAiSDYXQQasL5cBITwV0M1Nfu3btdNVVV2nfvn1NPmfOnDkqKytz3oqLi/1YofeZEUQnEUYH+IMZQbKhEDpodaEcGOkpSzUzlZWV2rVrl5KTk5t8TmRkpGJjY11uVmZWKBxhdOZJ6xjt9336M/sLF/g7SDZUQgetLpQDIz0V0M3MAw88oMLCQh08eFAffvih/vVf/1Xl5eWaNGmS2aX5jSOIzl/CbQZhdCbb8GCOXxsaZjOZxxE4mBAT2eCxzjGRSoiJVCOZka0WEWaoe8fokAsdtLpQDoz0VEAHTd5xxx169913dfz4cXXu3FnXX3+9Hn30UfXu3bvV2yBoEgAA63Hn+zugjy2/8sorZpcAAAACXED/zAQAANASmhkAAGBpNDMAAMDSAvqcGdTxd6RBdBubvnh0lN/2B1dT/rhNa/142fL+qfFanTfEb/uDq4KiUk1/Zbsqztc2+7zuHaM1Z3QvSVL+W7t0+MS5BlEH4TZD1bVNz+kge8366mc2DU7vpD9/eFjl31/F29D3s6EmZplbqJ8F9Gwmb7D6bCZ/NzIONDTm8Hcj40BDYw5HBo+/TR2WTkNjQe68XkYGQUPjzvc3PzMFOLOymc618K9E+EbBF+YEyW0vPmXKfkOdv7OZHMhesyZ3Xi/rTPosMQvNTIAzK5sJ5gju46Soz4xsJonsNaty5/XSzK+NQYlmJsCZlc0Ec9S/hDmCmxnZTBLZa1blzuvFFmKfJTQzAc6sjKToNrw0zDCitzmXK7+ma7wp+w11/s5mciB7zZoay2xqyogQiz7gGyvA+TubSeLkXzMtnZilkX7+ELqma7xez+XkXzM4spmiWvGPh+6d2um5iVlaNjFL3TtGN8hsMlQ3W6k5ZK9ZW2OZTVOHpSv2oqBYQ9KovklaMsHaJ/+6i9lMAAAg4DCbCQAAhAyaGQAAYGk0MwAAwNJoZgAAgKWRzWQBBUWlmvHKdr9clTc6IkxP3t4v5Kb1BZLMeQUq+z5nxR/SOkZrw4M5ftsfXOUs3KCDJ875bX9EV5irfrZSbk6G8/O2uccuXj//rV06crIum6tT+wi1iwjX0fLKJtcJBcxmCnBmZbcsm5gVkm8Is/m7kXGgoTGHvxsZBxoaczT2eW4Y0tLvp1E39djFzU5L3wf117EyZjMFEbOyWxZv9H+4JWRKIyPJlC9UmPf3ThaXORr7PLfb6z5vm3usufVbWidU8DNTgDMru2Xf0dOm7BcAglVTn+f7jp5uMpft4s/i1n4fhOLnN0dmApxZ2S09EmNM2S8ABKumPs97JMY0+1hL6ze3TqigmQlwZmW35GX7N0IBdeLamnOw9PJO7UzZb6hL6xhtyn7J4jJHY9lKhlH3edvcYy7rt7CP+uuECk4AtgB/z2b679v7aXgQnDxmVf4+CfjyTu30zgPZftsfXPn7JGCyuMxVUFSqxRv3a9/R0+qRGKO87HTn521zj128vmM2k1Q3myk6so2OlX/X5DpW5c73N80MAAAIOMxmAgAAIYNmBgAAWBrNDAAAsDSaGQAAYGk0MwAAwNK4ArAF3PbsZr9dftxmSPcMTdfsUVf6ZX9oKOOhf6ja97PwnSLCDO393Wj/7RAu/Dk12zCkEb2TtHRill/2h4bmr9mtFVsOqeJ8jXOZYUhhhqE+KbENgiKn/HGb1haVOu/HRbXRT67tqjWfl+jwyXOSXWoTZlOt3S6bYeh8Ta1kSN06RGvO6F5BkdHUGkzNDnD+bGQuNnUYDY0Z/N3IONDQmMOsoMmRfWhozDB/zW4tKWw+N+nioMj6jYwnrBwazNTsIGJWINxL7x8yZb+hzoxGRpKqaoL63zQBy6ygyXVfXNoXJDyzYsuhFp9zcVBkgRfGKVRCJ2lm0KhzVTUtPwmAJdXSu5ri4p+WmuMIivTG7yahEjpJM4NGRUeEmV0CAB+xtRTwA5+IatO6z1VHUGT9rCZPhEroJM1MgOufGm/KficP7m7KfkNduEnvyIgwvt3MYFbQpFXPobC61nyuXhwUOaL3pY9TqIRO0swEuNV5Q/za0NgMKTc7XbNGcvKvGb58/F/83tBw8q95NjyY49eGxmZIo/omackETv41w+xRV2rqsPQGR75thhRuM5SZGq9lE7KcQZFLJ2ZpZJ8kl6TsuKg2mpqdru4do2UzJENSRLhN4TZDEeE2Gd9vr3undnpuYlbQhE62hNlMAAAg4DCbCQAAhAyaGQAAYGk0MwAAwNJoZgAAgKWRzWQB7lzy3GY0vCBWY8ua0jkmQo+Nu4qpmyby9yXu0zpGa8ODOX7bH1x545L17iDKILAUFJUq/61dOnLynOz2uqnZjs/riDCb+qTEanfpaVWcr1FUmzBdmRTjvG9IuvijPdxm6LJ2bXTmuxr1TGzfIOcpmDGbKcCZld1i5TwPKzNrvGlozOHvRsaBhiYwFBSV6p4/bvPZ9i/OebIiZjMFEbOyW0IlzyPQmDXeZu031Hkje8cTZDMFhsUbvvTp9i/OeQp2NDNoVKjkeQBmMuu4ONlMgWHv0TM+30eofJbTzKBRoZLnAZjJG9k7niCbKTD0TGzv832Eymc5zUyAMyu7JVTyPAKNWeN9ead2puw31Hkje8ej/Vr0HIpgk5uTIV/2lRfnPAU7mpkA5252S2P/4nLnX2EJMREhlecRaPyd1SPVNTLvPJDt132ijiN7x5/IZgocI74/EfvinKWLP68jwm3qnxrvzHKKjghzuV//oz3cZighJlLREWENcp6CHbOZAABAwGE2EwAACBk0MwAAwNJoZgAAgKVZoplZvHix0tLS1LZtW2VlZem9994zuyQAABAgAr6ZWbVqlaZPn65f//rX2r59u2688UaNGjVKR44cMbs0AAAQAAJ+NtN1112na665RkuWLHEu69Wrl8aNG6f8/PwW1w+G2Uzz1+zWC5sOqqqmVpIUZkg19rppeWE2QzW1dXe6dYjWqL7Jeu2TYn1zukpS3VQ9myFV1VwYZpshhdts6pUco9ycDO04ckorthxyBplNHtxds0ddacb/KupxhNAd/j6Err7uHaN1WXSEdhSfcgmciwiz6a4b0tSva7wWb/hSRV+Xq6bW7nwOgaKBo6CoVIs3fKm9R8+oZ2J7DU7vpC37j2tXyWnV2u2q/v5yvY4xleR8vxqGZJOhiHCbamrtSolvK0k6Wl7psi3HtkMpeDBQ1R/v1o7JxeslxkbqXFWNjp+plF11n/1zRvcKurF15/s7oJuZqqoqRUdH63//93912223OZffd9992rFjhwoLC1vchtWbmflrdmtJof+zNaYOS6ehMZmvQ+gkAkXN5o8xvpjVgwetrrHxbs2YtPZ1Emzv56CZmn38+HHV1NQoMTHRZXliYqJKSxsPSqusrFR5ebnLzcpWbDlkyn5fet+c/eICX4fQSaETQheo/DHGFwul4MFA1Nh4t2ZMWvs6CeWxDehmxsGoF2Bit9sbLHPIz89XXFyc85aamuqPEn2m4nyNKfs9V2XOfnEBIXTBzx9jXB9jbp6mxrulMWnt6ySUxzagm5lOnTopLCyswVGYY8eONTha4zBnzhyVlZU5b8XFxf4o1Wei2oSZsl/H5bJhHkLogp8/xrg+xtw8TY13S2PS2tdJKI9tQDczERERysrK0vr1612Wr1+/XoMHD250ncjISMXGxrrcrGzy4O4htV9ckJuT4fN9hEoIXaDKzcnwa3J2KAUPBqLGxrs1Y9La10koj21ANzOSNHPmTD3//PN68cUXtWvXLs2YMUNHjhzRlClTzC7NL2aPulJTh6UrIvzCUIV9H0hmqG62kiOcrHundpqana7OMRHO54bbDEWEub4LbIYUGW5TZmq8npuYpanD0l2CzHKz0zVrJCf/mm1EnyQtqxdCV1/3Tu3UPzW+wWMR4TblZqdr2cQsZabGO18nDgkxkQSKBoARfZK0dELdGDnCAadmpyszNV4R4TaFX5Q66BjTi9+vNqNuRmN0RJgiwm3q3jFa3Tu1u7CtYeku2w6l4MFA1Nh4t2ZM6q/XvWO0EmIiZTMufPaH+vs5oGczOSxevFgLFixQSUmJ+vbtqyeffFJDhw5t1bpWn80EAEAoCpqp2d5AMwMAgPUEzdRsAACAltDMAAAAS6OZAQAAlkYzAwAALI1mBgAAWBrNDAAAsDSaGQAAYGk0MwAAwNJoZgAAgKXRzAAAAEsLN7sAX3OkNZSXl5tcCQAAaC3H93ZrUpeCvpk5ffq0JCk1NdXkSgAAgLtOnz6tuLi4Zp8T9EGTtbW1+vrrrxUTEyPDMMwux2/Ky8uVmpqq4uJiAjZDAOMdWhjv0BKq422323X69GmlpKTIZmv+rJigPzJjs9nUpUsXs8swTWxsbEi9+EMd4x1aGO/QEorj3dIRGQdOAAYAAJZGMwMAACyNZiZIRUZG6je/+Y0iIyPNLgV+wHiHFsY7tDDeLQv6E4ABAEBw48gMAACwNJoZAABgaTQzAADA0mhmgtDixYuVlpamtm3bKisrS++9957ZJcFH3n33XY0ZM0YpKSkyDENvvPGG2SXBh/Lz8zVw4EDFxMQoISFB48aN0549e8wuCz6yZMkSXX311c7rywwaNEhr1qwxu6yARDMTZFatWqXp06fr17/+tbZv364bb7xRo0aN0pEjR8wuDT5w9uxZZWZm6plnnjG7FPhBYWGh8vLy9MEHH2j9+vWqrq7W8OHDdfbsWbNLgw906dJFv//977V161Zt3bpVN910k8aOHauioiKzSws4zGYKMtddd52uueYaLVmyxLmsV69eGjdunPLz802sDL5mGIZWr16tcePGmV0K/OSbb75RQkKCCgsLNXToULPLgR906NBBCxcu1F133WV2KQGFIzNBpKqqStu2bdPw4cNdlg8fPlxbtmwxqSoAvlJWViap7gsOwa2mpkavvPKKzp49q0GDBpldTsAJ+mymUHL8+HHV1NQoMTHRZXliYqJKS0tNqgqAL9jtds2cOVM33HCD+vbta3Y58JHPPvtMgwYN0nfffaf27dtr9erV6t27t9llBRyamSBUPx3cbreHVGI4EAqmTZumTz/9VJs2bTK7FPjQFVdcoR07dujUqVP661//qkmTJqmwsJCGph6amSDSqVMnhYWFNTgKc+zYsQZHawBY17333qu//e1vevfdd9WlSxezy4EPRUREKCMjQ5I0YMAAffzxx3rqqae0bNkykysLLJwzE0QiIiKUlZWl9evXuyxfv369Bg8ebFJVALzFbrdr2rRpev311/XOO+8oLS3N7JLgZ3a7XZWVlWaXEXA4MhNkZs6cqYkTJ2rAgAEaNGiQnnvuOR05ckRTpkwxuzT4wJkzZ/Tll1867x88eFA7duxQhw4d1LVrVxMrgy/k5eXp5Zdf1ptvvqmYmBjnUdi4uDhFRUWZXB287aGHHtKoUaOUmpqq06dP65VXXtHGjRu1du1as0sLOEzNDkKLFy/WggULVFJSor59++rJJ59k2maQ2rhxo3JychosnzRpklasWOH/guBTTZ37tnz5ck2ePNm/xcDn7rrrLr399tsqKSlRXFycrr76as2ePVu33nqr2aUFHJoZAABgaZwzAwAALI1mBgAAWBrNDAAAsDSaGQAAYGk0MwAAwNJoZgAAgKXRzAAAAEujmQEAAJZGMwPA7yZPnqxx48Zd8nYOHTokwzC0Y8eOJp+zYsUKxcfHO+/PmzdP/fr180t9APyDZgaAJCk7O1vTp0/3+Tr+dvvtt2vv3r1mlwHAhwiaBBDUoqKivB7CWFVVpYiICK9uE4DnODIDQJMnT1ZhYaGeeuopGYYhwzB06NAhFRYW6tprr1VkZKSSk5P1q1/9StXV1c2uU1NTo7vuuktpaWmKiorSFVdcoaeeesrj2mprazV//nxlZGQoMjJSXbt21e9+9zuX5xw4cEA5OTmKjo5WZmam3n//fedj9X9mqq+mpkYzZ85UfHy8OnbsqFmzZql+ZF12dramTZummTNnqlOnTs6gvy+++EKjR49W+/btlZiYqIkTJ+r48eMu6/3yl7/UrFmz1KFDByUlJWnevHke/10AaBzNDAA99dRTGjRokO6++26VlJSopKREbdq00ejRozVw4EDt3LlTS5Ys0QsvvKDHHnusyXVSU1NVW1urLl266NVXX9UXX3yhhx9+WA899JBeffVVj2qbM2eO5s+fr7lz5+qLL77Qyy+/rMTERJfn/PrXv9YDDzygHTt2qGfPnvrxj3/sbLpa8sQTT+jFF1/UCy+8oE2bNunkyZNavXp1g+e99NJLCg8P1+bNm7Vs2TKVlJRo2LBh6tevn7Zu3aq1a9fq6NGj+vd///cG67Vr104ffvihFixYoN/+9rdav369R38XAJpgBwC73T5s2DD7fffd57z/0EMP2a+44gp7bW2tc9mzzz5rb9++vb2mpqbRdZqSm5tr/9GPfuS8P2nSJPvYsWNbXK+8vNweGRlp/8Mf/tDo4wcPHrRLsj///PPOZUVFRXZJ9l27dtntdrt9+fLl9ri4OOfjv/nNb+yZmZnO+8nJyfbf//73zvvnz5+3d+nSxaW+YcOG2fv16+ey77lz59qHDx/usqy4uNguyb5nzx7nejfccIPLcwYOHGifPXt2i//vAFqPIzMAGrVr1y4NGjRIhmE4lw0ZMkRnzpzRV1991ey6S5cu1YABA9S5c2e1b99ef/jDH3TkyBGPaqisrNTNN9/c7POuvvpq55+Tk5MlSceOHWtx+2VlZSopKdGgQYOcy8LDwzVgwIAGz62/bNu2bdqwYYPat2/vvF155ZWSpP379zdam6O+1tQGoPU4ARhAo+x2u0sj41gmqcHyi7366quaMWOGnnjiCQ0aNEgxMTFauHChPvzwQ7draO2Ju23atHH+2VFbbW2t2/trTrt27Vzu19bWasyYMZo/f36D5zoaqvq1Oerzdm1AqOPIDABJUkREhGpqapz3e/furS1btricDLtlyxbFxMToBz/4QaPrSNJ7772nwYMHKzc3V/3791dGRobLkQp39OjRQ1FRUXr77bc9Wr8lcXFxSk5O1gcffOBcVl1drW3btrW47jXXXKOioiJ1795dGRkZLrf6jQ8A36KZASBJ6t69uz788EMdOnRIx48fV25uroqLi3Xvvfdq9+7devPNN/Wb3/xGM2fOlM1ma3Sd2tpaZWRkaOvWrSooKNDevXs1d+5cffzxxx7V1LZtW82ePVuzZs3SypUrtX//fn3wwQd64YUXvPb/fd999+n3v/+9Vq9erd27dys3N1enTp1qcb28vDydPHlSP/7xj/XRRx/pwIEDWrdune68884GDR4A36KZASBJeuCBBxQWFqbevXurc+fOOn/+vN566y199NFHyszM1JQpU3TXXXfpP//zP5tc58iRI5oyZYrGjx+v22+/Xdddd51OnDih3Nxcj+uaO3eu7r//fj388MPq1auXbr/9dq+ec3L//ffrZz/7mSZPnuz8Wey2225rcb2UlBRt3rxZNTU1GjFihPr27av77rtPcXFxzmYPgH8Ydnu9CyoAAABYCP98AAAAlkYzA8A0R44ccZnaXP/myXRuAKGHn5kAmKa6ulqHDh1q8vHu3bsrPJwrSABoHs0MAACwNH5mAgAAlkYzAwAALI1mBgAAWBrNDAAAsDSaGQAAYGk0MwAAwNJoZgAAgKXRzAAAAEv7fwd/KXyx0ohEAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Stripplot\n",
    "sns.stripplot(x='total_children', y='NumWebPurchases', data=data, jitter=True)\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "8b20b452",
   "metadata": {},
   "source": [
    "**Hypothesis C:** Sales at physical stores may face the risk of cannibalization by alternative distribution channels. (Web/catalog sales cannibalize store sales)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "10b6f97d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   NumWebPurchases  NumStorePurchases\n",
      "NumWebPurchases           1.000000           0.502713\n",
      "NumStorePurchases         0.502713           1.000000\n"
     ]
    }
   ],
   "source": [
    "print(data[['NumWebPurchases', 'NumStorePurchases']].corr())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "7aaac8e9-4f31-4650-945b-906d25b90fd7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatterplot\n",
    "sns.scatterplot(x='NumWebPurchases', y='NumStorePurchases', data=data)\n",
    "plt.title(\"Web vs. Store Purchases\")\n",
    "plt.xlabel(\"Web Purchases\")\n",
    "plt.ylabel(\"Store Purchases\")\n",
    "plt.show()\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "f29e9e23",
   "metadata": {},
   "source": [
    "**Hypothesis D:** Does the United States significantly outperform the rest of the world in total purchase volumes? (US vs other countries in total purchases)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "220fee78",
   "metadata": {},
   "outputs": [],
   "source": [
    "country_purchase = data.groupby('Country_US')['total_purchases'].mean()\n",
    "print(country_purchase)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "c194a4c3-9a5c-4489-83b9-bd3472007fa1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Show Plot\n",
    "data['US_Label'] = data['Country_US'].map({True: 'US', False: 'Non-US'})\n",
    "sns.boxplot(x='US_Label', y='total_purchases', data=data)\n",
    "plt.title(\"Total Purchases: US vs. Non-US\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "f7714581-2de2-4d85-8e83-a80462f9ff6f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T-statistic: 1.4682\n",
      "P-value: 0.1447\n",
      "No statistically significant difference in total purchases between US and non-US customers.\n"
     ]
    }
   ],
   "source": [
    "# Split data into US and non-US customers\n",
    "us_customers = data[data['Country_US'] == True]['total_purchases']\n",
    "non_us_customers = data[data['Country_US'] == False]['total_purchases']\n",
    "\n",
    "# Perform independent two-sample t-test\n",
    "t_stat, p_value = ttest_ind(us_customers, non_us_customers, equal_var=False)\n",
    "\n",
    "print(f\"T-statistic: {t_stat:.4f}\")\n",
    "print(f\"P-value: {p_value:.4f}\")\n",
    "\n",
    "# Interpretation\n",
    "if p_value < 0.05:\n",
    "    print(\"The difference in total purchases between US and non-US customers is statistically significant.\")\n",
    "else:\n",
    "    print(\"No statistically significant difference in total purchases between US and non-US customers.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3050b92f",
   "metadata": {},
   "source": [
    "## Business Insights Visualizations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5f5e6cb-be5e-4ec6-b126-1b854cac8be8",
   "metadata": {},
   "source": [
    "### Identify the top-performing products and those with the lowest revenue."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "83ea06d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qysvLMX78eNjZ2cHJyQlxcXFobGw0qjly5AiCg4Nha2uLPn36IDExEYIgdOYjExERkRnr9IjQww8/jKqqKvF15MgRcd9bb72FlJQUpKamorCwEK6urggNDcXFixfFmvj4eGRkZCA9PR15eXm4dOkSIiIi0NzcLNZERkaipKQEmZmZyMzMRElJCaKiosT9zc3NCA8PR11dHfLy8pCeno5t27Zh/vz5Yo3BYEBoaCi0Wi0KCwuxevVqJCcnIyUlpdMHiYiIiMyTVaf/gpWV0ShQK0EQsGrVKvztb3/Dn/70JwDAhg0b4OLigi1btuD555+HXq/Hhx9+iI8//hijR48GAGzatAlubm7YtWsXxowZg+PHjyMzMxMFBQUICAgAALz//vsIDAzEyZMn4eXlhaysLBw7dgwVFRXQarUAgBUrViA6OhpvvPEGHBwcsHnzZly5cgVpaWlQq9Xw8fHBqVOnkJKSgoSEBKhUqjs+aERERGQeOj0i9P3330Or1cLT0xPPPfccTp8+DQA4c+YMdDodwsLCxFq1Wo3g4GDk5+cDAIqKitDU1GRUo9Vq4ePjI9bs378fGo1GDEEAMHz4cGg0GqMaHx8fMQQBwJgxY9DQ0ICioiKxJjg4GGq12qjm3LlzKCsru+Xna2hogMFgMHoRERGReepUEAoICMDGjRuxc+dOvP/++9DpdAgKCsIvv/wCnU4HAHBxcTH6Oy4uLuI+nU4HGxsbODo6tlvj7Ozc5ns7Ozsb1dz4fRwdHWFjY9NuTev71pqbWbZsmTg3SaPRwM3Nrf2DQkRERLLVqSA0btw4PP300/D19cXo0aOxY8cOANcugbW68ZKTIAi3vQx1Y83N6k1R0zpRur1+Fi9eDL1eL74qKira7Z2IiIjk665un7ezs4Ovry++//57cd7QjaMt1dXV4kiMq6srGhsbUVNT027N+fPn23yvCxcuGNXc+H1qamrQ1NTUbk11dTWAtqNW11Or1XBwcDB6ERERkXm6qyDU0NCA48ePo3fv3vD09ISrqyuys7PF/Y2NjcjNzUVQUBAAwM/PD9bW1kY1VVVVKC0tFWsCAwOh1+tx8OBBsebAgQPQ6/VGNaWlpaiqqhJrsrKyoFar4efnJ9bs3bvX6Jb6rKwsaLVaeHh43M3HJiIiIjPRqSC0YMEC5Obm4syZMzhw4AD+/Oc/w2AwYNq0aVCpVIiPj0dSUhIyMjJQWlqK6OhodO3aFZGRkQAAjUaDmTNnYv78+cjJyUFxcTGmTJkiXmoDgEGDBmHs2LGIiYlBQUEBCgoKEBMTg4iICHh5eQEAwsLC4O3tjaioKBQXFyMnJwcLFixATEyMOIITGRkJtVqN6OholJaWIiMjA0lJSbxjjIiIiESdun2+srISkyZNws8//4xevXph+PDhKCgogLu7OwDg5ZdfRn19PWJjY1FTU4OAgABkZWXB3t5e/BorV66ElZUVJk6ciPr6eowaNQppaWmwtLQUazZv3oy4uDjx7rIJEyYgNTVV3G9paYkdO3YgNjYWI0aMgK2tLSIjI5GcnCzWaDQaZGdnY86cOfD394ejoyMSEhKQkJBwZ0eKiIiIzI5K4FLL7TIYDNBoNNDr9SadL+SxaIfJvtZvpWx5uNQtEBER3ZGO/v7ms8aIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIse4qCC1btgwqlQrx8fHiNkEQsGTJEmi1Wtja2iIkJARHjx41+nsNDQ2YO3cunJycYGdnhwkTJqCystKopqamBlFRUdBoNNBoNIiKikJtba1RTXl5OcaPHw87Ozs4OTkhLi4OjY2NRjVHjhxBcHAwbG1t0adPHyQmJkIQhLv52ERERGQm7jgIFRYW4r333sPgwYONtr/11ltISUlBamoqCgsL4erqitDQUFy8eFGsiY+PR0ZGBtLT05GXl4dLly4hIiICzc3NYk1kZCRKSkqQmZmJzMxMlJSUICoqStzf3NyM8PBw1NXVIS8vD+np6di2bRvmz58v1hgMBoSGhkKr1aKwsBCrV69GcnIyUlJS7vRjExERkRlRCXcwPHLp0iU88sgjWLNmDf75z39i6NChWLVqFQRBgFarRXx8PBYuXAjg2uiPi4sL3nzzTTz//PPQ6/Xo1asXPv74Yzz77LMAgHPnzsHNzQ1ffvklxowZg+PHj8Pb2xsFBQUICAgAABQUFCAwMBAnTpyAl5cXvvrqK0RERKCiogJarRYAkJ6ejujoaFRXV8PBwQFr167F4sWLcf78eajVagDA8uXLsXr1alRWVkKlUt32sxoMBmg0Guj1ejg4OHT2UN2Sx6IdJvtav5Wy5eFSt0BERHRHOvr7+45GhObMmYPw8HCMHj3aaPuZM2eg0+kQFhYmblOr1QgODkZ+fj4AoKioCE1NTUY1Wq0WPj4+Ys3+/fuh0WjEEAQAw4cPh0ajMarx8fERQxAAjBkzBg0NDSgqKhJrgoODxRDUWnPu3DmUlZXd9LM1NDTAYDAYvYiIiMg8dToIpaen49tvv8WyZcva7NPpdAAAFxcXo+0uLi7iPp1OBxsbGzg6OrZb4+zs3ObrOzs7G9Xc+H0cHR1hY2PTbk3r+9aaGy1btkycl6TRaODm5nbTOiIiIpK/TgWhiooKzJs3D5s2bUKXLl1uWXfjJSdBEG57GerGmpvVm6Km9UrgrfpZvHgx9Hq9+KqoqGi3byIiIpKvTgWhoqIiVFdXw8/PD1ZWVrCyskJubi7effddWFlZ3XK0pbq6Wtzn6uqKxsZG1NTUtFtz/vz5Nt//woULRjU3fp+amho0NTW1W1NdXQ2g7ahVK7VaDQcHB6MXERERmadOBaFRo0bhyJEjKCkpEV/+/v6YPHkySkpK0L9/f7i6uiI7O1v8O42NjcjNzUVQUBAAwM/PD9bW1kY1VVVVKC0tFWsCAwOh1+tx8OBBsebAgQPQ6/VGNaWlpaiqqhJrsrKyoFar4efnJ9bs3bvX6Jb6rKwsaLVaeHh4dOajExERkRmy6kyxvb09fHx8jLbZ2dmhZ8+e4vb4+HgkJSXhgQcewAMPPICkpCR07doVkZGRAACNRoOZM2di/vz56NmzJ3r06IEFCxbA19dXnHw9aNAgjB07FjExMfj3v/8NAPjLX/6CiIgIeHl5AQDCwsLg7e2NqKgovP322/j111+xYMECxMTEiKM4kZGRWLp0KaKjo/HKK6/g+++/R1JSEl577bUO3TFGRERE5q1TQagjXn75ZdTX1yM2NhY1NTUICAhAVlYW7O3txZqVK1fCysoKEydORH19PUaNGoW0tDRYWlqKNZs3b0ZcXJx4d9mECROQmpoq7re0tMSOHTsQGxuLESNGwNbWFpGRkUhOThZrNBoNsrOzMWfOHPj7+8PR0REJCQlISEgw9ccmIiIiGbqjdYSUhOsIERERyc9vuo4QERERkTlgECIiIiLFYhAiIiIixWIQIiIiIsViECIiIiLFYhAiIiIixWIQIiIiIsUy+YKKRPeSHNZjArgmExHR/YojQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFidCkJr167F4MGD4eDgAAcHBwQGBuKrr74S9wuCgCVLlkCr1cLW1hYhISE4evSo0ddoaGjA3Llz4eTkBDs7O0yYMAGVlZVGNTU1NYiKioJGo4FGo0FUVBRqa2uNasrLyzF+/HjY2dnByckJcXFxaGxsNKo5cuQIgoODYWtriz59+iAxMRGCIHTmIxMREZEZ61QQ6tu3L5YvX45Dhw7h0KFDePzxx/HEE0+IYeett95CSkoKUlNTUVhYCFdXV4SGhuLixYvi14iPj0dGRgbS09ORl5eHS5cuISIiAs3NzWJNZGQkSkpKkJmZiczMTJSUlCAqKkrc39zcjPDwcNTV1SEvLw/p6enYtm0b5s+fL9YYDAaEhoZCq9WisLAQq1evRnJyMlJSUu74YBEREZF5UQl3OUTSo0cPvP3225gxYwa0Wi3i4+OxcOFCANdGf1xcXPDmm2/i+eefh16vR69evfDxxx/j2WefBQCcO3cObm5u+PLLLzFmzBgcP34c3t7eKCgoQEBAAACgoKAAgYGBOHHiBLy8vPDVV18hIiICFRUV0Gq1AID09HRER0ejuroaDg4OWLt2LRYvXozz589DrVYDAJYvX47Vq1ejsrISKpWqQ5/PYDBAo9FAr9fDwcHhbg6VEY9FO0z2tX4rZcvDpW7htuRwHAF5HEsiInPS0d/fdzxHqLm5Genp6airq0NgYCDOnDkDnU6HsLAwsUatViM4OBj5+fkAgKKiIjQ1NRnVaLVa+Pj4iDX79++HRqMRQxAADB8+HBqNxqjGx8dHDEEAMGbMGDQ0NKCoqEisCQ4OFkNQa825c+dQVlZ2y8/V0NAAg8Fg9CIiIiLz1OkgdOTIEXTr1g1qtRqzZ89GRkYGvL29odPpAAAuLi5G9S4uLuI+nU4HGxsbODo6tlvj7Ozc5vs6Ozsb1dz4fRwdHWFjY9NuTev71pqbWbZsmTg3SaPRwM3Nrf0DQkRERLLV6SDk5eWFkpISFBQU4K9//SumTZuGY8eOiftvvOQkCMJtL0PdWHOzelPUtF4FbK+fxYsXQ6/Xi6+Kiop2eyciIiL56nQQsrGxwcCBA+Hv749ly5ZhyJAheOedd+Dq6gqg7WhLdXW1OBLj6uqKxsZG1NTUtFtz/vz5Nt/3woULRjU3fp+amho0NTW1W1NdXQ2g7ajV9dRqtXhXXOuLiIiIzNNdryMkCAIaGhrg6ekJV1dXZGdni/saGxuRm5uLoKAgAICfnx+sra2NaqqqqlBaWirWBAYGQq/X4+DBg2LNgQMHoNfrjWpKS0tRVVUl1mRlZUGtVsPPz0+s2bt3r9Et9VlZWdBqtfDw8Ljbj01ERERmoFNB6JVXXsG+fftQVlaGI0eO4G9/+xv27NmDyZMnQ6VSIT4+HklJScjIyEBpaSmio6PRtWtXREZGAgA0Gg1mzpyJ+fPnIycnB8XFxZgyZQp8fX0xevRoAMCgQYMwduxYxMTEoKCgAAUFBYiJiUFERAS8vLwAAGFhYfD29kZUVBSKi4uRk5ODBQsWICYmRhzBiYyMhFqtRnR0NEpLS5GRkYGkpCQkJCR0+I4xIiIiMm9WnSk+f/48oqKiUFVVBY1Gg8GDByMzMxOhoaEAgJdffhn19fWIjY1FTU0NAgICkJWVBXt7e/FrrFy5ElZWVpg4cSLq6+sxatQopKWlwdLSUqzZvHkz4uLixLvLJkyYgNTUVHG/paUlduzYgdjYWIwYMQK2traIjIxEcnKyWKPRaJCdnY05c+bA398fjo6OSEhIQEJCwp0dKSIiIjI7d72OkLnjOkL3NzkcR0Aex5KIyJz85usIEREREckdgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpVqeC0LJly/C73/0O9vb2cHZ2xpNPPomTJ08a1QiCgCVLlkCr1cLW1hYhISE4evSoUU1DQwPmzp0LJycn2NnZYcKECaisrDSqqampQVRUFDQaDTQaDaKiolBbW2tUU15ejvHjx8POzg5OTk6Ii4tDY2OjUc2RI0cQHBwMW1tb9OnTB4mJiRAEoTMfm4iIiMxUp4JQbm4u5syZg4KCAmRnZ+Pq1asICwtDXV2dWPPWW28hJSUFqampKCwshKurK0JDQ3Hx4kWxJj4+HhkZGUhPT0deXh4uXbqEiIgINDc3izWRkZEoKSlBZmYmMjMzUVJSgqioKHF/c3MzwsPDUVdXh7y8PKSnp2Pbtm2YP3++WGMwGBAaGgqtVovCwkKsXr0aycnJSElJuaODRUREROZFJdzF8MiFCxfg7OyM3NxcjBw5EoIgQKvVIj4+HgsXLgRwbfTHxcUFb775Jp5//nno9Xr06tULH3/8MZ599lkAwLlz5+Dm5oYvv/wSY8aMwfHjx+Ht7Y2CggIEBAQAAAoKChAYGIgTJ07Ay8sLX331FSIiIlBRUQGtVgsASE9PR3R0NKqrq+Hg4IC1a9di8eLFOH/+PNRqNQBg+fLlWL16NSorK6FSqW77GQ0GAzQaDfR6PRwcHO70ULXhsWiHyb7Wb6VsebjULdyWHI4jII9jSURkTjr6+/uu5gjp9XoAQI8ePQAAZ86cgU6nQ1hYmFijVqsRHByM/Px8AEBRURGampqMarRaLXx8fMSa/fv3Q6PRiCEIAIYPHw6NRmNU4+PjI4YgABgzZgwaGhpQVFQk1gQHB4shqLXm3LlzKCsru+lnamhogMFgMHoRERGRebrjICQIAhISEvCHP/wBPj4+AACdTgcAcHFxMap1cXER9+l0OtjY2MDR0bHdGmdn5zbf09nZ2ajmxu/j6OgIGxubdmta37fW3GjZsmXivCSNRgM3N7fbHAkiIiKSqzsOQi+88AK+++47bN26tc2+Gy85CYJw28tQN9bcrN4UNa1XAm/Vz+LFi6HX68VXRUVFu30TERGRfN1REJo7dy6++OIL7N69G3379hW3u7q6Amg72lJdXS2OxLi6uqKxsRE1NTXt1pw/f77N971w4YJRzY3fp6amBk1NTe3WVFdXA2g7atVKrVbDwcHB6EVERETmqVNBSBAEvPDCC9i+fTu+/vpreHp6Gu339PSEq6srsrOzxW2NjY3Izc1FUFAQAMDPzw/W1tZGNVVVVSgtLRVrAgMDodfrcfDgQbHmwIED0Ov1RjWlpaWoqqoSa7KysqBWq+Hn5yfW7N271+iW+qysLGi1Wnh4eHTmoxMREZEZ6lQQmjNnDjZt2oQtW7bA3t4eOp0OOp0O9fX1AK5dboqPj0dSUhIyMjJQWlqK6OhodO3aFZGRkQAAjUaDmTNnYv78+cjJyUFxcTGmTJkCX19fjB49GgAwaNAgjB07FjExMSgoKEBBQQFiYmIQEREBLy8vAEBYWBi8vb0RFRWF4uJi5OTkYMGCBYiJiRFHcSIjI6FWqxEdHY3S0lJkZGQgKSkJCQkJHbpjjIiIiMybVWeK165dCwAICQkx2v7RRx8hOjoaAPDyyy+jvr4esbGxqKmpQUBAALKysmBvby/Wr1y5ElZWVpg4cSLq6+sxatQopKWlwdLSUqzZvHkz4uLixLvLJkyYgNTUVHG/paUlduzYgdjYWIwYMQK2traIjIxEcnKyWKPRaJCdnY05c+bA398fjo6OSEhIQEJCQmc+NhEREZmpu1pHSAm4jtD9TQ7HEZDHsSQiMif3ZB0hIiIiIjljECIiIiLFYhAiIiIixWIQIiIiIsViECIiIiLFYhAiIiIixWIQIiIiIsViECIiIiLFYhAiIiIixWIQIiIiIsViECIiIiLFYhAiIiIixWIQIiIiIsViECIiIiLFYhAiIiIixWIQIiIiIsViECIiIiLFYhAiIiIixWIQIiIiIsViECIiIiLFYhAiIiIixWIQIiIiIsViECIiIiLFYhAiIiIixWIQIiIiIsViECIiIiLFYhAiIiIixWIQIiIiIsViECIiIiLFYhAiIiIixWIQIiIiIsViECIiIiLFYhAiIiIixWIQIiIiIsViECIiIiLFYhAiIiIixWIQIiIiIsViECIiIiLFYhAiIiIixWIQIiIiIsXqdBDau3cvxo8fD61WC5VKhc8//9xovyAIWLJkCbRaLWxtbRESEoKjR48a1TQ0NGDu3LlwcnKCnZ0dJkyYgMrKSqOampoaREVFQaPRQKPRICoqCrW1tUY15eXlGD9+POzs7ODk5IS4uDg0NjYa1Rw5cgTBwcGwtbVFnz59kJiYCEEQOvuxiYiIyAx1OgjV1dVhyJAhSE1Nven+t956CykpKUhNTUVhYSFcXV0RGhqKixcvijXx8fHIyMhAeno68vLycOnSJURERKC5uVmsiYyMRElJCTIzM5GZmYmSkhJERUWJ+5ubmxEeHo66ujrk5eUhPT0d27Ztw/z588Uag8GA0NBQaLVaFBYWYvXq1UhOTkZKSkpnPzYRERGZIavO/oVx48Zh3LhxN90nCAJWrVqFv/3tb/jTn/4EANiwYQNcXFywZcsWPP/889Dr9fjwww/x8ccfY/To0QCATZs2wc3NDbt27cKYMWNw/PhxZGZmoqCgAAEBAQCA999/H4GBgTh58iS8vLyQlZWFY8eOoaKiAlqtFgCwYsUKREdH44033oCDgwM2b96MK1euIC0tDWq1Gj4+Pjh16hRSUlKQkJAAlUp1RweNiIiIzINJ5widOXMGOp0OYWFh4ja1Wo3g4GDk5+cDAIqKitDU1GRUo9Vq4ePjI9bs378fGo1GDEEAMHz4cGg0GqMaHx8fMQQBwJgxY9DQ0ICioiKxJjg4GGq12qjm3LlzKCsrM+VHJyIiIhkyaRDS6XQAABcXF6PtLi4u4j6dTgcbGxs4Ojq2W+Ps7Nzm6zs7OxvV3Ph9HB0dYWNj025N6/vWmhs1NDTAYDAYvYiIiMg8dfrSWEfceMlJEITbXoa6seZm9aaoaZ0ofat+li1bhqVLl7bbK5E58li0Q+oWbqtsebjULRCRmTHpiJCrqyuAtqMt1dXV4kiMq6srGhsbUVNT027N+fPn23z9CxcuGNXc+H1qamrQ1NTUbk11dTWAtqNWrRYvXgy9Xi++Kioqbv/BiYiISJZMGoQ8PT3h6uqK7OxscVtjYyNyc3MRFBQEAPDz84O1tbVRTVVVFUpLS8WawMBA6PV6HDx4UKw5cOAA9Hq9UU1paSmqqqrEmqysLKjVavj5+Yk1e/fuNbqlPisrC1qtFh4eHjf9DGq1Gg4ODkYvIiIiMk+dDkKXLl1CSUkJSkpKAFybIF1SUoLy8nKoVCrEx8cjKSkJGRkZKC0tRXR0NLp27YrIyEgAgEajwcyZMzF//nzk5OSguLgYU6ZMga+vr3gX2aBBgzB27FjExMSgoKAABQUFiImJQUREBLy8vAAAYWFh8Pb2RlRUFIqLi5GTk4MFCxYgJiZGDC+RkZFQq9WIjo5GaWkpMjIykJSUxDvGiIiICMAdzBE6dOgQHnvsMfF9QkICAGDatGlIS0vDyy+/jPr6esTGxqKmpgYBAQHIysqCvb29+HdWrlwJKysrTJw4EfX19Rg1ahTS0tJgaWkp1mzevBlxcXHi3WUTJkwwWrvI0tISO3bsQGxsLEaMGAFbW1tERkYiOTlZrNFoNMjOzsacOXPg7+8PR0dHJCQkiD0TERGRsqkELrPcLoPBAI1GA71eb9LLZJyYahpyOI4Aj6WpyOE4EtH9oaO/v/msMSIiIlIsBiEiIiJSrN9kHSEiIiXjZUYi+eCIEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFp81RkRE9yU5PLMN4HPb5I5BiIiIyMzJIVRKFSh5aYyIiIgUi0GIiIiIFItBiIiIiBSLQYiIiIgUi0GIiIiIFItBiIiIiBSLQYiIiIgUi0GIiIiIFItBiIiIiBSLQYiIiIgUi0GIiIiIFItBiIiIiBSLQYiIiIgUi0GIiIiIFItBiIiIiBSLQYiIiIgUi0GIiIiIFItBiIiIiBSLQYiIiIgUi0GIiIiIFItBiIiIiBSLQYiIiIgUi0GIiIiIFItBiIiIiBSLQYiIiIgUSxFBaM2aNfD09ESXLl3g5+eHffv2Sd0SERER3QfMPgh98skniI+Px9/+9jcUFxfj0Ucfxbhx41BeXi51a0RERCQxsw9CKSkpmDlzJmbNmoVBgwZh1apVcHNzw9q1a6VujYiIiCRmJXUDv6XGxkYUFRVh0aJFRtvDwsKQn59/07/T0NCAhoYG8b1erwcAGAwGk/bW0nDZpF/vt2Dqz/xbkMNxBHgsTUUOxxHgsTQVORxHgMfSVEx9HFu/niAI7daZdRD6+eef0dzcDBcXF6PtLi4u0Ol0N/07y5Ytw9KlS9tsd3Nz+016vJ9pVkndgfngsTQNHkfT4bE0HR5L0/itjuPFixeh0Whuud+sg1ArlUpl9F4QhDbbWi1evBgJCQni+5aWFvz666/o2bPnLf+O1AwGA9zc3FBRUQEHBwep25E1HkvT4bE0DR5H0+GxNB05HEtBEHDx4kVotdp268w6CDk5OcHS0rLN6E91dXWbUaJWarUaarXaaFv37t1/qxZNysHB4b79gZQbHkvT4bE0DR5H0+GxNJ37/Vi2NxLUyqwnS9vY2MDPzw/Z2dlG27OzsxEUFCRRV0RERHS/MOsRIQBISEhAVFQU/P39ERgYiPfeew/l5eWYPXu21K0RERGRxMw+CD377LP45ZdfkJiYiKqqKvj4+ODLL7+Eu7u71K2ZjFqtxuuvv97mkh51Ho+l6fBYmgaPo+nwWJqOOR1LlXC7+8qIiIiIzJRZzxEiIiIiag+DEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoOQGTEYDPj8889x/PhxqVuRNR5Huh/U19fj8uX//8Tws2fPYtWqVcjKypKwK/nj+U03YhCSsYkTJyI1NRXAtX80/f39MXHiRAwePBjbtm2TuDv54HE0nczMTOTl5Ynv//Wvf2Ho0KGIjIxETU2NhJ3JzxNPPIGNGzcCAGpraxEQEIAVK1bgiSeewNq1ayXuTj54fptORUUFKisrxfcHDx5EfHw83nvvPQm7unsMQjK2d+9ePProowCAjIwMCIKA2tpavPvuu/jnP/8pcXfyweNoOi+99BIMBgMA4MiRI5g/fz7++Mc/4vTp00hISJC4O3n59ttvxZ/L//znP3BxccHZs2exceNGvPvuuxJ3Jx88v00nMjISu3fvBgDodDqEhobi4MGDeOWVV5CYmChxd3eOQUjG9Ho9evToAeDa/8SffvppdO3aFeHh4fj+++8l7k4+eBxN58yZM/D29gYAbNu2DREREUhKSsKaNWvw1VdfSdydvFy+fBn29vYAgKysLPzpT3+ChYUFhg8fjrNnz0rcnXzw/Dad0tJS/P73vwcAfPrpp/Dx8UF+fj62bNmCtLQ0aZu7CwxCMubm5ob9+/ejrq4OmZmZCAsLAwDU1NSgS5cuEncnHzyOpmNjYyPOa9m1a5d4LHv06CGOFFHHDBw4EJ9//jkqKiqwc+dO8VhWV1fDwcFB4u7kg+e36TQ1NYnPFtu1axcmTJgAAHjooYdQVVUlZWt3hUFIxuLj4zF58mT07dsXvXv3RkhICIBrQ8G+vr7SNicj1x9HrVbL43gX/vCHPyAhIQH/+Mc/cPDgQYSHhwMATp06hb59+0rcnby89tprWLBgATw8PBAQEIDAwEAA10aHhg0bJnF38sHz23QefvhhrFu3Dvv27UN2djbGjh0LADh37hx69uwpcXd3jg9dlblDhw6hoqICoaGh6NatGwBgx44d6N69O0aMGCFxd/JRVFSE8vLyNsfR0dERQUFBEncnH+Xl5YiNjUVFRQXi4uIwc+ZMAMCLL76I5uZmzm3pJJ1Oh6qqKgwZMgQWFtf+33rw4EFoNBp4eXlJ3J188Pw2jT179uCpp56CwWDAtGnTsH79egDAK6+8ghMnTmD79u0Sd3hnGITMQGNjI86cOYMBAwbAyspK6nZkJzExEQsWLEDXrl2NttfX1+Ptt9/Ga6+9JlFnpGQzZszAO++8I84TalVXV4e5c+eKv4SofTy/Tau5uRkGgwGOjo7itrKyMtjZ2aFXr14SdnbnGIRk7PLly5g7dy42bNgA4Nrlh/79+yMuLg5arRaLFi2SuEN5sLS0RFVVFZydnY22//LLL3B2dkZzc7NEnclDZ+b+cG5Lx93q5/Lnn3+Gq6srrl69KlFn8sLz23Qef/xxbN++Hd27dzfabjAY8OSTT+Lrr7+WprG7xOEDGVu8eDEOHz6MPXv2iNdqAWD06NF4/fXXGYQ6SBAEqFSqNtsPHz4s3m1Ct9a9e/ebHr+b4S+d2zMYDBAEAYIg4OLFi0YTepubm/Hll1+2+aVOt8bz23T27NmDxsbGNtuvXLmCffv2SdCRaTAIydjnn3+OTz75BMOHDzc60b29vfHjjz9K2Jk8ODo6QqVSQaVS4cEHHzQ6hs3Nzbh06RJmz54tYYfy0LquCHBtiHzRokWIjo4WJ/fu378fGzZswLJly6RqUVZag2Xrz+WNVCoVli5dKkFn8sLz23S+++478c/Hjh2DTqcT3zc3NyMzMxN9+vSRojWT4KUxGevatStKS0vRv39/2Nvb4/Dhw+jfvz8OHz6MkSNHQq/XS93ifW3Dhg0QBAEzZszAqlWroNFoxH02Njbw8PAQf5lTx4waNQqzZs3CpEmTjLZv2bIF7733Hvbs2SNNYzKSm5sLQRDw+OOPY9u2bUajFjY2NnB3d4dWq5WwQ3ng+W06FhYWYpC8WWSwtbXF6tWrMWPGjHvdmkkwCMlYcHAw/vznP2Pu3Lmwt7fHd999B09PT7zwwgv44YcfkJmZKXWLspCbm4sRI0ZworkJdO3aFYcPH8YDDzxgtP3UqVMYOnSo0bOzqH1nz55Fv379OnzZkW6O5/fdO3v2LARBQP/+/XHw4EGjSdE2NjZwdnaGpaWlhB3eHf5kyNiyZcswduxYHDt2DFevXsU777yDo0ePYv/+/cjNzZW6Pdmoq6tDTk4OxowZY7R9586daGlpwbhx4yTqTH7c3Nywbt06rFixwmj7v//9b7i5uUnUlTx9/fXX6NatG5555hmj7Z999hkuX76MadOmSdSZvPD8vnvu7u4AgJaWFok7+W1wQUUZCwoKwjfffIPLly9jwIAByMrKgouLC/bv3w8/Pz+p25ONRYsW3XQSryAInHDeSStXrsSaNWvg4+ODWbNmYdasWfDx8cGaNWuwcuVKqduTleXLl8PJyanNdmdnZyQlJUnQkTzx/L47X3zxBZqamsQ/t/eSK14aI8WztbXF8ePH4eHhYbS9rKwMDz/8MOrq6qRpTKYqKyuxZs0anDhxAoIgwNvbG7Nnz+aIUCd16dIFJ06cuOnP5aBBg1BfXy9NYzLD8/vuWFhYQKfTwdnZWVzU82ZUKpVs7wrlpTGZa2lpwQ8//IDq6uo2w5YjR46UqCt50Wg0OH36dJt/KH/44QfY2dlJ05SM9e3blyMWJuDs7Izvvvuuzc/l4cOHZf04g3uN5/fduf73irleGmMQkrGCggJERkaKE9muJ+d0fq9NmDAB8fHxyMjIwIABAwBc+0dy/vz54kMFqeNqa2vx4Ycf4vjx41CpVPD29saMGTOM7tqh23vuuecQFxcHe3t78T81ubm5mDdvHp577jmJu5MPnt90O7w0JmNDhw7Fgw8+iKVLl6J3795t7i7hL56O0ev1GDt2LA4dOiQ+GLSyshKPPvroTVdRpVs7dOgQxowZA1tbW/z+97+HIAg4dOgQ6uvrkZWVhUceeUTqFmWjsbERUVFR+Oyzz8Q7nlpaWjB16lSsW7cONjY2EncoDzy/TScxMbHd/XJ9XAmDkIzZ2dnh8OHDGDhwoNStyJ4gCMjOzsbhw4dha2uLwYMH89LiHXj00UcxcOBAvP/+++Iv76tXr2LWrFk4ffo09u7dK3GH8nPq1Cnx59LX11e8g4c6jue3aQwbNszofVNTE86cOQMrKysMGDAA3377rUSd3R0GIRl7/PHH8fLLLxs9XoNISra2tiguLsZDDz1ktP3YsWPw9/fnOkJEZsZgMCA6OhpPPfUUoqKipG7njnCOkIzNnTsX8+fPh06ng6+vL6ytrY32Dx48WKLO5MVch3ul4ODggPLy8jZBqKKios1T1Kl9t1ull0+f7xie378tBwcHJCYmIiIiQrZBiCNCMnazWxlVKpX4kEFOlu4Ycx3ulUJcXBwyMjKQnJyMoKAgqFQq5OXl4aWXXsLTTz+NVatWSd2ibDz11FNG75uamlBaWora2lrxKeB0ezy/f3t5eXkYP348ampqpG7ljnBESMbOnDkjdQtmobi4uM2264d7qeOSk5OhUqkwdepUXL16FQBgbW2Nv/71r1i+fLnE3clLRkZGm20tLS2IjY1F//79JehInnh+m867775r9F4QBFRVVeHjjz+W9RQNjggR3UJpaSkiIiJQVlYmdSuy0NzcjLy8PPj6+qJLly748ccfIQgCBg4ciK5du0rdntk4efIkQkJCUFVVJXUrssbzu/M8PT2N3ltYWKBXr154/PHHsXjxYtle/uaIkMx88cUXGDduHKytrW+7pDnXyLg7tbW10Ov1UrchG5aWlhgzZgyOHz+OHj16wNfXV+qWzNKPP/4ojrbRneP53XnmehWCQUhmnnzySXG58yeffPKWdZwj1HHmOtwrBV9fX5w+fbrN/xyp8xISEozet/5c7tixgw9c7QSe36Zx9epVdOnSBSUlJfDx8ZG6HZPipTFSPHMd7pVCVlYWFi5ciH/84x/w8/Nr8wgDBwcHiTqTn8cee8zo/fU/lzNmzBDXaaL28fw2nQEDBmD79u0YMmSI1K2YFIOQDH3wwQd4/PHHOWGS7jvX38l4/UrnvJORSP4++ugjfPbZZ9i0aRN69OghdTsmwyAkQ3Z2drhy5Qr69OmDxx57DI899hgef/xx9OvXT+rWSOFyc3Pb3R8cHHyPOiEiUxs2bBh++OEHNDU1wd3dvc2Ir1yXIuDYqgzV1taioKAAubm52L17N+bMmYMrV67A3d0djz/+uBiOtFqt1K3et/70pz91uJbrtXSMIAjQarVoamrCgw8+yEs3d2DYsGFtnhl4K3L9pXMv8Pz+bbQ3L1XO+C+VDFlbW+PRRx/Fo48+ir///e9oampCQUEBdu/ejT179mDr1q1oaGjgnSXtuP6BtIIgICMjAxqNBv7+/gCAoqIi1NbWduofVCUrKyvDE088gdLSUgCAm5sbtm/fzoesdtL1v2iuXLmCNWvWwNvbG4GBgQCAgoICHD16FLGxsRJ1KA88v01r/fr1mDx5Ml5//XWpW/lN8NKYGbhy5Qq++eYbfP3119izZw8OHTqEfv364fvvv5e6NVlYuHAhfv31V6xbtw6WlpYArq2JExsbCwcHB7z99tsSd3j/e/bZZ1FSUoLXX38dXbp0wdtvv43m5mYcPHhQ6tZka9asWejduzf+8Y9/GG1//fXXUVFRwUdsdBDP77tnaWmJqqoqODs7AwC0Wi3y8/Ph4eEhbWMmwiAkQ1euXEF+fj727NmDr7/+GocOHUL//v0xcuRIBAcHIzg4mJfFOqFXr17Iy8uDl5eX0faTJ08iKCgIv/zyi0SdyYdWq8XWrVvFOUCVlZVwd3fHpUuXYGtrK3F38qTRaHDo0CE88MADRtu///57+Pv7cw2cDuL5ffcsLCzEZVsAwN7eHocPHzabG3Z4aUyGunfvDhcXF0yYMAHz5s1DcHCw+ANKnXf16lUcP368zT+Ux48fR0tLi0RdyYtOpzN60Grfvn1ha2uL8+fPm83/Gu81W1tb5OXltQlCeXl56NKli0RdyQ/Pb7odBiEZGjJkCEpKSpCbmwuVSgULCwuEhISgZ8+eUrcmS9OnT8eMGTPwww8/YPjw4QCuzcVYvnw5pk+fLnF38tD6c3g9CwsLcMD5zsXHx+Ovf/0rioqKjH4u169fzyemdwLP77unUqmMJvHf+F7ueGlMpurq6rBv3z5xgnRxcTEefPBBhISEiJfHOErUMS0tLUhOTsY777wjPr+pd+/emDdvHubPny/OK6Bbs7CwgEajMfrHsba2Fg4ODkYB6ddff5WiPdn69NNP8c477+D48eMAgEGDBmHevHmYOHGixJ3JB8/vu3fj+X2zcxuQ7/nNIGQmLl68iH379iE7OxsfffQRLl26xLvG7oDBYADAFZA7a8OGDR2q46MhSEo8v++MuZ/fDEIy19LSgsLCQuzZswe7d+/GN998g7q6Ori7u5vtA/J+KxcuXMDJkyehUqng5eUFJycnqVsiQlFREY4fPw6VSgVvb28MGzZM6pZkiec33QqDkAwVFhaKl8Ty8vJw6dIl9O3bFyEhIeJiipyg2nF1dXWYO3cuNm7cKE6etLS0xNSpU7F69Wp07dpV4g5Jiaqrq/Hcc89hz5496N69OwRBgF6vx2OPPYb09HT06tVL6hZlgee36fTv3x+FhYVt5qPW1tbikUcewenTpyXq7O4wCMmQhYUFevfuLQafkJAQDBw4UOq2ZOv555/Hrl27kJqaihEjRgC4dmdOXFwcQkNDsXbtWok7vL85Ojp2eOKkXOcQSOHZZ5/Fjz/+iI8//hiDBg0CABw7dgzTpk3DwIEDsXXrVok7lAee36Zz4230rc6fPw83Nzc0NjZK1NndYRCSoZMnT7a5FZTunJOTE/7zn/8gJCTEaPvu3bsxceJEXLhwQZrGZOL6+QO//PIL/vnPf2LMmDHiasj79+/Hzp078eqrr+LFF1+Uqk3Z0Wg02LVrF373u98ZbT948CDCwsJQW1srTWMyw/P77n3xxRcArq18vmHDBqOVu5ubm5GTk4Ps7GycPHlSqhbvCm+fl6HWEGSuw5T32uXLl+Hi4tJmu7OzMy5fvixBR/Jy/QTJp59+GomJiXjhhRfEbXFxcUhNTcWuXbsYhDqhpaUF1tbWbbZbW1tz/ZtO4Pl991of/aJSqdpMiLa2toaHhwdWrFghQWemwREhGWtvmLJfv35oaGiQqDN5GTVqFHr27ImNGzeKC9XV19dj2rRp+PXXX7Fr1y6JO5SPbt26oaSkpM2l2u+//x7Dhg3DpUuXJOpMfp544gnU1tZi69at4krxP/30EyZPngxHR0dkZGRI3KE88Pw2HU9PTxQWFprdRHOOCMlQ6zAlAOzcufOmw5ScLN1xq1atwrhx49C3b18MGTIEKpUKJSUl6NKlC3bu3Cl1e7LSs2dPZGRk4KWXXjLa/vnnn3PBz05KTU3FE088AQ8PD7i5uUGlUqG8vBy+vr7YtGmT1O3JBs9v0zHXO5E5IiRDrYtYqVSqNiv3Xj9MGRERIUV7slRfX49NmzbhxIkTEAQB3t7emDx5Mp+T1UlpaWmYOXMmxo4da/TE9MzMTHzwwQeIjo6WtkEZys7ONvq5HD16tNQtyQ7Pb9PJyclBTk4Oqqur21yileuDgBmEZMxchynvpaamJnh5eeF///sfvL29pW7HLBw4cADvvvsujh8/Lv7SiYuLQ0BAgNStycbVq1fRpUsXlJSUwMfHR+p2ZIvnt2ktXboUiYmJ8Pf3R+/evdvcLSrXy7W8NCZj5jpMeS9ZW1ujoaHBrJ6bI7WAgABs3rxZ6jZkzcrKCu7u7mhubpa6FVnj+W1a69atQ1paGqKioqRuxaQ4IiRz5jhMea8tX74cJ06cwAcffAArK/7foLNaH1vQEXy0Qcd99NFH+Oyzz7Bp0yb06NFD6nZki+e36fTs2RMHDx7EgAEDpG7FpBiEZMxchynvtaeeego5OTno1q0bfH19YWdnZ7R/+/btEnUmDxYWFrf9H7cgCFCpVBzh6IRhw4bhhx9+QFNTE9zd3dv8XH777bcSdSYvPL9NZ+HChejWrRteffVVqVsxKcZjGTPXYcp7rXv37nj66aelbkO2du/eLXULZumJJ57gJR0T4PltOleuXMF7772HXbt2YfDgwW3WuUpJSZGos7vDESEZM9dhSiIiuv889thj7e6X63+KGIRkzFyHKe+VlpYWrFixAp9//jmampowevRovPbaa+Kia3Rnamtr8eGHHxo9MX3GjBlG613RrV2+fBkvvfSS0c/lu+++y7tDO4nnN3UUg5CMzZs3Dxs3bsTgwYPNapjyXlm2bBn+/ve/Y9SoUbC1tcXOnTsxdepUvPfee1K3JluHDh3CmDFjYGtri9///vcQBAGHDh1CfX09srKy8Mgjj0jd4n3vpZdewpo1azB58mR06dIFW7duRUhICD777DOpW5MVnt+mM2PGjNvWqFQqfPjhh/egG9NjEJIxcx2mvFe8vLwwb948xMbGAgAyMzPx5JNPor6+nnMz7tCjjz6KgQMH4v333xfv0Ll69SpmzZqF06dPY+/evRJ3eP8bMGAA3njjDTz33HMArj1kdcSIEbhy5QosLS0l7k4+eH6bjoWFBdzd3TFs2LA2i/heT6436DAIkWJ16dIFp06dQr9+/QBcu7OpS5cuOH36NPr06SNxd/Jka2uL4uJiPPTQQ0bbjx07Bn9/fz7ksgNsbGxw5swZo59BW1tbnDp1Cm5ubhJ2Ji88v00nNjYW6enp6NevH2bMmIEpU6aY1ZIOvGtMhsx9mPJeaWxsNFpiX6VSwcbGhg+rvQsODg4oLy9vE4QqKipgb28vUVfy0tzcDBsbG6NtVlZWuHr1qkQdyRPPb9NZs2YNVq5cie3bt2P9+vVYvHgxwsPDMXPmTISFhcl+hI1BSIbS0tI6NExJt/fqq6+ia9eu4vvGxka88cYbRhN7Odeq45599lnMnDkTycnJCAoKgkqlQl5eHl566SVMmjRJ6vZkQRAEREdHQ61Wi9uuXLmC2bNnG62Bw/Vvbo/nt+mo1WpMmjQJkyZNwtmzZ5GWlobY2Fg0NTXh2LFj6Natm9Qt3jEGIRmaPXs20tPTcfr0abMcprxXRo4ciZMnTxptCwoKwunTpyXqSP6Sk5OhUqkwdepUcQTD2toaf/3rX7F8+XKJu5OHadOmtdk2ZcoUCTqRN57fvx2VSiU+9PvGJxrIEecIyVRDQ4M4TJmfn29Ww5Qkf5cvX8aPP/4IQRAwcOBAo/+VE5H8XP87Jy8vDxEREZg+fTrGjh0LCwsLqdu7K/LuXsFahymzs7Nx7NgxPPzww4iNjYW7uzsuXbokdXuykpiYeNNJvPX19UhMTJSgI/nr2rUrfH19MXjwYIYgkhTP77sXGxuL3r17480330RERAQqKyvx2Wef4Y9//KPsQxDAESGzUF5ejrS0NKSlpaGxsREnTpyQ9fXae83S0hJVVVVwdnY22v7LL7/A2dmZz8fqgKqqKqSmpuKNN94AAPzhD38w+uVjaWmJzz//nHfrdEJdXR2WL19+y4cq8xJPx/D8vnsWFhbo168fhg0b1u4VB7nOW+McIZm62TBlamqqWQxT3mutDwS90eHDhzn3qoPWrFmD2tpa8f3hw4cxY8YM8fh99dVXWLlyJZKTkyXqUH5mzZqF3NxcREVF3fShytQxPL/v3tSpU836548jQjJ0/ZoO06dPx5QpU9CzZ0+p25IdR0dHqFQq6PV6ODg4GJ3ozc3NuHTpEmbPno1//etfEnYpD0OHDsXbb7+N0NBQAIC9vT0OHz6M/v37AwB27tyJhIQEHD16VMo2ZaV79+7YsWMHRowYIXUrssTzmzqKI0IytG7dOvTr1w+enp7Izc1Fbm7uTevkOkx5r6xatQqCIGDGjBlYunSp0S21NjY28PDwQGBgoIQdykdZWZnRw39DQ0ONbvX28vLCmTNnpGhNthwdHTlicRd4flNHMQjJkLkPU94rrbcpe3p6IigoqM2z2qjjrl69Cr1eL76/MYTX1NTwkm0n/eMf/8Brr72GDRs2cML5Hbj+/B4xYoT4yBeiG/EnQ4bS0tKkbsGsBAcHi3+ur69HU1OT0X4HB4d73ZLseHl5IT8/H8OGDbvp/n379uHBBx+8x13Jz42TUX/44Qe4uLjAw8OjTVD/9ttv73V7shQcHIwff/wRH330EX788Ue88847cHZ2RmZmJtzc3PDwww9L3SJJjEGIFO/y5ct4+eWX8emnn+KXX35ps593ldzec889h9deew2PPvooBg8ebLTv8OHDWLp0KRYtWiRRd/Lx5JNPSt2C2cnNzcW4ceMwYsQI7N27F2+88QacnZ3x3Xff4YMPPsB//vMfqVskiXGyNCnenDlzsHv3biQmJmLq1Kn417/+hZ9++gn//ve/sXz5ckyePFnqFu97TU1NGD16NPLz8xEaGgovLy+oVCqcOHEC2dnZCAwMRE5ODi8/0j0XGBiIZ555BgkJCUaT+AsLC/Hkk0/ip59+krpFkhiDEClev379sHHjRoSEhMDBwQHffvstBg4ciI8//hhbt27Fl19+KXWLstDY2IiUlBSkp6fj1KlTAIAHHngAkyZNwosvvmj07Cy6vYqKCqhUKvTt2xcAcPDgQWzZsgXe3t74y1/+InF38tGtWzccOXIEnp6eRkGorKwMDz30EK5cuSJ1iyQxzl4kxfv111/h6ekJ4Np8oF9//RXAtUUB9+7dK2VrsmJjY4NFixahpKQEly9fxuXLl3H48GEsWrSIIegOREZGYvfu3QAAnU6H0aNH4+DBg3jllVe4InIndO/eHVVVVW22FxcXc4FPAsAgRCT+7xAAvL298emnnwIA/vvf/6J79+7SNSZD/fv3v+k8q9raWnFNIeqY0tJS/P73vwcAfPrpp/D19UV+fj62bNnCGyY6ITIyEgsXLoROp4NKpUJLSwu++eYbLFiwAFOnTpW6PboPMAiR4k2fPh2HDx8GACxevBhr1qyBWq3Giy++iJdeekni7uSlrKzsppPLGxoaOBejk5qamsSRtF27dmHChAkAgIceeuimIxx0c2+88Qb69euHPn364NKlS/D29sbIkSMRFBSEv//971K3R/cBzhEiukF5eTkOHTqEAQMGYMiQIVK3IwtffPEFgGt3PW3YsMFo8brm5mbk5OQgOzsbJ0+elKpF2QkICMBjjz2G8PBwhIWFoaCgAEOGDEFBQQH+/Oc/o7KyUuoWZeXHH39EcXExWlpaMGzYMDzwwANSt0T3CQYhoutcuXIFXbp0kboN2WldLFGlUuHGf1Ksra3h4eGBFStWICIiQor2ZGnPnj146qmnYDAYMG3aNKxfvx4A8Morr+DEiRNcOb6TGhsbcebMGQwYMICLK5IRBiFSvObmZiQlJWHdunU4f/48Tp06hf79++PVV1+Fh4cHZs6cKXWLsuHp6YnCwkI4OTlJ3YpZaG5uhsFggKOjo7itrKwMXbt2bfM0dbq5y5cvY+7cudiwYQMAiOd3XFwctFot17cizhEieuONN5CWloa33noLNjY24nZfX1988MEHEnYmP2fOnGEIMiFLS0ujEAQAHh4eDEGdsHjxYhw+fBh79uwxGu0dPXo0PvnkEwk7o/sFxwdJ8TZu3Ij33nsPo0aNwuzZs8XtgwcPxokTJyTsTJ5ycnKQk5OD6upqtLS0GO1rvbxDN/fII48gJycHjo6ObR63cSM+YqNjPv/8c3zyyScYPny40fH09vbGjz/+KGFndL9gECLF++mnnzBw4MA221taWto8d4zat3TpUiQmJsLf3x+9e/fmw4E76YknnhDvFOPjNkzjwoULNx1Bq6ur488nAWAQIsLDDz+Mffv2wd3d3Wj7Z599dsuHiNLNrVu3DmlpaYiKipK6FVl6/fXXsX79ekyePBmvv/661O2Yhd/97nfYsWMH5s6dCwBi+Hn//fcRGBgoZWt0n2AQIsV7/fXXERUVhZ9++gktLS3Yvn07Tp48iY0bN+J///uf1O3JSmNjI4KCgqRuQ9ZiYmIQEREhjmJotVrk5+fDw8ND2sZkatmyZRg7diyOHTuGq1ev4p133sHRo0exf/9+5ObmSt0e3Qc4WZoUb/z48fjkk0/w5ZdfQqVS4bXXXsPx48fx3//+F6GhoVK3JyuzZs3Cli1bpG5D1m68kffixYtt5lpRxwUFBeGbb77B5cuXMWDAAGRlZcHFxQX79++Hn5+f1O3RfYC3zxORycybNw8bN27E4MGDMXjw4DZPm09JSZGoM/mwsLCATqcTR4Suf1AoEZkeL40Rkcl89913GDp0KIBrz8qizlOpVEaTeG98T50zefJkhISEICQkhKtJ001xRIgUq6P/wz59+vRv3AnR/2dhYQGNRiOGn9raWjg4OIird7f69ddfpWhPdp5//nnk5ubi1KlTcHV1RXBwMIKDgxESEoKHHnpI6vboPsAgRIplYWEBd3d3REZGtrtA3bx58+5hV/I0Y8aM29aoVCp8+OGH96AbeWtdAfl2pk2b9ht3Yl50Oh327NmDPXv2iMHI2dmZD7AlXhoj5UpPT8dHH32ElJQUjBs3DjNmzMAf//jHNv/zpttLS0uDu7s7hg0b1mayL3UOA85vw97eHo6OjnB0dET37t1hZWUFV1dXqdui+wBHhEjxfvrpJ6SlpSEtLQ11dXWYOnUqZs6cyfkEnRAbG4v09HT069cPM2bMwJQpU9CjRw+p25K1/v37o7CwED179jTaXltbi0ceeYSXbDto4cKFyM3NxeHDh+Hj44ORI0ciODgYI0eORPfu3aVuj+4DDEJE18nNzcWSJUuwd+9e/Pzzz22e80S31tDQgO3bt2P9+vXIz89HeHg4Zs6cibCwME72vQM33j3W6vz583Bzc0NjY6NEncmLhYUFevXqhRdffBFPPPEEBg0aJHVLdJ/hpTEiAFeuXMF//vMfrF+/HgcOHMAzzzyDrl27St2WrKjVakyaNAmTJk3C2bNnkZaWhtjYWDQ1NeHYsWPo1q2b1C3KwhdffCH+eefOndBoNOL75uZm5OTkwNPTU4rWZKm4uBi5ubnYs2cPVqxYAUtLS3GydEhICIMRcUSIlO3AgQP48MMP8cknn2DAgAGYMWMGJk+ezJGgu1ReXi5ebmxsbMSJEycYhDqodY6aSqVqM9/K2toaHh4eWLFiBSIiIqRoT/YOHz6MVatWYdOmTWhpaUFzc7PULZHEOCJEivXwww+juroakZGR2LdvHwYPHix1S7J2/aWxvLw8REREIDU1FWPHjuUE9E5oXUXa09MThYWFcHJykrgj+SsuLhbvGNu3bx8MBgOGDh2Kxx57TOrW6D7AESFSLAsLC9jZ2cHKyqrdOSxcr+X2rp8sPX36dEyZMqXNJF8iKTg6OuLSpUsYMmSIeDls5MiRcHBwkLo1uk8wCJFicb0W07GwsEC/fv0wbNiwdkPl9u3b72FX8peTk4OcnBxUV1e3ed7Y+vXrJepKXv73v/8x+FC7eGmMFIsBx3SmTp3KO8NMbOnSpUhMTIS/vz969+7N43uHbpxLdfbsWdTV1eGhhx7iJVsCwBEhIq7XQvel3r1746233kJUVJTUrcjShg0bUFNTg/j4eHHbX/7yF3F1cy8vL+zcuRNubm4SdUj3C8ZhUryysrKb3jnS0NCAyspKCToiAhobGxEUFCR1G7K1bt06o6UHMjMz8dFHH2Hjxo0oLCxE9+7dsXTpUgk7pPsFL42RYnG9FrqfzZo1C1u2bMGrr74qdSuydOrUKfj7+4vv/8//+T+YMGECJk+eDABISkrC9OnTpWqP7iMMQqRYTz75JIBr67XcOF/o+vVaiKRw5coVvPfee9i1axcGDx4Ma2tro/0pKSkSdSYP9fX1RhOk8/PzjR4O3L9/f+h0Oilao/sMgxApFtdrofvZd999h6FDhwIASktLpW1Ghtzd3VFUVAR3d3f8/PPPOHr0KP7whz+I+3U6ndEoMCkXgxAp3pkzZ6RugaiN3bt3S92CrE2dOhVz5szB0aNH8fXXX+Ohhx6Cn5+fuD8/Px8+Pj4Sdkj3CwYhInC9Frp/XH/55lZUKpV49xPd3MKFC3H58mVs374drq6u+Oyzz4z2f/PNN3juueck6o7uJ7x9nhTvduu1ZGRkSNQZKZGFhQXc3d0xbNiwNs8aux5/LolMg0GIFI/rtdD95PrHlcyYMQNTpkxBjx49pG5LtrhOGN0O1xEixeN6LXQ/WbNmDaqqqrBw4UL897//hZubGyZOnIidO3e2O0JEN8d1wuh2OCJEirdw4UJ069aN67XQfens2bNIS0vDxo0b0dTUhGPHjqFbt25St3Xfa10n7Mknn8SGDRtuuk5YdnY2Tp48KVWLdJ/gZGlSPK7XQvczlUoFlUoFQRDaTOSnW+M6YdRRHBEixXvsscfa3c/bmOlea2howPbt27F+/Xrk5eUhIiIC06dPx9ixY/mg0E7iOmF0OwxCRET3kesnS0+fPh1TpkxpM9GXiEyHQYgUi+u10P3IwsIC/fr1w7Bhw9os5XC97du338Ou5I3rhFF7OEeIFCstLa1D67UQ3UtTp05tNwBR59xunTAijgiRYnG9FiLzx3XC6HY4644Ui+u1EJk/rhNGt8MRIaL/h+u1EJkfrhNGt8M5QkT/D9drITI/XCeMbocjQqRoXK+FyLxxnTC6HQYhUiyu10JERAxCpFhcr4XIfHGdMOoozhEixeJ6LUTmi+uEUUdxRIiIiMwO1wmjjmIQIiIis3T9zRD5+fkIDw/HzJkzERYWxtFgEjEIERGR2eM6YXQrvD+YiIjMHtcJo1thECIiIrPU0NCArVu3IjQ0FF5eXjhy5AhSU1NRXl7O0SAS8a4xIiIyOzeuE5aens51wuimOEeIiIjMDtcJo47iiBAREZkdrhNGHcURISIiIlIsTpYmIiIixWIQIiIiIsViECIiIiLFYhAiIiIixWIQIiIiIsViECIiIiLFYhAiIiIixWIQIiIiIsX6v+w1eobCXypkAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Top and lowest revenue products\n",
    "product_revenue = data[spending_cols].sum().sort_values(ascending=False)\n",
    "product_revenue.plot(kind='bar')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "13f54d77-0c2a-4070-a895-7d010d93d7f2",
   "metadata": {},
   "source": [
    "### Examine if there is a correlation between customers' age and the acceptance rate of the last campaign.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "22305376",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Age vs campaign acceptance\n",
    "sns.scatterplot(x='Age', y='Response', data=data)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "e185bb1d-9f91-4880-bd49-23481dac2489",
   "metadata": {},
   "source": [
    "### Determine the country with the highest number of customers who accepted the last campaign."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "dbe604a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For this we have to reimport CSV data due to earlier encoding\n",
    "# TODO fix this so we don't have to re-import!!!!!!\n",
    "\n",
    "# Reload the original data with 'Country' column\n",
    "raw_data = pd.read_csv('marketing_data.csv')\n",
    "\n",
    "# Merge 'Country' back into main data variable\n",
    "data['Country'] = raw_data['Country']\n",
    "\n",
    "accepted = data[data['Response'] == 1]\n",
    "country_accept_count = accepted['Country'].value_counts()\n",
    "\n",
    "country_accept_count.plot(kind='bar', figsize=(10, 5))\n",
    "plt.title(\"Number of Customers Who Accepted Last Campaign (by Country)\")\n",
    "plt.xlabel(\"Country\")\n",
    "plt.ylabel(\"Acceptances\")\n",
    "plt.xticks(rotation=45) # cute :)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb572abc-e020-4f1c-9223-de14d5bc5a5b",
   "metadata": {},
   "source": [
    "#### The same graph as above, but testing Interactive Bar Chart by Plotly :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "30250cfa-18f5-431c-bbf4-ea355d4bffaf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "alignmentgroup": "True",
         "hovertemplate": "Country=%{x}<br>Number of Acceptances=%{text}<extra></extra>",
         "legendgroup": "SP",
         "marker": {
          "color": "#636efa",
          "pattern": {
           "shape": ""
          }
         },
         "name": "SP",
         "offsetgroup": "SP",
         "orientation": "v",
         "showlegend": true,
         "text": [
          176
         ],
         "textposition": "outside",
         "type": "bar",
         "x": [
          "SP"
         ],
         "xaxis": "x",
         "y": [
          176
         ],
         "yaxis": "y"
        },
        {
         "alignmentgroup": "True",
         "hovertemplate": "Country=%{x}<br>Number of Acceptances=%{text}<extra></extra>",
         "legendgroup": "SA",
         "marker": {
          "color": "#EF553B",
          "pattern": {
           "shape": ""
          }
         },
         "name": "SA",
         "offsetgroup": "SA",
         "orientation": "v",
         "showlegend": true,
         "text": [
          52
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "accepted = data[data['Response'] == 1]\n",
    "country_accept_count = accepted['Country'].value_counts().reset_index()\n",
    "country_accept_count.columns = ['Country', 'Acceptances']\n",
    "\n",
    "# Create interactive bar chart\n",
    "fig = px.bar(\n",
    "    country_accept_count,\n",
    "    x='Country',\n",
    "    y='Acceptances',\n",
    "    title='Campaign Acceptances by Country',\n",
    "    labels={'Acceptances': 'Number of Acceptances'},\n",
    "    color='Country',\n",
    "    text='Acceptances',\n",
    ")\n",
    "\n",
    "# Customize layout\n",
    "fig.update_layout(\n",
    "    xaxis_title=\"Country\",\n",
    "    yaxis_title=\"Accepted Campaigns\",\n",
    "    showlegend=False,\n",
    "    plot_bgcolor='rgba(0,0,0,0)',\n",
    "    margin=dict(t=80),\n",
    "    height=500,\n",
    "    xaxis_tickangle=-45 \n",
    ")\n",
    "\n",
    "# Show bar values on top\n",
    "fig.update_traces(textposition='outside')\n",
    "\n",
    "# Show the interactive plot\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21a4225f-2b0d-4c1d-8de7-1b9b0d9ceb93",
   "metadata": {},
   "source": [
    "### Investigate if there is a discernible pattern in the number of children at home and the total expenditure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "e0d3c08d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Children vs total expenditure\n",
    "# sns.boxplot(x='total_children', y='total_spending', data=data)\n",
    "# plt.show()\n",
    "\n",
    "# Calculate average total spending per number of children\n",
    "avg_spending_by_children = data.groupby('total_children')['total_spending'].mean().reset_index()\n",
    "\n",
    "# Bar plot\n",
    "sns.barplot(x='total_children', y='total_spending', data=avg_spending_by_children, errorbar='sd')\n",
    "plt.title(\"Average Total Spending by Number of Children\")\n",
    "plt.xlabel(\"Number of Children\")\n",
    "plt.ylabel(\"Average Total Spending\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18acf3b4-f9f1-43f5-b00d-ad67442abe9f",
   "metadata": {},
   "source": [
    "### Analyze the educational background of customers who lodged complaints in the last two years"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "7fd121d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Complaints by education level group countplot\n",
    "sns.countplot(x='Education', hue='Complain', data=data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "c19d7ddc-5e16-4b93-8e00-443c5ebb7227",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate percentage of complaints within each education level\n",
    "complaint_rate = data.groupby('Education')['Complain'].mean().reset_index()\n",
    "\n",
    "# Bar plot: % who complained\n",
    "sns.barplot(x='Education', y='Complain', data=complaint_rate)\n",
    "plt.title(\"Complaint Rate by Education Level\")\n",
    "plt.ylabel(\"Complaint Rate %\")\n",
    "plt.xlabel(\"Education Level\")\n",
    "plt.ylim(0, 1)  # Force scale to 0–100%\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
