solution.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 565,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n",
    "from sklearn.cluster import KMeans\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "from sklearn.metrics import silhouette_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 566,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_data(csv_file=''):\n",
    "    return pd.read_csv(csv_file, sep=';')\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 567,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>Invoice</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>Price</th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>489434</td>\n",
       "      <td>85048</td>\n",
       "      <td>15CM CHRISTMAS GLASS BALL 20 LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>01/12/09 07.45</td>\n",
       "      <td>6,95</td>\n",
       "      <td>13085.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>489434</td>\n",
       "      <td>79323P</td>\n",
       "      <td>PINK CHERRY LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>01/12/09 07.45</td>\n",
       "      <td>6,75</td>\n",
       "      <td>13085.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>489434</td>\n",
       "      <td>79323W</td>\n",
       "      <td>WHITE CHERRY LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>01/12/09 07.45</td>\n",
       "      <td>6,75</td>\n",
       "      <td>13085.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>489434</td>\n",
       "      <td>22041</td>\n",
       "      <td>RECORD FRAME 7\" SINGLE SIZE</td>\n",
       "      <td>48</td>\n",
       "      <td>01/12/09 07.45</td>\n",
       "      <td>2,1</td>\n",
       "      <td>13085.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>489434</td>\n",
       "      <td>21232</td>\n",
       "      <td>STRAWBERRY CERAMIC TRINKET BOX</td>\n",
       "      <td>24</td>\n",
       "      <td>01/12/09 07.45</td>\n",
       "      <td>1,25</td>\n",
       "      <td>13085.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Invoice StockCode                          Description  Quantity  \\\n",
       "0  489434     85048  15CM CHRISTMAS GLASS BALL 20 LIGHTS        12   \n",
       "1  489434    79323P                   PINK CHERRY LIGHTS        12   \n",
       "2  489434    79323W                  WHITE CHERRY LIGHTS        12   \n",
       "3  489434     22041         RECORD FRAME 7\" SINGLE SIZE         48   \n",
       "4  489434     21232       STRAWBERRY CERAMIC TRINKET BOX        24   \n",
       "\n",
       "      InvoiceDate Price  Customer ID         Country  \n",
       "0  01/12/09 07.45  6,95      13085.0  United Kingdom  \n",
       "1  01/12/09 07.45  6,75      13085.0  United Kingdom  \n",
       "2  01/12/09 07.45  6,75      13085.0  United Kingdom  \n",
       "3  01/12/09 07.45   2,1      13085.0  United Kingdom  \n",
       "4  01/12/09 07.45  1,25      13085.0  United Kingdom  "
      ]
     },
     "execution_count": 567,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = get_data(csv_file='./dataset/data.csv')\n",
    "data.head()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 568,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Invoice         object\n",
       "StockCode       object\n",
       "Description     object\n",
       "Quantity         int64\n",
       "InvoiceDate     object\n",
       "Price           object\n",
       "Customer ID    float64\n",
       "Country         object\n",
       "dtype: object"
      ]
     },
     "execution_count": 568,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 569,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess_data(data):\n",
    "    data = data.dropna()\n",
    "    data = data.drop_duplicates()\n",
    "    data.columns = data.columns.str.strip()\n",
    "    data = data.rename(columns={\n",
    "        'Invoice': 'invoice',\n",
    "        'StockCode': 'stock_code',\n",
    "        'Description': 'description',\n",
    "        'Quantity': 'quantity',\n",
    "        'InvoiceDate': 'invoice_date',\n",
    "        'Price': 'price',\n",
    "        'Customer ID': 'customer_id',\n",
    "        'Country': 'country'\n",
    "    })\n",
    "    \n",
    "    data[\"customer_id\"] = data[\"customer_id\"].astype(str).str.replace('.0', '')\n",
    "    data[\"invoice_date\"] = pd.to_datetime(data[\"invoice_date\"], format='%d/%m/%y %H.%M')\n",
    "    data[\"price\"] = data[\"price\"].str.replace(',', '.').astype(float)\n",
    "    data[\"quantity\"] = pd.to_numeric(data[\"quantity\"]).astype(float)\n",
    "    data = data[data[\"quantity\"] >= 0]\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 570,
   "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>invoice</th>\n",
       "      <th>stock_code</th>\n",
       "      <th>description</th>\n",
       "      <th>quantity</th>\n",
       "      <th>invoice_date</th>\n",
       "      <th>price</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>489434</td>\n",
       "      <td>85048</td>\n",
       "      <td>15CM CHRISTMAS GLASS BALL 20 LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>6.95</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>489434</td>\n",
       "      <td>79323P</td>\n",
       "      <td>PINK CHERRY LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>6.75</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>489434</td>\n",
       "      <td>79323W</td>\n",
       "      <td>WHITE CHERRY LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>6.75</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>489434</td>\n",
       "      <td>22041</td>\n",
       "      <td>RECORD FRAME 7\" SINGLE SIZE</td>\n",
       "      <td>48</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>2.10</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>489434</td>\n",
       "      <td>21232</td>\n",
       "      <td>STRAWBERRY CERAMIC TRINKET BOX</td>\n",
       "      <td>24</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  invoice stock_code                          description  quantity  \\\n",
       "0  489434      85048  15CM CHRISTMAS GLASS BALL 20 LIGHTS        12   \n",
       "1  489434     79323P                   PINK CHERRY LIGHTS        12   \n",
       "2  489434     79323W                  WHITE CHERRY LIGHTS        12   \n",
       "3  489434      22041         RECORD FRAME 7\" SINGLE SIZE         48   \n",
       "4  489434      21232       STRAWBERRY CERAMIC TRINKET BOX        24   \n",
       "\n",
       "         invoice_date  price customer_id         country  \n",
       "0 2009-12-01 07:45:00   6.95       13085  United Kingdom  \n",
       "1 2009-12-01 07:45:00   6.75       13085  United Kingdom  \n",
       "2 2009-12-01 07:45:00   6.75       13085  United Kingdom  \n",
       "3 2009-12-01 07:45:00   2.10       13085  United Kingdom  \n",
       "4 2009-12-01 07:45:00   1.25       13085  United Kingdom  "
      ]
     },
     "execution_count": 570,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = preprocess_data(data)\n",
    "data.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 571,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "invoice                 object\n",
       "stock_code              object\n",
       "description             object\n",
       "quantity                 int64\n",
       "invoice_date    datetime64[ns]\n",
       "price                  float64\n",
       "customer_id             object\n",
       "country                 object\n",
       "dtype: object"
      ]
     },
     "execution_count": 571,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 572,
   "metadata": {},
   "outputs": [],
   "source": [
    "def detect_outliers_zscore(data, threshold=3):\n",
    "    z_scores = np.abs(stats.zscore(data.select_dtypes(include=[np.number])))\n",
    "    outliers = (z_scores > threshold).any(axis=1)\n",
    "    return outliers, z_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 573,
   "metadata": {},
   "outputs": [],
   "source": [
    "def detect_outliers_iqr(data, column):\n",
    "    Q1 = data[column].quantile(0.25)\n",
    "    Q3 = data[column].quantile(0.75)\n",
    "    IQR = Q3 - Q1\n",
    "    lower_bound = Q1 - 1.5 * IQR\n",
    "    upper_bound = Q3 + 1.5 * IQR\n",
    "    print(f'Lower bound: {lower_bound}, Upper bound: {upper_bound}')\n",
    "    return (data[column] < lower_bound) | (data[column] > upper_bound)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 574,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_outliers(data, outliers):\n",
    "    return data[~outliers]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 575,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_boxplot(data, columns=[]):\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    for i, column in enumerate(columns):\n",
    "        plt.subplot(1, len(columns), i + 1)\n",
    "        sns.boxplot(y=data[column])\n",
    "        plt.title(f'Box Plot {column}')\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 576,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_scatter_with_outliers(data, x, y, outliers):\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    sns.scatterplot(data=data, x=x, y=y, hue=outliers, palette={False: 'blue', True: 'red'})\n",
    "    plt.title('Scatter Plot with Outliers: {} vs. {}'.format(x, y))\n",
    "    plt.xlabel(x)\n",
    "    plt.ylabel(y)\n",
    "    plt.legend(title='Outlier')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 577,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lower bound: -13.0, Upper bound: 27.0\n",
      "Lower bound: -2.5, Upper bound: 7.5\n"
     ]
    }
   ],
   "source": [
    "# \n",
    "outliers_quantity = detect_outliers_iqr(data, 'quantity')\n",
    "outliers_price = detect_outliers_iqr(data, 'price')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 578,
   "metadata": {},
   "outputs": [],
   "source": [
    "# z_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 579,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_boxplot(data, columns=['quantity', 'price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 580,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot_scatter_with_outliers(data, x='quantity', y='price', outliers=outliers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 581,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_data_before_after(data_before, data_after, columns):\n",
    "    fig, axes = plt.subplots(2, len(columns), figsize=(15, 10))\n",
    "\n",
    "    for i, column in enumerate(columns):\n",
    "        sns.boxplot(data=data_before, y=column, ax=axes[0, i])\n",
    "        axes[0, i].set_title(f'Before removing outliers: {column}')\n",
    "        \n",
    "        sns.boxplot(data=data_after, y=column, ax=axes[1, i])\n",
    "        axes[1, i].set_title(f'After removing outliers: {column}')\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 582,
   "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>invoice</th>\n",
       "      <th>stock_code</th>\n",
       "      <th>description</th>\n",
       "      <th>quantity</th>\n",
       "      <th>invoice_date</th>\n",
       "      <th>price</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>489434</td>\n",
       "      <td>85048</td>\n",
       "      <td>15CM CHRISTMAS GLASS BALL 20 LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>6.95</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>489434</td>\n",
       "      <td>79323P</td>\n",
       "      <td>PINK CHERRY LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>6.75</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>489434</td>\n",
       "      <td>79323W</td>\n",
       "      <td>WHITE CHERRY LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>6.75</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>489434</td>\n",
       "      <td>22041</td>\n",
       "      <td>RECORD FRAME 7\" SINGLE SIZE</td>\n",
       "      <td>48</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>2.10</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>489434</td>\n",
       "      <td>21232</td>\n",
       "      <td>STRAWBERRY CERAMIC TRINKET BOX</td>\n",
       "      <td>24</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044843</th>\n",
       "      <td>581587</td>\n",
       "      <td>22899</td>\n",
       "      <td>CHILDREN'S APRON DOLLY GIRL</td>\n",
       "      <td>6</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>2.10</td>\n",
       "      <td>12680</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044844</th>\n",
       "      <td>581587</td>\n",
       "      <td>23254</td>\n",
       "      <td>CHILDRENS CUTLERY DOLLY GIRL</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044845</th>\n",
       "      <td>581587</td>\n",
       "      <td>23255</td>\n",
       "      <td>CHILDRENS CUTLERY CIRCUS PARADE</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044846</th>\n",
       "      <td>581587</td>\n",
       "      <td>22138</td>\n",
       "      <td>BAKING SET 9 PIECE RETROSPOT</td>\n",
       "      <td>3</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>4.95</td>\n",
       "      <td>12680</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044847</th>\n",
       "      <td>581587</td>\n",
       "      <td>POST</td>\n",
       "      <td>POSTAGE</td>\n",
       "      <td>1</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>18.00</td>\n",
       "      <td>12680</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>779495 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        invoice stock_code                          description  quantity  \\\n",
       "0        489434      85048  15CM CHRISTMAS GLASS BALL 20 LIGHTS        12   \n",
       "1        489434     79323P                   PINK CHERRY LIGHTS        12   \n",
       "2        489434     79323W                  WHITE CHERRY LIGHTS        12   \n",
       "3        489434      22041         RECORD FRAME 7\" SINGLE SIZE         48   \n",
       "4        489434      21232       STRAWBERRY CERAMIC TRINKET BOX        24   \n",
       "...         ...        ...                                  ...       ...   \n",
       "1044843  581587      22899         CHILDREN'S APRON DOLLY GIRL          6   \n",
       "1044844  581587      23254        CHILDRENS CUTLERY DOLLY GIRL          4   \n",
       "1044845  581587      23255      CHILDRENS CUTLERY CIRCUS PARADE         4   \n",
       "1044846  581587      22138        BAKING SET 9 PIECE RETROSPOT          3   \n",
       "1044847  581587       POST                              POSTAGE         1   \n",
       "\n",
       "               invoice_date  price customer_id         country  \n",
       "0       2009-12-01 07:45:00   6.95       13085  United Kingdom  \n",
       "1       2009-12-01 07:45:00   6.75       13085  United Kingdom  \n",
       "2       2009-12-01 07:45:00   6.75       13085  United Kingdom  \n",
       "3       2009-12-01 07:45:00   2.10       13085  United Kingdom  \n",
       "4       2009-12-01 07:45:00   1.25       13085  United Kingdom  \n",
       "...                     ...    ...         ...             ...  \n",
       "1044843 2011-12-09 12:50:00   2.10       12680          France  \n",
       "1044844 2011-12-09 12:50:00   4.15       12680          France  \n",
       "1044845 2011-12-09 12:50:00   4.15       12680          France  \n",
       "1044846 2011-12-09 12:50:00   4.95       12680          France  \n",
       "1044847 2011-12-09 12:50:00  18.00       12680          France  \n",
       "\n",
       "[779495 rows x 8 columns]"
      ]
     },
     "execution_count": 582,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# outliers\n",
    "data_before = data.copy()\n",
    "data_before"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 583,
   "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>invoice</th>\n",
       "      <th>stock_code</th>\n",
       "      <th>description</th>\n",
       "      <th>quantity</th>\n",
       "      <th>invoice_date</th>\n",
       "      <th>price</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>489434</td>\n",
       "      <td>85048</td>\n",
       "      <td>15CM CHRISTMAS GLASS BALL 20 LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>6.95</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>489434</td>\n",
       "      <td>79323P</td>\n",
       "      <td>PINK CHERRY LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>6.75</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>489434</td>\n",
       "      <td>79323W</td>\n",
       "      <td>WHITE CHERRY LIGHTS</td>\n",
       "      <td>12</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>6.75</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>489434</td>\n",
       "      <td>21232</td>\n",
       "      <td>STRAWBERRY CERAMIC TRINKET BOX</td>\n",
       "      <td>24</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>489434</td>\n",
       "      <td>22064</td>\n",
       "      <td>PINK DOUGHNUT TRINKET POT</td>\n",
       "      <td>24</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>1.65</td>\n",
       "      <td>13085</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044842</th>\n",
       "      <td>581587</td>\n",
       "      <td>22613</td>\n",
       "      <td>PACK OF 20 SPACEBOY NAPKINS</td>\n",
       "      <td>12</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>0.85</td>\n",
       "      <td>12680</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044843</th>\n",
       "      <td>581587</td>\n",
       "      <td>22899</td>\n",
       "      <td>CHILDREN'S APRON DOLLY GIRL</td>\n",
       "      <td>6</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>2.10</td>\n",
       "      <td>12680</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044844</th>\n",
       "      <td>581587</td>\n",
       "      <td>23254</td>\n",
       "      <td>CHILDRENS CUTLERY DOLLY GIRL</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044845</th>\n",
       "      <td>581587</td>\n",
       "      <td>23255</td>\n",
       "      <td>CHILDRENS CUTLERY CIRCUS PARADE</td>\n",
       "      <td>4</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>4.15</td>\n",
       "      <td>12680</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044846</th>\n",
       "      <td>581587</td>\n",
       "      <td>22138</td>\n",
       "      <td>BAKING SET 9 PIECE RETROSPOT</td>\n",
       "      <td>3</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>4.95</td>\n",
       "      <td>12680</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>663432 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        invoice stock_code                          description  quantity  \\\n",
       "0        489434      85048  15CM CHRISTMAS GLASS BALL 20 LIGHTS        12   \n",
       "1        489434     79323P                   PINK CHERRY LIGHTS        12   \n",
       "2        489434     79323W                  WHITE CHERRY LIGHTS        12   \n",
       "4        489434      21232       STRAWBERRY CERAMIC TRINKET BOX        24   \n",
       "5        489434      22064           PINK DOUGHNUT TRINKET POT         24   \n",
       "...         ...        ...                                  ...       ...   \n",
       "1044842  581587      22613          PACK OF 20 SPACEBOY NAPKINS        12   \n",
       "1044843  581587      22899         CHILDREN'S APRON DOLLY GIRL          6   \n",
       "1044844  581587      23254        CHILDRENS CUTLERY DOLLY GIRL          4   \n",
       "1044845  581587      23255      CHILDRENS CUTLERY CIRCUS PARADE         4   \n",
       "1044846  581587      22138        BAKING SET 9 PIECE RETROSPOT          3   \n",
       "\n",
       "               invoice_date  price customer_id         country  \n",
       "0       2009-12-01 07:45:00   6.95       13085  United Kingdom  \n",
       "1       2009-12-01 07:45:00   6.75       13085  United Kingdom  \n",
       "2       2009-12-01 07:45:00   6.75       13085  United Kingdom  \n",
       "4       2009-12-01 07:45:00   1.25       13085  United Kingdom  \n",
       "5       2009-12-01 07:45:00   1.65       13085  United Kingdom  \n",
       "...                     ...    ...         ...             ...  \n",
       "1044842 2011-12-09 12:50:00   0.85       12680          France  \n",
       "1044843 2011-12-09 12:50:00   2.10       12680          France  \n",
       "1044844 2011-12-09 12:50:00   4.15       12680          France  \n",
       "1044845 2011-12-09 12:50:00   4.15       12680          France  \n",
       "1044846 2011-12-09 12:50:00   4.95       12680          France  \n",
       "\n",
       "[663432 rows x 8 columns]"
      ]
     },
     "execution_count": 583,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data[~(outliers_quantity | outliers_price)]\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 584,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6AAAAAABAI5Wfn68dO3bYte3YsUP5+flOyggAGh6K6AAAAAAAAI2QYRhKSkqqcduWpKSkag8cBQDUjCI6AAAAAABAI5SXl6fs7GxVVFTYtVdUVCg7O1t5eXlOygwAGhaK6AAAAAAAAI1QYGCg+vXrV+1KdIvFov79+yswMNBJmQFAw0IRHQAAAAAAoBGyWCyKioqqtm2LYRiKioqqcZsXAEB1FNEBAAAAAAAaIcMwtGLFihr73nvvPfZEB4BaoogOAAAAAADQCFXtiV4T9kQHgNqjiA4AAADgd82dO1f9+vXTFVdcIR8fHw0dOlS7d++2iyktLVVsbKxat26tFi1aaNiwYSosLLSLycvL0+DBg9WsWTP5+Pjoqaee0smTJ+1iPv/8c/Xp00fu7u666qqrlJycfLFPDwAapYCAALVo0aLGvhYtWiggIOASZwQADRNFdAAAAAC/64svvlBsbKy++uorpaen68SJExo0aJCOHj1qxkyePFkfffSRVq1apS+++EL79+/Xvffea/ZXVFRo8ODBKi8vV0ZGhpYvX67k5GQlJCSYMbm5uRo8eLBuueUWbd26VZMmTdK4ceO0bt26S3q+ANAY5OXl6ciRIzX2HTlyhCvRAaCWLAYbYNUJm80mq9WqkpISeXl5OTsdAAAA1GONYe144MAB+fj46IsvvtDAgQNVUlKitm3bKjU1Vffdd58kadeuXeratasyMzMVGhqqTz75REOGDNH+/fvl6+srSVqyZImmTZumAwcOyM3NTdOmTdPatWu1fft281jDhw9XcXGx0tLSasylrKxMZWVl5nubzaaAgIAGPb8AUBf27t2rhx56yGF/cnKyOnXqdMnyAYD6prbrcq5EBwAAAHDOSkpKJEmtWrWSJOXk5OjEiROKiIgwY7p06aLAwEBlZmZKkjIzM9WjRw+zgC5JkZGRstls2rFjhxlz+hhVMVVj1GTu3LmyWq3mi+0JAOCUjh07qkePHjX29ezZUx07drzEGQFAw0QRHQAAAMA5qays1KRJk3TDDTeoe/fukqSCggK5ubnJ29vbLtbX11cFBQVmzOkF9Kr+qr6zxdhsNh0/frzGfGbMmKGSkhLztW/fvgs+RwBoDCwWi6ZNmyaLxVKrdgBAzZo4OwEAAAAADUtsbKy2b9+uf//7385ORZLk7u4ud3d3Z6cBAPVShw4d1Lp1a/36669mW5s2bdS+fXsnZgUADQtXogMAAACotbi4OK1Zs0YbN25Uhw4dzHY/Pz+Vl5eruLjYLr6wsFB+fn5mTGFhYbX+qr6zxXh5ecnT07OuTwcAGr0tW7bYFdClU8+12LJli5MyAoCGhyI6AAAAgN9lGIbi4uL0wQcfaMOGDQoKCrLrDw4OVtOmTbV+/Xqzbffu3crLy1NYWJgkKSwsTNu2bVNRUZEZk56eLi8vL3Xr1s2MOX2MqpiqMQAAtVdZWak5c+bU2DdnzhxVVlZe4owAoGGiiA4AuGiWLVumW2+9VcuWLXN2KgCACxQbG6t3331XqampuuKKK1RQUKCCggJzn3Kr1aqxY8cqPj5eGzduVE5OjsaMGaOwsDCFhoZKkgYNGqRu3brpwQcf1Lfffqt169Zp5syZio2NNbdjeeyxx/TTTz9p6tSp2rVrl9544w2tXLlSkydPdtq5A0BDlZWVJZvNVmOfzWZTVlbWJc4IABomiugAgIuiuLhY7777riorK/Xuu+9Wu70fANCwLF68WCUlJbr55pvVrl0787VixQoz5tVXX9WQIUM0bNgwDRw4UH5+fnr//ffNfldXV61Zs0aurq4KCwvTyJEjNWrUKLurJIOCgrR27Vqlp6erV69emj9/vt5++21FRkZe0vMFgMYgJCREXl5eNfZZrVaFhIRc4owAoGGyGIZhODuJxsBms8lqtaqkpMTh/0EBwOUkNjZWO3bsMN93795dixYtcmJGAFB/sHa8uJhfAPifLVu2aMqUKdXaExMT1adPHydkBAD1R23XjVyJDgCoc1u2bLEroEvS9u3beXgRAAAAcIn17dtXXbt2tWvr1q0bBXQAOAcU0QEAdaqyslKzZ8+usW/27Nk8vAgAAAAAADQoFNEBAHXqq6++0pEjR2rsO3LkiL766qtLnBEAAABw+dqyZYt27txp1/b9999zlygAnAOK6ACAOuXr63tB/QAAAADqRmVlpd3Dm083Z84c7hIFgFqiiA4AqFOFhYUX1A8AAACgbmRlZclms9XYZ7PZlJWVdYkzAoCGiSI6AKBOhYaGqkWLFjX2tWjRQqGhoZc4IwAAAODyFBIScta1eUhIyCXOCAAaJoroAIA65eLi4vDBonPmzJGLC//XAwAAAFwKFotF/v7+Nfa1b99eFovlEmcEAA0TlQwAQJ3r27evrrvuOru27t27q0+fPk7KCAAAALj85OXl6Ycffqixb/fu3crLy7vEGQFAw0QRHQBwUbzwwgvmlS0Wi0XPP/+8kzMCAAAALi+BgYHq0aNHjX09e/ZUYGDgJc4IABomiugAgIvC29tbI0eOlIuLi0aOHClvb29npwQAAABcdn777bca2x09cBQAUF0TZycAAGi8xo4dq7Fjxzo7DQAAAOCytHfvXu3du/esfUFBQZc2KQBogLgSHQAAAAAAoBH65ZdfLqgfAHAKRXQAwEUTFxenm2++WXFxcc5OBQAAALjshIaGqkWLFjX2tWjRQqGhoZc4IwBomJxaRN+0aZPuvvtu+fv7y2KxaPXq1Xb9hmEoISFB7dq1k6enpyIiIrRnzx67mEOHDikmJkZeXl7y9vbW2LFjdeTIEbuY7777TgMGDJCHh4cCAgI0b968armsWrVKXbp0kYeHh3r06KGPP/64zs8XAC4neXl52r59uyRp+/btysvLc3JGAAAAwOXFxcVFs2fPrrFvzpw5cnHh2koAqA2n/m159OhR9erVS6+//nqN/fPmzdPChQu1ZMkSZWVlqXnz5oqMjFRpaakZExMTox07dig9PV1r1qzRpk2bNH78eLPfZrNp0KBB6tixo3JycvTKK69o9uzZWrp0qRmTkZGhESNGaOzYsfrmm280dOhQDR061Cz+AADO3WOPPXbW9wAAAAAuvr59+6pNmzZ2bW3btlWfPn2clBEANDwWwzAMZychSRaLRR988IGGDh0q6dRV6P7+/nryySc1ZcoUSVJJSYl8fX2VnJys4cOHa+fOnerWrZuys7PVt29fSVJaWpruuusu5efny9/fX4sXL9bTTz+tgoICubm5SZKmT5+u1atXa9euXZKkqKgoHT16VGvWrDHzCQ0NVe/evbVkyZJa5W+z2WS1WlVSUiIvL6+6mhYAaJD+/ve/680336zW/uijj2rEiBFOyAgA6hfWjhcX8wsA/5Ofn69Ro0apsrLSbHN1ddXy5cvVoUMHJ2YGAM5X23Vjvb1vJzc3VwUFBYqIiDDbrFarQkJClJmZKUnKzMyUt7e3WUCXpIiICLm4uCgrK8uMGThwoFlAl6TIyEjt3r1bhw8fNmNOP05VTNVxalJWViabzWb3AgBIJ0+erLGALklvvvmmTp48eYkzAgAAAC5PhmEoKSlJZ14/WVlZWWM7AKBm9baIXlBQIEny9fW1a/f19TX7CgoK5OPjY9ffpEkTtWrVyi6mpjFOP4ajmKr+msydO1dWq9V8BQQEnOspAkCj9Ne//vWC+gEAAADUjby8PGVnZ1crlhuGoezsbJ5bBAC1VG+L6PXdjBkzVFJSYr727dvn7JQAoF548MEHL6gfAAAAQN0IDAzUNddcU2Pftddeq8DAwEucEQA0TPW2iO7n5ydJKiwstGsvLCw0+/z8/FRUVGTXf/LkSR06dMgupqYxTj+Go5iq/pq4u7vLy8vL7gUAOLXn4oX0AwAAAKgbhmE4vNr8559/ZjsXAKileltEDwoKkp+fn9avX2+22Ww2ZWVlKSwsTJIUFham4uJi5eTkmDEbNmxQZWWlQkJCzJhNmzbpxIkTZkx6erquvfZatWzZ0ow5/ThVMVXHAQDU3i+//HJB/QAAAADqRmZmpkpLS2vsKy0tPeuz4AAA/+PUIvqRI0e0detWbd26VdKph4lu3bpVeXl5slgsmjRpkp5//nl9+OGH2rZtm0aNGiV/f38NHTpUktS1a1fdcccdeuSRR7R582Z9+eWXiouL0/Dhw+Xv7y9Jio6Olpubm8aOHasdO3ZoxYoVSkpKUnx8vJnHxIkTlZaWpvnz52vXrl2aPXu2tmzZori4uEs9JQDQ4IWGhqpFixY19rVo0UKhoaGXOCMAAADg8vR7V5pzJToA1I5Ti+hbtmzR9ddfr+uvv16SFB8fr+uvv14JCQmSpKlTp+rxxx/X+PHj1a9fPx05ckRpaWny8PAwx0hJSVGXLl1022236a677tKNN96opUuXmv1Wq1WffvqpcnNzFRwcrCeffFIJCQkaP368GRMeHq7U1FQtXbpUvXr10j/+8Q+tXr1a3bt3v0QzAQCNh4uLi2bPnl1j35w5c+TiUm9vggIAAAAalaoLDM+3HwBwisXg1451wmazyWq1qqSkhP3RAUBSbGysduzYYb7v3r27Fi1a5MSMAKD+YO14cTG/AHBKbm6uxowZ47D/nXfeUVBQ0CXMCADql9quG7kcEABwUbzwwguyWCySJIvFoueff97JGQEAAAAAAJw7iugAgIvC29tbI0eOlIuLi0aOHClvb29npwQAAAAAAHDOKKIDAC6affv2qbKyUvv27XN2KgAAAMBlp+rO0PPtBwCcQhEdAHBRFBYW6vPPP5ckff755yosLHRuQgAAAMBlJjAwUC1atKixr0WLFgoM/P/au/PoqMt7f+CfYUtAIIrsGgERV0QtKlAVkVKRqhW0LrgAavXUgrbl2vuTtopbi61LsV6L1npRK4qtirVa8LYo2EVcsLjcXhUtVKxsWk0AJULy/f2RMiUkA4EMmUnyep0z5+T7PN+ZvGeSpg9vv/PMXvWcCKBhUqIDsFN8/etfr3I8fvz4HCUBAICmadmyZbF27doa59auXesdowC1pEQHIOvmzJkTH374YZWxDz74IObMmZOjRAAA0PQUFxdv9Ur04uLiek4E0DAp0QHIqvLy8vjRj35U49yPfvSjKC8vr+dEAADQNL377rtbvRL93XffredEAA2TEh2ArHr88cejoqKixrmKiop4/PHH6zkRAAAAwI5TogOQVbvvvnud5gEAgOwoLi6OVCpV41wqlbKdC0AtKdEByKrmzZvXaR4AAMiO5557LpIkqXEuSZJ47rnn6jkRQMOkRAcgqwYOHBjNmtX8fy/NmjWLgQMH1nMiAABompYvX16neQAqKdEByKply5ZtdU/0ZcuW1XMiAABomkpKSuo0D0AlJToAWZXp7aK1nQcAALLj3HPPrdM8AJWU6ABkVaYPLqrtPAAAkB2/+MUv6jQPQCUlOgBZ1aNHj9hjjz1qnNtzzz2jR48e9ZwIAACapvLy8jrNA1BJiQ5AVlVUVMQ//vGPGufee++9jPulAwAA2dWpU6c6zQNQSYkOQFb9+te/rtM8AACQHYccckid5gGopEQHIKu2daW5K9EBAKB+rFy5sk7zAFRSogOQVatWrarTPAAAkB2dO3eu0zwAlZToAGTV8uXL6zQPAABkx7PPPluneQAqKdEByKoDDjigTvMAAEB2DB48uE7zAFRSogOQVS+//HKd5gEAgOywJzpAdijRAciq448/vk7zAABAdpSXl9dpHoBKSnQAsuqPf/xjneYBAIDsWLx4cZ3mAaikRAcgqw466KA6zQMAANlx7LHH1mkegEpKdACyqnnz5nWaBwAAssOe6ADZoUQHIKs2btxYp3kAACA7Kioq6jQPQCUlOgBZ9corr9RpHgAAyI7Vq1fXaR6ASkp0ALLqtddeq9M8AACQHbvvvnud5gGopEQHIKt69+5dp3kAACA73njjjTrNA1BJiQ5AVnXo0KFO8wAAQHYsW7asTvMAVFKiA5BVb731Vp3mAQCA7Fi7dm2d5gGopEQHIKtOOeWUOs0DAADZ8corr9RpHoBKSnQAsuqnP/1pneYBAIDssNUiQHYo0QHIqlatWtVpHgAAyI5mzbZe+2xrHoBK/loCkFUtWrSo0zwAAJAdGzdurNM8AJWU6ABk1SeffFKneQAAIDs+/vjjOs0DUEmJDgAAAAAAGSjRAQAAAAAgAyU6AAAAAABkoETfwu233x49e/aMwsLCGDBgQLzwwgu5jgQAAE2OdTkAAPmiRa4D5JOHHnooJk6cGHfccUcMGDAgpk6dGsOHD48333wzOnfunOt4eS9Jkli/fn2sX78+11HIoYqKiigtLc11DPLckiVLch2BHGnfvn00a+a/4Td1hYWFUVhYGKlUKtdRyFPW5XVjXc4m1ubUhrV502VtToS1eW2lkiRJch0iXwwYMCCOOOKI+K//+q+IqFxwFBcXx6WXXhpXXHFFlXPLysqirKwsfVxaWhrFxcVRUlIS7du3r9fc+eLTTz+NESNG5DoGANAAzJ49O1q3bp3rGDlTWloaRUVFTXrtuDXbsy6PsDbfknU5ALA9mvLavLbrcv+56V8+++yzWLhwYQwbNiw91qxZsxg2bFg899xz1c6fMmVKFBUVpW/FxcX1GRcAABql7V2XR1ibAwCwc9nO5V8++OCDKC8vjy5dulQZ79KlS7zxxhvVzp80aVJMnDgxfbzpapemrLCwMGbPnu1to02ct4xy/vnnb/Oc6dOn10MS8pG3jBLx77eMQk22d10eYW2+JetyNrE2x9qcrbE2J8LavLaU6DuooKAgCgoKch0jr6RSqWjdunWTffsH/7b77rvnOgI5NG/evBgyZMhW5wEgm6zNq7IuZ3PW5k2btTlAdvjPTf/SsWPHaN68eaxcubLK+MqVK6Nr1645SgXQMGVajFukA7At1uUA2WVtDlB3SvR/adWqVfTv3z/mzp2bHquoqIi5c+fGoEGDcpgMAACaDutyAADyjRJ9MxMnToy77ror7r333vi///u/uOSSS2LdunW12kMMgKq2vLLFlS4A1JZ1OUB2WZsD1I090Tdz5plnxurVq+Oqq66KFStWxKGHHhpz5syp9qFGANSOxTkAO8K6HCD7rM0BdlwqSZIk1yEag9LS0igqKoqSkpJo3759ruMAAJDHrB13Lq8vAAC1Udt1o+1cAAAAAAAgAyU6AAAAAABkoEQHAAAAAIAMlOgAAAAAAJCBEh0AAAAAADJQogMAAAAAQAZKdAAAAAAAyECJDgAAAAAAGSjRAQAAAAAgAyU6AAAAAABkoEQHAAAAAIAMlOgAAAAAAJBBi1wHaCySJImIiNLS0hwnAQAg321aM25aQ5Jd1uYAANRGbdflSvQsWbNmTUREFBcX5zgJAAANxZo1a6KoqCjXMRoda3MAALbHttblqcTlL1lRUVER77//frRr1y5SqVSu4wDkhdLS0iguLo5ly5ZF+/btcx0HIG8kSRJr1qyJ7t27R7NmdljMNmtzgOqszQGqq+26XIkOwE5TWloaRUVFUVJSYqEOAAA5ZG0OsONc9gIAAAAAABko0QEAAAAAIAMlOgA7TUFBQUyePDkKCgpyHQUAAJo0a3OAHWdPdAAAAAAAyMCV6AAAAAAAkIESHQAAAAAAMlCiAwAAAABABkp0AAAAAADIQIkOAAAAAAAZKNEBAAAAACADJToAAAAAAGSgRAcAAAAAgAyU6AAAAAAAkIESHQAAAAAAMlCiAwAAAABABkp0AAAAAADIQIkOAAAAAAAZKNGBnPnFL34R+++/f7Rs2TJ23XXXXMdpNJYuXRqpVCruueeeXEfZqWp6nldffXWkUqnchWoievbsGePGjct1DAAgx6zndw7r+aaxnh83blz07Nkz1zGAWlKiAzvFT3/600ilUjFgwIAa5994440YN25c9O7dO+6666742c9+Fp988klcffXVMW/evPoNS1574IEHYurUqbmO0eT8+c9/jquvvjo+/vjjbZ7717/+Na6++upYunTpTs8FANQP63myxXoeaAxSSZIkuQ4BND5HHXVUvP/++7F06dJYvHhx7LPPPlXm77jjjrjkkkuqzH3wwQfRqVOnmDx5clx99dU5SN04JEkSZWVl0bJly2jevHmu49TZSSedFK+//nq1gnbp0qXRq1evmD59evqq6I0bN8bGjRujsLCw/oM2MjfddFN8+9vfjiVLllS7QqasrCyaNWsWLVu2jIiIhx9+OE4//fR45plnYsiQIfUfFgDIOuv53LGebxrr+Q0bNkRFRUUUFBTkOgpQC65EB7JuyZIl8ec//zluueWW6NSpU8yYMaPaOatWrYqIqJe3fa5bt267zl+/fn1UVFTspDQ7XyqVisLCwkax4N5eLVq0yOqC+5NPPsnaYzUmBQUF6QIdAGh8rOdzy3q+ca/nN/0+t2zZUoEODYgSHci6GTNmxG677RYnnnhifOUrX6m26O7Zs2dMnjw5IiI6deoUqVQqxo0bF506dYqIiGuuuSZSqVSkUqkqV7C88cYb8ZWvfCU6dOgQhYWFcfjhh8fjjz9e5bHvueeeSKVSMX/+/Pj6178enTt3jj333DNj1nnz5kUqlYqZM2fG9773vdhjjz2iTZs2UVpaGhERzz//fJxwwglRVFQUbdq0iWOPPTb+9Kc/VXmMTfv2vfXWW3HuuedGUVFRdOrUKa688spIkiSWLVsWp5xySrRv3z66du0aN998c7Ucq1atigsvvDC6dOkShYWFccghh8S9996bnt+wYUN06NAhzj///Gr3LS0tjcLCwrj88ssjoua9BceNGxdt27aNf/zjHzFy5Mho27ZtdOrUKS6//PIoLy+v8ngffvhhnHfeedG+ffvYddddY+zYsfHKK6/Uel/Gv/3tb3H66adHhw4dok2bNjFw4MB48sknq5yz6ee05dUom34em94CPGTIkHjyySfj73//e/p3Ymv7BmbaQ/H++++P/v37R+vWraNDhw5x1llnxbJly6qcM2TIkOjbt28sXLgwBg8eHG3atInvfOc7ERHx0ksvxfDhw6Njx47RunXr6NWrV1xwwQVV7r98+fJ44403YsOGDdt8jT7++OMYN25cFBUVpV/jRYsWVXuNhwwZUuOV3TXtn3jTTTfF5z//+dh9992jdevW0b9//3j44Yer3TeVSsWECRPisccei759+0ZBQUEcdNBBMWfOnPQ5V199dXz729+OiIhevXqlX/tNP6/N90S/55574vTTT4+IiOOOOy597rx582Ls2LHRsWPHGl+T448/Pvbbb79tvlYAQP2znreet57PbNPP56abboof//jH0aNHj2jdunUce+yx8frrr1c5d9PP7Z133okvfelL0a5duzjnnHPSc1u+FhUVFXHrrbfGwQcfHIWFhdGpU6c44YQT4qWXXtru1wPIrha5DgA0PjNmzIhTTz01WrVqFaNHj45p06bFiy++GEcccUREREydOjXuu+++mDVrVkybNi3atm0bBx98cAwcODAuueSSGDVqVJx66qkREdGvX7+IiPjf//3fOOqoo2KPPfaIK664InbZZZf45S9/GSNHjoxHHnkkRo0aVSXD17/+9ejUqVNcddVVtbpy5brrrotWrVrF5ZdfHmVlZdGqVat4+umnY8SIEdG/f/+YPHlyNGvWLKZPnx5Dhw6NP/zhD3HkkUdWeYwzzzwzDjjggLjhhhviySefjOuvvz46dOgQd955ZwwdOjR++MMfxowZM+Lyyy+PI444IgYPHhwREZ9++mkMGTIk3n777ZgwYUL06tUrfvWrX8W4cePi448/jm984xvRsmXLGDVqVDz66KNx5513RqtWrdLf97HHHouysrI466yztvocy8vLY/jw4TFgwIC46aab4ve//33cfPPN0bt377jkkksionLRdvLJJ8cLL7wQl1xySey///7x61//OsaOHbvN1zAiYuXKlfH5z38+Pvnkk7jsssti9913j3vvvTe+/OUvx8MPP1zt57Qt3/3ud6OkpCTee++9+PGPfxwREW3btt2ux/j+978fV155ZZxxxhnx1a9+NVavXh233XZbDB48OP7yl79UuXrqww8/jBEjRsRZZ50V5557bnTp0iVWrVoVxx9/fHTq1CmuuOKK2HXXXWPp0qXx6KOPVvk+kyZNinvvvbfG7U82lyRJnHLKKfHHP/4xvva1r8UBBxwQs2bNqvVrnMmtt94aX/7yl+Occ86Jzz77LGbOnBmnn356PPHEE3HiiSdWOfePf/xjPProo/H1r3892rVrFz/5yU/itNNOi3fffTd23333OPXUU+Ott96KBx98MH784x9Hx44dIyLS/zDe3ODBg+Oyyy6Ln/zkJ/Gd73wnDjjggIiIOOCAA+K8886L++67L5566qk46aST0vdZsWJFPP300+l/fAMA+cV63nreer7nNnPdd999sWbNmhg/fnysX78+br311hg6dGi89tpr0aVLl/R5GzdujOHDh8fRRx8dN910U7Rp0ybjY1544YVxzz33xIgRI+KrX/1qbNy4Mf7whz/EggUL4vDDD9/u1wPIogQgi1566aUkIpLf/e53SZIkSUVFRbLnnnsm3/jGN6qcN3ny5CQiktWrV6fHVq9enUREMnny5GqP+4UvfCE5+OCDk/Xr16fHKioqks9//vNJnz590mPTp09PIiI5+uijk40bN24z7zPPPJNERLL33nsnn3zySZXH7tOnTzJ8+PCkoqIiPf7JJ58kvXr1Sr74xS9Wey4XX3xxemzjxo3JnnvumaRSqeSGG25Ij3/00UdJ69atk7Fjx6bHpk6dmkREcv/996fHPvvss2TQoEFJ27Ztk9LS0iRJkuSpp55KIiL5zW9+U+U5fOlLX0r23nvv9PGSJUuSiEimT5+eHhs7dmwSEcm1115b5b6HHXZY0r9///TxI488kkREMnXq1PRYeXl5MnTo0GqPWZNvfvObSUQkf/jDH9Jja9asSXr16pX07NkzKS8vT5Lk3z+nJUuWVLn/pp/HM888kx478cQTkx49elT7XjU9z00/i02WLl2aNG/ePPn+979f5b6vvfZa0qJFiyrjxx57bBIRyR133FHl3FmzZiURkbz44otbfe6bXuMtn9OWHnvssSQikh/96EfpsY0bNybHHHNMtedz7LHHJscee2yN32vL12Tz398kqfwd6tu3bzJ06NAq4xGRtGrVKnn77bfTY6+88koSEcltt92WHrvxxhszPp8ePXpU+R3+1a9+Ve3nliSVvzt77rlncuaZZ1YZv+WWW5JUKpX87W9/q/bYAEBuWc9Xsp63ns9kU+7WrVsn7733Xnr8+eefTyIi+da3vlXtMa+44ooav9/mr8vTTz+dRERy2WWXVTt30+/w9rweQHbZzgXIqhkzZkSXLl3iuOOOi4jKrSPOPPPMmDlzZrW3GdbWP//5z3j66afjjDPOiDVr1sQHH3wQH3zwQXz44YcxfPjwWLx4cfzjH/+ocp+LLrpou/YQHDt2bLRu3Tp9vGjRoli8eHGcffbZ8eGHH6a/57p16+ILX/hCPPvss9X2WfzqV7+a/rp58+Zx+OGHR5IkceGFF6bHd91119hvv/3ib3/7W3rst7/9bXTt2jVGjx6dHmvZsmVcdtllsXbt2pg/f35ERAwdOjQ6duwYDz30UPq8jz76KH73u9/FmWeeWavn+bWvfa3K8THHHFMly5w5c6Jly5Zx0UUXpceaNWsW48ePr9Xj//a3v40jjzwyjj766PRY27Zt4+KLL46lS5fGX//611o9TrY8+uijUVFREWeccUb6Z/jBBx9E165do0+fPvHMM89UOb+goKDaW2w3XcnxxBNPbPWtnffcc08kSbLNq1Z++9vfRosWLdJXC0VU/r5ceuml2/fktrD57+9HH30UJSUlccwxx8TLL79c7dxhw4ZF796908f9+vWL9u3bV/ldyIZmzZrFOeecE48//nisWbMmPT5jxoz4/Oc/H7169crq9wMA6s56vpL1vPX8towcOTL22GOP9PGRRx4ZAwYMiN/+9rfVzt187Z/JI488EqlUqsZ3a27a4mZ7Xw8ge2znAmRNeXl5zJw5M4477rhYsmRJenzAgAFx8803x9y5c+P444/f7sd9++23I0mSuPLKK+PKK6+s8ZxVq1ZVWcBsbzm35fmLFy+OiNjq2x5LSkpit912Sx/vtddeVeaLioqisLAwvRXG5uMffvhh+vjvf/979OnTJ5o1q/rfNTdti/H3v/89Iio/ZOe0006LBx54IMrKyqKgoCAeffTR2LBhQ60W3Zv21NvcbrvtFh999FGVLN26dav2FsN99tlnm4+/6f4DBgyoNr75c+nbt2+tHisbFi9eHEmSRJ8+fWqc3/LDMffYY48qb62NiDj22GPjtNNOi2uuuSZ+/OMfx5AhQ2LkyJFx9tln79AHAW16jbd8G2td9wd/4okn4vrrr49FixZFWVlZerymPSW3/F2NqP67kC1jxoyJH/7whzFr1qwYM2ZMvPnmm7Fw4cK44447sv69AIC6sZ63nreer72aMu27777xy1/+sspYixYttrqv/ybvvPNOdO/ePTp06JDxnO19PYDsUaIDWfP000/H8uXLY+bMmTFz5sxq8zNmzNihRfemK0Quv/zyGD58eI3nbLko3PwqlNrY8vxN3/PGG2+MQw89tMb7bFmC1nSlTKarZ5Ik2a58m5x11llx5513xuzZs2PkyJHxy1/+Mvbff/845JBDtnnf7bmSZ2erqdiNiB2+uimTioqKSKVSMXv27Bqf/5Y/w5p+b1KpVDz88MOxYMGC+M1vfhNPPfVUXHDBBXHzzTfHggULtntPx+2RSqVq/F3Z8nX6wx/+EF/+8pdj8ODB8dOf/jS6desWLVu2jOnTp8cDDzxQ7f7Z/r3cmgMPPDD69+8f999/f4wZMybuv//+aNWqVZxxxhlZ/14AQN1Yz1vP15b1fO0VFBRU+w8sO2p7Xw8ge5ToQNbMmDEjOnfuHLfffnu1uUcffTRmzZoVd9xxR8YFcaaF2N577x0Rlf9VfdiwYdkLvBWbtrpo3779Tv+ePXr0iFdffTUqKiqqLK7eeOON9PwmgwcPjm7dusVDDz0URx99dDz99NPx3e9+N6tZnnnmmfjkk0+qXL3y9ttv1/r+b775ZrXxLZ/Lpit+Pv744yrnbbpKZ3OZfi9qo3fv3pEkSfTq1Sv23XffHX6ciIiBAwfGwIED4/vf/3488MADcc4558TMmTOrvO23Nnr06BFz586NtWvXVlnk1vS67bbbbjVusbLl6/TII49EYWFhPPXUU1Wuppk+ffp2Zdvc9rzu2zp3zJgxMXHixFi+fHk88MADceKJJ1a56gsAyA/W8zvGev7fmsJ6fpNN73bY3FtvvVXr7WC21Lt373jqqafin//8Z8ar0bP5egDbx57oQFZ8+umn8eijj8ZJJ50UX/nKV6rdJkyYEGvWrInHH38842NsWuRtuRDr3LlzDBkyJO68885Yvnx5tfutXr06q88lIqJ///7Ru3fvuOmmm2Lt2rU79Xt+6UtfihUrVlTZG3Hjxo1x2223Rdu2bePYY49Njzdr1iy+8pWvxG9+85v4xS9+ERs3bqz1/om1MXz48NiwYUPcdddd6bGKiooa/yGV6bm88MIL8dxzz6XH1q1bFz/72c+iZ8+eceCBB0bEv/9R8+yzz6bPKy8vj5/97GfVHnOXXXaJkpKSHXo+p556ajRv3jyuueaaalcLJUlS5W24mXz00UfV7rvpaqbNt01Zvnx5vPHGG1vdZzGi8jXauHFjTJs2LT1WXl4et912W7Vze/fuHW+88UaV37dXXnkl/vSnP1U5r3nz5pFKpapc+bN06dJ47LHHtvn8Mtlll10iovr/Hnfk3NGjR0cqlYpvfOMb8be//S3OPffcHc4FAOwc1vM7znq+UlNZz2/y2GOPVdnL/4UXXojnn38+RowYUav7b+m0006LJEnimmuuqTa3KX82Xg9gx7gSHciKTR8c+OUvf7nG+YEDB0anTp1ixowZGReJrVu3jgMPPDAeeuih2HfffaNDhw7Rt2/f6Nu3b9x+++1x9NFHx8EHHxwXXXRR7L333rFy5cp47rnn4r333otXXnklq8+nWbNm8fOf/zxGjBgRBx10UJx//vmxxx57xD/+8Y945plnon379vGb3/wmK9/r4osvjjvvvDPGjRsXCxcujJ49e8bDDz8cf/rTn2Lq1KnRrl27KuefeeaZcdttt8XkyZPj4IMPTu9PmA0jR46MI488Mv7jP/4j3n777dh///3j8ccfj3/+858Rse2rSK644op48MEHY8SIEXHZZZdFhw4d4t57740lS5bEI488kr4y56CDDoqBAwfGpEmT0ldazJw5MzZu3FjtMfv37x8PPfRQTJw4MY444oho27ZtnHzyybV6Pr17947rr78+Jk2aFEuXLo2RI0dGu3btYsmSJTFr1qy4+OKL4/LLL9/qY9x7773x05/+NEaNGhW9e/eONWvWxF133RXt27ePL33pS+nzJk2alH6uW7v65OSTT46jjjoqrrjiili6dGkceOCB8eijj9b4D4sLLrggbrnllhg+fHhceOGFsWrVqrjjjjvioIMOitLS0vR5J554Ytxyyy1xwgknxNlnnx2rVq2K22+/PfbZZ5949dVXa/Vabal///4REfHd7343zjrrrGjZsmWcfPLJ6cJ8c4ceemg0b948fvjDH0ZJSUkUFBTE0KFDo3PnzhER0alTpzjhhBPiV7/6Vey6665x4okn7lAmAGDnsZ7fcdbzTWs9v8k+++wTRx99dFxyySVRVlYWU6dOjd133z3+8z//s1bPbUvHHXdcnHfeefGTn/wkFi9eHCeccEJUVFTEH/7whzjuuONiwoQJWXk9gB2UAGTBySefnBQWFibr1q3LeM64ceOSli1bJh988EEyefLkJCKS1atXVznnz3/+c9K/f/+kVatWSUQkkydPTs+98847yZgxY5KuXbsmLVu2TPbYY4/kpJNOSh5++OH0OdOnT08iInnxxRdrlfuZZ55JIiL51a9+VeP8X/7yl+TUU09Ndt9996SgoCDp0aNHcsYZZyRz585Nn5PpuYwdOzbZZZddqj3msccemxx00EFVxlauXJmcf/75SceOHZNWrVolBx98cDJ9+vQaM1VUVCTFxcVJRCTXX399tfklS5YkEVHl/pmybMq+udWrVydnn3120q5du6SoqCgZN25c8qc//SmJiGTmzJk1ZtrcO++8k3zlK19Jdt1116SwsDA58sgjkyeeeKLG84YNG5YUFBQkXbp0Sb7zne8kv/vd75KISJ555pn0eWvXrk3OPvvsZNddd00iIunRo0fG51nT80mSJHnkkUeSo48+Otlll12SXXbZJdl///2T8ePHJ2+++Wb6nJp+LkmSJC+//HIyevToZK+99koKCgqSzp07JyeddFLy0ksvVTlv7NixSUQkS5Ys2eZr9OGHHybnnXde0r59+6SoqCg577zzkr/85S/Vnk+SJMn999+f7L333kmrVq2SQw89NHnqqaeSsWPHpl+HTe6+++6kT58+SUFBQbL//vsn06dPr/H1iIhk/Pjx1TL16NEjGTt2bJWx6667Ltljjz2SZs2aVXluNZ171113JXvvvXfSvHnzaj/DJEmSX/7yl0lEJBdffPE2Xx8AoP5Zz1vPb2I9v2Srr8+m3DfeeGNy8803J8XFxUlBQUFyzDHHJK+88kq1x6zp57Zpbss1/caNG5Mbb7wx2X///ZNWrVolnTp1SkaMGJEsXLhwu18PILtSSbITPkUMgEblsccei1GjRsUf//jHOOqoo3Idp1FaunRp9OrVK6ZPnx7jxo3LdZys+/Wvfx0jR46MZ599No455phcxwEAaFKs57Nn07r9xhtvdNU3NCH2RAegik8//bTK8ab9utu3bx+f+9zncpSKhu6uu+6KvffeO44++uhcRwEAaNSs5wGyz57oAFRx6aWXxqeffhqDBg2KsrKyePTRR+PPf/5z/OAHP4jWrVvnOh4NzMyZM+PVV1+NJ598Mm699dZt7sMJAEDdWM8DZJ8SHYAqhg4dGjfffHM88cQTsX79+thnn33itttuiwkTJuQ6Gg3Q6NGjo23btnHhhRfG17/+9VzHAQBo9KznAbLPnugAAAAAAJCBPdEBAAAAACADJToAAAAAAGRgT/QsqaioiPfffz/atWvnQ9MAANiqJElizZo10b1792jWzHUt2WZtDgBAbdR2Xa5Ez5L3338/iouLcx0DAIAGZNmyZbHnnnvmOkajY20OAMD22Na6XImeJe3atYuIyhe8ffv2OU4DAEA+Ky0tjeLi4vQakuyyNgcAoDZquy5XomfJpreJtm/f3kIdAIBasdXIzmFtDgDA9tjWutwGjAAAAAAAkIESHQAAAAAAMlCiAwAAAABABkp0AAAAAADIQIkOAAAAAAAZKNEBAAAAACADJToAAAAAAGSgRAcAAAAAgAyU6AAAAAAAkIESHQAAAAAAMlCiAwAAAABABkp0AAAAAADIoEWuAwAAAACwcw0ZMiT99bx583KWA6AhciU6AAAAQCO2eYFe0zEAW6dEBwAAAACADGznAmRVkiSxfv36XMcgDyRJEmVlZRERUVBQEKlUKseJyAeFhYV+FwAA6lGmq86HDBliWxeAWlKiA1m1fv36GDFiRK5jAHlq9uzZ0bp161zHAABoEra1bYsiHaB2bOcCAAAAAAAZuBIdyKrCwsKYPXt2rmOQB9avXx+jRo2KiIhZs2ZFYWFhjhORD/weAAAA0NAo0YGsSqVStmqgmsLCQr8XAAAAQINkOxcAAAAAAMhAiQ4AAADQCN188811mgegkhIdAAAAoBHq379/neYBqKREBwAAAGikunbtul3jAFSnRAcAAABohNasWRMrVqyocW7FihWxZs2aek4E0DAp0QEAAAAaoTFjxtRpHoBKSnQAAACARui+++6r0zwAlZToAAAAAI1Qu3btMu593q1bt2jXrl09JwJomJToAAAAAI3UuHHjahwfO3Zs/QYBaMCU6AAAAACNUHl5edxwww01zt1www1RXl5ez4kAGiYlOgAAAEAjdN1119VpHoBKSnQAAACARmjevHl1mgegkhIdAAAAoBG65ZZb6jQPQCUlOgAAAEAj9LnPfa5O8wBUUqIDAAAANFL333//do0DUJ0SHQAAAKARSpIkrr322hrnrr322kiSpJ4TATRMSnQAAACARmjp0qXx1ltv1Tj31ltvxdKlS+s3EEADpUQHAAAAaISWL19ep3kAKinRAQAAABqhgQMH1mkegEpKdAAAAIBGaOjQoXWaB6CSEh0AAAAAADJQogMAAHmjZ8+ekUqlqt3Gjx+f62gAADRRLXIdAAAAYJMXX3wxysvL08evv/56fPGLX4zTTz89h6kAAGjKXIkOAADkjU6dOkXXrl3TtyeeeCJ69+4dxx57bK6jATQ4M2bMqNM8AJVciQ4AAOSlzz77LO6///6YOHFipFKpjOeVlZVFWVlZ+ri0tLQ+4gHkvW7dutVpHoBKTeJK9ClTpsQRRxwR7dq1i86dO8fIkSPjzTffrHLOkCFDqu27+LWvfS1HiQEAgMceeyw+/vjjGDdu3FbPmzJlShQVFaVvxcXF9RMQIM8tWLCgTvMAVGoSJfr8+fNj/PjxsWDBgvjd734XGzZsiOOPPz7WrVtX5byLLrooli9fnr796Ec/ylFiAADg7rvvjhEjRkT37t23et6kSZOipKQkfVu2bFk9JQTIb9/5znfqNA9ApSaxncucOXOqHN9zzz3RuXPnWLhwYQwePDg93qZNm+jatWt9xwMAALbw97//PX7/+9/Ho48+us1zCwoKoqCgoB5SAQDQFDWJK9G3VFJSEhERHTp0qDI+Y8aM6NixY/Tt2zcmTZoUn3zyScbHKCsri9LS0io3AAAgO6ZPnx6dO3eOE088MddRAABo4prEleibq6ioiG9+85tx1FFHRd++fdPjZ599dvTo0SO6d+8er776avy///f/4s0338x45cuUKVPimmuuqa/YAADQZFRUVMT06dNj7Nix0aJFk/snC0DWPP300zF06NCtzgOwbU1uRTp+/Ph4/fXX449//GOV8Ysvvjj99cEHHxzdunWLL3zhC/HOO+9E7969qz3OpEmTYuLEienj0tJSH2AEAABZ8Pvf/z7efffduOCCC3IdBaBBq80Hi37+85+vpzQADVeTKtEnTJgQTzzxRDz77LOx5557bvXcAQMGRETE22+/XWOJbt9FAADYOY4//vhIkiTXMQAavG7dutVpHoBKTWJP9CRJYsKECTFr1qx4+umno1evXtu8z6JFiyLC/6EAAAAADVPPnj1j3333rXFu//33j549e9ZvIIAGqkmU6OPHj4/7778/HnjggWjXrl2sWLEiVqxYEZ9++mlERLzzzjtx3XXXxcKFC2Pp0qXx+OOPx5gxY2Lw4MHRr1+/HKcHAAAA2H6pVCquuuqqGueuvPLKSKVS9ZwIoGFqEtu5TJs2LSIihgwZUmV8+vTpMW7cuGjVqlX8/ve/j6lTp8a6deuiuLg4TjvttPje976Xg7QAAAAA2ZFpO9s99tijnpMANFxNokTf1n6KxcXFMX/+/HpKAwAAAFA/3nvvvYzj2/q8OAAqNYntXAAAAACamiRJ4txzz61x7txzz/UhzgC1pEQHAAAAaISOO+64Os0DUEmJDgAAAAAAGSjRAQAAAAAgAyU6AAAAQCP0gx/8oE7zAFRSogMAAAA0Qt26davTPACVlOgAAAAAjdBee+1Vp3kAKinRAQAAABqh8847r07zAFRSogMAAAA0Qu+//36d5gGopEQHAAAAAIAMlOgAAAAAjVCvXr3qNA9AJSU6AAAAQCP0s5/9rE7zAFRSogMAAAA0Qi1btoyzzjqrxrmzzz47WrZsWc+JABomJToAAABAI/W1r32txvGLL764npMANFxKdAAAAIBG7K677trqMQBbp0QHAAAAaMQuuuiirR4DsHVKdAAAAAAAyECJDgAAANBIDRkyZLvGAahOiQ4AAADQCG2rKFekA9SOEh0AAAAAADJQogMAAAAAQAZKdAAAAIBG6JlnnqnTPACVlOgAAAAAjdC7775bp3kAKinRAQAAABqhsWPH1mkegEpKdAAAAAAAyECJDgAAAAAAGSjRAQAAABqhefPm1WkegEpKdAAAAIBGKlNRrkAHqD0lOgAAAEAjNWTIkO0aB6A6JToAAABAI7StolyRDlA7SnQAAAAAAMhAiQ4AAAAAABko0QEAAAAaoW19eKgPFwWoHSU6AAAAQCOVqShXoAPUnhIdAAAAAAAyUKIDAAAANGIHH3xwleN+/frlKAlAw6REBwAAAGikXnrppXjttdeqjL366qvx0ksv5SgRQMOjRAcAAABohCoqKuLaa6+tce7aa6+NioqKek4E0DAp0QEAAAAaoeeffz5KS0trnCstLY3nn3++nhMBNExKdAAAAIBGaMCAAdG+ffsa54qKimLAgAH1nAigYVKiAwAAeeUf//hHnHvuubH77rtH69at4+CDD7Z3L8AOaNasWVx11VU1zk2ePDmaNVMLAdSGv5YAAEDe+Oijj+Koo46Kli1bxuzZs+Ovf/1r3HzzzbHbbrvlOhpAg7R48eIax9988816TgLQcLXIdQAAAIBNfvjDH0ZxcXFMnz49PdarV6+t3qesrCzKysrSx5n2/wVoajZu3Bh33nlnjXN33nlnnH766dGihWoIYFtciQ4AAOSNxx9/PA4//PA4/fTTo3PnznHYYYfFXXfdtdX7TJkyJYqKitK34uLiekoLkN/uu+++Os0DUEmJDgAA5I2//e1vMW3atOjTp0889dRTcckll8Rll10W9957b8b7TJo0KUpKStK3ZcuW1WNigPw1ZsyYOs0DUMl7dgAAgLxRUVERhx9+ePzgBz+IiIjDDjssXn/99bjjjjti7NixNd6noKAgCgoK6jMmQIMwbNiwbc7PmzevfsIANGCuRAcAAPJGt27d4sADD6wydsABB8S7776bo0QAADR1SnQAACBvHHXUUfHmm29WGXvrrbeiR48eOUoEAEBTp0QHAADyxre+9a1YsGBB/OAHP4i33347HnjggfjZz34W48ePz3U0gAZnW1u12MoFoHaU6AAAQN444ogjYtasWfHggw9G375947rrroupU6fGOeeck+toAA1ORUVFtG/fvsa59u3bR0VFRT0nAmiYfLAoAACQV0466aQ46aSTch0DoMF7/vnno7S0tMa50tLSeP7552PQoEH1nAqg4XElOgAAAEAjNGDAgIxXohcVFcWAAQPqORFAw6REBwAAAGiEmjVrFldddVWNc5MnT45mzdRCALXhryUAAABAI3X55ZfXOD5x4sR6TgLQcCnRAQAAABqhIUOG1GkegEpKdAAAAAAAyECJDgAAAAAAGSjRAQAAAAAgAyU6AAAAAABkoEQHAAAAaITmzZtXp3kAKinRAQAAABqhJEli3333rXFu3333jSRJ6jkRQMOkRAcAAABohJYuXRpvvfVWjXNvvfVWLF26tH4DATRQSnQAAACARuj999+v0zwAlZToAAAAAI1Q9+7d6zQPQCUlOgAAAEAj1LNnz4x7ou+3337Rs2fP+g0E0EAp0QEAAAAaoVQqFVdddVWNc1dddVWkUql6TgTQMCnRAQAAABqpc889t8bxc845p56TADRcSnQAAACARujLX/5yneYBqNQkSvQpU6bEEUccEe3atYvOnTvHyJEj480336xyzvr162P8+PGx++67R9u2beO0006LlStX5igxAAAAQN2UlpbWaR6ASi1yHaA+zJ8/P8aPHx9HHHFEbNy4Mb7zne/E8ccfH3/9619jl112iYiIb33rW/Hkk0/Gr371qygqKooJEybEqaeeGn/6059ynB4AAAC2X5IksX79+lzHIIdatmwZGzZs2Or8p59+Wo+JyCeFhYX2xYdaahIl+pw5c6oc33PPPdG5c+dYuHBhDB48OEpKSuLuu++OBx54IIYOHRoREdOnT48DDjggFixYEAMHDsxFbAAAANhh69evjxEjRuQ6Bnlsw4YNfkeasNmzZ0fr1q1zHQMahCaxncuWSkpKIiKiQ4cOERGxcOHC2LBhQwwbNix9zv777x977bVXPPfcczU+RllZWZSWlla5AQAAAADQuDSJK9E3V1FREd/85jfjqKOOir59+0ZExIoVK6JVq1ax6667Vjm3S5cusWLFihofZ8qUKXHNNdfs7LgAAACwQwoLC2P27Nm5jkEeqOlqc78bFBYW5joCNBhNrkQfP358vP766/HHP/6xTo8zadKkmDhxYvq4tLQ0iouL6xoPAAAAsiKVStmqgYioLMw3L9LnzZuXuzAADVCTKtEnTJgQTzzxRDz77LOx5557pse7du0an332WXz88cdVrkZfuXJldO3atcbHKigoiIKCgp0dGQAAACBrXIEOsP2axJ7oSZLEhAkTYtasWfH0009Hr169qsz3798/WrZsGXPnzk2Pvfnmm/Huu+/GoEGD6jsuAAAAAAB5oklciT5+/Ph44IEH4te//nW0a9cuvc95UVFRtG7dOoqKiuLCCy+MiRMnRocOHaJ9+/Zx6aWXxqBBg2LgwIE5Tg8AAAAAQK40iRJ92rRpERExZMiQKuPTp0+PcePGRUTEj3/842jWrFmcdtppUVZWFsOHD4+f/vSn9ZwUAAAAAIB80iRK9CRJtnlOYWFh3H777XH77bfXQyIAAAAAABqCJrEnOgAAAAAA7AglOgAAAAAAZKBEBwAAAACADJToAAAAAACQgRIdAAAAAAAyUKIDAAAAAEAGSnQAAAAAAMhAiQ4AAAAAABko0QEAAAAAIAMlOgAAAAAAZKBEBwAAAACADJToAAAAAACQgRIdAAAAAAAyUKIDAAAAAEAGSnQAAAAAAMhAiQ4AAOSNq6++OlKpVJXb/vvvn+tYAAA0YS1yHQAAAGBzBx10UPz+979PH7do4Z8tAADkjtUoAACQV1q0aBFdu3bNdQwAAIgI27kAAAB5ZvHixdG9e/fYe++945xzzol33313q+eXlZVFaWlplRsAAGSLEh0AAMgbAwYMiHvuuSfmzJkT06ZNiyVLlsQxxxwTa9asyXifKVOmRFFRUfpWXFxcj4kBAGjslOgAAEDeGDFiRJx++unRr1+/GD58ePz2t7+Njz/+OH75y19mvM+kSZOipKQkfVu2bFk9JgYAoLGzJzoAAJC3dt1119h3333j7bffznhOQUFBFBQU1GMqAACaEleiAwAAeWvt2rXxzjvvRLdu3XIdBQCAJkqJDgAA5I3LL7885s+fH0uXLo0///nPMWrUqGjevHmMHj0619EAAGiibOcCAADkjffeey9Gjx4dH374YXTq1CmOPvroWLBgQXTq1CnX0QAAaKKU6AAAQN6YOXNmriMAAEAVtnMBAAAAAIAMlOgAAAAAAJCBEh0AAAAAADJQogMAAAAAQAZKdAAAAAAAyECJDgAAAAAAGSjRAQAAAAAgAyU6AAAAAABkoEQHAAAAAIAMlOgAAAAAAJCBEh0AAAAAADJQogMAAAAAQAZKdAAAAAAAyECJDgAAAAAAGSjRAQAAAAAgAyU6AAAAAABkoEQHAAAAAIAMlOgAAAAAAJCBEh0AAAAAADJQogMAAAAAQAZKdAAAAAAAyECJDgAAAAAAGSjRAQAAAAAgAyU6AAAAAABkoEQHAAAAAIAMlOgAAAAAAJCBEh0AAAAAADJQogMAAAAAQAZKdAAAAAAAyECJDgAAAAAAGSjRAQAAAAAgAyU6AAAAAABkoEQHAAAAAIAMlOgAAAAAAJCBEh0AAAAAADLI6xJ98uTJ8fe//z3XMQAAAAAAaKLyukT/9a9/Hb17944vfOEL8cADD0RZWVmuIwEAAAAA0ITkdYm+aNGiePHFF+Oggw6Kb3zjG9G1a9e45JJL4sUXX8x1NAAAAAAAmoC8LtEjIg477LD4yU9+Eu+//37cfffd8d5778VRRx0V/fr1i1tvvTVKSkpyHREAAAAAgEYq70v0TZIkiQ0bNsRnn30WSZLEbrvtFv/1X/8VxcXF8dBDD+U6HgAAAAAAjVDel+gLFy6MCRMmRLdu3eJb3/pWHHbYYfF///d/MX/+/Fi8eHF8//vfj8suuyzXMQEAAAAAaITyukQ/+OCDY+DAgbFkyZK4++67Y9myZXHDDTfEPvvskz5n9OjRsXr16hymBAAAAACgscrrEv2MM86IpUuXxpNPPhkjR46M5s2bVzunY8eOUVFRsdXHefbZZ+Pkk0+O7t27RyqViscee6zK/Lhx4yKVSlW5nXDCCdl8KgAAAAAANEB5XaJv2vt8S59++mlce+21tX6cdevWxSGHHBK33357xnNOOOGEWL58efr24IMP7lBmAAAAAAAaj7wu0a+55ppYu3ZttfFPPvkkrrnmmlo/zogRI+L666+PUaNGZTynoKAgunbtmr7VVN5vrqysLEpLS6vcAACA7LrhhhsilUrFN7/5zVxHAQCgicrrEj1JkkilUtXGX3nllejQoUNWv9e8efOic+fOsd9++8Ull1wSH3744VbPnzJlShQVFaVvxcXFWc0DAABN3Ysvvhh33nln9OvXL9dRAABowvKyRN9tt92iQ4cOkUqlYt99940OHTqkb0VFRfHFL34xzjjjjKx9vxNOOCHuu+++mDt3bvzwhz+M+fPnx4gRI6K8vDzjfSZNmhQlJSXp27Jly7KWBwAAmrq1a9fGOeecE3fddZd3iQIAkFMtch2gJlOnTo0kSeKCCy6Ia665JoqKitJzrVq1ip49e8agQYOy9v3OOuus9NcHH3xw9OvXL3r37h3z5s2LL3zhCzXep6CgIAoKCrKWAQAA+Lfx48fHiSeeGMOGDYvrr79+q+dOmTJlu7Z7BACA7ZGXJfrYsWMjIqJXr17x+c9/Plq2bFmv33/vvfeOjh07xttvv52xRAcAAKr7xS9+EXfccUcsWbIknnvuuejRo0dMnTo1evXqFaecckqtHmPmzJnx8ssvx4svvlir8ydNmhQTJ05MH5eWltpuEQCArMm77Vw2f+vlYYcdFp9++mm1t2bu7Ldovvfee/Hhhx9Gt27ddtr3AACAxmbatGkxceLE+NKXvhQff/xxenvEXXfdNaZOnVqrx1i2bFl84xvfiBkzZkRhYWGt7lNQUBDt27evcgMAgGzJuxJ9t912i1WrVkVE5WJ7t912q3bbNF5ba9eujUWLFsWiRYsiImLJkiWxaNGiePfdd2Pt2rXx7W9/OxYsWBBLly6NuXPnximnnBL77LNPDB8+fGc8RQAAaJRuu+22uOuuu+K73/1uNG/ePD1++OGHx2uvvVarx1i4cGGsWrUqPve5z0WLFi2iRYsWMX/+/PjJT34SLVq02OrnFgEAwM6Qd9u5PP3009GhQ4eIiHjmmWey8pgvvfRSHHfccenjTW/1HDt2bEybNi1effXVuPfee+Pjjz+O7t27x/HHHx/XXXedPc8BAGA7LFmyJA477LBq4wUFBbFu3bpaPcYXvvCFaoX7+eefH/vvv3/8v//3/6qU8wAAUB/yrkQ/9thj01/36tUriouLI5VKVTknSZJYtmxZrR9zyJAhkSRJxvmnnnpq+4MCAABV9OrVKxYtWhQ9evSoMj5nzpw44IADavUY7dq1i759+1YZ22WXXWL33XevNg4AAPUh70r0zfXq1SuWL18enTt3rjL+z3/+M3r16uWtnAAAkEcmTpwY48ePj/Xr10eSJPHCCy/Egw8+GFOmTImf//znuY4HAAA7JK9L9CRJql2FHlG5x3ltP2QIAACoH1/96lejdevW8b3vfS8++eSTOPvss6N79+5x6623xllnnbXDjztv3rzshQQAgO2UlyX6pj3LU6lUXHnlldGmTZv0XHl5eTz//PNx6KGH5igdAACQyTnnnBPnnHNOfPLJJ7F27dpq7yoFAICGJi9L9L/85S8RUXkl+muvvRatWrVKz7Vq1SoOOeSQuPzyy3MVDwAAqMGSJUti48aN0adPn2jTpk36YpjFixdHy5Yto2fPnrkNCAAAOyAvS/RnnnkmIiLOP//8uPXWW6N9+/Y5TgQAAGzLuHHj4oILLog+ffpUGX/++efj5z//uW1ZAABokJrlOsDWTJ8+XYEOAAANxF/+8pc46qijqo0PHDgwFi1aVP+BAAAgC/LySvRN1q1bFzfccEPMnTs3Vq1aFRUVFVXm//a3v+UoGQAAsKVUKhVr1qypNl5SUhLl5eU5SAQAAHWX1yX6V7/61Zg/f36cd9550a1bt0ilUrmOBAAAZDB48OCYMmVKPPjgg9G8efOIiCgvL48pU6bE0UcfneN0AACwY/K6RJ89e3Y8+eSTNb4lFAAAyC8//OEPY/DgwbHffvvFMcccExERf/jDH6K0tDSefvrpHKcDAIAdk9d7ou+2227RoUOHXMcAAABq4cADD4xXX301zjjjjFi1alWsWbMmxowZE2+88Ub07ds31/EAAGCH5PWV6Nddd11cddVVce+990abNm1yHQcAANiG7t27xw9+8INcxwAAgKzJ6xL95ptvjnfeeSe6dOkSPXv2jJYtW1aZf/nll3OUDAAAiIh49dVXo2/fvtGsWbN49dVXt3puv3796ikVAABkT16X6CNHjsx1BAAAYCsOPfTQWLFiRXTu3DkOPfTQSKVSkSRJtfNSqVSUl5fnICEAANRNXpfokydPznUEAABgK5YsWRKdOnVKfw0AAI1NXpfoAABAfuvRo0dERGzYsCGuueaauPLKK6NXr145TgUAANnTLNcBtqa8vDxuuummOPLII6Nr167RoUOHKjcAACA/tGzZMh555JFcxwAAgKzL6xL9mmuuiVtuuSXOPPPMKCkpiYkTJ8app54azZo1i6uvvjrX8QAAgM2MHDkyHnvssVzHAACArMrr7VxmzJgRd911V5x44olx9dVXx+jRo6N3797Rr1+/WLBgQVx22WW5jggAAPxLnz594tprr40//elP0b9//9hll12qzFu/AwDQEOV1ib5ixYo4+OCDIyKibdu2UVJSEhERJ510Ulx55ZW5jAYAAGzh7rvvjl133TUWLlwYCxcurDKXSqWU6AAANEh5XaLvueeesXz58thrr72id+/e8T//8z/xuc99Ll588cUoKCjIdTwAAGAzS5YsSX+dJElEVJbnAADQkOX1nuijRo2KuXPnRkTEpZdeGldeeWX06dMnxowZExdccEGO0wEAAFu6++67o2/fvlFYWBiFhYXRt2/f+PnPf57rWAAAsMPy+kr0G264If31mWeeGXvttVc899xz0adPnzj55JNzmAwAANjSVVddFbfccktceumlMWjQoIiIeO655+Jb3/pWvPvuu3HttdfmOCEAAGy/vC7RtzRo0KD0YhwAAMgv06ZNi7vuuitGjx6dHvvyl78c/fr1i0svvVSJDgBAg5TXJfp999231fkxY8bUUxIAAGBbNmzYEIcffni18f79+8fGjRtzkAgAAOour0v0b3zjG1WON2zYEJ988km0atUq2rRpo0QHAIA8ct5558W0adPilltuqTL+s5/9LM4555wcpQIAgLrJ6xL9o48+qja2ePHiuOSSS+Lb3/52DhIBAABbc/fdd8f//M//xMCBAyMi4vnnn4933303xowZExMnTkyft2XRDgAA+SqvS/Sa9OnTJ2644YY499xz44033sh1HAAA4F9ef/31+NznPhcREe+8805ERHTs2DE6duwYr7/+evq8VCqVk3wAALAjGlyJHhHRokWLeP/993MdAwAA2MwzzzyT6wgAAJB1eV2iP/7441WOkySJ5cuXx3/913/FUUcdlaNUAAAAAAA0FXldoo8cObLKcSqVik6dOsXQoUPj5ptvzk0oAAAAAACajLwu0SsqKnIdAQAAAACAJiyvS/SJEyfW+txbbrllJyYBAAAAAKApyusS/S9/+Uu8/PLLsXHjxthvv/0iIuKtt96K5s2bx+c+97n0ealUKlcRAQAAAABoxPK6RD/55JOjXbt2ce+998Zuu+0WEREfffRRnH/++XHMMcfEf/zHf+Q4IQAAAAAAjVmzXAfYmptvvjmmTJmSLtAjInbbbbe4/vrrfbAoAAAAAAA7XV6X6KWlpbF69epq46tXr441a9bkIBEAAAAAAE1JXpfoo0aNivPPPz8effTReO+99+K9996LRx55JC688MI49dRTcx0PAAAAAIBGLq/3RL/jjjvi8ssvj7PPPjs2bNgQEREtWrSICy+8MG688cYcp2NLSZLE+vXrcx0DyBOb/z3wtwHYUmFhoQ+HBwAAGoS8LtHbtGkTP/3pT+PGG2+Md955JyIievfuHbvsskuOk1GT9evXx4gRI3IdA8hDo0aNynUEIM/Mnj07WrdunesYAAAA25TXJfomu+yyS/Tr1y/XMQAAAAAAaGIaRIlOw7P20NGRNPPrBU1akkRUbKz8ulmLCNs2QJOXqtgYbRc9mOsYAAAA20XLyU6RNGsR0bxlrmMAOdcq1wGAPJLkOgAAAMAOaJbrAAAAAAAAkK+U6AAAAAAAkIESHQAAAAAAMlCiAwAAeWPatGnRr1+/aN++fbRv3z4GDRoUs2fPznUsAACaMCU6AACQN/bcc8+44YYbYuHChfHSSy/F0KFD45RTTon//d//zXU0AACaqBa5DgAAALDJySefXOX4+9//fkybNi0WLFgQBx10UI5SAQDQlCnRAQCAvFReXh6/+tWvYt26dTFo0KCM55WVlUVZWVn6uLS0tD7iAQDQRNjOBQAAyCuvvfZatG3bNgoKCuJrX/tazJo1Kw488MCM50+ZMiWKiorSt+Li4npMCwBAY+dKdAAAIK/st99+sWjRoigpKYmHH344xo4dG/Pnz89YpE+aNCkmTpyYPi4tLW3SRXqSJLF+/fpcxwDyyOZ/E/x9ALZUWFgYqVQq1zHymhIdAADIK61atYp99tknIiL69+8fL774Ytx6661x55131nh+QUFBFBQU1GfEvLZ+/foYMWJErmMAeWrUqFG5jgDkmdmzZ0fr1q1zHSOv2c4FAADIaxUVFVX2PAcAgPrkSnQAACBvTJo0KUaMGBF77bVXrFmzJh544IGYN29ePPXUU7mO1iCtPXR0JM38sw+avCSJqNhY+XWzFhG2bYAmL1WxMdouejDXMRoMqykAACBvrFq1KsaMGRPLly+PoqKi6NevXzz11FPxxS9+MdfRGqSkWYuI5i1zHQPIC61yHQDII0muAzQwSnQAACBv3H333bmOAAAAVdgTHQAAAAAAMlCiAwAAAABABkp0AAAAAADIQIkOAAAAAAAZKNEBAAAAACADJToAAAAAAGSgRAcAAAAAgAyU6AAAAAAAkIESHQAAAAAAMlCiAwAAAABABkp0AAAAAADIoEmU6M8++2ycfPLJ0b1790ilUvHYY49VmU+SJK666qro1q1btG7dOoYNGxaLFy/OTVgAAAAAAPJGkyjR161bF4ccckjcfvvtNc7/6Ec/ip/85Cdxxx13xPPPPx+77LJLDB8+PNavX1/PSQEAAAAAyCctch2gPowYMSJGjBhR41ySJDF16tT43ve+F6ecckpERNx3333RpUuXeOyxx+Kss86qz6gAAAAAAOSRJnEl+tYsWbIkVqxYEcOGDUuPFRUVxYABA+K5557LeL+ysrIoLS2tcgMAAAAAoHFp8iX6ihUrIiKiS5cuVca7dOmSnqvJlClToqioKH0rLi7eqTkBAAAAAKh/Tb5E31GTJk2KkpKS9G3ZsmW5jgQAAAAAQJY1+RK9a9euERGxcuXKKuMrV65Mz9WkoKAg2rdvX+UGAAAAAEDj0uRL9F69ekXXrl1j7ty56bHS0tJ4/vnnY9CgQTlMBgAAAABArrXIdYD6sHbt2nj77bfTx0uWLIlFixZFhw4dYq+99opvfvObcf3110efPn2iV69eceWVV0b37t1j5MiRuQsNAAAAAEDONYkS/aWXXorjjjsufTxx4sSIiBg7dmzcc8898Z//+Z+xbt26uPjii+Pjjz+Oo48+OubMmROFhYW5igwAAAAAQB5oEiX6kCFDIkmSjPOpVCquvfbauPbaa+sxFQAAAAAA+a7J74kOAAAAAACZKNEBAAAAACADJToAAAAAAGSgRAcAAAAAgAyU6AAAAAAAkIESHQAAAAAAMlCiAwAAAABABkp0AAAAAADIQIkOAAAAAAAZKNEBAAAAACADJToAAAAAAGSgRAcAAAAAgAyU6AAAAAAAkIESHQAAAAAAMlCiAwAAAABABkp0AAAAAADIQIkOAAAAAAAZKNEBAAAAACADJToAAAAAAGSgRAcAAAAAgAyU6AAAAAAAkIESHQAAAAAAMlCiAwAAeWPKlClxxBFHRLt27aJz584xcuTIePPNN3MdCwCAJkyJDgAA5I358+fH+PHjY8GCBfG73/0uNmzYEMcff3ysW7cu19EAAGiiWuQ6AAAAwCZz5sypcnzPPfdE586dY+HChTF48OAcpQIAoClTogMAAHmrpKQkIiI6dOiQ8ZyysrIoKytLH5eWlu70XAAANB22cwEAAPJSRUVFfPOb34yjjjoq+vbtm/G8KVOmRFFRUfpWXFxcjykBAGjslOgAAEBeGj9+fLz++usxc+bMrZ43adKkKCkpSd+WLVtWTwkBAGgKbOcCAADknQkTJsQTTzwRzz77bOy5555bPbegoCAKCgrqKRkAAE2NEh0AAMgbSZLEpZdeGrNmzYp58+ZFr169ch0JAIAmTokOAADkjfHjx8cDDzwQv/71r6Ndu3axYsWKiIgoKiqK1q1b5zgdAABNkT3RAQCAvDFt2rQoKSmJIUOGRLdu3dK3hx56KNfRAABoolyJDgAA5I0kSXIdAQAAqnAlOgAAAAAAZKBEBwAAAACADJToAAAAAACQgRIdAAAAAAAyUKIDAAAAAEAGSnQAAAAAAMhAiQ4AAAAAABm0yHUAAAAAsidJkn8flG/IXRAAIH9ttkaosnagRkp0AACARqSsrCz9dbtXZuYwCQDQEJSVlUWbNm1yHSOv2c4FAAAAAAAycCU6AABAI1JQUJD+es0hZ0U0b5nDNABAXirfkH7H2uZrB2qmRAcAAGhEUqnUvw+at1SiAwBbVWXtQI1s5wIAAAAAABko0QEAAAAAIAMlOgAAAAAAZKBEBwAAAACADJToAAAAAACQgRIdAAAAAAAyUKIDAAAAAEAGSnQAAAAAAMhAiQ4AAAAAABm0yHUAGo8kSf59UL4hd0EAgPy02fqgyroBAAAgjynRyZqysrL01+1emZnDJABAvisrK4s2bdrkOgYAAMA22c4FAAAAAAAycCU6WVNQUJD+es0hZ0U0b5nDNABA3infkH632ubrBgAAgHymRCdrUqnUvw+at1SiAwAZVVk3AAAA5DHbuQAAAAAAQAZKdAAAAAAAyECJDgAAAAAAGSjRAQAAAAAgAyU6AAAAAABk0CLXAQAAANg5UhUbI8l1CCD3kiSiYmPl181aRKRSuc0D5Fxq098EakWJDgAA0Ei1XfRgriMAADR4tnMBAAAAAIAMXIkOAADQiBQWFsbs2bNzHQPII+vXr49Ro0ZFRMSsWbOisLAwx4mAfOJvwrYp0f/l6quvjmuuuabK2H777RdvvPFGjhIBAABsv1QqFa1bt851DCBPFRYW+hsBsJ2U6Js56KCD4ve//336uEULLw8AAAAAQFOmJd5MixYtomvXrrmOAQAAAABAnvDBoptZvHhxdO/ePfbee+8455xz4t133814bllZWZSWlla5AQAAAADQuCjR/2XAgAFxzz33xJw5c2LatGmxZMmSOOaYY2LNmjU1nj9lypQoKipK34qLi+s5MQAAAAAAO5sS/V9GjBgRp59+evTr1y+GDx8ev/3tb+Pjjz+OX/7ylzWeP2nSpCgpKUnfli1bVs+JAQAAAADY2eyJnsGuu+4a++67b7z99ts1zhcUFERBQUE9pwIAAAAAoD65Ej2DtWvXxjvvvBPdunXLdRQAAAAAAHJEif4vl19+ecyfPz+WLl0af/7zn2PUqFHRvHnzGD16dK6jAQAAAACQI0r0f3nvvfdi9OjRsd9++8UZZ5wRu+++eyxYsCA6deqU62gAANCkPPvss3HyySdH9+7dI5VKxWOPPZbrSAAANGH2RP+XmTNn5joCAAAQEevWrYtDDjkkLrjggjj11FNzHQcAgCZOiQ4AAOSVESNGxIgRI2p9fllZWZSVlaWPS0tLd0YsAACaKNu5AAAADdqUKVOiqKgofSsuLs51JAAAGhElOgAA0KBNmjQpSkpK0rdly5blOhIAAI2I7VwAAIAGraCgIAoKCnIdAwCARsqV6AAAAAAAkIESHQAAAAAAMrCdCwAAkFfWrl0bb7/9dvp4yZIlsWjRoujQoUPstddeOUwGAEBTpEQHAADyyksvvRTHHXdc+njixIkRETF27Ni45557cpQKAICmSokOAADklSFDhkSSJLmOAQAAEWFPdAAAAAAAyEiJDgAAAAAAGSjRAQAAAAAgAyU6AAAAAABkoEQHAAAAAIAMlOgAAAAAAJCBEh0AAAAAADJQogMAAAAAQAZKdAAAAAAAyECJDgAAAAAAGSjRAQAAAAAgAyU6AAAAAABkoEQHAAAAAIAMlOgAAAAAAJCBEh0AAAAAADJQogMAAAAAQAZKdAAAAAAAyECJDgAAAAAAGSjRAQAAAAAgAyU6AAAAAABkoEQHAAAAAIAMlOgAAAAAAJCBEh0AAAAAADJQogMAAAAAQAZKdAAAAAAAyECJDgAAAAAAGSjRAQAAAAAgAyU6AAAAAABkoEQHAAAAAIAMWuQ6AI1TqmJjJLkOAeRWkkRUbKz8ulmLiFQqt3mAnEtt+psAAADQgCjR2SnaLnow1xEAAAAAAOrMdi4AAAAAAJCBK9HJmsLCwpg9e3auYwB5Yv369TFq1KiIiJg1a1YUFhbmOBGQT/xNAAAAGgolOlmTSqWidevWuY4B5KHCwkJ/HwAAAIAGyXYuAAAAAACQgRIdAAAAAAAyUKIDAAAAAEAGSnQAAAAAAMhAiQ4AAAAAABko0QEAAAAAIAMlOgAAAAAAZKBEBwAAAACADJToAAAAAACQgRIdAADIO7fffnv07NkzCgsLY8CAAfHCCy/kOhIAAE2UEh0AAMgrDz30UEycODEmT54cL7/8chxyyCExfPjwWLVqVa6jAQDQBLXIdQCgcUmSJNavX5/rGOSBzX8P/E6wSWFhYaRSqVzHAPLcLbfcEhdddFGcf/75ERFxxx13xJNPPhn//d//HVdccUWO00HDYW3OJtbm1MTaHGpPiQ5k1fr162PEiBG5jkGeGTVqVK4jkCdmz54drVu3znUMII999tlnsXDhwpg0aVJ6rFmzZjFs2LB47rnnarxPWVlZlJWVpY9LS0t3ek5oCKzNqYm1OZtYm0Pt2c4FAADIGx988EGUl5dHly5dqox36dIlVqxYUeN9pkyZEkVFRelbcXFxfUQFAKCJcCU6kFWFhYUxe/bsXMcgDyRJkr4qsKCgwNsEiYjKvxEA2TZp0qSYOHFi+ri0tFSRDmFtzr9Zm1MTa3OoPSU6kFWpVMrbwUhr06ZNriMA0MB07NgxmjdvHitXrqwyvnLlyujatWuN9ykoKIiCgoL6iAcNirU5m7M2B9hxtnMBAADyRqtWraJ///4xd+7c9FhFRUXMnTs3Bg0alMNkAAA0Va5EBwAA8srEiRNj7Nixcfjhh8eRRx4ZU6dOjXXr1sX555+f62gAADRBSnQAACCvnHnmmbF69eq46qqrYsWKFXHooYfGnDlzqn3YKAAA1AclOgAAkHcmTJgQEyZMyHUMAACwJzoAAAAAAGSiRAcAAAAAgAyU6AAAAAAAkIESHQAAAAAAMlCiAwAAAABABkr0Ldx+++3Rs2fPKCwsjAEDBsQLL7yQ60gAAAAAAOSIEn0zDz30UEycODEmT54cL7/8chxyyCExfPjwWLVqVa6jAQAAAACQA0r0zdxyyy1x0UUXxfnnnx8HHnhg3HHHHdGmTZv47//+72rnlpWVRWlpaZUbAAAAAACNixL9Xz777LNYuHBhDBs2LD3WrFmzGDZsWDz33HPVzp8yZUoUFRWlb8XFxfUZFwAAAACAeqBE/5cPPvggysvLo0uXLlXGu3TpEitWrKh2/qRJk6KkpCR9W7ZsWX1FBQAAAACgnrTIdYCGqqCgIAoKCnIdAwAAAACAnciV6P/SsWPHaN68eaxcubLK+MqVK6Nr1645SgUAAAAAQC65Ev1fWrVqFf3794+5c+fGyJEjIyKioqIi5s6dGxMmTNjm/ZMkiYjwAaMAAGzTpjXjpjUk2WVtDgBAbdR2Xa5E38zEiRNj7Nixcfjhh8eRRx4ZU6dOjXXr1sX555+/zfuuWbMmIsIHjAIAUGtr1qyJoqKiXMdodKzNAQDYHttalyvRN3PmmWfG6tWr46qrrooVK1bEoYceGnPmzKn2YaM16d69eyxbtizatWsXqVSqHtIC5L/S0tIoLi6OZcuWRfv27XMdByBvJEkSa9asie7du+c6SqNkbQ5QnbU5QHW1XZenEu8hBWAnKS0tjaKioigpKbFQBwCAHLI2B9hxPlgUAAAAAAAyUKIDAAAAAEAGSnQAdpqCgoKYPHlyFBQU5DoKAAA0adbmADvOnugAAAAAAJCBK9EBAAAAACADJToAAAAAAGSgRAcAAAAAgAyU6AAAAAAAkIESHQAAAAAAMlCiAwAAAABABkp0AAAAAADIQIkOAAAAAAAZ/H9YGIcGlPfpxAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_data_before_after(data_before, data, columns=['quantity', 'price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 585,
   "metadata": {},
   "outputs": [],
   "source": [
    "def feature_extraction(data):\n",
    "    data['total_price'] = data['quantity'] * data['price']\n",
    "    customer_data = data.groupby('customer_id').agg({\n",
    "        'invoice': 'nunique',  \n",
    "        'quantity': 'sum',  \n",
    "        'total_price': 'sum'  \n",
    "    }).reset_index()\n",
    "    customer_data.columns = ['customer_id', 'total_transaction', 'total_quantity', 'total_price']\n",
    "    return customer_data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 586,
   "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>customer_id</th>\n",
       "      <th>total_transaction</th>\n",
       "      <th>total_quantity</th>\n",
       "      <th>total_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12346</td>\n",
       "      <td>11</td>\n",
       "      <td>70</td>\n",
       "      <td>372.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12347</td>\n",
       "      <td>8</td>\n",
       "      <td>2399</td>\n",
       "      <td>3888.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12348</td>\n",
       "      <td>4</td>\n",
       "      <td>513</td>\n",
       "      <td>312.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12349</td>\n",
       "      <td>3</td>\n",
       "      <td>1421</td>\n",
       "      <td>2635.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12350</td>\n",
       "      <td>1</td>\n",
       "      <td>196</td>\n",
       "      <td>294.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5674</th>\n",
       "      <td>18283</td>\n",
       "      <td>22</td>\n",
       "      <td>1663</td>\n",
       "      <td>2511.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5675</th>\n",
       "      <td>18284</td>\n",
       "      <td>1</td>\n",
       "      <td>215</td>\n",
       "      <td>286.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5676</th>\n",
       "      <td>18285</td>\n",
       "      <td>1</td>\n",
       "      <td>56</td>\n",
       "      <td>93.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5677</th>\n",
       "      <td>18286</td>\n",
       "      <td>2</td>\n",
       "      <td>525</td>\n",
       "      <td>1051.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5678</th>\n",
       "      <td>18287</td>\n",
       "      <td>7</td>\n",
       "      <td>1507</td>\n",
       "      <td>2229.80</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5679 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     customer_id  total_transaction  total_quantity  total_price\n",
       "0          12346                 11              70       372.86\n",
       "1          12347                  8            2399      3888.01\n",
       "2          12348                  4             513       312.36\n",
       "3          12349                  3            1421      2635.04\n",
       "4          12350                  1             196       294.40\n",
       "...          ...                ...             ...          ...\n",
       "5674       18283                 22            1663      2511.25\n",
       "5675       18284                  1             215       286.88\n",
       "5676       18285                  1              56        93.20\n",
       "5677       18286                  2             525      1051.57\n",
       "5678       18287                  7            1507      2229.80\n",
       "\n",
       "[5679 rows x 4 columns]"
      ]
     },
     "execution_count": 586,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = feature_extraction(data)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 587,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_distribution(data, columns=[]):\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    for i, column in enumerate(columns):\n",
    "        plt.subplot(1, len(columns), i + 1)\n",
    "        plt.hist(data[column], bins=50, density=True, alpha=0.3, color='teal', edgecolor='black')\n",
    "        plt.title(f'Distribusi {column}')\n",
    "        plt.xlabel(column)\n",
    "        plt.ylabel('Density')\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 588,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_distribution(data, columns=['total_transaction', 'total_quantity', 'total_price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 589,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['total_transaction'] = np.log1p(data['total_transaction'])\n",
    "data['total_quantity'] = np.log1p(data['total_quantity'])\n",
    "data['total_price'] = np.log1p(data['total_price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 590,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_distribution(data, columns=['total_transaction', 'total_quantity', 'total_price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 591,
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalize_data(data, standard_features=[], minmax_features=[]):\n",
    "    customer_ids = data['customer_id']\n",
    "    data = data.drop('customer_id', axis=1)\n",
    "    \n",
    "    standard_scaler = StandardScaler()\n",
    "    minmax_scaler = MinMaxScaler()\n",
    "    \n",
    "    if len(standard_features) > 0 and len(minmax_features) > 0:\n",
    "        data_standard = standard_scaler.fit_transform(data[standard_features])\n",
    "        data_minmax = minmax_scaler.fit_transform(data[minmax_features])\n",
    "        \n",
    "        data_standard_df = pd.DataFrame(data_standard, columns=standard_features)\n",
    "        data_minmax_df = pd.DataFrame(data_minmax, columns=minmax_features)\n",
    "        \n",
    "        data_normalized = pd.concat([data_standard_df, data_minmax_df], axis=1)\n",
    "        data_normalized['customer_id'] = customer_ids.reset_index(drop=True)\n",
    "        \n",
    "        return data_normalized\n",
    "    elif len(standard_features) > 0:\n",
    "        data_standard = standard_scaler.fit_transform(data[standard_features])\n",
    "        data_standard_df = pd.DataFrame(data_standard, columns=standard_features)\n",
    "        data_normalized = pd.concat([data[data.columns.difference(standard_features)], data_standard_df], axis=1)\n",
    "        data_normalized['customer_id'] = customer_ids.reset_index(drop=True)\n",
    "        \n",
    "        return data_normalized\n",
    "    elif len(minmax_features) > 0:\n",
    "        data_minmax = minmax_scaler.fit_transform(data[minmax_features])\n",
    "        data_minmax_df = pd.DataFrame(data_minmax, columns=minmax_features)\n",
    "        data_normalized = pd.concat([data[data.columns.difference(minmax_features)], data_minmax_df], axis=1)\n",
    "        data_normalized['customer_id'] = customer_ids.reset_index(drop=True)\n",
    "        \n",
    "        return data_normalized\n",
    "    \n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 592,
   "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>total_transaction</th>\n",
       "      <th>total_quantity</th>\n",
       "      <th>total_price</th>\n",
       "      <th>customer_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.343582</td>\n",
       "      <td>0.330985</td>\n",
       "      <td>0.490714</td>\n",
       "      <td>12346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.288417</td>\n",
       "      <td>0.657427</td>\n",
       "      <td>0.684720</td>\n",
       "      <td>12347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.175705</td>\n",
       "      <td>0.514538</td>\n",
       "      <td>0.476091</td>\n",
       "      <td>12348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.132916</td>\n",
       "      <td>0.608894</td>\n",
       "      <td>0.652507</td>\n",
       "      <td>12349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.425613</td>\n",
       "      <td>0.471202</td>\n",
       "      <td>12350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5674</th>\n",
       "      <td>0.468337</td>\n",
       "      <td>0.623467</td>\n",
       "      <td>0.648522</td>\n",
       "      <td>18283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5675</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.434150</td>\n",
       "      <td>0.469066</td>\n",
       "      <td>18284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5676</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.310620</td>\n",
       "      <td>0.376527</td>\n",
       "      <td>18285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5677</th>\n",
       "      <td>0.077751</td>\n",
       "      <td>0.516678</td>\n",
       "      <td>0.576459</td>\n",
       "      <td>18286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5678</th>\n",
       "      <td>0.265832</td>\n",
       "      <td>0.614339</td>\n",
       "      <td>0.638680</td>\n",
       "      <td>18287</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5679 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      total_transaction  total_quantity  total_price customer_id\n",
       "0              0.343582        0.330985     0.490714       12346\n",
       "1              0.288417        0.657427     0.684720       12347\n",
       "2              0.175705        0.514538     0.476091       12348\n",
       "3              0.132916        0.608894     0.652507       12349\n",
       "4              0.000000        0.425613     0.471202       12350\n",
       "...                 ...             ...          ...         ...\n",
       "5674           0.468337        0.623467     0.648522       18283\n",
       "5675           0.000000        0.434150     0.469066       18284\n",
       "5676           0.000000        0.310620     0.376527       18285\n",
       "5677           0.077751        0.516678     0.576459       18286\n",
       "5678           0.265832        0.614339     0.638680       18287\n",
       "\n",
       "[5679 rows x 4 columns]"
      ]
     },
     "execution_count": 592,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# standard_features = ['total_quantity', 'total_price']\n",
    "minmax_features = ['total_transaction','total_quantity', 'total_price']\n",
    "\n",
    "data = normalize_data(data, minmax_features=minmax_features)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 593,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_distribution(data, columns=['total_transaction', 'total_quantity', 'total_price'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 594,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_num_cluster_from_elbow(data):\n",
    "    # standrd elbow\n",
    "    # data_for_clustering = data.drop('customer_id', axis=1)\n",
    "    # inertia = []\n",
    "    # K = range(1, 11)\n",
    "    # for k in K:\n",
    "    #     kmeans = KMeans(n_clusters=k, random_state=0).fit(data_for_clustering)\n",
    "    #     inertia.append(kmeans.inertia_)\n",
    "    \n",
    "    # plt.figure(figsize=(10, 6))\n",
    "    # plt.plot(K, inertia, 'bo-')\n",
    "    # plt.xlabel('Number of clusters')\n",
    "    # plt.ylabel('Inertia')\n",
    "    # plt.title('Elbow Method For Optimal Clusters')\n",
    "    # plt.grid(True)\n",
    "    # plt.show()\n",
    "\n",
    "    data_for_clustering = data.drop('customer_id', axis=1)\n",
    "    inertia = []\n",
    "    K = range(1, 6)\n",
    "    for k in K:\n",
    "        kmeans = KMeans(n_clusters=k, random_state=0).fit(data_for_clustering)\n",
    "        inertia.append(kmeans.inertia_)\n",
    "    \n",
    "    mean_distortion = np.array(inertia) / len(data_for_clustering)\n",
    "    \n",
    "    angles = []\n",
    "    for i in range(1, len(mean_distortion) - 1):\n",
    "        a = np.array([i, mean_distortion[i-1]])\n",
    "        b = np.array([i+1, mean_distortion[i]])\n",
    "        c = np.array([i+2, mean_distortion[i+1]])\n",
    "        \n",
    "        ab = b - a\n",
    "        bc = c - b\n",
    "        \n",
    "        cosine_angle = np.dot(ab, bc) / (np.linalg.norm(ab) * np.linalg.norm(bc))\n",
    "        angle = np.arccos(cosine_angle)\n",
    "        angles.append(angle)\n",
    "    \n",
    "    optimal_k = np.argmin(angles) + 2  \n",
    "    \n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.plot(K, inertia, 'bo-')\n",
    "    plt.axvline(x=optimal_k, color='r', linestyle='--')\n",
    "    plt.xlabel('Number of clusters')\n",
    "    plt.ylabel('Inertia')\n",
    "    plt.title('Elbow Method For Optimal Clusters')\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "    \n",
    "    print(f'Optimal number of clusters: {optimal_k}')\n",
    "    return optimal_k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 595,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimal number of clusters: 4\n"
     ]
    }
   ],
   "source": [
    "n_cluster = get_num_cluster_from_elbow(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 596,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clustering(data, n_clusters=3):\n",
    "    kmeans = KMeans(n_clusters=n_clusters, random_state=0).fit(data.drop('customer_id', axis=1))\n",
    "    data['cluster'] = kmeans.labels_\n",
    "    centroids = kmeans.cluster_centers_\n",
    "    return data, centroids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 597,
   "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>total_transaction</th>\n",
       "      <th>total_quantity</th>\n",
       "      <th>total_price</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.343582</td>\n",
       "      <td>0.330985</td>\n",
       "      <td>0.490714</td>\n",
       "      <td>12346</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.288417</td>\n",
       "      <td>0.657427</td>\n",
       "      <td>0.684720</td>\n",
       "      <td>12347</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.175705</td>\n",
       "      <td>0.514538</td>\n",
       "      <td>0.476091</td>\n",
       "      <td>12348</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.132916</td>\n",
       "      <td>0.608894</td>\n",
       "      <td>0.652507</td>\n",
       "      <td>12349</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.425613</td>\n",
       "      <td>0.471202</td>\n",
       "      <td>12350</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_transaction  total_quantity  total_price customer_id  cluster\n",
       "0           0.343582        0.330985     0.490714       12346        2\n",
       "1           0.288417        0.657427     0.684720       12347        1\n",
       "2           0.175705        0.514538     0.476091       12348        3\n",
       "3           0.132916        0.608894     0.652507       12349        2\n",
       "4           0.000000        0.425613     0.471202       12350        3"
      ]
     },
     "execution_count": 597,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "data, data_centroids = clustering(data, n_clusters=n_cluster)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 598,
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize_cluster(data, x, y, centroid_x, centroid_y):\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    sns.scatterplot(x=x, y=y, hue='cluster', data=data, palette='muted', style='cluster', s=50)\n",
    "    plt.scatter(centroid_x, centroid_y, s=200, c='red')\n",
    "    plt.title('Customer Segments: {} vs. {}'.format(x, y))\n",
    "    plt.xlabel(x)\n",
    "    plt.ylabel(y)\n",
    "    plt.legend(title='Cluster')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 599,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_cluster(data, 'total_transaction', 'total_quantity', data_centroids[:, 0], data_centroids[:, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 600,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_cluster(data,'total_quantity', 'total_price',data_centroids[:, 1], data_centroids[:, 2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 601,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_cluster(data, 'total_transaction', 'total_price',data_centroids[:, 0], data_centroids[:, 2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 602,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Silhouette Score: 0.8895332314869014\n"
     ]
    }
   ],
   "source": [
    "score = silhouette_score(data.drop('customer_id', axis=1), data['cluster'])\n",
    "print(f'Silhouette Score: {score}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}