From a9a41f7e70ddba34d1e2583a30dde89c0eb11895 Mon Sep 17 00:00:00 2001
From: aryanagarwal21 <97836807+aryanagarwal21@users.noreply.github.com>
Date: Thu, 16 Jun 2022 23:12:48 +0530
Subject: [PATCH 1/7] Add files via upload

---
 Assignment 1/210199_ARYAN_1.ipynb | 3585 +++++++++++++++++++++++++++++
 1 file changed, 3585 insertions(+)
 create mode 100644 Assignment 1/210199_ARYAN_1.ipynb

diff --git a/Assignment 1/210199_ARYAN_1.ipynb b/Assignment 1/210199_ARYAN_1.ipynb
new file mode 100644
index 0000000..cf0caf6
--- /dev/null
+++ b/Assignment 1/210199_ARYAN_1.ipynb	
@@ -0,0 +1,3585 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "d976baf9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "de8ba614",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib as mpl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "2a5d7cb1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "%matplotlib inline\n",
+    "from math import sqrt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "f2d477e5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('Dataset.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "85c39f7f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "columns_name=df.columns.tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "c388fe9a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['CUST_ID', 'BALANCE', 'BALANCE_FREQUENCY', 'PURCHASES', 'ONEOFF_PURCHASES', 'INSTALLMENTS_PURCHASES', 'CASH_ADVANCE', 'PURCHASES_FREQUENCY', 'ONEOFF_PURCHASES_FREQUENCY', 'PURCHASES_INSTALLMENTS_FREQUENCY', 'CASH_ADVANCE_FREQUENCY', 'CASH_ADVANCE_TRX', 'PURCHASES_TRX', 'CREDIT_LIMIT', 'PAYMENTS', 'MINIMUM_PAYMENTS', 'PRC_FULL_PAYMENT', 'TENURE']\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(columns_name)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "d4892478",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(8950, 18)"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "a1da23d7",
+   "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>CUST_ID</th>\n",
+       "      <th>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>C10001</td>\n",
+       "      <td>40.900749</td>\n",
+       "      <td>0.818182</td>\n",
+       "      <td>95.40</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>95.4</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>201.802084</td>\n",
+       "      <td>139.509787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>C10002</td>\n",
+       "      <td>3202.467416</td>\n",
+       "      <td>0.909091</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6442.945483</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7000.0</td>\n",
+       "      <td>4103.032597</td>\n",
+       "      <td>1072.340217</td>\n",
+       "      <td>0.222222</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>C10003</td>\n",
+       "      <td>2495.148862</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>773.17</td>\n",
+       "      <td>773.17</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>7500.0</td>\n",
+       "      <td>622.066742</td>\n",
+       "      <td>627.284787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>C10004</td>\n",
+       "      <td>1666.670542</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>1499.00</td>\n",
+       "      <td>1499.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>205.788017</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7500.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>C10005</td>\n",
+       "      <td>817.714335</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1200.0</td>\n",
+       "      <td>678.334763</td>\n",
+       "      <td>244.791237</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  CUST_ID      BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "0  C10001    40.900749           0.818182      95.40              0.00   \n",
+       "1  C10002  3202.467416           0.909091       0.00              0.00   \n",
+       "2  C10003  2495.148862           1.000000     773.17            773.17   \n",
+       "3  C10004  1666.670542           0.636364    1499.00           1499.00   \n",
+       "4  C10005   817.714335           1.000000      16.00             16.00   \n",
+       "\n",
+       "   INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "0                    95.4      0.000000             0.166667   \n",
+       "1                     0.0   6442.945483             0.000000   \n",
+       "2                     0.0      0.000000             1.000000   \n",
+       "3                     0.0    205.788017             0.083333   \n",
+       "4                     0.0      0.000000             0.083333   \n",
+       "\n",
+       "   ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "0                    0.000000                          0.083333   \n",
+       "1                    0.000000                          0.000000   \n",
+       "2                    1.000000                          0.000000   \n",
+       "3                    0.083333                          0.000000   \n",
+       "4                    0.083333                          0.000000   \n",
+       "\n",
+       "   CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "0                0.000000                 0              2        1000.0   \n",
+       "1                0.250000                 4              0        7000.0   \n",
+       "2                0.000000                 0             12        7500.0   \n",
+       "3                0.083333                 1              1        7500.0   \n",
+       "4                0.000000                 0              1        1200.0   \n",
+       "\n",
+       "      PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
+       "0   201.802084        139.509787          0.000000      12  \n",
+       "1  4103.032597       1072.340217          0.222222      12  \n",
+       "2   622.066742        627.284787          0.000000      12  \n",
+       "3     0.000000               NaN          0.000000      12  \n",
+       "4   678.334763        244.791237          0.000000      12  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "43e524f1",
+   "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>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>BALANCE</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.322412</td>\n",
+       "      <td>0.181261</td>\n",
+       "      <td>0.164350</td>\n",
+       "      <td>0.126469</td>\n",
+       "      <td>0.496692</td>\n",
+       "      <td>-0.077944</td>\n",
+       "      <td>0.073166</td>\n",
+       "      <td>-0.063186</td>\n",
+       "      <td>0.449218</td>\n",
+       "      <td>0.385152</td>\n",
+       "      <td>0.154338</td>\n",
+       "      <td>0.531283</td>\n",
+       "      <td>0.322802</td>\n",
+       "      <td>0.398684</td>\n",
+       "      <td>-0.318959</td>\n",
+       "      <td>0.072692</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <td>0.322412</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.133674</td>\n",
+       "      <td>0.104323</td>\n",
+       "      <td>0.124292</td>\n",
+       "      <td>0.099388</td>\n",
+       "      <td>0.229715</td>\n",
+       "      <td>0.202415</td>\n",
+       "      <td>0.176079</td>\n",
+       "      <td>0.191873</td>\n",
+       "      <td>0.141555</td>\n",
+       "      <td>0.189626</td>\n",
+       "      <td>0.095843</td>\n",
+       "      <td>0.065008</td>\n",
+       "      <td>0.132569</td>\n",
+       "      <td>-0.095082</td>\n",
+       "      <td>0.119776</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <td>0.181261</td>\n",
+       "      <td>0.133674</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.916845</td>\n",
+       "      <td>0.679896</td>\n",
+       "      <td>-0.051474</td>\n",
+       "      <td>0.393017</td>\n",
+       "      <td>0.498430</td>\n",
+       "      <td>0.315567</td>\n",
+       "      <td>-0.120143</td>\n",
+       "      <td>-0.067175</td>\n",
+       "      <td>0.689561</td>\n",
+       "      <td>0.356963</td>\n",
+       "      <td>0.603264</td>\n",
+       "      <td>0.093860</td>\n",
+       "      <td>0.180379</td>\n",
+       "      <td>0.086288</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <td>0.164350</td>\n",
+       "      <td>0.104323</td>\n",
+       "      <td>0.916845</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.330622</td>\n",
+       "      <td>-0.031326</td>\n",
+       "      <td>0.264937</td>\n",
+       "      <td>0.524891</td>\n",
+       "      <td>0.127729</td>\n",
+       "      <td>-0.082628</td>\n",
+       "      <td>-0.046212</td>\n",
+       "      <td>0.545523</td>\n",
+       "      <td>0.319724</td>\n",
+       "      <td>0.567292</td>\n",
+       "      <td>0.048755</td>\n",
+       "      <td>0.132763</td>\n",
+       "      <td>0.064150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <td>0.126469</td>\n",
+       "      <td>0.124292</td>\n",
+       "      <td>0.679896</td>\n",
+       "      <td>0.330622</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.064244</td>\n",
+       "      <td>0.442418</td>\n",
+       "      <td>0.214042</td>\n",
+       "      <td>0.511351</td>\n",
+       "      <td>-0.132318</td>\n",
+       "      <td>-0.073999</td>\n",
+       "      <td>0.628108</td>\n",
+       "      <td>0.256499</td>\n",
+       "      <td>0.384084</td>\n",
+       "      <td>0.132172</td>\n",
+       "      <td>0.182569</td>\n",
+       "      <td>0.086143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <td>0.496692</td>\n",
+       "      <td>0.099388</td>\n",
+       "      <td>-0.051474</td>\n",
+       "      <td>-0.031326</td>\n",
+       "      <td>-0.064244</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.215507</td>\n",
+       "      <td>-0.086754</td>\n",
+       "      <td>-0.177070</td>\n",
+       "      <td>0.628522</td>\n",
+       "      <td>0.656498</td>\n",
+       "      <td>-0.075850</td>\n",
+       "      <td>0.303985</td>\n",
+       "      <td>0.453238</td>\n",
+       "      <td>0.140107</td>\n",
+       "      <td>-0.152935</td>\n",
+       "      <td>-0.068312</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <td>-0.077944</td>\n",
+       "      <td>0.229715</td>\n",
+       "      <td>0.393017</td>\n",
+       "      <td>0.264937</td>\n",
+       "      <td>0.442418</td>\n",
+       "      <td>-0.215507</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.501343</td>\n",
+       "      <td>0.862934</td>\n",
+       "      <td>-0.308478</td>\n",
+       "      <td>-0.203478</td>\n",
+       "      <td>0.568430</td>\n",
+       "      <td>0.119788</td>\n",
+       "      <td>0.103464</td>\n",
+       "      <td>0.003030</td>\n",
+       "      <td>0.305802</td>\n",
+       "      <td>0.061506</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <td>0.073166</td>\n",
+       "      <td>0.202415</td>\n",
+       "      <td>0.498430</td>\n",
+       "      <td>0.524891</td>\n",
+       "      <td>0.214042</td>\n",
+       "      <td>-0.086754</td>\n",
+       "      <td>0.501343</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.142329</td>\n",
+       "      <td>-0.111716</td>\n",
+       "      <td>-0.069088</td>\n",
+       "      <td>0.544869</td>\n",
+       "      <td>0.295038</td>\n",
+       "      <td>0.243537</td>\n",
+       "      <td>-0.030327</td>\n",
+       "      <td>0.157531</td>\n",
+       "      <td>0.082466</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <td>-0.063186</td>\n",
+       "      <td>0.176079</td>\n",
+       "      <td>0.315567</td>\n",
+       "      <td>0.127729</td>\n",
+       "      <td>0.511351</td>\n",
+       "      <td>-0.177070</td>\n",
+       "      <td>0.862934</td>\n",
+       "      <td>0.142329</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.262958</td>\n",
+       "      <td>-0.169207</td>\n",
+       "      <td>0.529975</td>\n",
+       "      <td>0.060755</td>\n",
+       "      <td>0.085551</td>\n",
+       "      <td>0.030073</td>\n",
+       "      <td>0.250087</td>\n",
+       "      <td>0.073275</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <td>0.449218</td>\n",
+       "      <td>0.191873</td>\n",
+       "      <td>-0.120143</td>\n",
+       "      <td>-0.082628</td>\n",
+       "      <td>-0.132318</td>\n",
+       "      <td>0.628522</td>\n",
+       "      <td>-0.308478</td>\n",
+       "      <td>-0.111716</td>\n",
+       "      <td>-0.262958</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.799561</td>\n",
+       "      <td>-0.131168</td>\n",
+       "      <td>0.132616</td>\n",
+       "      <td>0.183192</td>\n",
+       "      <td>0.098838</td>\n",
+       "      <td>-0.249773</td>\n",
+       "      <td>-0.133372</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <td>0.385152</td>\n",
+       "      <td>0.141555</td>\n",
+       "      <td>-0.067175</td>\n",
+       "      <td>-0.046212</td>\n",
+       "      <td>-0.073999</td>\n",
+       "      <td>0.656498</td>\n",
+       "      <td>-0.203478</td>\n",
+       "      <td>-0.069088</td>\n",
+       "      <td>-0.169207</td>\n",
+       "      <td>0.799561</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.066157</td>\n",
+       "      <td>0.149700</td>\n",
+       "      <td>0.255278</td>\n",
+       "      <td>0.109739</td>\n",
+       "      <td>-0.169784</td>\n",
+       "      <td>-0.043421</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <td>0.154338</td>\n",
+       "      <td>0.189626</td>\n",
+       "      <td>0.689561</td>\n",
+       "      <td>0.545523</td>\n",
+       "      <td>0.628108</td>\n",
+       "      <td>-0.075850</td>\n",
+       "      <td>0.568430</td>\n",
+       "      <td>0.544869</td>\n",
+       "      <td>0.529975</td>\n",
+       "      <td>-0.131168</td>\n",
+       "      <td>-0.066157</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.272882</td>\n",
+       "      <td>0.370832</td>\n",
+       "      <td>0.096333</td>\n",
+       "      <td>0.162066</td>\n",
+       "      <td>0.121874</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <td>0.531283</td>\n",
+       "      <td>0.095843</td>\n",
+       "      <td>0.356963</td>\n",
+       "      <td>0.319724</td>\n",
+       "      <td>0.256499</td>\n",
+       "      <td>0.303985</td>\n",
+       "      <td>0.119788</td>\n",
+       "      <td>0.295038</td>\n",
+       "      <td>0.060755</td>\n",
+       "      <td>0.132616</td>\n",
+       "      <td>0.149700</td>\n",
+       "      <td>0.272882</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.421861</td>\n",
+       "      <td>0.126671</td>\n",
+       "      <td>0.055672</td>\n",
+       "      <td>0.139167</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <td>0.322802</td>\n",
+       "      <td>0.065008</td>\n",
+       "      <td>0.603264</td>\n",
+       "      <td>0.567292</td>\n",
+       "      <td>0.384084</td>\n",
+       "      <td>0.453238</td>\n",
+       "      <td>0.103464</td>\n",
+       "      <td>0.243537</td>\n",
+       "      <td>0.085551</td>\n",
+       "      <td>0.183192</td>\n",
+       "      <td>0.255278</td>\n",
+       "      <td>0.370832</td>\n",
+       "      <td>0.421861</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.126651</td>\n",
+       "      <td>0.112138</td>\n",
+       "      <td>0.106136</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <td>0.398684</td>\n",
+       "      <td>0.132569</td>\n",
+       "      <td>0.093860</td>\n",
+       "      <td>0.048755</td>\n",
+       "      <td>0.132172</td>\n",
+       "      <td>0.140107</td>\n",
+       "      <td>0.003030</td>\n",
+       "      <td>-0.030327</td>\n",
+       "      <td>0.030073</td>\n",
+       "      <td>0.098838</td>\n",
+       "      <td>0.109739</td>\n",
+       "      <td>0.096333</td>\n",
+       "      <td>0.126671</td>\n",
+       "      <td>0.126651</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.140379</td>\n",
+       "      <td>0.059444</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <td>-0.318959</td>\n",
+       "      <td>-0.095082</td>\n",
+       "      <td>0.180379</td>\n",
+       "      <td>0.132763</td>\n",
+       "      <td>0.182569</td>\n",
+       "      <td>-0.152935</td>\n",
+       "      <td>0.305802</td>\n",
+       "      <td>0.157531</td>\n",
+       "      <td>0.250087</td>\n",
+       "      <td>-0.249773</td>\n",
+       "      <td>-0.169784</td>\n",
+       "      <td>0.162066</td>\n",
+       "      <td>0.055672</td>\n",
+       "      <td>0.112138</td>\n",
+       "      <td>-0.140379</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.016486</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TENURE</th>\n",
+       "      <td>0.072692</td>\n",
+       "      <td>0.119776</td>\n",
+       "      <td>0.086288</td>\n",
+       "      <td>0.064150</td>\n",
+       "      <td>0.086143</td>\n",
+       "      <td>-0.068312</td>\n",
+       "      <td>0.061506</td>\n",
+       "      <td>0.082466</td>\n",
+       "      <td>0.073275</td>\n",
+       "      <td>-0.133372</td>\n",
+       "      <td>-0.043421</td>\n",
+       "      <td>0.121874</td>\n",
+       "      <td>0.139167</td>\n",
+       "      <td>0.106136</td>\n",
+       "      <td>0.059444</td>\n",
+       "      <td>-0.016486</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   BALANCE  BALANCE_FREQUENCY  PURCHASES  \\\n",
+       "BALANCE                           1.000000           0.322412   0.181261   \n",
+       "BALANCE_FREQUENCY                 0.322412           1.000000   0.133674   \n",
+       "PURCHASES                         0.181261           0.133674   1.000000   \n",
+       "ONEOFF_PURCHASES                  0.164350           0.104323   0.916845   \n",
+       "INSTALLMENTS_PURCHASES            0.126469           0.124292   0.679896   \n",
+       "CASH_ADVANCE                      0.496692           0.099388  -0.051474   \n",
+       "PURCHASES_FREQUENCY              -0.077944           0.229715   0.393017   \n",
+       "ONEOFF_PURCHASES_FREQUENCY        0.073166           0.202415   0.498430   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY -0.063186           0.176079   0.315567   \n",
+       "CASH_ADVANCE_FREQUENCY            0.449218           0.191873  -0.120143   \n",
+       "CASH_ADVANCE_TRX                  0.385152           0.141555  -0.067175   \n",
+       "PURCHASES_TRX                     0.154338           0.189626   0.689561   \n",
+       "CREDIT_LIMIT                      0.531283           0.095843   0.356963   \n",
+       "PAYMENTS                          0.322802           0.065008   0.603264   \n",
+       "MINIMUM_PAYMENTS                  0.398684           0.132569   0.093860   \n",
+       "PRC_FULL_PAYMENT                 -0.318959          -0.095082   0.180379   \n",
+       "TENURE                            0.072692           0.119776   0.086288   \n",
+       "\n",
+       "                                  ONEOFF_PURCHASES  INSTALLMENTS_PURCHASES  \\\n",
+       "BALANCE                                   0.164350                0.126469   \n",
+       "BALANCE_FREQUENCY                         0.104323                0.124292   \n",
+       "PURCHASES                                 0.916845                0.679896   \n",
+       "ONEOFF_PURCHASES                          1.000000                0.330622   \n",
+       "INSTALLMENTS_PURCHASES                    0.330622                1.000000   \n",
+       "CASH_ADVANCE                             -0.031326               -0.064244   \n",
+       "PURCHASES_FREQUENCY                       0.264937                0.442418   \n",
+       "ONEOFF_PURCHASES_FREQUENCY                0.524891                0.214042   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY          0.127729                0.511351   \n",
+       "CASH_ADVANCE_FREQUENCY                   -0.082628               -0.132318   \n",
+       "CASH_ADVANCE_TRX                         -0.046212               -0.073999   \n",
+       "PURCHASES_TRX                             0.545523                0.628108   \n",
+       "CREDIT_LIMIT                              0.319724                0.256499   \n",
+       "PAYMENTS                                  0.567292                0.384084   \n",
+       "MINIMUM_PAYMENTS                          0.048755                0.132172   \n",
+       "PRC_FULL_PAYMENT                          0.132763                0.182569   \n",
+       "TENURE                                    0.064150                0.086143   \n",
+       "\n",
+       "                                  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "BALANCE                               0.496692            -0.077944   \n",
+       "BALANCE_FREQUENCY                     0.099388             0.229715   \n",
+       "PURCHASES                            -0.051474             0.393017   \n",
+       "ONEOFF_PURCHASES                     -0.031326             0.264937   \n",
+       "INSTALLMENTS_PURCHASES               -0.064244             0.442418   \n",
+       "CASH_ADVANCE                          1.000000            -0.215507   \n",
+       "PURCHASES_FREQUENCY                  -0.215507             1.000000   \n",
+       "ONEOFF_PURCHASES_FREQUENCY           -0.086754             0.501343   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY     -0.177070             0.862934   \n",
+       "CASH_ADVANCE_FREQUENCY                0.628522            -0.308478   \n",
+       "CASH_ADVANCE_TRX                      0.656498            -0.203478   \n",
+       "PURCHASES_TRX                        -0.075850             0.568430   \n",
+       "CREDIT_LIMIT                          0.303985             0.119788   \n",
+       "PAYMENTS                              0.453238             0.103464   \n",
+       "MINIMUM_PAYMENTS                      0.140107             0.003030   \n",
+       "PRC_FULL_PAYMENT                     -0.152935             0.305802   \n",
+       "TENURE                               -0.068312             0.061506   \n",
+       "\n",
+       "                                  ONEOFF_PURCHASES_FREQUENCY  \\\n",
+       "BALANCE                                             0.073166   \n",
+       "BALANCE_FREQUENCY                                   0.202415   \n",
+       "PURCHASES                                           0.498430   \n",
+       "ONEOFF_PURCHASES                                    0.524891   \n",
+       "INSTALLMENTS_PURCHASES                              0.214042   \n",
+       "CASH_ADVANCE                                       -0.086754   \n",
+       "PURCHASES_FREQUENCY                                 0.501343   \n",
+       "ONEOFF_PURCHASES_FREQUENCY                          1.000000   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY                    0.142329   \n",
+       "CASH_ADVANCE_FREQUENCY                             -0.111716   \n",
+       "CASH_ADVANCE_TRX                                   -0.069088   \n",
+       "PURCHASES_TRX                                       0.544869   \n",
+       "CREDIT_LIMIT                                        0.295038   \n",
+       "PAYMENTS                                            0.243537   \n",
+       "MINIMUM_PAYMENTS                                   -0.030327   \n",
+       "PRC_FULL_PAYMENT                                    0.157531   \n",
+       "TENURE                                              0.082466   \n",
+       "\n",
+       "                                  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "BALANCE                                                  -0.063186   \n",
+       "BALANCE_FREQUENCY                                         0.176079   \n",
+       "PURCHASES                                                 0.315567   \n",
+       "ONEOFF_PURCHASES                                          0.127729   \n",
+       "INSTALLMENTS_PURCHASES                                    0.511351   \n",
+       "CASH_ADVANCE                                             -0.177070   \n",
+       "PURCHASES_FREQUENCY                                       0.862934   \n",
+       "ONEOFF_PURCHASES_FREQUENCY                                0.142329   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY                          1.000000   \n",
+       "CASH_ADVANCE_FREQUENCY                                   -0.262958   \n",
+       "CASH_ADVANCE_TRX                                         -0.169207   \n",
+       "PURCHASES_TRX                                             0.529975   \n",
+       "CREDIT_LIMIT                                              0.060755   \n",
+       "PAYMENTS                                                  0.085551   \n",
+       "MINIMUM_PAYMENTS                                          0.030073   \n",
+       "PRC_FULL_PAYMENT                                          0.250087   \n",
+       "TENURE                                                    0.073275   \n",
+       "\n",
+       "                                  CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  \\\n",
+       "BALANCE                                         0.449218          0.385152   \n",
+       "BALANCE_FREQUENCY                               0.191873          0.141555   \n",
+       "PURCHASES                                      -0.120143         -0.067175   \n",
+       "ONEOFF_PURCHASES                               -0.082628         -0.046212   \n",
+       "INSTALLMENTS_PURCHASES                         -0.132318         -0.073999   \n",
+       "CASH_ADVANCE                                    0.628522          0.656498   \n",
+       "PURCHASES_FREQUENCY                            -0.308478         -0.203478   \n",
+       "ONEOFF_PURCHASES_FREQUENCY                     -0.111716         -0.069088   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY               -0.262958         -0.169207   \n",
+       "CASH_ADVANCE_FREQUENCY                          1.000000          0.799561   \n",
+       "CASH_ADVANCE_TRX                                0.799561          1.000000   \n",
+       "PURCHASES_TRX                                  -0.131168         -0.066157   \n",
+       "CREDIT_LIMIT                                    0.132616          0.149700   \n",
+       "PAYMENTS                                        0.183192          0.255278   \n",
+       "MINIMUM_PAYMENTS                                0.098838          0.109739   \n",
+       "PRC_FULL_PAYMENT                               -0.249773         -0.169784   \n",
+       "TENURE                                         -0.133372         -0.043421   \n",
+       "\n",
+       "                                  PURCHASES_TRX  CREDIT_LIMIT  PAYMENTS  \\\n",
+       "BALANCE                                0.154338      0.531283  0.322802   \n",
+       "BALANCE_FREQUENCY                      0.189626      0.095843  0.065008   \n",
+       "PURCHASES                              0.689561      0.356963  0.603264   \n",
+       "ONEOFF_PURCHASES                       0.545523      0.319724  0.567292   \n",
+       "INSTALLMENTS_PURCHASES                 0.628108      0.256499  0.384084   \n",
+       "CASH_ADVANCE                          -0.075850      0.303985  0.453238   \n",
+       "PURCHASES_FREQUENCY                    0.568430      0.119788  0.103464   \n",
+       "ONEOFF_PURCHASES_FREQUENCY             0.544869      0.295038  0.243537   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY       0.529975      0.060755  0.085551   \n",
+       "CASH_ADVANCE_FREQUENCY                -0.131168      0.132616  0.183192   \n",
+       "CASH_ADVANCE_TRX                      -0.066157      0.149700  0.255278   \n",
+       "PURCHASES_TRX                          1.000000      0.272882  0.370832   \n",
+       "CREDIT_LIMIT                           0.272882      1.000000  0.421861   \n",
+       "PAYMENTS                               0.370832      0.421861  1.000000   \n",
+       "MINIMUM_PAYMENTS                       0.096333      0.126671  0.126651   \n",
+       "PRC_FULL_PAYMENT                       0.162066      0.055672  0.112138   \n",
+       "TENURE                                 0.121874      0.139167  0.106136   \n",
+       "\n",
+       "                                  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT    TENURE  \n",
+       "BALANCE                                   0.398684         -0.318959  0.072692  \n",
+       "BALANCE_FREQUENCY                         0.132569         -0.095082  0.119776  \n",
+       "PURCHASES                                 0.093860          0.180379  0.086288  \n",
+       "ONEOFF_PURCHASES                          0.048755          0.132763  0.064150  \n",
+       "INSTALLMENTS_PURCHASES                    0.132172          0.182569  0.086143  \n",
+       "CASH_ADVANCE                              0.140107         -0.152935 -0.068312  \n",
+       "PURCHASES_FREQUENCY                       0.003030          0.305802  0.061506  \n",
+       "ONEOFF_PURCHASES_FREQUENCY               -0.030327          0.157531  0.082466  \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY          0.030073          0.250087  0.073275  \n",
+       "CASH_ADVANCE_FREQUENCY                    0.098838         -0.249773 -0.133372  \n",
+       "CASH_ADVANCE_TRX                          0.109739         -0.169784 -0.043421  \n",
+       "PURCHASES_TRX                             0.096333          0.162066  0.121874  \n",
+       "CREDIT_LIMIT                              0.126671          0.055672  0.139167  \n",
+       "PAYMENTS                                  0.126651          0.112138  0.106136  \n",
+       "MINIMUM_PAYMENTS                          1.000000         -0.140379  0.059444  \n",
+       "PRC_FULL_PAYMENT                         -0.140379          1.000000 -0.016486  \n",
+       "TENURE                                    0.059444         -0.016486  1.000000  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "837f17f2",
+   "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>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8949.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8637.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>1564.474828</td>\n",
+       "      <td>0.877271</td>\n",
+       "      <td>1003.204834</td>\n",
+       "      <td>592.437371</td>\n",
+       "      <td>411.067645</td>\n",
+       "      <td>978.871112</td>\n",
+       "      <td>0.490351</td>\n",
+       "      <td>0.202458</td>\n",
+       "      <td>0.364437</td>\n",
+       "      <td>0.135144</td>\n",
+       "      <td>3.248827</td>\n",
+       "      <td>14.709832</td>\n",
+       "      <td>4494.449450</td>\n",
+       "      <td>1733.143852</td>\n",
+       "      <td>864.206542</td>\n",
+       "      <td>0.153715</td>\n",
+       "      <td>11.517318</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>2081.531879</td>\n",
+       "      <td>0.236904</td>\n",
+       "      <td>2136.634782</td>\n",
+       "      <td>1659.887917</td>\n",
+       "      <td>904.338115</td>\n",
+       "      <td>2097.163877</td>\n",
+       "      <td>0.401371</td>\n",
+       "      <td>0.298336</td>\n",
+       "      <td>0.397448</td>\n",
+       "      <td>0.200121</td>\n",
+       "      <td>6.824647</td>\n",
+       "      <td>24.857649</td>\n",
+       "      <td>3638.815725</td>\n",
+       "      <td>2895.063757</td>\n",
+       "      <td>2372.446607</td>\n",
+       "      <td>0.292499</td>\n",
+       "      <td>1.338331</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>50.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.019163</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>128.281915</td>\n",
+       "      <td>0.888889</td>\n",
+       "      <td>39.635000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1600.000000</td>\n",
+       "      <td>383.276166</td>\n",
+       "      <td>169.123707</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>873.385231</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>361.280000</td>\n",
+       "      <td>38.000000</td>\n",
+       "      <td>89.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>3000.000000</td>\n",
+       "      <td>856.901546</td>\n",
+       "      <td>312.343947</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>2054.140036</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1110.130000</td>\n",
+       "      <td>577.405000</td>\n",
+       "      <td>468.637500</td>\n",
+       "      <td>1113.821139</td>\n",
+       "      <td>0.916667</td>\n",
+       "      <td>0.300000</td>\n",
+       "      <td>0.750000</td>\n",
+       "      <td>0.222222</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>6500.000000</td>\n",
+       "      <td>1901.134317</td>\n",
+       "      <td>825.485459</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>12.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>19043.138560</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>49039.570000</td>\n",
+       "      <td>40761.250000</td>\n",
+       "      <td>22500.000000</td>\n",
+       "      <td>47137.211760</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.500000</td>\n",
+       "      <td>123.000000</td>\n",
+       "      <td>358.000000</td>\n",
+       "      <td>30000.000000</td>\n",
+       "      <td>50721.483360</td>\n",
+       "      <td>76406.207520</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            BALANCE  BALANCE_FREQUENCY     PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "count   8950.000000        8950.000000   8950.000000       8950.000000   \n",
+       "mean    1564.474828           0.877271   1003.204834        592.437371   \n",
+       "std     2081.531879           0.236904   2136.634782       1659.887917   \n",
+       "min        0.000000           0.000000      0.000000          0.000000   \n",
+       "25%      128.281915           0.888889     39.635000          0.000000   \n",
+       "50%      873.385231           1.000000    361.280000         38.000000   \n",
+       "75%     2054.140036           1.000000   1110.130000        577.405000   \n",
+       "max    19043.138560           1.000000  49039.570000      40761.250000   \n",
+       "\n",
+       "       INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "count             8950.000000   8950.000000          8950.000000   \n",
+       "mean               411.067645    978.871112             0.490351   \n",
+       "std                904.338115   2097.163877             0.401371   \n",
+       "min                  0.000000      0.000000             0.000000   \n",
+       "25%                  0.000000      0.000000             0.083333   \n",
+       "50%                 89.000000      0.000000             0.500000   \n",
+       "75%                468.637500   1113.821139             0.916667   \n",
+       "max              22500.000000  47137.211760             1.000000   \n",
+       "\n",
+       "       ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "count                 8950.000000                       8950.000000   \n",
+       "mean                     0.202458                          0.364437   \n",
+       "std                      0.298336                          0.397448   \n",
+       "min                      0.000000                          0.000000   \n",
+       "25%                      0.000000                          0.000000   \n",
+       "50%                      0.083333                          0.166667   \n",
+       "75%                      0.300000                          0.750000   \n",
+       "max                      1.000000                          1.000000   \n",
+       "\n",
+       "       CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "count             8950.000000       8950.000000    8950.000000   8949.000000   \n",
+       "mean                 0.135144          3.248827      14.709832   4494.449450   \n",
+       "std                  0.200121          6.824647      24.857649   3638.815725   \n",
+       "min                  0.000000          0.000000       0.000000     50.000000   \n",
+       "25%                  0.000000          0.000000       1.000000   1600.000000   \n",
+       "50%                  0.000000          0.000000       7.000000   3000.000000   \n",
+       "75%                  0.222222          4.000000      17.000000   6500.000000   \n",
+       "max                  1.500000        123.000000     358.000000  30000.000000   \n",
+       "\n",
+       "           PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT       TENURE  \n",
+       "count   8950.000000       8637.000000       8950.000000  8950.000000  \n",
+       "mean    1733.143852        864.206542          0.153715    11.517318  \n",
+       "std     2895.063757       2372.446607          0.292499     1.338331  \n",
+       "min        0.000000          0.019163          0.000000     6.000000  \n",
+       "25%      383.276166        169.123707          0.000000    12.000000  \n",
+       "50%      856.901546        312.343947          0.000000    12.000000  \n",
+       "75%     1901.134317        825.485459          0.142857    12.000000  \n",
+       "max    50721.483360      76406.207520          1.000000    12.000000  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7ca04a59",
+   "metadata": {},
+   "source": [
+    "## checking the datatypes of different columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "db1b8506",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "CUST_ID                              object\n",
+       "BALANCE                             float64\n",
+       "BALANCE_FREQUENCY                   float64\n",
+       "PURCHASES                           float64\n",
+       "ONEOFF_PURCHASES                    float64\n",
+       "INSTALLMENTS_PURCHASES              float64\n",
+       "CASH_ADVANCE                        float64\n",
+       "PURCHASES_FREQUENCY                 float64\n",
+       "ONEOFF_PURCHASES_FREQUENCY          float64\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY    float64\n",
+       "CASH_ADVANCE_FREQUENCY              float64\n",
+       "CASH_ADVANCE_TRX                      int64\n",
+       "PURCHASES_TRX                         int64\n",
+       "CREDIT_LIMIT                        float64\n",
+       "PAYMENTS                            float64\n",
+       "MINIMUM_PAYMENTS                    float64\n",
+       "PRC_FULL_PAYMENT                    float64\n",
+       "TENURE                                int64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "460593d4",
+   "metadata": {},
+   "source": [
+    "### Removing \"CUST_ID\" because non numerical columns are of no use to us"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "e0f755e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df=df.drop(['CUST_ID'],axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "90a2d2f2",
+   "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>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>40.900749</td>\n",
+       "      <td>0.818182</td>\n",
+       "      <td>95.40</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>95.40</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>201.802084</td>\n",
+       "      <td>139.509787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3202.467416</td>\n",
+       "      <td>0.909091</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>6442.945483</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7000.0</td>\n",
+       "      <td>4103.032597</td>\n",
+       "      <td>1072.340217</td>\n",
+       "      <td>0.222222</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2495.148862</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>773.17</td>\n",
+       "      <td>773.17</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>7500.0</td>\n",
+       "      <td>622.066742</td>\n",
+       "      <td>627.284787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1666.670542</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>1499.00</td>\n",
+       "      <td>1499.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>205.788017</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7500.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>817.714335</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1200.0</td>\n",
+       "      <td>678.334763</td>\n",
+       "      <td>244.791237</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</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",
+       "      <td>...</td>\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>8945</th>\n",
+       "      <td>28.493517</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>291.12</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>291.12</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>325.594462</td>\n",
+       "      <td>48.886365</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8946</th>\n",
+       "      <td>19.183215</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>300.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>300.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>275.861322</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8947</th>\n",
+       "      <td>23.398673</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>144.40</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>144.40</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.666667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>81.270775</td>\n",
+       "      <td>82.418369</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8948</th>\n",
+       "      <td>13.457564</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>36.558778</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>500.0</td>\n",
+       "      <td>52.549959</td>\n",
+       "      <td>55.755628</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8949</th>\n",
+       "      <td>372.708075</td>\n",
+       "      <td>0.666667</td>\n",
+       "      <td>1093.25</td>\n",
+       "      <td>1093.25</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>127.040008</td>\n",
+       "      <td>0.666667</td>\n",
+       "      <td>0.666667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>23</td>\n",
+       "      <td>1200.0</td>\n",
+       "      <td>63.165404</td>\n",
+       "      <td>88.288956</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8950 rows × 17 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "0       40.900749           0.818182      95.40              0.00   \n",
+       "1     3202.467416           0.909091       0.00              0.00   \n",
+       "2     2495.148862           1.000000     773.17            773.17   \n",
+       "3     1666.670542           0.636364    1499.00           1499.00   \n",
+       "4      817.714335           1.000000      16.00             16.00   \n",
+       "...           ...                ...        ...               ...   \n",
+       "8945    28.493517           1.000000     291.12              0.00   \n",
+       "8946    19.183215           1.000000     300.00              0.00   \n",
+       "8947    23.398673           0.833333     144.40              0.00   \n",
+       "8948    13.457564           0.833333       0.00              0.00   \n",
+       "8949   372.708075           0.666667    1093.25           1093.25   \n",
+       "\n",
+       "      INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "0                      95.40      0.000000             0.166667   \n",
+       "1                       0.00   6442.945483             0.000000   \n",
+       "2                       0.00      0.000000             1.000000   \n",
+       "3                       0.00    205.788017             0.083333   \n",
+       "4                       0.00      0.000000             0.083333   \n",
+       "...                      ...           ...                  ...   \n",
+       "8945                  291.12      0.000000             1.000000   \n",
+       "8946                  300.00      0.000000             1.000000   \n",
+       "8947                  144.40      0.000000             0.833333   \n",
+       "8948                    0.00     36.558778             0.000000   \n",
+       "8949                    0.00    127.040008             0.666667   \n",
+       "\n",
+       "      ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "0                       0.000000                          0.083333   \n",
+       "1                       0.000000                          0.000000   \n",
+       "2                       1.000000                          0.000000   \n",
+       "3                       0.083333                          0.000000   \n",
+       "4                       0.083333                          0.000000   \n",
+       "...                          ...                               ...   \n",
+       "8945                    0.000000                          0.833333   \n",
+       "8946                    0.000000                          0.833333   \n",
+       "8947                    0.000000                          0.666667   \n",
+       "8948                    0.000000                          0.000000   \n",
+       "8949                    0.666667                          0.000000   \n",
+       "\n",
+       "      CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "0                   0.000000                 0              2        1000.0   \n",
+       "1                   0.250000                 4              0        7000.0   \n",
+       "2                   0.000000                 0             12        7500.0   \n",
+       "3                   0.083333                 1              1        7500.0   \n",
+       "4                   0.000000                 0              1        1200.0   \n",
+       "...                      ...               ...            ...           ...   \n",
+       "8945                0.000000                 0              6        1000.0   \n",
+       "8946                0.000000                 0              6        1000.0   \n",
+       "8947                0.000000                 0              5        1000.0   \n",
+       "8948                0.166667                 2              0         500.0   \n",
+       "8949                0.333333                 2             23        1200.0   \n",
+       "\n",
+       "         PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
+       "0      201.802084        139.509787          0.000000      12  \n",
+       "1     4103.032597       1072.340217          0.222222      12  \n",
+       "2      622.066742        627.284787          0.000000      12  \n",
+       "3        0.000000               NaN          0.000000      12  \n",
+       "4      678.334763        244.791237          0.000000      12  \n",
+       "...           ...               ...               ...     ...  \n",
+       "8945   325.594462         48.886365          0.500000       6  \n",
+       "8946   275.861322               NaN          0.000000       6  \n",
+       "8947    81.270775         82.418369          0.250000       6  \n",
+       "8948    52.549959         55.755628          0.250000       6  \n",
+       "8949    63.165404         88.288956          0.000000       6  \n",
+       "\n",
+       "[8950 rows x 17 columns]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "b28126b3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "columns_name=df.columns.tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "013d65b0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BALANCE                               0\n",
+       "BALANCE_FREQUENCY                     0\n",
+       "PURCHASES                             0\n",
+       "ONEOFF_PURCHASES                      0\n",
+       "INSTALLMENTS_PURCHASES                0\n",
+       "CASH_ADVANCE                          0\n",
+       "PURCHASES_FREQUENCY                   0\n",
+       "ONEOFF_PURCHASES_FREQUENCY            0\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY      0\n",
+       "CASH_ADVANCE_FREQUENCY                0\n",
+       "CASH_ADVANCE_TRX                      0\n",
+       "PURCHASES_TRX                         0\n",
+       "CREDIT_LIMIT                          1\n",
+       "PAYMENTS                              0\n",
+       "MINIMUM_PAYMENTS                    313\n",
+       "PRC_FULL_PAYMENT                      0\n",
+       "TENURE                                0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[columns_name].isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "a931dac1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "column_means=df.mean()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "984ec252",
+   "metadata": {},
+   "source": [
+    "### Filling the NaN values with their respective column means"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "b7f9ac65",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df=df.fillna(column_means)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "486ca3f7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BALANCE                             0\n",
+       "BALANCE_FREQUENCY                   0\n",
+       "PURCHASES                           0\n",
+       "ONEOFF_PURCHASES                    0\n",
+       "INSTALLMENTS_PURCHASES              0\n",
+       "CASH_ADVANCE                        0\n",
+       "PURCHASES_FREQUENCY                 0\n",
+       "ONEOFF_PURCHASES_FREQUENCY          0\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY    0\n",
+       "CASH_ADVANCE_FREQUENCY              0\n",
+       "CASH_ADVANCE_TRX                    0\n",
+       "PURCHASES_TRX                       0\n",
+       "CREDIT_LIMIT                        0\n",
+       "PAYMENTS                            0\n",
+       "MINIMUM_PAYMENTS                    0\n",
+       "PRC_FULL_PAYMENT                    0\n",
+       "TENURE                              0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[columns_name].isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "95c342b4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([<AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>], dtype=object)"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x2880 with 17 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.plot.area(figsize = (20,40),subplots=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "02cfdc0c",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BALANCE                              2.393386\n",
+       "BALANCE_FREQUENCY                   -2.023266\n",
+       "PURCHASES                            8.144269\n",
+       "ONEOFF_PURCHASES                    10.045083\n",
+       "INSTALLMENTS_PURCHASES               7.299120\n",
+       "CASH_ADVANCE                         5.166609\n",
+       "PURCHASES_FREQUENCY                  0.060164\n",
+       "ONEOFF_PURCHASES_FREQUENCY           1.535613\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY     0.509201\n",
+       "CASH_ADVANCE_FREQUENCY               1.828686\n",
+       "CASH_ADVANCE_TRX                     5.721298\n",
+       "PURCHASES_TRX                        4.630655\n",
+       "CREDIT_LIMIT                         1.522549\n",
+       "PAYMENTS                             5.907620\n",
+       "MINIMUM_PAYMENTS                    13.867357\n",
+       "PRC_FULL_PAYMENT                     1.942820\n",
+       "TENURE                              -2.943017\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.skew(axis=0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7e069ef5",
+   "metadata": {},
+   "source": [
+    "### Removing the skewness using Square Root Method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "da3fdce4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sqrt_skew = np.sqrt(df[columns_name])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "7df6f776",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BALANCE                             0.829498\n",
+       "BALANCE_FREQUENCY                  -2.819495\n",
+       "PURCHASES                           1.730752\n",
+       "ONEOFF_PURCHASES                    2.129460\n",
+       "INSTALLMENTS_PURCHASES              1.546939\n",
+       "CASH_ADVANCE                        1.486159\n",
+       "PURCHASES_FREQUENCY                -0.421872\n",
+       "ONEOFF_PURCHASES_FREQUENCY          0.724607\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY    0.130409\n",
+       "CASH_ADVANCE_FREQUENCY              0.706976\n",
+       "CASH_ADVANCE_TRX                    1.417779\n",
+       "PURCHASES_TRX                       1.185757\n",
+       "CREDIT_LIMIT                        0.680933\n",
+       "PAYMENTS                            1.951535\n",
+       "MINIMUM_PAYMENTS                    3.805340\n",
+       "PRC_FULL_PAYMENT                    1.297280\n",
+       "TENURE                             -3.064332\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sqrt_skew.skew()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "4dc8855f",
+   "metadata": {
+    "scrolled": true
+   },
+   "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>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>6.395369</td>\n",
+       "      <td>0.904534</td>\n",
+       "      <td>9.767292</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9.767292</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.408249</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.414214</td>\n",
+       "      <td>31.622777</td>\n",
+       "      <td>14.205706</td>\n",
+       "      <td>11.811426</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>56.590347</td>\n",
+       "      <td>0.953463</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>80.267961</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>83.666003</td>\n",
+       "      <td>64.054919</td>\n",
+       "      <td>32.746606</td>\n",
+       "      <td>0.471404</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>49.951465</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>27.805935</td>\n",
+       "      <td>27.805935</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "      <td>86.602540</td>\n",
+       "      <td>24.941266</td>\n",
+       "      <td>25.045654</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>40.824877</td>\n",
+       "      <td>0.797724</td>\n",
+       "      <td>38.716921</td>\n",
+       "      <td>38.716921</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>14.345313</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>86.602540</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>29.397390</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>28.595705</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>34.641016</td>\n",
+       "      <td>26.044861</td>\n",
+       "      <td>15.645806</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</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",
+       "      <td>...</td>\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>8945</th>\n",
+       "      <td>5.337932</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>17.062239</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>17.062239</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.912871</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.449490</td>\n",
+       "      <td>31.622777</td>\n",
+       "      <td>18.044236</td>\n",
+       "      <td>6.991879</td>\n",
+       "      <td>0.707107</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8946</th>\n",
+       "      <td>4.379865</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>17.320508</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>17.320508</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.912871</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.449490</td>\n",
+       "      <td>31.622777</td>\n",
+       "      <td>16.609073</td>\n",
+       "      <td>29.397390</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8947</th>\n",
+       "      <td>4.837217</td>\n",
+       "      <td>0.912871</td>\n",
+       "      <td>12.016655</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12.016655</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.912871</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.816497</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.236068</td>\n",
+       "      <td>31.622777</td>\n",
+       "      <td>9.015031</td>\n",
+       "      <td>9.078456</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8948</th>\n",
+       "      <td>3.668455</td>\n",
+       "      <td>0.912871</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.046386</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.408249</td>\n",
+       "      <td>1.414214</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>22.360680</td>\n",
+       "      <td>7.249135</td>\n",
+       "      <td>7.466969</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8949</th>\n",
+       "      <td>19.305649</td>\n",
+       "      <td>0.816497</td>\n",
+       "      <td>33.064331</td>\n",
+       "      <td>33.064331</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>11.271203</td>\n",
+       "      <td>0.816497</td>\n",
+       "      <td>0.816497</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.577350</td>\n",
+       "      <td>1.414214</td>\n",
+       "      <td>4.795832</td>\n",
+       "      <td>34.641016</td>\n",
+       "      <td>7.947667</td>\n",
+       "      <td>9.396220</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8950 rows × 17 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "0      6.395369           0.904534   9.767292          0.000000   \n",
+       "1     56.590347           0.953463   0.000000          0.000000   \n",
+       "2     49.951465           1.000000  27.805935         27.805935   \n",
+       "3     40.824877           0.797724  38.716921         38.716921   \n",
+       "4     28.595705           1.000000   4.000000          4.000000   \n",
+       "...         ...                ...        ...               ...   \n",
+       "8945   5.337932           1.000000  17.062239          0.000000   \n",
+       "8946   4.379865           1.000000  17.320508          0.000000   \n",
+       "8947   4.837217           0.912871  12.016655          0.000000   \n",
+       "8948   3.668455           0.912871   0.000000          0.000000   \n",
+       "8949  19.305649           0.816497  33.064331         33.064331   \n",
+       "\n",
+       "      INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "0                   9.767292      0.000000             0.408249   \n",
+       "1                   0.000000     80.267961             0.000000   \n",
+       "2                   0.000000      0.000000             1.000000   \n",
+       "3                   0.000000     14.345313             0.288675   \n",
+       "4                   0.000000      0.000000             0.288675   \n",
+       "...                      ...           ...                  ...   \n",
+       "8945               17.062239      0.000000             1.000000   \n",
+       "8946               17.320508      0.000000             1.000000   \n",
+       "8947               12.016655      0.000000             0.912871   \n",
+       "8948                0.000000      6.046386             0.000000   \n",
+       "8949                0.000000     11.271203             0.816497   \n",
+       "\n",
+       "      ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "0                       0.000000                          0.288675   \n",
+       "1                       0.000000                          0.000000   \n",
+       "2                       1.000000                          0.000000   \n",
+       "3                       0.288675                          0.000000   \n",
+       "4                       0.288675                          0.000000   \n",
+       "...                          ...                               ...   \n",
+       "8945                    0.000000                          0.912871   \n",
+       "8946                    0.000000                          0.912871   \n",
+       "8947                    0.000000                          0.816497   \n",
+       "8948                    0.000000                          0.000000   \n",
+       "8949                    0.816497                          0.000000   \n",
+       "\n",
+       "      CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "0                   0.000000          0.000000       1.414214     31.622777   \n",
+       "1                   0.500000          2.000000       0.000000     83.666003   \n",
+       "2                   0.000000          0.000000       3.464102     86.602540   \n",
+       "3                   0.288675          1.000000       1.000000     86.602540   \n",
+       "4                   0.000000          0.000000       1.000000     34.641016   \n",
+       "...                      ...               ...            ...           ...   \n",
+       "8945                0.000000          0.000000       2.449490     31.622777   \n",
+       "8946                0.000000          0.000000       2.449490     31.622777   \n",
+       "8947                0.000000          0.000000       2.236068     31.622777   \n",
+       "8948                0.408249          1.414214       0.000000     22.360680   \n",
+       "8949                0.577350          1.414214       4.795832     34.641016   \n",
+       "\n",
+       "       PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT    TENURE  \n",
+       "0     14.205706         11.811426          0.000000  3.464102  \n",
+       "1     64.054919         32.746606          0.471404  3.464102  \n",
+       "2     24.941266         25.045654          0.000000  3.464102  \n",
+       "3      0.000000         29.397390          0.000000  3.464102  \n",
+       "4     26.044861         15.645806          0.000000  3.464102  \n",
+       "...         ...               ...               ...       ...  \n",
+       "8945  18.044236          6.991879          0.707107  2.449490  \n",
+       "8946  16.609073         29.397390          0.000000  2.449490  \n",
+       "8947   9.015031          9.078456          0.500000  2.449490  \n",
+       "8948   7.249135          7.466969          0.500000  2.449490  \n",
+       "8949   7.947667          9.396220          0.000000  2.449490  \n",
+       "\n",
+       "[8950 rows x 17 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sqrt_skew"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "65211894",
+   "metadata": {
+    "scrolled": true
+   },
+   "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>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>31.780551</td>\n",
+       "      <td>0.921054</td>\n",
+       "      <td>22.855845</td>\n",
+       "      <td>14.278686</td>\n",
+       "      <td>13.021440</td>\n",
+       "      <td>18.494035</td>\n",
+       "      <td>0.584054</td>\n",
+       "      <td>0.297600</td>\n",
+       "      <td>0.435160</td>\n",
+       "      <td>0.239918</td>\n",
+       "      <td>1.102261</td>\n",
+       "      <td>2.879521</td>\n",
+       "      <td>62.139544</td>\n",
+       "      <td>34.645065</td>\n",
+       "      <td>23.557147</td>\n",
+       "      <td>0.210447</td>\n",
+       "      <td>3.386634</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>23.548531</td>\n",
+       "      <td>0.170098</td>\n",
+       "      <td>21.928723</td>\n",
+       "      <td>19.712937</td>\n",
+       "      <td>15.541452</td>\n",
+       "      <td>25.237134</td>\n",
+       "      <td>0.386326</td>\n",
+       "      <td>0.337498</td>\n",
+       "      <td>0.418441</td>\n",
+       "      <td>0.278554</td>\n",
+       "      <td>1.426210</td>\n",
+       "      <td>2.533557</td>\n",
+       "      <td>25.163411</td>\n",
+       "      <td>23.085123</td>\n",
+       "      <td>17.586981</td>\n",
+       "      <td>0.330816</td>\n",
+       "      <td>0.219169</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>7.071068</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.138430</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>11.326160</td>\n",
+       "      <td>0.942809</td>\n",
+       "      <td>6.295629</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>40.000000</td>\n",
+       "      <td>19.577440</td>\n",
+       "      <td>13.071253</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>29.553091</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>19.007366</td>\n",
+       "      <td>6.164414</td>\n",
+       "      <td>9.433981</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.707107</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.408249</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.645751</td>\n",
+       "      <td>54.772256</td>\n",
+       "      <td>29.272881</td>\n",
+       "      <td>18.320161</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>45.322621</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>33.318613</td>\n",
+       "      <td>24.029248</td>\n",
+       "      <td>21.648037</td>\n",
+       "      <td>33.373959</td>\n",
+       "      <td>0.957427</td>\n",
+       "      <td>0.547723</td>\n",
+       "      <td>0.866025</td>\n",
+       "      <td>0.471404</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>4.123106</td>\n",
+       "      <td>80.622577</td>\n",
+       "      <td>43.601999</td>\n",
+       "      <td>29.397390</td>\n",
+       "      <td>0.377964</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>137.996879</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>221.448798</td>\n",
+       "      <td>201.894155</td>\n",
+       "      <td>150.000000</td>\n",
+       "      <td>217.111059</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.224745</td>\n",
+       "      <td>11.090537</td>\n",
+       "      <td>18.920888</td>\n",
+       "      <td>173.205081</td>\n",
+       "      <td>225.214305</td>\n",
+       "      <td>276.416728</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           BALANCE  BALANCE_FREQUENCY    PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "count  8950.000000        8950.000000  8950.000000       8950.000000   \n",
+       "mean     31.780551           0.921054    22.855845         14.278686   \n",
+       "std      23.548531           0.170098    21.928723         19.712937   \n",
+       "min       0.000000           0.000000     0.000000          0.000000   \n",
+       "25%      11.326160           0.942809     6.295629          0.000000   \n",
+       "50%      29.553091           1.000000    19.007366          6.164414   \n",
+       "75%      45.322621           1.000000    33.318613         24.029248   \n",
+       "max     137.996879           1.000000   221.448798        201.894155   \n",
+       "\n",
+       "       INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "count             8950.000000   8950.000000          8950.000000   \n",
+       "mean                13.021440     18.494035             0.584054   \n",
+       "std                 15.541452     25.237134             0.386326   \n",
+       "min                  0.000000      0.000000             0.000000   \n",
+       "25%                  0.000000      0.000000             0.288675   \n",
+       "50%                  9.433981      0.000000             0.707107   \n",
+       "75%                 21.648037     33.373959             0.957427   \n",
+       "max                150.000000    217.111059             1.000000   \n",
+       "\n",
+       "       ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "count                 8950.000000                       8950.000000   \n",
+       "mean                     0.297600                          0.435160   \n",
+       "std                      0.337498                          0.418441   \n",
+       "min                      0.000000                          0.000000   \n",
+       "25%                      0.000000                          0.000000   \n",
+       "50%                      0.288675                          0.408249   \n",
+       "75%                      0.547723                          0.866025   \n",
+       "max                      1.000000                          1.000000   \n",
+       "\n",
+       "       CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "count             8950.000000       8950.000000    8950.000000   8950.000000   \n",
+       "mean                 0.239918          1.102261       2.879521     62.139544   \n",
+       "std                  0.278554          1.426210       2.533557     25.163411   \n",
+       "min                  0.000000          0.000000       0.000000      7.071068   \n",
+       "25%                  0.000000          0.000000       1.000000     40.000000   \n",
+       "50%                  0.000000          0.000000       2.645751     54.772256   \n",
+       "75%                  0.471404          2.000000       4.123106     80.622577   \n",
+       "max                  1.224745         11.090537      18.920888    173.205081   \n",
+       "\n",
+       "          PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT       TENURE  \n",
+       "count  8950.000000       8950.000000       8950.000000  8950.000000  \n",
+       "mean     34.645065         23.557147          0.210447     3.386634  \n",
+       "std      23.085123         17.586981          0.330816     0.219169  \n",
+       "min       0.000000          0.138430          0.000000     2.449490  \n",
+       "25%      19.577440         13.071253          0.000000     3.464102  \n",
+       "50%      29.272881         18.320161          0.000000     3.464102  \n",
+       "75%      43.601999         29.397390          0.377964     3.464102  \n",
+       "max     225.214305        276.416728          1.000000     3.464102  "
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sqrt_skew.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "ce81d3e8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([<AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>], dtype=object)"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x2880 with 17 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sqrt_skew.plot.area(figsize = (20,40), subplots = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "f415ad90",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Correlation between different features')"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1224x1224 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "correlation = sqrt_skew.corr()\n",
+    "plt.figure(figsize=(17,17))\n",
+    "sns.heatmap(correlation, vmax=1, square=True,annot=True,cmap='cubehelix')\n",
+    "\n",
+    "plt.title('Correlation between different features')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "c98bf417",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import StandardScaler\n",
+    "X_std = StandardScaler().fit_transform(sqrt_skew)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "d6266f8f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[-1.0780545 , -0.09712559, -0.59690132, ..., -0.66790184,\n",
+       "        -0.63618182,  0.35348056],\n",
+       "       [ 1.05361908,  0.19053935, -1.0423371 , ...,  0.52254404,\n",
+       "         0.78887411,  0.35348056],\n",
+       "       [ 0.77167992,  0.46414608,  0.22574803, ...,  0.08464159,\n",
+       "        -0.63618182,  0.35348056],\n",
+       "       ...,\n",
+       "       [-1.14422589, -0.04811222, -0.49431949, ..., -0.82330785,\n",
+       "         0.87531901, -4.27612743],\n",
+       "       [-1.19386072, -0.04811222, -1.0423371 , ..., -0.91494252,\n",
+       "         0.87531901, -4.27612743],\n",
+       "       [-0.52978249, -0.61472285,  0.46555636, ..., -0.8052387 ,\n",
+       "        -0.63618182, -4.27612743]])"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_std"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "153af0c7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Cumulative explained variance')"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.decomposition import PCA\n",
+    "pca = PCA().fit(X_std)\n",
+    "plt.plot(np.cumsum(pca.explained_variance_ratio_))\n",
+    "plt.xlim(0,8,1)\n",
+    "plt.xlabel('Number of components')\n",
+    "plt.ylabel('Cumulative explained variance')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8f2d6a01",
+   "metadata": {},
+   "source": [
+    "### Took 7 components because variance>90 percent for 7 components"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "e7fdf705",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.decomposition import PCA \n",
+    "sklearn_pca = PCA(n_components=7)\n",
+    "Y_sklearn = sklearn_pca.fit_transform(X_std)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "5e0fb10d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[-0.88512191 -2.48301693  0.23090242 ...  0.04336989 -0.38202562\n",
+      "  -0.35720617]\n",
+      " [-3.00034342  2.01508943 -0.16533426 ...  1.67093843 -0.28801526\n",
+      "   0.94274938]\n",
+      " [ 1.19172624  0.38517395 -1.92678896 ... -0.55010278 -0.23006842\n",
+      "   0.52287556]\n",
+      " ...\n",
+      " [ 0.10596162 -3.06675754  1.18931984 ... -2.96585047  1.26333337\n",
+      "   1.97973232]\n",
+      " [-2.84716017 -2.51797947 -0.29519488 ... -2.99036079  0.69668999\n",
+      "   1.77427724]\n",
+      " [-0.16460436 -0.5243077  -1.64424995 ... -4.69253162  1.53231934\n",
+      "   0.09281539]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(Y_sklearn)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "6e3fe3f7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(8950, 7)"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Y_sklearn.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ea1d2b11",
+   "metadata": {},
+   "source": [
+    "### Clustering Starts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "66470867",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "datafr= pd.DataFrame(Y_sklearn , columns = ['PC1','PC2','PC3','PC4','PC5','PC6','PC7'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "a1afd30b",
+   "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>PC1</th>\n",
+       "      <th>PC2</th>\n",
+       "      <th>PC3</th>\n",
+       "      <th>PC4</th>\n",
+       "      <th>PC5</th>\n",
+       "      <th>PC6</th>\n",
+       "      <th>PC7</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.885122</td>\n",
+       "      <td>-2.483017</td>\n",
+       "      <td>0.230902</td>\n",
+       "      <td>0.807129</td>\n",
+       "      <td>0.043370</td>\n",
+       "      <td>-0.382026</td>\n",
+       "      <td>-0.357206</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-3.000343</td>\n",
+       "      <td>2.015089</td>\n",
+       "      <td>-0.165334</td>\n",
+       "      <td>-1.087171</td>\n",
+       "      <td>1.670938</td>\n",
+       "      <td>-0.288015</td>\n",
+       "      <td>0.942749</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.191726</td>\n",
+       "      <td>0.385174</td>\n",
+       "      <td>-1.926789</td>\n",
+       "      <td>1.859338</td>\n",
+       "      <td>-0.550103</td>\n",
+       "      <td>-0.230068</td>\n",
+       "      <td>0.522876</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.794805</td>\n",
+       "      <td>0.218433</td>\n",
+       "      <td>-1.661542</td>\n",
+       "      <td>1.195618</td>\n",
+       "      <td>0.058950</td>\n",
+       "      <td>0.798510</td>\n",
+       "      <td>-0.086756</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-1.265058</td>\n",
+       "      <td>-1.593317</td>\n",
+       "      <td>-0.689436</td>\n",
+       "      <td>1.339644</td>\n",
+       "      <td>-0.114019</td>\n",
+       "      <td>-0.837737</td>\n",
+       "      <td>0.231600</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8945</th>\n",
+       "      <td>0.668484</td>\n",
+       "      <td>-2.871696</td>\n",
+       "      <td>1.452469</td>\n",
+       "      <td>-2.236975</td>\n",
+       "      <td>-2.854943</td>\n",
+       "      <td>0.766981</td>\n",
+       "      <td>2.343375</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8946</th>\n",
+       "      <td>0.262604</td>\n",
+       "      <td>-2.240280</td>\n",
+       "      <td>1.844972</td>\n",
+       "      <td>-0.568118</td>\n",
+       "      <td>-3.339266</td>\n",
+       "      <td>1.706628</td>\n",
+       "      <td>1.774529</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8947</th>\n",
+       "      <td>0.105962</td>\n",
+       "      <td>-3.066758</td>\n",
+       "      <td>1.189320</td>\n",
+       "      <td>-1.775107</td>\n",
+       "      <td>-2.965850</td>\n",
+       "      <td>1.263333</td>\n",
+       "      <td>1.979732</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8948</th>\n",
+       "      <td>-2.847160</td>\n",
+       "      <td>-2.517979</td>\n",
+       "      <td>-0.295195</td>\n",
+       "      <td>-2.148352</td>\n",
+       "      <td>-2.990361</td>\n",
+       "      <td>0.696690</td>\n",
+       "      <td>1.774277</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8949</th>\n",
+       "      <td>-0.164604</td>\n",
+       "      <td>-0.524308</td>\n",
+       "      <td>-1.644250</td>\n",
+       "      <td>-1.315554</td>\n",
+       "      <td>-4.692532</td>\n",
+       "      <td>1.532319</td>\n",
+       "      <td>0.092815</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8950 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           PC1       PC2       PC3       PC4       PC5       PC6       PC7\n",
+       "0    -0.885122 -2.483017  0.230902  0.807129  0.043370 -0.382026 -0.357206\n",
+       "1    -3.000343  2.015089 -0.165334 -1.087171  1.670938 -0.288015  0.942749\n",
+       "2     1.191726  0.385174 -1.926789  1.859338 -0.550103 -0.230068  0.522876\n",
+       "3    -0.794805  0.218433 -1.661542  1.195618  0.058950  0.798510 -0.086756\n",
+       "4    -1.265058 -1.593317 -0.689436  1.339644 -0.114019 -0.837737  0.231600\n",
+       "...        ...       ...       ...       ...       ...       ...       ...\n",
+       "8945  0.668484 -2.871696  1.452469 -2.236975 -2.854943  0.766981  2.343375\n",
+       "8946  0.262604 -2.240280  1.844972 -0.568118 -3.339266  1.706628  1.774529\n",
+       "8947  0.105962 -3.066758  1.189320 -1.775107 -2.965850  1.263333  1.979732\n",
+       "8948 -2.847160 -2.517979 -0.295195 -2.148352 -2.990361  0.696690  1.774277\n",
+       "8949 -0.164604 -0.524308 -1.644250 -1.315554 -4.692532  1.532319  0.092815\n",
+       "\n",
+       "[8950 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "datafr"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d6200585",
+   "metadata": {},
+   "source": [
+    "### Finding out the error and plotting it"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "097c0a48",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.cluster import KMeans\n",
+    "wcss = []\n",
+    "m= range(1,11)\n",
+    "for i in m:\n",
+    "    kmeans = KMeans(n_clusters = i, init = 'k-means++',random_state = 42)\n",
+    "    kmeans.fit(datafr)\n",
+    "    wcss.append(kmeans.inertia_)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dc48e954",
+   "metadata": {},
+   "source": [
+    "### took k=3 using elbow method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "ee59478c",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(m,wcss,'bx-')\n",
+    "plt.plot(range(1,11), wcss)\n",
+    "plt.xlabel('PC')\n",
+    "plt.ylabel('Inertia')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "ebd69f6f",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "X = datafr[[\"PC1\",\"PC2\",\"PC3\",\"PC4\",\"PC5\",\"PC6\",\"PC7\"]]\n",
+    "plt.scatter(X[\"PC1\"], X[\"PC2\"], c=\"m\")\n",
+    "plt.xlabel(\"PC1\")\n",
+    "plt.ylabel(\"PC2\")\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "11c53fd8",
+   "metadata": {},
+   "source": [
+    "### Assigning Random Centroids"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "fba3ae16",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "k=3\n",
+    "centroids=(X.sample (n=k))\n",
+    "plt.scatter(X[\"PC1\"],X[\"PC2\"], c=\"y\")\n",
+    "plt.scatter(centroids[\"PC1\"],centroids[\"PC2\"], c=\"red\")\n",
+    "plt.xlabel(\"PC1\")\n",
+    "plt.ylabel(\"PC2\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "9f5db3e0",
+   "metadata": {
+    "scrolled": true
+   },
+   "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>PC1</th>\n",
+       "      <th>PC2</th>\n",
+       "      <th>PC3</th>\n",
+       "      <th>PC4</th>\n",
+       "      <th>PC5</th>\n",
+       "      <th>PC6</th>\n",
+       "      <th>PC7</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>Cluster</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>877</th>\n",
+       "      <td>-1.654070</td>\n",
+       "      <td>0.099492</td>\n",
+       "      <td>0.954454</td>\n",
+       "      <td>0.023044</td>\n",
+       "      <td>0.386790</td>\n",
+       "      <td>0.765667</td>\n",
+       "      <td>-0.641968</td>\n",
+       "      <td>5.759893</td>\n",
+       "      <td>3.124054</td>\n",
+       "      <td>3.445984</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1.906225</td>\n",
+       "      <td>3.343470</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4447</th>\n",
+       "      <td>-0.287786</td>\n",
+       "      <td>-1.082672</td>\n",
+       "      <td>1.021399</td>\n",
+       "      <td>1.415307</td>\n",
+       "      <td>0.249694</td>\n",
+       "      <td>-0.193645</td>\n",
+       "      <td>0.507460</td>\n",
+       "      <td>5.054449</td>\n",
+       "      <td>2.489642</td>\n",
+       "      <td>4.466127</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3.666212</td>\n",
+       "      <td>2.240600</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>149</th>\n",
+       "      <td>1.585774</td>\n",
+       "      <td>0.753191</td>\n",
+       "      <td>0.909693</td>\n",
+       "      <td>-0.346714</td>\n",
+       "      <td>1.008424</td>\n",
+       "      <td>0.125549</td>\n",
+       "      <td>0.715952</td>\n",
+       "      <td>3.110557</td>\n",
+       "      <td>3.900050</td>\n",
+       "      <td>3.472760</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4.796739</td>\n",
+       "      <td>2.803909</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           PC1       PC2       PC3       PC4       PC5       PC6       PC7  \\\n",
+       "877  -1.654070  0.099492  0.954454  0.023044  0.386790  0.765667 -0.641968   \n",
+       "4447 -0.287786 -1.082672  1.021399  1.415307  0.249694 -0.193645  0.507460   \n",
+       "149   1.585774  0.753191  0.909693 -0.346714  1.008424  0.125549  0.715952   \n",
+       "\n",
+       "             1         2         3  Cluster         4         5  \n",
+       "877   5.759893  3.124054  3.445984        4  1.906225  3.343470  \n",
+       "4447  5.054449  2.489642  4.466127        5  3.666212  2.240600  \n",
+       "149   3.110557  3.900050  3.472760        5  4.796739  2.803909  "
+      ]
+     },
+     "execution_count": 49,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "centroids"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c9e004bd",
+   "metadata": {},
+   "source": [
+    "### MAIN CODE for clustering"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "e9ddd61d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.5613325682471532\n",
+      "0.2891228617371055\n",
+      "0.10308343748007748\n",
+      "0.03547648327362533\n",
+      "0.028957731401996548\n",
+      "0.02458460594111343\n",
+      "0.016515069204156914\n",
+      "0.008393655456429916\n",
+      "0.0022799311952690464\n",
+      "0.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "diff = 1\n",
+    "j=0\n",
+    "\n",
+    "while(diff!=0):\n",
+    "    XD=X\n",
+    "    i=1\n",
+    "    for index1, row_c in centroids.iterrows():\n",
+    "        ED=[]\n",
+    "        for index2, row_d in XD.iterrows():\n",
+    "            d1 = (row_c[\"PC1\"]-row_d[\"PC1\"])**2\n",
+    "            d2 = (row_c[\"PC2\"]-row_d[\"PC2\"])**2\n",
+    "            d3 = (row_c[\"PC3\"]-row_d[\"PC3\"])**2\n",
+    "            d4 = (row_c[\"PC4\"]-row_d[\"PC4\"])**2\n",
+    "            d5 = (row_c[\"PC5\"]-row_d[\"PC5\"])**2\n",
+    "            d6 = (row_c[\"PC6\"]-row_d[\"PC6\"])**2\n",
+    "            d7 = (row_c[\"PC7\"]-row_d[\"PC7\"])**2\n",
+    "            d = sqrt(d1+d2+d3+d4+d5+d5+d7)\n",
+    "            ED.append(d)\n",
+    "        X[i] = ED\n",
+    "        i = i+1\n",
+    "    \n",
+    "    C = []\n",
+    "    for index, row in X.iterrows():\n",
+    "        min_dist=row[1]\n",
+    "        pos=1\n",
+    "        for i in range(k):\n",
+    "            if row[i+1] < min_dist:\n",
+    "                min_dist = row[i+1]\n",
+    "                pos = i+1\n",
+    "        C.append(pos)\n",
+    "    X[\"Cluster\"]=C\n",
+    "    Centroids_new = X.groupby([\"Cluster\"]).mean()[[\"PC1\",\"PC2\",\"PC3\",\"PC4\",\"PC5\",\"PC6\",\"PC7\"]]\n",
+    "    if j == 0:\n",
+    "        diff = 1\n",
+    "        j = j+1\n",
+    "    else:\n",
+    "        diff = (Centroids_new['PC1'] - centroids['PC1']).sum() + (Centroids_new['PC2'] - centroids['PC2']).sum() + (Centroids_new['PC3'] - centroids['PC3']).sum() + (Centroids_new['PC4'] - centroids['PC4']).sum() + (Centroids_new['PC5'] - centroids['PC5']).sum() + (Centroids_new['PC6'] - centroids['PC6']).sum() + (Centroids_new['PC7'] - centroids['PC7']).sum()\n",
+    "        print(diff.sum())\n",
+    "    centroids = X.groupby([\"Cluster\"]).mean()[[\"PC1\",\"PC2\",\"PC3\",\"PC4\",\"PC5\",\"PC6\",\"PC7\"]]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "id": "adaeab54",
+   "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>PC1</th>\n",
+       "      <th>PC2</th>\n",
+       "      <th>PC3</th>\n",
+       "      <th>PC4</th>\n",
+       "      <th>PC5</th>\n",
+       "      <th>PC6</th>\n",
+       "      <th>PC7</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Cluster</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-2.497500</td>\n",
+       "      <td>0.901362</td>\n",
+       "      <td>-0.024554</td>\n",
+       "      <td>-0.162105</td>\n",
+       "      <td>-0.003202</td>\n",
+       "      <td>-0.114194</td>\n",
+       "      <td>0.034681</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.581518</td>\n",
+       "      <td>-1.503500</td>\n",
+       "      <td>0.166582</td>\n",
+       "      <td>0.110200</td>\n",
+       "      <td>0.075860</td>\n",
+       "      <td>0.063265</td>\n",
+       "      <td>0.027772</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2.925036</td>\n",
+       "      <td>1.603686</td>\n",
+       "      <td>-0.301938</td>\n",
+       "      <td>0.040905</td>\n",
+       "      <td>-0.150665</td>\n",
+       "      <td>0.058345</td>\n",
+       "      <td>-0.114312</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "              PC1       PC2       PC3       PC4       PC5       PC6       PC7\n",
+       "Cluster                                                                      \n",
+       "1       -2.497500  0.901362 -0.024554 -0.162105 -0.003202 -0.114194  0.034681\n",
+       "2        0.581518 -1.503500  0.166582  0.110200  0.075860  0.063265  0.027772\n",
+       "3        2.925036  1.603686 -0.301938  0.040905 -0.150665  0.058345 -0.114312"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Centroids_new"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "b055eebf",
+   "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>PC1</th>\n",
+       "      <th>PC2</th>\n",
+       "      <th>PC3</th>\n",
+       "      <th>PC4</th>\n",
+       "      <th>PC5</th>\n",
+       "      <th>PC6</th>\n",
+       "      <th>PC7</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>Cluster</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.885122</td>\n",
+       "      <td>-2.483017</td>\n",
+       "      <td>0.230902</td>\n",
+       "      <td>0.807129</td>\n",
+       "      <td>0.043370</td>\n",
+       "      <td>-0.382026</td>\n",
+       "      <td>-0.357206</td>\n",
+       "      <td>3.900817</td>\n",
+       "      <td>1.936660</td>\n",
+       "      <td>5.676598</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3.857854</td>\n",
+       "      <td>2.535301</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-3.000343</td>\n",
+       "      <td>2.015089</td>\n",
+       "      <td>-0.165334</td>\n",
+       "      <td>-1.087171</td>\n",
+       "      <td>1.670938</td>\n",
+       "      <td>-0.288015</td>\n",
+       "      <td>0.942749</td>\n",
+       "      <td>2.966291</td>\n",
+       "      <td>5.716626</td>\n",
+       "      <td>6.657661</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2.843885</td>\n",
+       "      <td>6.099162</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.191726</td>\n",
+       "      <td>0.385174</td>\n",
+       "      <td>-1.926789</td>\n",
+       "      <td>1.859338</td>\n",
+       "      <td>-0.550103</td>\n",
+       "      <td>-0.230068</td>\n",
+       "      <td>0.522876</td>\n",
+       "      <td>4.734776</td>\n",
+       "      <td>3.522771</td>\n",
+       "      <td>3.340821</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5.028311</td>\n",
+       "      <td>4.373455</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.794805</td>\n",
+       "      <td>0.218433</td>\n",
+       "      <td>-1.661542</td>\n",
+       "      <td>1.195618</td>\n",
+       "      <td>0.058950</td>\n",
+       "      <td>0.798510</td>\n",
+       "      <td>-0.086756</td>\n",
+       "      <td>2.812681</td>\n",
+       "      <td>3.064829</td>\n",
+       "      <td>4.361957</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2.974653</td>\n",
+       "      <td>4.080622</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-1.265058</td>\n",
+       "      <td>-1.593317</td>\n",
+       "      <td>-0.689436</td>\n",
+       "      <td>1.339644</td>\n",
+       "      <td>-0.114019</td>\n",
+       "      <td>-0.837737</td>\n",
+       "      <td>0.231600</td>\n",
+       "      <td>3.240832</td>\n",
+       "      <td>2.403303</td>\n",
+       "      <td>5.453159</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3.191316</td>\n",
+       "      <td>3.345684</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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8945</th>\n",
+       "      <td>0.668484</td>\n",
+       "      <td>-2.871696</td>\n",
+       "      <td>1.452469</td>\n",
+       "      <td>-2.236975</td>\n",
+       "      <td>-2.854943</td>\n",
+       "      <td>0.766981</td>\n",
+       "      <td>2.343375</td>\n",
+       "      <td>7.234710</td>\n",
+       "      <td>5.619919</td>\n",
+       "      <td>7.352157</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7.423512</td>\n",
+       "      <td>5.474457</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8946</th>\n",
+       "      <td>0.262604</td>\n",
+       "      <td>-2.240280</td>\n",
+       "      <td>1.844972</td>\n",
+       "      <td>-0.568118</td>\n",
+       "      <td>-3.339266</td>\n",
+       "      <td>1.706628</td>\n",
+       "      <td>1.774529</td>\n",
+       "      <td>6.814234</td>\n",
+       "      <td>5.504452</td>\n",
+       "      <td>7.123680</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7.038795</td>\n",
+       "      <td>5.487992</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8947</th>\n",
+       "      <td>0.105962</td>\n",
+       "      <td>-3.066758</td>\n",
+       "      <td>1.189320</td>\n",
+       "      <td>-1.775107</td>\n",
+       "      <td>-2.965850</td>\n",
+       "      <td>1.263333</td>\n",
+       "      <td>1.979732</td>\n",
+       "      <td>6.923659</td>\n",
+       "      <td>5.439160</td>\n",
+       "      <td>7.451009</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7.084500</td>\n",
+       "      <td>5.416231</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8948</th>\n",
+       "      <td>-2.847160</td>\n",
+       "      <td>-2.517979</td>\n",
+       "      <td>-0.295195</td>\n",
+       "      <td>-2.148352</td>\n",
+       "      <td>-2.990361</td>\n",
+       "      <td>0.696690</td>\n",
+       "      <td>1.774277</td>\n",
+       "      <td>6.058466</td>\n",
+       "      <td>6.320839</td>\n",
+       "      <td>8.648340</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6.062351</td>\n",
+       "      <td>6.719783</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8949</th>\n",
+       "      <td>-0.164604</td>\n",
+       "      <td>-0.524308</td>\n",
+       "      <td>-1.644250</td>\n",
+       "      <td>-1.315554</td>\n",
+       "      <td>-4.692532</td>\n",
+       "      <td>1.532319</td>\n",
+       "      <td>0.092815</td>\n",
+       "      <td>7.443911</td>\n",
+       "      <td>7.232341</td>\n",
+       "      <td>7.682189</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7.749960</td>\n",
+       "      <td>7.755387</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8950 rows × 13 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           PC1       PC2       PC3       PC4       PC5       PC6       PC7  \\\n",
+       "0    -0.885122 -2.483017  0.230902  0.807129  0.043370 -0.382026 -0.357206   \n",
+       "1    -3.000343  2.015089 -0.165334 -1.087171  1.670938 -0.288015  0.942749   \n",
+       "2     1.191726  0.385174 -1.926789  1.859338 -0.550103 -0.230068  0.522876   \n",
+       "3    -0.794805  0.218433 -1.661542  1.195618  0.058950  0.798510 -0.086756   \n",
+       "4    -1.265058 -1.593317 -0.689436  1.339644 -0.114019 -0.837737  0.231600   \n",
+       "...        ...       ...       ...       ...       ...       ...       ...   \n",
+       "8945  0.668484 -2.871696  1.452469 -2.236975 -2.854943  0.766981  2.343375   \n",
+       "8946  0.262604 -2.240280  1.844972 -0.568118 -3.339266  1.706628  1.774529   \n",
+       "8947  0.105962 -3.066758  1.189320 -1.775107 -2.965850  1.263333  1.979732   \n",
+       "8948 -2.847160 -2.517979 -0.295195 -2.148352 -2.990361  0.696690  1.774277   \n",
+       "8949 -0.164604 -0.524308 -1.644250 -1.315554 -4.692532  1.532319  0.092815   \n",
+       "\n",
+       "             1         2         3  Cluster         4         5  \n",
+       "0     3.900817  1.936660  5.676598        2  3.857854  2.535301  \n",
+       "1     2.966291  5.716626  6.657661        1  2.843885  6.099162  \n",
+       "2     4.734776  3.522771  3.340821        3  5.028311  4.373455  \n",
+       "3     2.812681  3.064829  4.361957        1  2.974653  4.080622  \n",
+       "4     3.240832  2.403303  5.453159        2  3.191316  3.345684  \n",
+       "...        ...       ...       ...      ...       ...       ...  \n",
+       "8945  7.234710  5.619919  7.352157        2  7.423512  5.474457  \n",
+       "8946  6.814234  5.504452  7.123680        2  7.038795  5.487992  \n",
+       "8947  6.923659  5.439160  7.451009        2  7.084500  5.416231  \n",
+       "8948  6.058466  6.320839  8.648340        1  6.062351  6.719783  \n",
+       "8949  7.443911  7.232341  7.682189        2  7.749960  7.755387  \n",
+       "\n",
+       "[8950 rows x 13 columns]"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1753bd21",
+   "metadata": {},
+   "source": [
+    "### Final Clustering"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "9b92f0fb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "color=['blue','green','red']\n",
+    "for h in range(k):\n",
+    "    data=X[X[\"Cluster\"]==h+1]\n",
+    "    plt.scatter(data[\"PC1\"],data[\"PC2\"],c=color[h])\n",
+    "plt.scatter(centroids[\"PC1\"],centroids[\"PC2\"],c='yellow')\n",
+    "plt.xlabel('PC1')\n",
+    "plt.ylabel('PC2')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "76a22c05",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From e947a35548897c0adb16d10756add3158c88c573 Mon Sep 17 00:00:00 2001
From: aryanagarwal21 <97836807+aryanagarwal21@users.noreply.github.com>
Date: Sat, 25 Jun 2022 18:27:42 +0530
Subject: [PATCH 2/7] Add files via upload

with sklearn
---
 Assignment 1/210199_ARYAN_1-Patch1.ipynb | 2964 ++++++++++++++++++++++
 1 file changed, 2964 insertions(+)
 create mode 100644 Assignment 1/210199_ARYAN_1-Patch1.ipynb

diff --git a/Assignment 1/210199_ARYAN_1-Patch1.ipynb b/Assignment 1/210199_ARYAN_1-Patch1.ipynb
new file mode 100644
index 0000000..92e8dcc
--- /dev/null
+++ b/Assignment 1/210199_ARYAN_1-Patch1.ipynb	
@@ -0,0 +1,2964 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "d976baf9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "de8ba614",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib as mpl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "2a5d7cb1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "%matplotlib inline\n",
+    "from math import sqrt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "f2d477e5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('Dataset.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "85c39f7f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "columns_name=df.columns.tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "c388fe9a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['CUST_ID', 'BALANCE', 'BALANCE_FREQUENCY', 'PURCHASES', 'ONEOFF_PURCHASES', 'INSTALLMENTS_PURCHASES', 'CASH_ADVANCE', 'PURCHASES_FREQUENCY', 'ONEOFF_PURCHASES_FREQUENCY', 'PURCHASES_INSTALLMENTS_FREQUENCY', 'CASH_ADVANCE_FREQUENCY', 'CASH_ADVANCE_TRX', 'PURCHASES_TRX', 'CREDIT_LIMIT', 'PAYMENTS', 'MINIMUM_PAYMENTS', 'PRC_FULL_PAYMENT', 'TENURE']\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(columns_name)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "d4892478",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(8950, 18)"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "a1da23d7",
+   "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>CUST_ID</th>\n",
+       "      <th>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>C10001</td>\n",
+       "      <td>40.900749</td>\n",
+       "      <td>0.818182</td>\n",
+       "      <td>95.40</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>95.4</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>201.802084</td>\n",
+       "      <td>139.509787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>C10002</td>\n",
+       "      <td>3202.467416</td>\n",
+       "      <td>0.909091</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6442.945483</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7000.0</td>\n",
+       "      <td>4103.032597</td>\n",
+       "      <td>1072.340217</td>\n",
+       "      <td>0.222222</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>C10003</td>\n",
+       "      <td>2495.148862</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>773.17</td>\n",
+       "      <td>773.17</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>7500.0</td>\n",
+       "      <td>622.066742</td>\n",
+       "      <td>627.284787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>C10004</td>\n",
+       "      <td>1666.670542</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>1499.00</td>\n",
+       "      <td>1499.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>205.788017</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7500.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>C10005</td>\n",
+       "      <td>817.714335</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1200.0</td>\n",
+       "      <td>678.334763</td>\n",
+       "      <td>244.791237</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  CUST_ID      BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "0  C10001    40.900749           0.818182      95.40              0.00   \n",
+       "1  C10002  3202.467416           0.909091       0.00              0.00   \n",
+       "2  C10003  2495.148862           1.000000     773.17            773.17   \n",
+       "3  C10004  1666.670542           0.636364    1499.00           1499.00   \n",
+       "4  C10005   817.714335           1.000000      16.00             16.00   \n",
+       "\n",
+       "   INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "0                    95.4      0.000000             0.166667   \n",
+       "1                     0.0   6442.945483             0.000000   \n",
+       "2                     0.0      0.000000             1.000000   \n",
+       "3                     0.0    205.788017             0.083333   \n",
+       "4                     0.0      0.000000             0.083333   \n",
+       "\n",
+       "   ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "0                    0.000000                          0.083333   \n",
+       "1                    0.000000                          0.000000   \n",
+       "2                    1.000000                          0.000000   \n",
+       "3                    0.083333                          0.000000   \n",
+       "4                    0.083333                          0.000000   \n",
+       "\n",
+       "   CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "0                0.000000                 0              2        1000.0   \n",
+       "1                0.250000                 4              0        7000.0   \n",
+       "2                0.000000                 0             12        7500.0   \n",
+       "3                0.083333                 1              1        7500.0   \n",
+       "4                0.000000                 0              1        1200.0   \n",
+       "\n",
+       "      PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
+       "0   201.802084        139.509787          0.000000      12  \n",
+       "1  4103.032597       1072.340217          0.222222      12  \n",
+       "2   622.066742        627.284787          0.000000      12  \n",
+       "3     0.000000               NaN          0.000000      12  \n",
+       "4   678.334763        244.791237          0.000000      12  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "43e524f1",
+   "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>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>BALANCE</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.322412</td>\n",
+       "      <td>0.181261</td>\n",
+       "      <td>0.164350</td>\n",
+       "      <td>0.126469</td>\n",
+       "      <td>0.496692</td>\n",
+       "      <td>-0.077944</td>\n",
+       "      <td>0.073166</td>\n",
+       "      <td>-0.063186</td>\n",
+       "      <td>0.449218</td>\n",
+       "      <td>0.385152</td>\n",
+       "      <td>0.154338</td>\n",
+       "      <td>0.531283</td>\n",
+       "      <td>0.322802</td>\n",
+       "      <td>0.398684</td>\n",
+       "      <td>-0.318959</td>\n",
+       "      <td>0.072692</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <td>0.322412</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.133674</td>\n",
+       "      <td>0.104323</td>\n",
+       "      <td>0.124292</td>\n",
+       "      <td>0.099388</td>\n",
+       "      <td>0.229715</td>\n",
+       "      <td>0.202415</td>\n",
+       "      <td>0.176079</td>\n",
+       "      <td>0.191873</td>\n",
+       "      <td>0.141555</td>\n",
+       "      <td>0.189626</td>\n",
+       "      <td>0.095843</td>\n",
+       "      <td>0.065008</td>\n",
+       "      <td>0.132569</td>\n",
+       "      <td>-0.095082</td>\n",
+       "      <td>0.119776</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <td>0.181261</td>\n",
+       "      <td>0.133674</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.916845</td>\n",
+       "      <td>0.679896</td>\n",
+       "      <td>-0.051474</td>\n",
+       "      <td>0.393017</td>\n",
+       "      <td>0.498430</td>\n",
+       "      <td>0.315567</td>\n",
+       "      <td>-0.120143</td>\n",
+       "      <td>-0.067175</td>\n",
+       "      <td>0.689561</td>\n",
+       "      <td>0.356963</td>\n",
+       "      <td>0.603264</td>\n",
+       "      <td>0.093860</td>\n",
+       "      <td>0.180379</td>\n",
+       "      <td>0.086288</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <td>0.164350</td>\n",
+       "      <td>0.104323</td>\n",
+       "      <td>0.916845</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.330622</td>\n",
+       "      <td>-0.031326</td>\n",
+       "      <td>0.264937</td>\n",
+       "      <td>0.524891</td>\n",
+       "      <td>0.127729</td>\n",
+       "      <td>-0.082628</td>\n",
+       "      <td>-0.046212</td>\n",
+       "      <td>0.545523</td>\n",
+       "      <td>0.319724</td>\n",
+       "      <td>0.567292</td>\n",
+       "      <td>0.048755</td>\n",
+       "      <td>0.132763</td>\n",
+       "      <td>0.064150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <td>0.126469</td>\n",
+       "      <td>0.124292</td>\n",
+       "      <td>0.679896</td>\n",
+       "      <td>0.330622</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.064244</td>\n",
+       "      <td>0.442418</td>\n",
+       "      <td>0.214042</td>\n",
+       "      <td>0.511351</td>\n",
+       "      <td>-0.132318</td>\n",
+       "      <td>-0.073999</td>\n",
+       "      <td>0.628108</td>\n",
+       "      <td>0.256499</td>\n",
+       "      <td>0.384084</td>\n",
+       "      <td>0.132172</td>\n",
+       "      <td>0.182569</td>\n",
+       "      <td>0.086143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <td>0.496692</td>\n",
+       "      <td>0.099388</td>\n",
+       "      <td>-0.051474</td>\n",
+       "      <td>-0.031326</td>\n",
+       "      <td>-0.064244</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.215507</td>\n",
+       "      <td>-0.086754</td>\n",
+       "      <td>-0.177070</td>\n",
+       "      <td>0.628522</td>\n",
+       "      <td>0.656498</td>\n",
+       "      <td>-0.075850</td>\n",
+       "      <td>0.303985</td>\n",
+       "      <td>0.453238</td>\n",
+       "      <td>0.140107</td>\n",
+       "      <td>-0.152935</td>\n",
+       "      <td>-0.068312</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <td>-0.077944</td>\n",
+       "      <td>0.229715</td>\n",
+       "      <td>0.393017</td>\n",
+       "      <td>0.264937</td>\n",
+       "      <td>0.442418</td>\n",
+       "      <td>-0.215507</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.501343</td>\n",
+       "      <td>0.862934</td>\n",
+       "      <td>-0.308478</td>\n",
+       "      <td>-0.203478</td>\n",
+       "      <td>0.568430</td>\n",
+       "      <td>0.119788</td>\n",
+       "      <td>0.103464</td>\n",
+       "      <td>0.003030</td>\n",
+       "      <td>0.305802</td>\n",
+       "      <td>0.061506</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <td>0.073166</td>\n",
+       "      <td>0.202415</td>\n",
+       "      <td>0.498430</td>\n",
+       "      <td>0.524891</td>\n",
+       "      <td>0.214042</td>\n",
+       "      <td>-0.086754</td>\n",
+       "      <td>0.501343</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.142329</td>\n",
+       "      <td>-0.111716</td>\n",
+       "      <td>-0.069088</td>\n",
+       "      <td>0.544869</td>\n",
+       "      <td>0.295038</td>\n",
+       "      <td>0.243537</td>\n",
+       "      <td>-0.030327</td>\n",
+       "      <td>0.157531</td>\n",
+       "      <td>0.082466</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <td>-0.063186</td>\n",
+       "      <td>0.176079</td>\n",
+       "      <td>0.315567</td>\n",
+       "      <td>0.127729</td>\n",
+       "      <td>0.511351</td>\n",
+       "      <td>-0.177070</td>\n",
+       "      <td>0.862934</td>\n",
+       "      <td>0.142329</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.262958</td>\n",
+       "      <td>-0.169207</td>\n",
+       "      <td>0.529975</td>\n",
+       "      <td>0.060755</td>\n",
+       "      <td>0.085551</td>\n",
+       "      <td>0.030073</td>\n",
+       "      <td>0.250087</td>\n",
+       "      <td>0.073275</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <td>0.449218</td>\n",
+       "      <td>0.191873</td>\n",
+       "      <td>-0.120143</td>\n",
+       "      <td>-0.082628</td>\n",
+       "      <td>-0.132318</td>\n",
+       "      <td>0.628522</td>\n",
+       "      <td>-0.308478</td>\n",
+       "      <td>-0.111716</td>\n",
+       "      <td>-0.262958</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.799561</td>\n",
+       "      <td>-0.131168</td>\n",
+       "      <td>0.132616</td>\n",
+       "      <td>0.183192</td>\n",
+       "      <td>0.098838</td>\n",
+       "      <td>-0.249773</td>\n",
+       "      <td>-0.133372</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <td>0.385152</td>\n",
+       "      <td>0.141555</td>\n",
+       "      <td>-0.067175</td>\n",
+       "      <td>-0.046212</td>\n",
+       "      <td>-0.073999</td>\n",
+       "      <td>0.656498</td>\n",
+       "      <td>-0.203478</td>\n",
+       "      <td>-0.069088</td>\n",
+       "      <td>-0.169207</td>\n",
+       "      <td>0.799561</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.066157</td>\n",
+       "      <td>0.149700</td>\n",
+       "      <td>0.255278</td>\n",
+       "      <td>0.109739</td>\n",
+       "      <td>-0.169784</td>\n",
+       "      <td>-0.043421</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <td>0.154338</td>\n",
+       "      <td>0.189626</td>\n",
+       "      <td>0.689561</td>\n",
+       "      <td>0.545523</td>\n",
+       "      <td>0.628108</td>\n",
+       "      <td>-0.075850</td>\n",
+       "      <td>0.568430</td>\n",
+       "      <td>0.544869</td>\n",
+       "      <td>0.529975</td>\n",
+       "      <td>-0.131168</td>\n",
+       "      <td>-0.066157</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.272882</td>\n",
+       "      <td>0.370832</td>\n",
+       "      <td>0.096333</td>\n",
+       "      <td>0.162066</td>\n",
+       "      <td>0.121874</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <td>0.531283</td>\n",
+       "      <td>0.095843</td>\n",
+       "      <td>0.356963</td>\n",
+       "      <td>0.319724</td>\n",
+       "      <td>0.256499</td>\n",
+       "      <td>0.303985</td>\n",
+       "      <td>0.119788</td>\n",
+       "      <td>0.295038</td>\n",
+       "      <td>0.060755</td>\n",
+       "      <td>0.132616</td>\n",
+       "      <td>0.149700</td>\n",
+       "      <td>0.272882</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.421861</td>\n",
+       "      <td>0.126671</td>\n",
+       "      <td>0.055672</td>\n",
+       "      <td>0.139167</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <td>0.322802</td>\n",
+       "      <td>0.065008</td>\n",
+       "      <td>0.603264</td>\n",
+       "      <td>0.567292</td>\n",
+       "      <td>0.384084</td>\n",
+       "      <td>0.453238</td>\n",
+       "      <td>0.103464</td>\n",
+       "      <td>0.243537</td>\n",
+       "      <td>0.085551</td>\n",
+       "      <td>0.183192</td>\n",
+       "      <td>0.255278</td>\n",
+       "      <td>0.370832</td>\n",
+       "      <td>0.421861</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.126651</td>\n",
+       "      <td>0.112138</td>\n",
+       "      <td>0.106136</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <td>0.398684</td>\n",
+       "      <td>0.132569</td>\n",
+       "      <td>0.093860</td>\n",
+       "      <td>0.048755</td>\n",
+       "      <td>0.132172</td>\n",
+       "      <td>0.140107</td>\n",
+       "      <td>0.003030</td>\n",
+       "      <td>-0.030327</td>\n",
+       "      <td>0.030073</td>\n",
+       "      <td>0.098838</td>\n",
+       "      <td>0.109739</td>\n",
+       "      <td>0.096333</td>\n",
+       "      <td>0.126671</td>\n",
+       "      <td>0.126651</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.140379</td>\n",
+       "      <td>0.059444</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <td>-0.318959</td>\n",
+       "      <td>-0.095082</td>\n",
+       "      <td>0.180379</td>\n",
+       "      <td>0.132763</td>\n",
+       "      <td>0.182569</td>\n",
+       "      <td>-0.152935</td>\n",
+       "      <td>0.305802</td>\n",
+       "      <td>0.157531</td>\n",
+       "      <td>0.250087</td>\n",
+       "      <td>-0.249773</td>\n",
+       "      <td>-0.169784</td>\n",
+       "      <td>0.162066</td>\n",
+       "      <td>0.055672</td>\n",
+       "      <td>0.112138</td>\n",
+       "      <td>-0.140379</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.016486</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TENURE</th>\n",
+       "      <td>0.072692</td>\n",
+       "      <td>0.119776</td>\n",
+       "      <td>0.086288</td>\n",
+       "      <td>0.064150</td>\n",
+       "      <td>0.086143</td>\n",
+       "      <td>-0.068312</td>\n",
+       "      <td>0.061506</td>\n",
+       "      <td>0.082466</td>\n",
+       "      <td>0.073275</td>\n",
+       "      <td>-0.133372</td>\n",
+       "      <td>-0.043421</td>\n",
+       "      <td>0.121874</td>\n",
+       "      <td>0.139167</td>\n",
+       "      <td>0.106136</td>\n",
+       "      <td>0.059444</td>\n",
+       "      <td>-0.016486</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   BALANCE  BALANCE_FREQUENCY  PURCHASES  \\\n",
+       "BALANCE                           1.000000           0.322412   0.181261   \n",
+       "BALANCE_FREQUENCY                 0.322412           1.000000   0.133674   \n",
+       "PURCHASES                         0.181261           0.133674   1.000000   \n",
+       "ONEOFF_PURCHASES                  0.164350           0.104323   0.916845   \n",
+       "INSTALLMENTS_PURCHASES            0.126469           0.124292   0.679896   \n",
+       "CASH_ADVANCE                      0.496692           0.099388  -0.051474   \n",
+       "PURCHASES_FREQUENCY              -0.077944           0.229715   0.393017   \n",
+       "ONEOFF_PURCHASES_FREQUENCY        0.073166           0.202415   0.498430   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY -0.063186           0.176079   0.315567   \n",
+       "CASH_ADVANCE_FREQUENCY            0.449218           0.191873  -0.120143   \n",
+       "CASH_ADVANCE_TRX                  0.385152           0.141555  -0.067175   \n",
+       "PURCHASES_TRX                     0.154338           0.189626   0.689561   \n",
+       "CREDIT_LIMIT                      0.531283           0.095843   0.356963   \n",
+       "PAYMENTS                          0.322802           0.065008   0.603264   \n",
+       "MINIMUM_PAYMENTS                  0.398684           0.132569   0.093860   \n",
+       "PRC_FULL_PAYMENT                 -0.318959          -0.095082   0.180379   \n",
+       "TENURE                            0.072692           0.119776   0.086288   \n",
+       "\n",
+       "                                  ONEOFF_PURCHASES  INSTALLMENTS_PURCHASES  \\\n",
+       "BALANCE                                   0.164350                0.126469   \n",
+       "BALANCE_FREQUENCY                         0.104323                0.124292   \n",
+       "PURCHASES                                 0.916845                0.679896   \n",
+       "ONEOFF_PURCHASES                          1.000000                0.330622   \n",
+       "INSTALLMENTS_PURCHASES                    0.330622                1.000000   \n",
+       "CASH_ADVANCE                             -0.031326               -0.064244   \n",
+       "PURCHASES_FREQUENCY                       0.264937                0.442418   \n",
+       "ONEOFF_PURCHASES_FREQUENCY                0.524891                0.214042   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY          0.127729                0.511351   \n",
+       "CASH_ADVANCE_FREQUENCY                   -0.082628               -0.132318   \n",
+       "CASH_ADVANCE_TRX                         -0.046212               -0.073999   \n",
+       "PURCHASES_TRX                             0.545523                0.628108   \n",
+       "CREDIT_LIMIT                              0.319724                0.256499   \n",
+       "PAYMENTS                                  0.567292                0.384084   \n",
+       "MINIMUM_PAYMENTS                          0.048755                0.132172   \n",
+       "PRC_FULL_PAYMENT                          0.132763                0.182569   \n",
+       "TENURE                                    0.064150                0.086143   \n",
+       "\n",
+       "                                  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "BALANCE                               0.496692            -0.077944   \n",
+       "BALANCE_FREQUENCY                     0.099388             0.229715   \n",
+       "PURCHASES                            -0.051474             0.393017   \n",
+       "ONEOFF_PURCHASES                     -0.031326             0.264937   \n",
+       "INSTALLMENTS_PURCHASES               -0.064244             0.442418   \n",
+       "CASH_ADVANCE                          1.000000            -0.215507   \n",
+       "PURCHASES_FREQUENCY                  -0.215507             1.000000   \n",
+       "ONEOFF_PURCHASES_FREQUENCY           -0.086754             0.501343   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY     -0.177070             0.862934   \n",
+       "CASH_ADVANCE_FREQUENCY                0.628522            -0.308478   \n",
+       "CASH_ADVANCE_TRX                      0.656498            -0.203478   \n",
+       "PURCHASES_TRX                        -0.075850             0.568430   \n",
+       "CREDIT_LIMIT                          0.303985             0.119788   \n",
+       "PAYMENTS                              0.453238             0.103464   \n",
+       "MINIMUM_PAYMENTS                      0.140107             0.003030   \n",
+       "PRC_FULL_PAYMENT                     -0.152935             0.305802   \n",
+       "TENURE                               -0.068312             0.061506   \n",
+       "\n",
+       "                                  ONEOFF_PURCHASES_FREQUENCY  \\\n",
+       "BALANCE                                             0.073166   \n",
+       "BALANCE_FREQUENCY                                   0.202415   \n",
+       "PURCHASES                                           0.498430   \n",
+       "ONEOFF_PURCHASES                                    0.524891   \n",
+       "INSTALLMENTS_PURCHASES                              0.214042   \n",
+       "CASH_ADVANCE                                       -0.086754   \n",
+       "PURCHASES_FREQUENCY                                 0.501343   \n",
+       "ONEOFF_PURCHASES_FREQUENCY                          1.000000   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY                    0.142329   \n",
+       "CASH_ADVANCE_FREQUENCY                             -0.111716   \n",
+       "CASH_ADVANCE_TRX                                   -0.069088   \n",
+       "PURCHASES_TRX                                       0.544869   \n",
+       "CREDIT_LIMIT                                        0.295038   \n",
+       "PAYMENTS                                            0.243537   \n",
+       "MINIMUM_PAYMENTS                                   -0.030327   \n",
+       "PRC_FULL_PAYMENT                                    0.157531   \n",
+       "TENURE                                              0.082466   \n",
+       "\n",
+       "                                  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "BALANCE                                                  -0.063186   \n",
+       "BALANCE_FREQUENCY                                         0.176079   \n",
+       "PURCHASES                                                 0.315567   \n",
+       "ONEOFF_PURCHASES                                          0.127729   \n",
+       "INSTALLMENTS_PURCHASES                                    0.511351   \n",
+       "CASH_ADVANCE                                             -0.177070   \n",
+       "PURCHASES_FREQUENCY                                       0.862934   \n",
+       "ONEOFF_PURCHASES_FREQUENCY                                0.142329   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY                          1.000000   \n",
+       "CASH_ADVANCE_FREQUENCY                                   -0.262958   \n",
+       "CASH_ADVANCE_TRX                                         -0.169207   \n",
+       "PURCHASES_TRX                                             0.529975   \n",
+       "CREDIT_LIMIT                                              0.060755   \n",
+       "PAYMENTS                                                  0.085551   \n",
+       "MINIMUM_PAYMENTS                                          0.030073   \n",
+       "PRC_FULL_PAYMENT                                          0.250087   \n",
+       "TENURE                                                    0.073275   \n",
+       "\n",
+       "                                  CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  \\\n",
+       "BALANCE                                         0.449218          0.385152   \n",
+       "BALANCE_FREQUENCY                               0.191873          0.141555   \n",
+       "PURCHASES                                      -0.120143         -0.067175   \n",
+       "ONEOFF_PURCHASES                               -0.082628         -0.046212   \n",
+       "INSTALLMENTS_PURCHASES                         -0.132318         -0.073999   \n",
+       "CASH_ADVANCE                                    0.628522          0.656498   \n",
+       "PURCHASES_FREQUENCY                            -0.308478         -0.203478   \n",
+       "ONEOFF_PURCHASES_FREQUENCY                     -0.111716         -0.069088   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY               -0.262958         -0.169207   \n",
+       "CASH_ADVANCE_FREQUENCY                          1.000000          0.799561   \n",
+       "CASH_ADVANCE_TRX                                0.799561          1.000000   \n",
+       "PURCHASES_TRX                                  -0.131168         -0.066157   \n",
+       "CREDIT_LIMIT                                    0.132616          0.149700   \n",
+       "PAYMENTS                                        0.183192          0.255278   \n",
+       "MINIMUM_PAYMENTS                                0.098838          0.109739   \n",
+       "PRC_FULL_PAYMENT                               -0.249773         -0.169784   \n",
+       "TENURE                                         -0.133372         -0.043421   \n",
+       "\n",
+       "                                  PURCHASES_TRX  CREDIT_LIMIT  PAYMENTS  \\\n",
+       "BALANCE                                0.154338      0.531283  0.322802   \n",
+       "BALANCE_FREQUENCY                      0.189626      0.095843  0.065008   \n",
+       "PURCHASES                              0.689561      0.356963  0.603264   \n",
+       "ONEOFF_PURCHASES                       0.545523      0.319724  0.567292   \n",
+       "INSTALLMENTS_PURCHASES                 0.628108      0.256499  0.384084   \n",
+       "CASH_ADVANCE                          -0.075850      0.303985  0.453238   \n",
+       "PURCHASES_FREQUENCY                    0.568430      0.119788  0.103464   \n",
+       "ONEOFF_PURCHASES_FREQUENCY             0.544869      0.295038  0.243537   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY       0.529975      0.060755  0.085551   \n",
+       "CASH_ADVANCE_FREQUENCY                -0.131168      0.132616  0.183192   \n",
+       "CASH_ADVANCE_TRX                      -0.066157      0.149700  0.255278   \n",
+       "PURCHASES_TRX                          1.000000      0.272882  0.370832   \n",
+       "CREDIT_LIMIT                           0.272882      1.000000  0.421861   \n",
+       "PAYMENTS                               0.370832      0.421861  1.000000   \n",
+       "MINIMUM_PAYMENTS                       0.096333      0.126671  0.126651   \n",
+       "PRC_FULL_PAYMENT                       0.162066      0.055672  0.112138   \n",
+       "TENURE                                 0.121874      0.139167  0.106136   \n",
+       "\n",
+       "                                  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT    TENURE  \n",
+       "BALANCE                                   0.398684         -0.318959  0.072692  \n",
+       "BALANCE_FREQUENCY                         0.132569         -0.095082  0.119776  \n",
+       "PURCHASES                                 0.093860          0.180379  0.086288  \n",
+       "ONEOFF_PURCHASES                          0.048755          0.132763  0.064150  \n",
+       "INSTALLMENTS_PURCHASES                    0.132172          0.182569  0.086143  \n",
+       "CASH_ADVANCE                              0.140107         -0.152935 -0.068312  \n",
+       "PURCHASES_FREQUENCY                       0.003030          0.305802  0.061506  \n",
+       "ONEOFF_PURCHASES_FREQUENCY               -0.030327          0.157531  0.082466  \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY          0.030073          0.250087  0.073275  \n",
+       "CASH_ADVANCE_FREQUENCY                    0.098838         -0.249773 -0.133372  \n",
+       "CASH_ADVANCE_TRX                          0.109739         -0.169784 -0.043421  \n",
+       "PURCHASES_TRX                             0.096333          0.162066  0.121874  \n",
+       "CREDIT_LIMIT                              0.126671          0.055672  0.139167  \n",
+       "PAYMENTS                                  0.126651          0.112138  0.106136  \n",
+       "MINIMUM_PAYMENTS                          1.000000         -0.140379  0.059444  \n",
+       "PRC_FULL_PAYMENT                         -0.140379          1.000000 -0.016486  \n",
+       "TENURE                                    0.059444         -0.016486  1.000000  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "837f17f2",
+   "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>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8949.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8637.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>1564.474828</td>\n",
+       "      <td>0.877271</td>\n",
+       "      <td>1003.204834</td>\n",
+       "      <td>592.437371</td>\n",
+       "      <td>411.067645</td>\n",
+       "      <td>978.871112</td>\n",
+       "      <td>0.490351</td>\n",
+       "      <td>0.202458</td>\n",
+       "      <td>0.364437</td>\n",
+       "      <td>0.135144</td>\n",
+       "      <td>3.248827</td>\n",
+       "      <td>14.709832</td>\n",
+       "      <td>4494.449450</td>\n",
+       "      <td>1733.143852</td>\n",
+       "      <td>864.206542</td>\n",
+       "      <td>0.153715</td>\n",
+       "      <td>11.517318</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>2081.531879</td>\n",
+       "      <td>0.236904</td>\n",
+       "      <td>2136.634782</td>\n",
+       "      <td>1659.887917</td>\n",
+       "      <td>904.338115</td>\n",
+       "      <td>2097.163877</td>\n",
+       "      <td>0.401371</td>\n",
+       "      <td>0.298336</td>\n",
+       "      <td>0.397448</td>\n",
+       "      <td>0.200121</td>\n",
+       "      <td>6.824647</td>\n",
+       "      <td>24.857649</td>\n",
+       "      <td>3638.815725</td>\n",
+       "      <td>2895.063757</td>\n",
+       "      <td>2372.446607</td>\n",
+       "      <td>0.292499</td>\n",
+       "      <td>1.338331</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>50.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.019163</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>128.281915</td>\n",
+       "      <td>0.888889</td>\n",
+       "      <td>39.635000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1600.000000</td>\n",
+       "      <td>383.276166</td>\n",
+       "      <td>169.123707</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>873.385231</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>361.280000</td>\n",
+       "      <td>38.000000</td>\n",
+       "      <td>89.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>3000.000000</td>\n",
+       "      <td>856.901546</td>\n",
+       "      <td>312.343947</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>2054.140036</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1110.130000</td>\n",
+       "      <td>577.405000</td>\n",
+       "      <td>468.637500</td>\n",
+       "      <td>1113.821139</td>\n",
+       "      <td>0.916667</td>\n",
+       "      <td>0.300000</td>\n",
+       "      <td>0.750000</td>\n",
+       "      <td>0.222222</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>6500.000000</td>\n",
+       "      <td>1901.134317</td>\n",
+       "      <td>825.485459</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>12.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>19043.138560</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>49039.570000</td>\n",
+       "      <td>40761.250000</td>\n",
+       "      <td>22500.000000</td>\n",
+       "      <td>47137.211760</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.500000</td>\n",
+       "      <td>123.000000</td>\n",
+       "      <td>358.000000</td>\n",
+       "      <td>30000.000000</td>\n",
+       "      <td>50721.483360</td>\n",
+       "      <td>76406.207520</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            BALANCE  BALANCE_FREQUENCY     PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "count   8950.000000        8950.000000   8950.000000       8950.000000   \n",
+       "mean    1564.474828           0.877271   1003.204834        592.437371   \n",
+       "std     2081.531879           0.236904   2136.634782       1659.887917   \n",
+       "min        0.000000           0.000000      0.000000          0.000000   \n",
+       "25%      128.281915           0.888889     39.635000          0.000000   \n",
+       "50%      873.385231           1.000000    361.280000         38.000000   \n",
+       "75%     2054.140036           1.000000   1110.130000        577.405000   \n",
+       "max    19043.138560           1.000000  49039.570000      40761.250000   \n",
+       "\n",
+       "       INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "count             8950.000000   8950.000000          8950.000000   \n",
+       "mean               411.067645    978.871112             0.490351   \n",
+       "std                904.338115   2097.163877             0.401371   \n",
+       "min                  0.000000      0.000000             0.000000   \n",
+       "25%                  0.000000      0.000000             0.083333   \n",
+       "50%                 89.000000      0.000000             0.500000   \n",
+       "75%                468.637500   1113.821139             0.916667   \n",
+       "max              22500.000000  47137.211760             1.000000   \n",
+       "\n",
+       "       ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "count                 8950.000000                       8950.000000   \n",
+       "mean                     0.202458                          0.364437   \n",
+       "std                      0.298336                          0.397448   \n",
+       "min                      0.000000                          0.000000   \n",
+       "25%                      0.000000                          0.000000   \n",
+       "50%                      0.083333                          0.166667   \n",
+       "75%                      0.300000                          0.750000   \n",
+       "max                      1.000000                          1.000000   \n",
+       "\n",
+       "       CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "count             8950.000000       8950.000000    8950.000000   8949.000000   \n",
+       "mean                 0.135144          3.248827      14.709832   4494.449450   \n",
+       "std                  0.200121          6.824647      24.857649   3638.815725   \n",
+       "min                  0.000000          0.000000       0.000000     50.000000   \n",
+       "25%                  0.000000          0.000000       1.000000   1600.000000   \n",
+       "50%                  0.000000          0.000000       7.000000   3000.000000   \n",
+       "75%                  0.222222          4.000000      17.000000   6500.000000   \n",
+       "max                  1.500000        123.000000     358.000000  30000.000000   \n",
+       "\n",
+       "           PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT       TENURE  \n",
+       "count   8950.000000       8637.000000       8950.000000  8950.000000  \n",
+       "mean    1733.143852        864.206542          0.153715    11.517318  \n",
+       "std     2895.063757       2372.446607          0.292499     1.338331  \n",
+       "min        0.000000          0.019163          0.000000     6.000000  \n",
+       "25%      383.276166        169.123707          0.000000    12.000000  \n",
+       "50%      856.901546        312.343947          0.000000    12.000000  \n",
+       "75%     1901.134317        825.485459          0.142857    12.000000  \n",
+       "max    50721.483360      76406.207520          1.000000    12.000000  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7ca04a59",
+   "metadata": {},
+   "source": [
+    "## checking the datatypes of different columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "db1b8506",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "CUST_ID                              object\n",
+       "BALANCE                             float64\n",
+       "BALANCE_FREQUENCY                   float64\n",
+       "PURCHASES                           float64\n",
+       "ONEOFF_PURCHASES                    float64\n",
+       "INSTALLMENTS_PURCHASES              float64\n",
+       "CASH_ADVANCE                        float64\n",
+       "PURCHASES_FREQUENCY                 float64\n",
+       "ONEOFF_PURCHASES_FREQUENCY          float64\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY    float64\n",
+       "CASH_ADVANCE_FREQUENCY              float64\n",
+       "CASH_ADVANCE_TRX                      int64\n",
+       "PURCHASES_TRX                         int64\n",
+       "CREDIT_LIMIT                        float64\n",
+       "PAYMENTS                            float64\n",
+       "MINIMUM_PAYMENTS                    float64\n",
+       "PRC_FULL_PAYMENT                    float64\n",
+       "TENURE                                int64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "460593d4",
+   "metadata": {},
+   "source": [
+    "### Removing \"CUST_ID\" because non numerical columns are of no use to us"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "e0f755e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df=df.drop(['CUST_ID'],axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "90a2d2f2",
+   "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",
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+       "\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>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>40.900749</td>\n",
+       "      <td>0.818182</td>\n",
+       "      <td>95.40</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>95.40</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>201.802084</td>\n",
+       "      <td>139.509787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3202.467416</td>\n",
+       "      <td>0.909091</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>6442.945483</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7000.0</td>\n",
+       "      <td>4103.032597</td>\n",
+       "      <td>1072.340217</td>\n",
+       "      <td>0.222222</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2495.148862</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>773.17</td>\n",
+       "      <td>773.17</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>7500.0</td>\n",
+       "      <td>622.066742</td>\n",
+       "      <td>627.284787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1666.670542</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>1499.00</td>\n",
+       "      <td>1499.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>205.788017</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7500.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>817.714335</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1200.0</td>\n",
+       "      <td>678.334763</td>\n",
+       "      <td>244.791237</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</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",
+       "      <td>...</td>\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>8945</th>\n",
+       "      <td>28.493517</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>291.12</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>291.12</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>325.594462</td>\n",
+       "      <td>48.886365</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8946</th>\n",
+       "      <td>19.183215</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>300.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>300.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>275.861322</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8947</th>\n",
+       "      <td>23.398673</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>144.40</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>144.40</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.666667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>81.270775</td>\n",
+       "      <td>82.418369</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8948</th>\n",
+       "      <td>13.457564</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>36.558778</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>500.0</td>\n",
+       "      <td>52.549959</td>\n",
+       "      <td>55.755628</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8949</th>\n",
+       "      <td>372.708075</td>\n",
+       "      <td>0.666667</td>\n",
+       "      <td>1093.25</td>\n",
+       "      <td>1093.25</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>127.040008</td>\n",
+       "      <td>0.666667</td>\n",
+       "      <td>0.666667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>23</td>\n",
+       "      <td>1200.0</td>\n",
+       "      <td>63.165404</td>\n",
+       "      <td>88.288956</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8950 rows × 17 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "0       40.900749           0.818182      95.40              0.00   \n",
+       "1     3202.467416           0.909091       0.00              0.00   \n",
+       "2     2495.148862           1.000000     773.17            773.17   \n",
+       "3     1666.670542           0.636364    1499.00           1499.00   \n",
+       "4      817.714335           1.000000      16.00             16.00   \n",
+       "...           ...                ...        ...               ...   \n",
+       "8945    28.493517           1.000000     291.12              0.00   \n",
+       "8946    19.183215           1.000000     300.00              0.00   \n",
+       "8947    23.398673           0.833333     144.40              0.00   \n",
+       "8948    13.457564           0.833333       0.00              0.00   \n",
+       "8949   372.708075           0.666667    1093.25           1093.25   \n",
+       "\n",
+       "      INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "0                      95.40      0.000000             0.166667   \n",
+       "1                       0.00   6442.945483             0.000000   \n",
+       "2                       0.00      0.000000             1.000000   \n",
+       "3                       0.00    205.788017             0.083333   \n",
+       "4                       0.00      0.000000             0.083333   \n",
+       "...                      ...           ...                  ...   \n",
+       "8945                  291.12      0.000000             1.000000   \n",
+       "8946                  300.00      0.000000             1.000000   \n",
+       "8947                  144.40      0.000000             0.833333   \n",
+       "8948                    0.00     36.558778             0.000000   \n",
+       "8949                    0.00    127.040008             0.666667   \n",
+       "\n",
+       "      ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "0                       0.000000                          0.083333   \n",
+       "1                       0.000000                          0.000000   \n",
+       "2                       1.000000                          0.000000   \n",
+       "3                       0.083333                          0.000000   \n",
+       "4                       0.083333                          0.000000   \n",
+       "...                          ...                               ...   \n",
+       "8945                    0.000000                          0.833333   \n",
+       "8946                    0.000000                          0.833333   \n",
+       "8947                    0.000000                          0.666667   \n",
+       "8948                    0.000000                          0.000000   \n",
+       "8949                    0.666667                          0.000000   \n",
+       "\n",
+       "      CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "0                   0.000000                 0              2        1000.0   \n",
+       "1                   0.250000                 4              0        7000.0   \n",
+       "2                   0.000000                 0             12        7500.0   \n",
+       "3                   0.083333                 1              1        7500.0   \n",
+       "4                   0.000000                 0              1        1200.0   \n",
+       "...                      ...               ...            ...           ...   \n",
+       "8945                0.000000                 0              6        1000.0   \n",
+       "8946                0.000000                 0              6        1000.0   \n",
+       "8947                0.000000                 0              5        1000.0   \n",
+       "8948                0.166667                 2              0         500.0   \n",
+       "8949                0.333333                 2             23        1200.0   \n",
+       "\n",
+       "         PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
+       "0      201.802084        139.509787          0.000000      12  \n",
+       "1     4103.032597       1072.340217          0.222222      12  \n",
+       "2      622.066742        627.284787          0.000000      12  \n",
+       "3        0.000000               NaN          0.000000      12  \n",
+       "4      678.334763        244.791237          0.000000      12  \n",
+       "...           ...               ...               ...     ...  \n",
+       "8945   325.594462         48.886365          0.500000       6  \n",
+       "8946   275.861322               NaN          0.000000       6  \n",
+       "8947    81.270775         82.418369          0.250000       6  \n",
+       "8948    52.549959         55.755628          0.250000       6  \n",
+       "8949    63.165404         88.288956          0.000000       6  \n",
+       "\n",
+       "[8950 rows x 17 columns]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "b28126b3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "columns_name=df.columns.tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "013d65b0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BALANCE                               0\n",
+       "BALANCE_FREQUENCY                     0\n",
+       "PURCHASES                             0\n",
+       "ONEOFF_PURCHASES                      0\n",
+       "INSTALLMENTS_PURCHASES                0\n",
+       "CASH_ADVANCE                          0\n",
+       "PURCHASES_FREQUENCY                   0\n",
+       "ONEOFF_PURCHASES_FREQUENCY            0\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY      0\n",
+       "CASH_ADVANCE_FREQUENCY                0\n",
+       "CASH_ADVANCE_TRX                      0\n",
+       "PURCHASES_TRX                         0\n",
+       "CREDIT_LIMIT                          1\n",
+       "PAYMENTS                              0\n",
+       "MINIMUM_PAYMENTS                    313\n",
+       "PRC_FULL_PAYMENT                      0\n",
+       "TENURE                                0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[columns_name].isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "a931dac1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "column_means=df.mean()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "984ec252",
+   "metadata": {},
+   "source": [
+    "### Filling the NaN values with their respective column means"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "b7f9ac65",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df=df.fillna(column_means)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "486ca3f7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BALANCE                             0\n",
+       "BALANCE_FREQUENCY                   0\n",
+       "PURCHASES                           0\n",
+       "ONEOFF_PURCHASES                    0\n",
+       "INSTALLMENTS_PURCHASES              0\n",
+       "CASH_ADVANCE                        0\n",
+       "PURCHASES_FREQUENCY                 0\n",
+       "ONEOFF_PURCHASES_FREQUENCY          0\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY    0\n",
+       "CASH_ADVANCE_FREQUENCY              0\n",
+       "CASH_ADVANCE_TRX                    0\n",
+       "PURCHASES_TRX                       0\n",
+       "CREDIT_LIMIT                        0\n",
+       "PAYMENTS                            0\n",
+       "MINIMUM_PAYMENTS                    0\n",
+       "PRC_FULL_PAYMENT                    0\n",
+       "TENURE                              0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[columns_name].isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "95c342b4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([<AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>], dtype=object)"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x2880 with 17 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.plot.area(figsize = (20,40),subplots=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "02cfdc0c",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BALANCE                              2.393386\n",
+       "BALANCE_FREQUENCY                   -2.023266\n",
+       "PURCHASES                            8.144269\n",
+       "ONEOFF_PURCHASES                    10.045083\n",
+       "INSTALLMENTS_PURCHASES               7.299120\n",
+       "CASH_ADVANCE                         5.166609\n",
+       "PURCHASES_FREQUENCY                  0.060164\n",
+       "ONEOFF_PURCHASES_FREQUENCY           1.535613\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY     0.509201\n",
+       "CASH_ADVANCE_FREQUENCY               1.828686\n",
+       "CASH_ADVANCE_TRX                     5.721298\n",
+       "PURCHASES_TRX                        4.630655\n",
+       "CREDIT_LIMIT                         1.522549\n",
+       "PAYMENTS                             5.907620\n",
+       "MINIMUM_PAYMENTS                    13.867357\n",
+       "PRC_FULL_PAYMENT                     1.942820\n",
+       "TENURE                              -2.943017\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.skew(axis=0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7e069ef5",
+   "metadata": {},
+   "source": [
+    "### Removing the skewness using Square Root Method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "da3fdce4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sqrt_skew = np.sqrt(df[columns_name])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "7df6f776",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BALANCE                             0.829498\n",
+       "BALANCE_FREQUENCY                  -2.819495\n",
+       "PURCHASES                           1.730752\n",
+       "ONEOFF_PURCHASES                    2.129460\n",
+       "INSTALLMENTS_PURCHASES              1.546939\n",
+       "CASH_ADVANCE                        1.486159\n",
+       "PURCHASES_FREQUENCY                -0.421872\n",
+       "ONEOFF_PURCHASES_FREQUENCY          0.724607\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY    0.130409\n",
+       "CASH_ADVANCE_FREQUENCY              0.706976\n",
+       "CASH_ADVANCE_TRX                    1.417779\n",
+       "PURCHASES_TRX                       1.185757\n",
+       "CREDIT_LIMIT                        0.680933\n",
+       "PAYMENTS                            1.951535\n",
+       "MINIMUM_PAYMENTS                    3.805340\n",
+       "PRC_FULL_PAYMENT                    1.297280\n",
+       "TENURE                             -3.064332\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sqrt_skew.skew()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "4dc8855f",
+   "metadata": {
+    "scrolled": true
+   },
+   "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>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>6.395369</td>\n",
+       "      <td>0.904534</td>\n",
+       "      <td>9.767292</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9.767292</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.408249</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.414214</td>\n",
+       "      <td>31.622777</td>\n",
+       "      <td>14.205706</td>\n",
+       "      <td>11.811426</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>56.590347</td>\n",
+       "      <td>0.953463</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>80.267961</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>83.666003</td>\n",
+       "      <td>64.054919</td>\n",
+       "      <td>32.746606</td>\n",
+       "      <td>0.471404</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>49.951465</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>27.805935</td>\n",
+       "      <td>27.805935</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "      <td>86.602540</td>\n",
+       "      <td>24.941266</td>\n",
+       "      <td>25.045654</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>40.824877</td>\n",
+       "      <td>0.797724</td>\n",
+       "      <td>38.716921</td>\n",
+       "      <td>38.716921</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>14.345313</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>86.602540</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>29.397390</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>28.595705</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>34.641016</td>\n",
+       "      <td>26.044861</td>\n",
+       "      <td>15.645806</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</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",
+       "      <td>...</td>\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>8945</th>\n",
+       "      <td>5.337932</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>17.062239</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>17.062239</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.912871</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.449490</td>\n",
+       "      <td>31.622777</td>\n",
+       "      <td>18.044236</td>\n",
+       "      <td>6.991879</td>\n",
+       "      <td>0.707107</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8946</th>\n",
+       "      <td>4.379865</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>17.320508</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>17.320508</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.912871</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.449490</td>\n",
+       "      <td>31.622777</td>\n",
+       "      <td>16.609073</td>\n",
+       "      <td>29.397390</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8947</th>\n",
+       "      <td>4.837217</td>\n",
+       "      <td>0.912871</td>\n",
+       "      <td>12.016655</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12.016655</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.912871</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.816497</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.236068</td>\n",
+       "      <td>31.622777</td>\n",
+       "      <td>9.015031</td>\n",
+       "      <td>9.078456</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8948</th>\n",
+       "      <td>3.668455</td>\n",
+       "      <td>0.912871</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.046386</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.408249</td>\n",
+       "      <td>1.414214</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>22.360680</td>\n",
+       "      <td>7.249135</td>\n",
+       "      <td>7.466969</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8949</th>\n",
+       "      <td>19.305649</td>\n",
+       "      <td>0.816497</td>\n",
+       "      <td>33.064331</td>\n",
+       "      <td>33.064331</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>11.271203</td>\n",
+       "      <td>0.816497</td>\n",
+       "      <td>0.816497</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.577350</td>\n",
+       "      <td>1.414214</td>\n",
+       "      <td>4.795832</td>\n",
+       "      <td>34.641016</td>\n",
+       "      <td>7.947667</td>\n",
+       "      <td>9.396220</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8950 rows × 17 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "0      6.395369           0.904534   9.767292          0.000000   \n",
+       "1     56.590347           0.953463   0.000000          0.000000   \n",
+       "2     49.951465           1.000000  27.805935         27.805935   \n",
+       "3     40.824877           0.797724  38.716921         38.716921   \n",
+       "4     28.595705           1.000000   4.000000          4.000000   \n",
+       "...         ...                ...        ...               ...   \n",
+       "8945   5.337932           1.000000  17.062239          0.000000   \n",
+       "8946   4.379865           1.000000  17.320508          0.000000   \n",
+       "8947   4.837217           0.912871  12.016655          0.000000   \n",
+       "8948   3.668455           0.912871   0.000000          0.000000   \n",
+       "8949  19.305649           0.816497  33.064331         33.064331   \n",
+       "\n",
+       "      INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "0                   9.767292      0.000000             0.408249   \n",
+       "1                   0.000000     80.267961             0.000000   \n",
+       "2                   0.000000      0.000000             1.000000   \n",
+       "3                   0.000000     14.345313             0.288675   \n",
+       "4                   0.000000      0.000000             0.288675   \n",
+       "...                      ...           ...                  ...   \n",
+       "8945               17.062239      0.000000             1.000000   \n",
+       "8946               17.320508      0.000000             1.000000   \n",
+       "8947               12.016655      0.000000             0.912871   \n",
+       "8948                0.000000      6.046386             0.000000   \n",
+       "8949                0.000000     11.271203             0.816497   \n",
+       "\n",
+       "      ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "0                       0.000000                          0.288675   \n",
+       "1                       0.000000                          0.000000   \n",
+       "2                       1.000000                          0.000000   \n",
+       "3                       0.288675                          0.000000   \n",
+       "4                       0.288675                          0.000000   \n",
+       "...                          ...                               ...   \n",
+       "8945                    0.000000                          0.912871   \n",
+       "8946                    0.000000                          0.912871   \n",
+       "8947                    0.000000                          0.816497   \n",
+       "8948                    0.000000                          0.000000   \n",
+       "8949                    0.816497                          0.000000   \n",
+       "\n",
+       "      CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "0                   0.000000          0.000000       1.414214     31.622777   \n",
+       "1                   0.500000          2.000000       0.000000     83.666003   \n",
+       "2                   0.000000          0.000000       3.464102     86.602540   \n",
+       "3                   0.288675          1.000000       1.000000     86.602540   \n",
+       "4                   0.000000          0.000000       1.000000     34.641016   \n",
+       "...                      ...               ...            ...           ...   \n",
+       "8945                0.000000          0.000000       2.449490     31.622777   \n",
+       "8946                0.000000          0.000000       2.449490     31.622777   \n",
+       "8947                0.000000          0.000000       2.236068     31.622777   \n",
+       "8948                0.408249          1.414214       0.000000     22.360680   \n",
+       "8949                0.577350          1.414214       4.795832     34.641016   \n",
+       "\n",
+       "       PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT    TENURE  \n",
+       "0     14.205706         11.811426          0.000000  3.464102  \n",
+       "1     64.054919         32.746606          0.471404  3.464102  \n",
+       "2     24.941266         25.045654          0.000000  3.464102  \n",
+       "3      0.000000         29.397390          0.000000  3.464102  \n",
+       "4     26.044861         15.645806          0.000000  3.464102  \n",
+       "...         ...               ...               ...       ...  \n",
+       "8945  18.044236          6.991879          0.707107  2.449490  \n",
+       "8946  16.609073         29.397390          0.000000  2.449490  \n",
+       "8947   9.015031          9.078456          0.500000  2.449490  \n",
+       "8948   7.249135          7.466969          0.500000  2.449490  \n",
+       "8949   7.947667          9.396220          0.000000  2.449490  \n",
+       "\n",
+       "[8950 rows x 17 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sqrt_skew"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "65211894",
+   "metadata": {
+    "scrolled": true
+   },
+   "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>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>31.780551</td>\n",
+       "      <td>0.921054</td>\n",
+       "      <td>22.855845</td>\n",
+       "      <td>14.278686</td>\n",
+       "      <td>13.021440</td>\n",
+       "      <td>18.494035</td>\n",
+       "      <td>0.584054</td>\n",
+       "      <td>0.297600</td>\n",
+       "      <td>0.435160</td>\n",
+       "      <td>0.239918</td>\n",
+       "      <td>1.102261</td>\n",
+       "      <td>2.879521</td>\n",
+       "      <td>62.139544</td>\n",
+       "      <td>34.645065</td>\n",
+       "      <td>23.557147</td>\n",
+       "      <td>0.210447</td>\n",
+       "      <td>3.386634</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>23.548531</td>\n",
+       "      <td>0.170098</td>\n",
+       "      <td>21.928723</td>\n",
+       "      <td>19.712937</td>\n",
+       "      <td>15.541452</td>\n",
+       "      <td>25.237134</td>\n",
+       "      <td>0.386326</td>\n",
+       "      <td>0.337498</td>\n",
+       "      <td>0.418441</td>\n",
+       "      <td>0.278554</td>\n",
+       "      <td>1.426210</td>\n",
+       "      <td>2.533557</td>\n",
+       "      <td>25.163411</td>\n",
+       "      <td>23.085123</td>\n",
+       "      <td>17.586981</td>\n",
+       "      <td>0.330816</td>\n",
+       "      <td>0.219169</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>7.071068</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.138430</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>11.326160</td>\n",
+       "      <td>0.942809</td>\n",
+       "      <td>6.295629</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>40.000000</td>\n",
+       "      <td>19.577440</td>\n",
+       "      <td>13.071253</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>29.553091</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>19.007366</td>\n",
+       "      <td>6.164414</td>\n",
+       "      <td>9.433981</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.707107</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.408249</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.645751</td>\n",
+       "      <td>54.772256</td>\n",
+       "      <td>29.272881</td>\n",
+       "      <td>18.320161</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>45.322621</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>33.318613</td>\n",
+       "      <td>24.029248</td>\n",
+       "      <td>21.648037</td>\n",
+       "      <td>33.373959</td>\n",
+       "      <td>0.957427</td>\n",
+       "      <td>0.547723</td>\n",
+       "      <td>0.866025</td>\n",
+       "      <td>0.471404</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>4.123106</td>\n",
+       "      <td>80.622577</td>\n",
+       "      <td>43.601999</td>\n",
+       "      <td>29.397390</td>\n",
+       "      <td>0.377964</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>137.996879</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>221.448798</td>\n",
+       "      <td>201.894155</td>\n",
+       "      <td>150.000000</td>\n",
+       "      <td>217.111059</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.224745</td>\n",
+       "      <td>11.090537</td>\n",
+       "      <td>18.920888</td>\n",
+       "      <td>173.205081</td>\n",
+       "      <td>225.214305</td>\n",
+       "      <td>276.416728</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           BALANCE  BALANCE_FREQUENCY    PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "count  8950.000000        8950.000000  8950.000000       8950.000000   \n",
+       "mean     31.780551           0.921054    22.855845         14.278686   \n",
+       "std      23.548531           0.170098    21.928723         19.712937   \n",
+       "min       0.000000           0.000000     0.000000          0.000000   \n",
+       "25%      11.326160           0.942809     6.295629          0.000000   \n",
+       "50%      29.553091           1.000000    19.007366          6.164414   \n",
+       "75%      45.322621           1.000000    33.318613         24.029248   \n",
+       "max     137.996879           1.000000   221.448798        201.894155   \n",
+       "\n",
+       "       INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "count             8950.000000   8950.000000          8950.000000   \n",
+       "mean                13.021440     18.494035             0.584054   \n",
+       "std                 15.541452     25.237134             0.386326   \n",
+       "min                  0.000000      0.000000             0.000000   \n",
+       "25%                  0.000000      0.000000             0.288675   \n",
+       "50%                  9.433981      0.000000             0.707107   \n",
+       "75%                 21.648037     33.373959             0.957427   \n",
+       "max                150.000000    217.111059             1.000000   \n",
+       "\n",
+       "       ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "count                 8950.000000                       8950.000000   \n",
+       "mean                     0.297600                          0.435160   \n",
+       "std                      0.337498                          0.418441   \n",
+       "min                      0.000000                          0.000000   \n",
+       "25%                      0.000000                          0.000000   \n",
+       "50%                      0.288675                          0.408249   \n",
+       "75%                      0.547723                          0.866025   \n",
+       "max                      1.000000                          1.000000   \n",
+       "\n",
+       "       CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "count             8950.000000       8950.000000    8950.000000   8950.000000   \n",
+       "mean                 0.239918          1.102261       2.879521     62.139544   \n",
+       "std                  0.278554          1.426210       2.533557     25.163411   \n",
+       "min                  0.000000          0.000000       0.000000      7.071068   \n",
+       "25%                  0.000000          0.000000       1.000000     40.000000   \n",
+       "50%                  0.000000          0.000000       2.645751     54.772256   \n",
+       "75%                  0.471404          2.000000       4.123106     80.622577   \n",
+       "max                  1.224745         11.090537      18.920888    173.205081   \n",
+       "\n",
+       "          PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT       TENURE  \n",
+       "count  8950.000000       8950.000000       8950.000000  8950.000000  \n",
+       "mean     34.645065         23.557147          0.210447     3.386634  \n",
+       "std      23.085123         17.586981          0.330816     0.219169  \n",
+       "min       0.000000          0.138430          0.000000     2.449490  \n",
+       "25%      19.577440         13.071253          0.000000     3.464102  \n",
+       "50%      29.272881         18.320161          0.000000     3.464102  \n",
+       "75%      43.601999         29.397390          0.377964     3.464102  \n",
+       "max     225.214305        276.416728          1.000000     3.464102  "
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sqrt_skew.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "ce81d3e8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([<AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>], dtype=object)"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x2880 with 17 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sqrt_skew.plot.area(figsize = (20,40), subplots = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "f415ad90",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Correlation between different features')"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1224x1224 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "correlation = sqrt_skew.corr()\n",
+    "plt.figure(figsize=(17,17))\n",
+    "sns.heatmap(correlation, vmax=1, square=True,annot=True,cmap='cubehelix')\n",
+    "\n",
+    "plt.title('Correlation between different features')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "c98bf417",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import StandardScaler\n",
+    "X_std = StandardScaler().fit_transform(sqrt_skew)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "d6266f8f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[-1.0780545 , -0.09712559, -0.59690132, ..., -0.66790184,\n",
+       "        -0.63618182,  0.35348056],\n",
+       "       [ 1.05361908,  0.19053935, -1.0423371 , ...,  0.52254404,\n",
+       "         0.78887411,  0.35348056],\n",
+       "       [ 0.77167992,  0.46414608,  0.22574803, ...,  0.08464159,\n",
+       "        -0.63618182,  0.35348056],\n",
+       "       ...,\n",
+       "       [-1.14422589, -0.04811222, -0.49431949, ..., -0.82330785,\n",
+       "         0.87531901, -4.27612743],\n",
+       "       [-1.19386072, -0.04811222, -1.0423371 , ..., -0.91494252,\n",
+       "         0.87531901, -4.27612743],\n",
+       "       [-0.52978249, -0.61472285,  0.46555636, ..., -0.8052387 ,\n",
+       "        -0.63618182, -4.27612743]])"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_std"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "153af0c7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Cumulative explained variance')"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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rJg3i62dk071Tm0SHJ9JgotwpbADOcPfd8Q5GJNkcKivniaUFzF68iS1FhxjQtT0/vXAk007vpwFm0iRFeabwh8YIRCSZ7DpQyiNvbOZPb37AvkNHGZ3VmZvPG8aUEb1UlVSaNH3VEYmxfucBZi/exJP5hRytrORzI3oy4+yBnD4gM9GhiTQKJQVp9tydtzYVcf+ijby8ZidtWrbgq2P78c2zBpLTTZVJpXk5ZlIIu6Aek7sXNXw4Io2nvKKSeSt2cP+ijSwvLKZrh9bccM4QLp+QRdeOengszVNddwpLCcYOGJAF7A1fdyYYdJYT7+BE4qGktJy/LdnKA69uonDfYQZ268DPLzqZL4/pq/IT0uwdMym4ew6Amd0PPFU1z4GZnQt8qVGiE2lAO4qP8NDrm/nLWx9w4Eg547Izue2CkXx2WA/NWSASivJMYYK7X1W14O5/D8cuiKSENTv2c/+iTcx9r5CKSufcUb351qdzGJ3VJdGhiSSdKElhm5nNBP4cLl+G5j2QJOfuvLZ+D7MWb2TRul20a5XGZeMH8K9n5pDVtX2iwxNJWlGSwiXArQTF8BxYFK4TSTpHKyp5btk2Zi3axOrt++nWsQ3f//xQLhufRef2rRMdnkjSizJ4rQi43sw6uPvBRohJ5LjtP3KUR9/ewgOvbmbH/iMM6tGRO6edwoWj+9CmpR4ei0QVpfbRp4DZQEcgy8xOBb7t7lfHOziR+hTuO8yDr27i0SVbKSkt54yBXfmvL5/MZ4Z018NjkRMQpfnov4HPA3MB3P09Mzs7rlGJ1GNFYTH3L97Ic8u2A3D+yb256tMDOblfRoIjE0ltkUY0u/vWGhOFVMQnHJFjc3cWrtvF/Ys28vqGPXRoncaVn8rmyrNyNOm9SAOJkhS2hk1IbmatgOuJOJ+CSEMoLa/gmXe3MXvxRtZ9WEKv9Lb86NxhTB+XRUa7VokOT6RJiZIU/g24G+hLMK3mi8A18QxKBKCsvJK/LdnC715Zz84DpQzr1Ylff/VUvnBKH81sJhInUXof7SYYmyDSKCornbnvbePXL61jS9EhxmZ34VdfOZVPD+6m+Y5F4ixK76PuwFVAduz+7v6v8QtLmiN355U1O/nl/LWs2XGA4b3TefCKsUwc2l3JQKSRRGk+egZYDPwDPWCWOHlr4x7unL+WpR/sZUDX9tw9/TS+eEofdSsVaWRRkkJ7d/9B3CORZmnltmJ+OX8tC9fuokenNvzsolF8Nbc/rdL0zEAkEaIkhefM7LyqKqnHw8ymEjykTgNmu/sdNbb/NzApXGwP9HD3zsd7HUk9m3Yf5NcvrePZ97aR0a4VPzx3GN84I5t2rTX6WCSRoiSF64GbzawUOEowp4K7e3pdB5lZGnAPMAUoAJaY2Vx3X1W1j7vfELP/dcDo438Lkkp2FB/h7pff57G8rbROa8E1k05ixtknqWupSJKI0vuo0wmeexyw3t03ApjZo8CFwKpj7F9VeE+aoH2Hyrh34QYeen0zle5cPj6LayYPokentokOTURi1DUd5zB3X2NmY2rb7u759Zy7L7A1ZrkAGH+Maw0gmMntlWNsnwHMAMjKyqrnspJMDpaW8+Brm/jDoo2UlJZz0Wl9uWHKEPpnqny1SDKq607hRoIP4rtq2ebA5AaMYzrwhLvX2rvJ3WcBswByc3O9Aa8rcVJWXslf397C7155n90lZZwzvCc3fX4Iw3rV2eooIglW13ScM8Lfk461Tz0Kgf4xy/3CdbWZjkZJNwkVlc4z7xby65fWUbD3MONzMvnD14dx+gDNciaSCiIVxDOzUcAIoLoB2N0fqeewJcBgM8shSAbTgUtrOfcwoAvwRsSYJQm5Oy+t+pBfvbiWdR+WMLJPOj+76GTO1ihkkZQSZUTzrcBEgqQwDzgXeBWoMym4e7mZXQvMJ+iS+oC7rzSz24E8d58b7jodeNTd1SyUot7YsIc756/hnS37yOnWgd9fOprzRvXWwDORFGT1fRab2XLgVOAddz/VzHoCf3b3KY0RYE25ubmel5eXiEtLDcsLirlz/hoWv7+bXultuf6cwVx8ej8NPBNJQma21N1z69svSvPRYXevNLNyM0sHdvLxZwXSzGzYVcKvX1zH88u307l9K24+bxj/ckY2bVtp4JlIqouSFPLMrDNwP7AUKEHt/83S9uLD3P2P93l8aQFtWrbgO5MH8a2zB5LeVgPPRJqKKIPXquZivs/MXgDS3X1ZfMOSZFJ0sIx7F67n4Tc+wN35+oQBXDNpEN07tUl0aCLSwOoavFbroLWqbREGr0mKKykt54+LN3H/4o0cKivnotH9+O45gzXwTKQJq+tOobZBa1UaevCaJJHS8gr+8uYW7lmwnj0Hy/j8yJ7c9LmhDO55ohVPRCRV1DV47UQHrUmKqqh0nswv4Df/eJ/CfYc5Y2BX/t/UoYzO0sAzkeYiyjiFtsDVwFkEdwiLgfvc/UicY5NG4u7MXxkMPFu/s4ST+2Zwx7STOWuQBp6JNDdReh89AhwAfhcuXwr8CfhKvIKSxvPa+t3cOX8t723dx8DuHbj3sjFMHdVLyUCkmYqSFEa5+4iY5QVmdqzy15IiNuwq4ba5K1n8/m56Z7Tlzmmn8OUxfWmpgWcizVqUpJBvZhPc/U0AMxsPaEhxijpytIL/WbiB+xZuoE2rFsw8fziXTxiggWciAkRLCqcDr5vZlnA5C1gblr9wdz8lbtFJg3pt/W5mPr2CTbsPcsGpfZj5heGa5EZEPiZKUpga9ygkrnYdKOVnz6/i6Xe3MaBrex7513GcPaR7osMSkSQUJSkMdvd/xK4ws2+4+8NxikkaSGWl8+iSrdzx99UcPlrBdyYP4upJg9RUJCLHFCUp3GJm04CbgI7AbKAUUFJIYqu37+fHTy0nf8s+JgzM5D+/dDKDenRMdFgikuSiJIXPAN8D3g2Xb3H3v8YtIvlEDpWVc/c/3mf2q5vIaNeKu75yKl8e01ddTEUkkihJoQswDthAMKXmADMzTYqTfP6x6kNunbuSwn2HmT62Pz+YOowuHVonOiwRSSFRksKbwB3u/oCZtQN+AbwGfCqukUlk2/Yd5ifPrmT+yg8Z0rMjj//bGYzNzkx0WCKSgqIkhXPcfQuAux8GvmNmZ8c3LImivKKSh17fzH+/tI4Kd34wdRjfPCuH1i01AE1ETkyUpLDbzP4DyHL3q8xsMJAe57ikHu9u3cfNTy5n1fb9TBrandsvHKWS1iLyiUVJCg8SzLh2RrhcCDwOPBevoOTY9h85yi9fWMuf3/qAHp3a8D+XjeFc1SoSkQYSJSmc5O5fM7NLANz9kEX8BDKzqcDdQBow293vqGWfrwK3EVRgfc/dL40afHPi7jy7bDs/fW4Ve0pK+cYZ2Xzvc0PopKkwRaQBRUkKZeEDZgcws5MIxinUyczSgHuAKUABsMTM5rr7qph9BgM/As50971m1uME3kOT98Geg8x8egWL39/NyX0zeOAbYzm5X0aiwxKRJihKUrgVeAHob2Z/Ac4Erohw3DhgvbtvBDCzR4ELgdgKq1cB97j7XgB33xk99KavtLyCWf/cyO8XrKdVWgtu++IIvn5GNmkt1FQkIvFRb1Jw95fMLB+YABhwvbvvjnDuvsDWmOUCYHyNfYYAmNlrBE1Mt7n7CzVPZGYzgBkAWVlZES6d+t7cuIcfP7WcDbsOcv7JvfmPL4ygV4aK14lIfEW5U8Dd9wDPx+n6g4GJBAPjFpnZye6+r8b1ZwGzAHJzc5v0oLmig2X87PnVzMkvoF+Xdjx4xVgmDVOrmog0jkhJ4QQVAv1jlvuF62IVAG+5+1Fgk5mtI0gSS+IYV1KqrHSeWFrAz/++mpIj5Vw98SSumzyYdq1VvE5EGk88k8ISYLCZ5RAkg+kEU3nGehq4BHjQzLoRNCdtjGNMSWndhweY+dQK3t5cxNjsLvzsopMZ0rNTosMSkWYoUlIws7MISmg/aGbdgY7uvqmuY9y93MyuBeYTPC94wN1XmtntQJ67zw23fS6c3rMC+H7YVNUsHC6r4HevvM+sRRvp2LYld047hYtP70cLPUgWkQSx+uramdmtQC4w1N2HmFkf4HF3P7MxAqwpNzfX8/JSfzbQBWt3csszK9hadJhpY/px83nD6NqxTaLDEpEmysyWuntufftFuVO4CBgN5AO4+zYzU9vGCfpw/xFuf3YVzy/fzkndO/DXqyZwxkldEx2WiAgQcfCau7uZVQ1e6xDnmJqkikrnT29s5lcvrqOsopLvTRnCjM8MpE1LPUgWkeQRJSk8ZmZ/ADqb2VXAvwL3xzespmVFYTE3P7WcZQXFfHpwN3564Siyuym3ikjyiTJ47VdmNgXYDwwlmHntpbhH1gSUlJZz14trefj1zWR2aMNvLxnNF0/preJ1IpK06k0KZnYj8DclgujcnRdW7OAnz67iwwNHuHz8AG76/FAy2ql4nYgktyjNR52AF82sCPgbQc+jD+MbVupyd256fBlz8gsY0Tudey8fw+isLokOS0Qkknqn6HL3n7j7SOAaoDfwTzP7R9wjS1HzV+5gTn4BM84eyNxrz1RCEJGUcjzzNu4EdgB7ABXjqUVJaTk/eXYVw3p14vufH0rLNE2LKSKppd5PLTO72swWAi8DXYGr3P2UeAeWin7z0jq2Fx/hZxedTCslBBFJQVGeKfQHvuvu78Y5lpS2att+Hnx9M5eM68/pA9RkJCKp6ZhJwczS3X0/8MtwOTN2u7sXxTm2lFFZ6cx8ejkZ7Vrxg6nDEh2OiMgJq+tO4X+BLwBLCabijO1c78DAOMaVUv6Wt5X8Lfv41VdOpXP71okOR0TkhB0zKbj7F8LfOY0XTurZXVLKHX9fw/icTKaN6ZvocEREPpEoD5pfjrKuufqveWs4WFrOf35plEYqi0jKq+uZQlugPdDNzLrwUfNROsH8y83eGxv2MCe/gKsnnsRgTYojIk1AXc8Uvg18F+hD8FyhKinsB34f37CSX1l5Jf/xzAr6dWnHdZMHJzocEZEGUdczhbuBu83sOnf/XSPGlBLuX7yR9TtLeOCKXM2jLCJNRpQqqb8zs1HACKBtzPpH4hlYMttadIjfvvw+U0f2YvKwnokOR0SkwUSpknorMJEgKcwDzgVeBZplUnB3bnlmBWktjFu+OCLR4YiINKgotRguBj4L7HD3K4FTgYy4RpXE5q/cwYK1u7hxyhD6dG6X6HBERBpUlKRw2N0rgXIzSycojNc/vmElp9iCd1d8KjvR4YiINLgoSSHPzDoTTMG5FMgH3ohycjObamZrzWy9mf2wlu1XmNkuM3s3/PnW8QTf2GIL3qkCqog0RVEeNF8dvrzPzF4A0t19WX3HmVkacA8wBSgAlpjZXHdfVWPXv7n7tccZd6NTwTsRaQ7qGrw2pq5t7p5fz7nHAevdfWN4zKPAhUDNpJD0KiudH6vgnYg0A3XdKdxVxzYHJtdz7r7A1pjlAmB8LftNM7OzgXXADe6+teYOZjYDmAGQlZVVz2Ub3qNLtvLOln3cpYJ3ItLE1TV4bVIjXP9Z4K/uXmpm3wYeppZk4+6zgFkAubm53ghxVdtdUsovXggK3n1ZBe9EpImLMk7hX2pbH2HwWiEf76XUL1wXe449MYuzgTvri6ex/Xzeag6VlfOzi1TwTkSavigzr42Ned2WYMxCPvUPXlsCDDazHIJkMB24NHYHM+vt7tvDxQuA1VGCbixvbNjDk/mFXD3xJAb1UME7EWn6ovQ+ui52Oeye+miE48rN7FpgPpAGPODuK83sdiDP3ecC3zGzC4ByoAi44rjfQZyo4J2INEdR7hRqOghEmnjH3ecRlMaIXXdLzOsfAT86gRjiTgXvRKQ5ivJM4VmC3kYQDHYbATwWz6ASTQXvRKS5inKn8KuY1+XAB+5eEKd4Ek4F70SkOYvyTOGfAGHdo5bh60x3L4pzbAlRVfBu5vnDVfBORJqdKM1HM4DbgSNAJcEMbA4MjG9oja+ktJzb5q5ieO90FbwTkWYpSvPR94FR7r473sEk2m9eWseO/Ue457IxKngnIs1SlE++DcCheAeSaB8VvMtSwTsRabai3Cn8CHjdzN4CSqtWuvt34hZVI6sqeNe5XSt+MHVoosMREUmYKEnhD8ArwHKCZwpNjgreiYgEoiSFVu5+Y9wjSRAVvBMR+UiUZwp/N7MZZtbbzDKrfuIeWSNRwTsRkY9EuVO4JPwdW46iSXRJVcE7EZGPizJ4LVKdo1RTVl7JzKeXq+CdiEiMeM6nkNTuX7yRDbsO8uAVY1XwTkQkFM/5FJLWlj0fFbybNKxHosMREUkacZtPIVm5O7fOXUHLFsatF6jgnYhIrBOp5RB5PoVkVFXw7oYpQ+idoYJ3IiKxmtV8Cip4JyJSt2Y1n4IK3omI1O2YScHMBgE9q+ZTiFl/ppm1cfcNcY+uAangnYhI/er6uvwbYH8t6/eH21KGCt6JiERTV1Lo6e7La64M12VHObmZTTWztWa23sx+WMd+08zMzSw3ynmPV1XBu5vPG66CdyIidagrKXSuY1u93XbMLA24BziX4OH0JWb2f/qAmlkn4HrgrfrOeSJU8E5EJLq6kkKemV1Vc6WZfQtYGuHc44D17r7R3csIxjZcWMt+PwV+QTDdZ4NTwTsRkejq6n30XeApM7uMj5JALtAauCjCufsCW2OWC4DxsTuY2Rigv7s/b2bfP9aJwnmiZwBkZWVFuHSgquDdNZNU8E5EJIpjJgV3/xD4lJlNAkaFq59391ca4sJm1gL4NXBFffu6+yxgFkBubq7Xszvw8YJ3105SwTsRkSiilLlYACw4gXMXAv1jlvuF66p0Ikg2C8NmnV7AXDO7wN3zTuB6H6OCdyIixy+eI7iWAIPNLMfMWgPTgblVG9292N27uXu2u2cDbwINkhBU8E5E5MTELSm4ezlwLTAfWA085u4rzex2M7sgjtdVwTsRkRMUpczFCXP3ecC8GutuOca+ExvimlUF72aeP1wF70REjlOTKgCkgnciIp9Mk0oKv3lpHR8eOMLPLhqlgnciIiegyXxyrtxWzIOvb2b62CzGZKngnYjIiWgSSaGy0pn59AoVvBMR+YSaRFJQwTsRkYaR8klhd0kpd/x9tQreiYg0gJRPCj+ft5rDRytU8E5EpAGkdFKoKng34+yBKngnItIAUjYpVBW865+pgnciIg0lriOa40kF70REGl5K3ilUFbw7d5QK3omINKSUTAq3hAXvbvmiCt6JiDSklEsKxYePsnDtLm6YMkQF70REGljKJYXt+46o4J2ISJykXFI4WlmpgnciInGScp+s3Tq2UcE7EZE4Sbmk0DujbaJDEBFpslIuKYiISPwoKYiISDUlBRERqaakICIi1eKaFMxsqpmtNbP1ZvbDWrb/m5ktN7N3zexVM9MQZRGRBIpbUjCzNOAe4FxgBHBJLR/6/+vuJ7v7acCdwK/jFY+IiNQvnncK44D17r7R3cuAR4ELY3dw9/0xix0Aj2M8IiJSj3iWzu4LbI1ZLgDG19zJzK4BbgRaA5NrO5GZzQBmAGRlZTV4oCIiEkj4fArufg9wj5ldCswEvlHLPrOAWQBmdsDM1jZulCekG7A70UFEoDgbTirECIqzoaVKnEOj7BTPpFAI9I9Z7heuO5ZHgXsjnHetu+d+ksAag5nlKc6GkwpxpkKMoDgbWirFGWW/eD5TWAIMNrMcM2sNTAfmxu5gZrHzaJ4PvB/HeEREpB5xu1Nw93IzuxaYD6QBD7j7SjO7Hchz97nAtWZ2DnAU2EstTUciItJ44vpMwd3nAfNqrLsl5vX1J3DaWZ80rkaiOBtWKsSZCjGC4mxoTSpOc1cvUBERCajMhYiIVFNSEBGRaimVFOqrpZQMzOwBM9tpZisSHcuxmFl/M1tgZqvMbKWZnciznbgzs7Zm9raZvRfG+ZNEx1QXM0szs3fM7LlEx3IsZrY5pt5YpC6KiWBmnc3sCTNbY2arzeyMRMdUk5kNDf+OVT/7zey7iY6rJjO7Ifz/Z4WZ/dXM6pypLGWeKYS1lNYBUwhGRy8BLnH3VQkNrAYzOxsoAR5x91GJjqc2ZtYb6O3u+WbWCVgKfCkJ/5YGdHD3EjNrBbwKXO/ubyY4tFqZ2Y1ALpDu7l9IdDy1MbPNQK67J/VgKzN7GFjs7rPDLu3t3X1fgsM6pvDzqRAY7+4fJDqeKmbWl+D/mxHuftjMHgPmuftDxzomle4U6q2llAzcfRFQlOg46uLu2909P3x9AFhNUJYkqXigJFxsFf4k5bcYM+tHMNZmdqJjSXVmlgGcDfwRwN3LkjkhhD4LbEimhBCjJdDOzFoC7YFtde2cSkmhtlpKSfdBlmrMLBsYDbyV4FBqFTbJvAvsBF5y96SME/gN8P+AygTHUR8HXjSzpWFNsWSUA+wCHgyb42abWYdEB1WP6cBfEx1ETe5eCPwK2AJsB4rd/cW6jkmlpCANzMw6AnOA79aoWJs03L0iLK3eDxhnZknXJGdmXwB2uvvSRMcSwVnuPoagpP01YXNnsmkJjAHudffRwEEgKZ8hAoTNWxcAjyc6lprMrAtBi0oO0AfoYGaX13VMKiWF462lJHUI2+jnAH9x9ycTHU99wuaDBcDUBIdSmzOBC8L2+keByWb258SGVLvwmyPuvhN4iqBZNtkUAAUxd4VPECSJZHUukO/uHyY6kFqcA2xy913ufhR4EvhUXQekUlKot5aSRBM+wP0jsNrdk3ZiIzPrbmadw9ftCDoZrEloULVw9x+5ez93zyb4d/mKu9f5bSwRzKxD2LGAsDnmc0DS9ZJz9x3AVjOrqur5WSCpOkHUcAlJ2HQU2gJMMLP24f/3nyV4hnhMCS+dHdWxaiklOKz/w8z+CkwEuplZAXCru/8xsVH9H2cCXweWh+31ADeHZUmSSW/g4bBnRwvgMXdP2u6eKaAn8FTw2UBLgpkPX0hsSMd0HfCX8AvgRuDKBMdTqzC5TgG+nehYauPub5nZE0A+UA68Qz3lLlKmS6qIiMRfKjUfiYhInCkpiIhINSUFERGppqQgIiLVlBRERKSakoI0CjNzM7srZvkmM7utgc79kJld3BDnquc6Xwkrdi6I97USzcxuTnQMkhhKCtJYSoEvm1m3RAcSKywSFtU3gavcfVK84kkiSgrNlJKCNJZygkEzN9TcUPObvpmVhL8nmtk/zewZM9toZneY2WXhHAvLzeykmNOcY2Z5ZrYurEVUVUzvl2a2xMyWmdm3Y8672MzmUstIWTO7JDz/CjP7RbjuFuAs4I9m9stajvlBeMx7ZnZHuO40M3szvPZTYR0azGyhmf13GO9qMxtrZk+a2ftm9p/hPtkWzCXwl3CfJ8ysfbjts2GhuOUWzN/RJly/2cx+Ymb54bZh4foO4X5vh8ddGK6/IrzuC+G17wzX30FQVfPd8PodzOz58L2tMLOvHcd/d0k17q4f/cT9h2COiXRgM5AB3ATcFm57CLg4dt/w90RgH8HI5jYEta5+Em67HvhNzPEvEHzJGUxQO6ctMAOYGe7TBsgjKAw2kaDIWk4tcfYhKA3QnWDU7ysEc00ALCSYi6DmMecCrxPU/AfIDH8vAz4Tvr49Jt6FwC9i3se2mPdYAHQFsgkqmp4Z7vdA+DdrS1AteEi4/hGCgoaEf9vrwtdXA7PD1z8HLg9fdyaYl6QDcAXBaOGM8LwfAP1j/xuEr6cB98csZyT635N+4vejOwVpNB5UYn0E+M5xHLbEg/kfSoENQFXZ3+UEH5xVHnP3Snd/n+CDbhhBbZ9/CUt5vEXwYTs43P9td99Uy/XGAgs9KCBWDvyFoLZ/Xc4BHnT3Q+H7LLJgToDO7v7PcJ+Ha5ynqm7XcmBlzHvcyEeFH7e6+2vh6z8T3KkMJShwtu4Y560qbriUj/4+nwN+GP4dFhIkgKxw28vuXuzuRwjumgbU8v6WA1PM7Bdm9ml3L67n7yEpLGVqH0mT8RuCOiwPxqwrJ2zKNLMWQOuYbaUxrytjliv5+L/fmvVaHDCCb87zYzeY2USCO4VEin0fNd9j1fuq7T1FPW9FzHkMmObua2N3NLPxNa4de8xHF3VfZ2ZjgPOA/zSzl9399gixSArSnYI0KncvAh4jeGhbZTNwevj6AoIZ1o7XV8ysRficYSCwlqB44r9bUCYcMxti9U/W8jbwGTPrFhbiuwT4Zz3HvARcGdPmnxl+m95rZp8O9/l6hPPUlGUfzU18KcG0imuBbDMbdBznnQ9cZ2ElPDMbHeHaR2P+bn2AQ+7+Z+CXJHcZa/mEdKcgiXAXcG3M8v3AM2b2HsGzgRP5Fr+F4AM9Hfg3dz9iZrMJmlDyww/EXcCX6jqJu283sx8SzN1gwPPu/kw9x7xgZqcBeWZWBswj6L3zDeC+MFmcSKXPtQQT4TxA0LRzb/i+rgQeD3tOLQHuq+c8PyW4Q1sW3oltAuqbQ3pWuH8+QZPfL82sEjgK/Ptxvg9JIaqSKpKELJgm9Tl3T7qZ5qRpU/ORiIhU052CiIhU052CiIhUU1IQEZFqSgoiIlJNSUFERKopKYiISLX/D7POXqGob7loAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.decomposition import PCA\n",
+    "pca = PCA().fit(X_std)\n",
+    "plt.plot(np.cumsum(pca.explained_variance_ratio_))\n",
+    "plt.xlim(0,8,1)\n",
+    "plt.xlabel('Number of components')\n",
+    "plt.ylabel('Cumulative explained variance')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8f2d6a01",
+   "metadata": {},
+   "source": [
+    "### Took 7 components because variance>90 percent for 7 components"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "e7fdf705",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.decomposition import PCA \n",
+    "sklearn_pca = PCA(n_components=7)\n",
+    "Y_sklearn = sklearn_pca.fit_transform(X_std)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "5e0fb10d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[-0.88512191 -2.48301693  0.23090242 ...  0.04336989 -0.38202562\n",
+      "  -0.35720617]\n",
+      " [-3.00034342  2.01508943 -0.16533426 ...  1.67093843 -0.28801526\n",
+      "   0.94274938]\n",
+      " [ 1.19172624  0.38517395 -1.92678896 ... -0.55010278 -0.23006842\n",
+      "   0.52287556]\n",
+      " ...\n",
+      " [ 0.10596162 -3.06675754  1.18931984 ... -2.96585047  1.26333337\n",
+      "   1.97973232]\n",
+      " [-2.84716017 -2.51797947 -0.29519488 ... -2.99036079  0.69668999\n",
+      "   1.77427724]\n",
+      " [-0.16460436 -0.5243077  -1.64424995 ... -4.69253162  1.53231934\n",
+      "   0.09281539]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(Y_sklearn)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "6e3fe3f7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(8950, 7)"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Y_sklearn.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ea1d2b11",
+   "metadata": {},
+   "source": [
+    "### Clustering Starts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "66470867",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "datafr= pd.DataFrame(Y_sklearn , columns = ['PC1','PC2','PC3','PC4','PC5','PC6','PC7'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "a1afd30b",
+   "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>PC1</th>\n",
+       "      <th>PC2</th>\n",
+       "      <th>PC3</th>\n",
+       "      <th>PC4</th>\n",
+       "      <th>PC5</th>\n",
+       "      <th>PC6</th>\n",
+       "      <th>PC7</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.885122</td>\n",
+       "      <td>-2.483017</td>\n",
+       "      <td>0.230902</td>\n",
+       "      <td>0.807129</td>\n",
+       "      <td>0.043370</td>\n",
+       "      <td>-0.382026</td>\n",
+       "      <td>-0.357206</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-3.000343</td>\n",
+       "      <td>2.015089</td>\n",
+       "      <td>-0.165334</td>\n",
+       "      <td>-1.087171</td>\n",
+       "      <td>1.670938</td>\n",
+       "      <td>-0.288015</td>\n",
+       "      <td>0.942749</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.191726</td>\n",
+       "      <td>0.385174</td>\n",
+       "      <td>-1.926789</td>\n",
+       "      <td>1.859338</td>\n",
+       "      <td>-0.550103</td>\n",
+       "      <td>-0.230068</td>\n",
+       "      <td>0.522876</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.794805</td>\n",
+       "      <td>0.218433</td>\n",
+       "      <td>-1.661542</td>\n",
+       "      <td>1.195618</td>\n",
+       "      <td>0.058950</td>\n",
+       "      <td>0.798510</td>\n",
+       "      <td>-0.086756</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-1.265058</td>\n",
+       "      <td>-1.593317</td>\n",
+       "      <td>-0.689436</td>\n",
+       "      <td>1.339644</td>\n",
+       "      <td>-0.114019</td>\n",
+       "      <td>-0.837737</td>\n",
+       "      <td>0.231600</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8945</th>\n",
+       "      <td>0.668484</td>\n",
+       "      <td>-2.871696</td>\n",
+       "      <td>1.452469</td>\n",
+       "      <td>-2.236975</td>\n",
+       "      <td>-2.854943</td>\n",
+       "      <td>0.766981</td>\n",
+       "      <td>2.343375</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8946</th>\n",
+       "      <td>0.262604</td>\n",
+       "      <td>-2.240280</td>\n",
+       "      <td>1.844972</td>\n",
+       "      <td>-0.568118</td>\n",
+       "      <td>-3.339266</td>\n",
+       "      <td>1.706628</td>\n",
+       "      <td>1.774529</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8947</th>\n",
+       "      <td>0.105962</td>\n",
+       "      <td>-3.066758</td>\n",
+       "      <td>1.189320</td>\n",
+       "      <td>-1.775107</td>\n",
+       "      <td>-2.965850</td>\n",
+       "      <td>1.263333</td>\n",
+       "      <td>1.979732</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8948</th>\n",
+       "      <td>-2.847160</td>\n",
+       "      <td>-2.517979</td>\n",
+       "      <td>-0.295195</td>\n",
+       "      <td>-2.148352</td>\n",
+       "      <td>-2.990361</td>\n",
+       "      <td>0.696690</td>\n",
+       "      <td>1.774277</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8949</th>\n",
+       "      <td>-0.164604</td>\n",
+       "      <td>-0.524308</td>\n",
+       "      <td>-1.644250</td>\n",
+       "      <td>-1.315554</td>\n",
+       "      <td>-4.692532</td>\n",
+       "      <td>1.532319</td>\n",
+       "      <td>0.092815</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8950 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           PC1       PC2       PC3       PC4       PC5       PC6       PC7\n",
+       "0    -0.885122 -2.483017  0.230902  0.807129  0.043370 -0.382026 -0.357206\n",
+       "1    -3.000343  2.015089 -0.165334 -1.087171  1.670938 -0.288015  0.942749\n",
+       "2     1.191726  0.385174 -1.926789  1.859338 -0.550103 -0.230068  0.522876\n",
+       "3    -0.794805  0.218433 -1.661542  1.195618  0.058950  0.798510 -0.086756\n",
+       "4    -1.265058 -1.593317 -0.689436  1.339644 -0.114019 -0.837737  0.231600\n",
+       "...        ...       ...       ...       ...       ...       ...       ...\n",
+       "8945  0.668484 -2.871696  1.452469 -2.236975 -2.854943  0.766981  2.343375\n",
+       "8946  0.262604 -2.240280  1.844972 -0.568118 -3.339266  1.706628  1.774529\n",
+       "8947  0.105962 -3.066758  1.189320 -1.775107 -2.965850  1.263333  1.979732\n",
+       "8948 -2.847160 -2.517979 -0.295195 -2.148352 -2.990361  0.696690  1.774277\n",
+       "8949 -0.164604 -0.524308 -1.644250 -1.315554 -4.692532  1.532319  0.092815\n",
+       "\n",
+       "[8950 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "datafr"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d6200585",
+   "metadata": {},
+   "source": [
+    "### Finding out the error and plotting it"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "097c0a48",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.cluster import KMeans\n",
+    "wcss = []\n",
+    "m= range(1,11)\n",
+    "for i in m:\n",
+    "    kmeans = KMeans(n_clusters = i, init = 'k-means++',random_state = 42)\n",
+    "    kmeans.fit(datafr)\n",
+    "    wcss.append(kmeans.inertia_)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dc48e954",
+   "metadata": {},
+   "source": [
+    "### took k=3 using elbow method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "ee59478c",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(m,wcss,'bx-')\n",
+    "plt.plot(range(1,11), wcss)\n",
+    "plt.xlabel('PC')\n",
+    "plt.ylabel('Inertia')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "dd1bf05a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x296d5bea8c0>"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "kmeanss = KMeans(n_clusters=3)\n",
+    "kmeanss.fit(datafr)\n",
+    "plt.scatter(datafr[\"PC1\"],datafr[\"PC2\"], c=kmeanss.labels_, cmap='rainbow')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "76a22c05",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From 47372b8c5c17c92d4a212a66d74416d8c0fb97e5 Mon Sep 17 00:00:00 2001
From: aryanagarwal21 <97836807+aryanagarwal21@users.noreply.github.com>
Date: Tue, 5 Jul 2022 22:13:14 +0530
Subject: [PATCH 3/7] Delete 210199_ARYAN_1.ipynb

---
 Assignment 1/210199_ARYAN_1.ipynb | 3585 -----------------------------
 1 file changed, 3585 deletions(-)
 delete mode 100644 Assignment 1/210199_ARYAN_1.ipynb

diff --git a/Assignment 1/210199_ARYAN_1.ipynb b/Assignment 1/210199_ARYAN_1.ipynb
deleted file mode 100644
index cf0caf6..0000000
--- a/Assignment 1/210199_ARYAN_1.ipynb	
+++ /dev/null
@@ -1,3585 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "d976baf9",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import pandas as pd"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "de8ba614",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import matplotlib as mpl"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "2a5d7cb1",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import matplotlib.pyplot as plt\n",
-    "import seaborn as sns\n",
-    "%matplotlib inline\n",
-    "from math import sqrt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "f2d477e5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df = pd.read_csv('Dataset.csv')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "85c39f7f",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "columns_name=df.columns.tolist()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "c388fe9a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['CUST_ID', 'BALANCE', 'BALANCE_FREQUENCY', 'PURCHASES', 'ONEOFF_PURCHASES', 'INSTALLMENTS_PURCHASES', 'CASH_ADVANCE', 'PURCHASES_FREQUENCY', 'ONEOFF_PURCHASES_FREQUENCY', 'PURCHASES_INSTALLMENTS_FREQUENCY', 'CASH_ADVANCE_FREQUENCY', 'CASH_ADVANCE_TRX', 'PURCHASES_TRX', 'CREDIT_LIMIT', 'PAYMENTS', 'MINIMUM_PAYMENTS', 'PRC_FULL_PAYMENT', 'TENURE']\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(columns_name)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "d4892478",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(8950, 18)"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "a1da23d7",
-   "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>CUST_ID</th>\n",
-       "      <th>BALANCE</th>\n",
-       "      <th>BALANCE_FREQUENCY</th>\n",
-       "      <th>PURCHASES</th>\n",
-       "      <th>ONEOFF_PURCHASES</th>\n",
-       "      <th>INSTALLMENTS_PURCHASES</th>\n",
-       "      <th>CASH_ADVANCE</th>\n",
-       "      <th>PURCHASES_FREQUENCY</th>\n",
-       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
-       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_TRX</th>\n",
-       "      <th>PURCHASES_TRX</th>\n",
-       "      <th>CREDIT_LIMIT</th>\n",
-       "      <th>PAYMENTS</th>\n",
-       "      <th>MINIMUM_PAYMENTS</th>\n",
-       "      <th>PRC_FULL_PAYMENT</th>\n",
-       "      <th>TENURE</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>C10001</td>\n",
-       "      <td>40.900749</td>\n",
-       "      <td>0.818182</td>\n",
-       "      <td>95.40</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>95.4</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.166667</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>201.802084</td>\n",
-       "      <td>139.509787</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>C10002</td>\n",
-       "      <td>3202.467416</td>\n",
-       "      <td>0.909091</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>6442.945483</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.250000</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>7000.0</td>\n",
-       "      <td>4103.032597</td>\n",
-       "      <td>1072.340217</td>\n",
-       "      <td>0.222222</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>C10003</td>\n",
-       "      <td>2495.148862</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>773.17</td>\n",
-       "      <td>773.17</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>12</td>\n",
-       "      <td>7500.0</td>\n",
-       "      <td>622.066742</td>\n",
-       "      <td>627.284787</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>C10004</td>\n",
-       "      <td>1666.670542</td>\n",
-       "      <td>0.636364</td>\n",
-       "      <td>1499.00</td>\n",
-       "      <td>1499.00</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>205.788017</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7500.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>C10005</td>\n",
-       "      <td>817.714335</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>16.00</td>\n",
-       "      <td>16.00</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1200.0</td>\n",
-       "      <td>678.334763</td>\n",
-       "      <td>244.791237</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "  CUST_ID      BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
-       "0  C10001    40.900749           0.818182      95.40              0.00   \n",
-       "1  C10002  3202.467416           0.909091       0.00              0.00   \n",
-       "2  C10003  2495.148862           1.000000     773.17            773.17   \n",
-       "3  C10004  1666.670542           0.636364    1499.00           1499.00   \n",
-       "4  C10005   817.714335           1.000000      16.00             16.00   \n",
-       "\n",
-       "   INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
-       "0                    95.4      0.000000             0.166667   \n",
-       "1                     0.0   6442.945483             0.000000   \n",
-       "2                     0.0      0.000000             1.000000   \n",
-       "3                     0.0    205.788017             0.083333   \n",
-       "4                     0.0      0.000000             0.083333   \n",
-       "\n",
-       "   ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
-       "0                    0.000000                          0.083333   \n",
-       "1                    0.000000                          0.000000   \n",
-       "2                    1.000000                          0.000000   \n",
-       "3                    0.083333                          0.000000   \n",
-       "4                    0.083333                          0.000000   \n",
-       "\n",
-       "   CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
-       "0                0.000000                 0              2        1000.0   \n",
-       "1                0.250000                 4              0        7000.0   \n",
-       "2                0.000000                 0             12        7500.0   \n",
-       "3                0.083333                 1              1        7500.0   \n",
-       "4                0.000000                 0              1        1200.0   \n",
-       "\n",
-       "      PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
-       "0   201.802084        139.509787          0.000000      12  \n",
-       "1  4103.032597       1072.340217          0.222222      12  \n",
-       "2   622.066742        627.284787          0.000000      12  \n",
-       "3     0.000000               NaN          0.000000      12  \n",
-       "4   678.334763        244.791237          0.000000      12  "
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "43e524f1",
-   "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>BALANCE</th>\n",
-       "      <th>BALANCE_FREQUENCY</th>\n",
-       "      <th>PURCHASES</th>\n",
-       "      <th>ONEOFF_PURCHASES</th>\n",
-       "      <th>INSTALLMENTS_PURCHASES</th>\n",
-       "      <th>CASH_ADVANCE</th>\n",
-       "      <th>PURCHASES_FREQUENCY</th>\n",
-       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
-       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_TRX</th>\n",
-       "      <th>PURCHASES_TRX</th>\n",
-       "      <th>CREDIT_LIMIT</th>\n",
-       "      <th>PAYMENTS</th>\n",
-       "      <th>MINIMUM_PAYMENTS</th>\n",
-       "      <th>PRC_FULL_PAYMENT</th>\n",
-       "      <th>TENURE</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>BALANCE</th>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.322412</td>\n",
-       "      <td>0.181261</td>\n",
-       "      <td>0.164350</td>\n",
-       "      <td>0.126469</td>\n",
-       "      <td>0.496692</td>\n",
-       "      <td>-0.077944</td>\n",
-       "      <td>0.073166</td>\n",
-       "      <td>-0.063186</td>\n",
-       "      <td>0.449218</td>\n",
-       "      <td>0.385152</td>\n",
-       "      <td>0.154338</td>\n",
-       "      <td>0.531283</td>\n",
-       "      <td>0.322802</td>\n",
-       "      <td>0.398684</td>\n",
-       "      <td>-0.318959</td>\n",
-       "      <td>0.072692</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>BALANCE_FREQUENCY</th>\n",
-       "      <td>0.322412</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.133674</td>\n",
-       "      <td>0.104323</td>\n",
-       "      <td>0.124292</td>\n",
-       "      <td>0.099388</td>\n",
-       "      <td>0.229715</td>\n",
-       "      <td>0.202415</td>\n",
-       "      <td>0.176079</td>\n",
-       "      <td>0.191873</td>\n",
-       "      <td>0.141555</td>\n",
-       "      <td>0.189626</td>\n",
-       "      <td>0.095843</td>\n",
-       "      <td>0.065008</td>\n",
-       "      <td>0.132569</td>\n",
-       "      <td>-0.095082</td>\n",
-       "      <td>0.119776</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PURCHASES</th>\n",
-       "      <td>0.181261</td>\n",
-       "      <td>0.133674</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.916845</td>\n",
-       "      <td>0.679896</td>\n",
-       "      <td>-0.051474</td>\n",
-       "      <td>0.393017</td>\n",
-       "      <td>0.498430</td>\n",
-       "      <td>0.315567</td>\n",
-       "      <td>-0.120143</td>\n",
-       "      <td>-0.067175</td>\n",
-       "      <td>0.689561</td>\n",
-       "      <td>0.356963</td>\n",
-       "      <td>0.603264</td>\n",
-       "      <td>0.093860</td>\n",
-       "      <td>0.180379</td>\n",
-       "      <td>0.086288</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ONEOFF_PURCHASES</th>\n",
-       "      <td>0.164350</td>\n",
-       "      <td>0.104323</td>\n",
-       "      <td>0.916845</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.330622</td>\n",
-       "      <td>-0.031326</td>\n",
-       "      <td>0.264937</td>\n",
-       "      <td>0.524891</td>\n",
-       "      <td>0.127729</td>\n",
-       "      <td>-0.082628</td>\n",
-       "      <td>-0.046212</td>\n",
-       "      <td>0.545523</td>\n",
-       "      <td>0.319724</td>\n",
-       "      <td>0.567292</td>\n",
-       "      <td>0.048755</td>\n",
-       "      <td>0.132763</td>\n",
-       "      <td>0.064150</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>INSTALLMENTS_PURCHASES</th>\n",
-       "      <td>0.126469</td>\n",
-       "      <td>0.124292</td>\n",
-       "      <td>0.679896</td>\n",
-       "      <td>0.330622</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>-0.064244</td>\n",
-       "      <td>0.442418</td>\n",
-       "      <td>0.214042</td>\n",
-       "      <td>0.511351</td>\n",
-       "      <td>-0.132318</td>\n",
-       "      <td>-0.073999</td>\n",
-       "      <td>0.628108</td>\n",
-       "      <td>0.256499</td>\n",
-       "      <td>0.384084</td>\n",
-       "      <td>0.132172</td>\n",
-       "      <td>0.182569</td>\n",
-       "      <td>0.086143</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CASH_ADVANCE</th>\n",
-       "      <td>0.496692</td>\n",
-       "      <td>0.099388</td>\n",
-       "      <td>-0.051474</td>\n",
-       "      <td>-0.031326</td>\n",
-       "      <td>-0.064244</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>-0.215507</td>\n",
-       "      <td>-0.086754</td>\n",
-       "      <td>-0.177070</td>\n",
-       "      <td>0.628522</td>\n",
-       "      <td>0.656498</td>\n",
-       "      <td>-0.075850</td>\n",
-       "      <td>0.303985</td>\n",
-       "      <td>0.453238</td>\n",
-       "      <td>0.140107</td>\n",
-       "      <td>-0.152935</td>\n",
-       "      <td>-0.068312</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PURCHASES_FREQUENCY</th>\n",
-       "      <td>-0.077944</td>\n",
-       "      <td>0.229715</td>\n",
-       "      <td>0.393017</td>\n",
-       "      <td>0.264937</td>\n",
-       "      <td>0.442418</td>\n",
-       "      <td>-0.215507</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.501343</td>\n",
-       "      <td>0.862934</td>\n",
-       "      <td>-0.308478</td>\n",
-       "      <td>-0.203478</td>\n",
-       "      <td>0.568430</td>\n",
-       "      <td>0.119788</td>\n",
-       "      <td>0.103464</td>\n",
-       "      <td>0.003030</td>\n",
-       "      <td>0.305802</td>\n",
-       "      <td>0.061506</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
-       "      <td>0.073166</td>\n",
-       "      <td>0.202415</td>\n",
-       "      <td>0.498430</td>\n",
-       "      <td>0.524891</td>\n",
-       "      <td>0.214042</td>\n",
-       "      <td>-0.086754</td>\n",
-       "      <td>0.501343</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.142329</td>\n",
-       "      <td>-0.111716</td>\n",
-       "      <td>-0.069088</td>\n",
-       "      <td>0.544869</td>\n",
-       "      <td>0.295038</td>\n",
-       "      <td>0.243537</td>\n",
-       "      <td>-0.030327</td>\n",
-       "      <td>0.157531</td>\n",
-       "      <td>0.082466</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
-       "      <td>-0.063186</td>\n",
-       "      <td>0.176079</td>\n",
-       "      <td>0.315567</td>\n",
-       "      <td>0.127729</td>\n",
-       "      <td>0.511351</td>\n",
-       "      <td>-0.177070</td>\n",
-       "      <td>0.862934</td>\n",
-       "      <td>0.142329</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>-0.262958</td>\n",
-       "      <td>-0.169207</td>\n",
-       "      <td>0.529975</td>\n",
-       "      <td>0.060755</td>\n",
-       "      <td>0.085551</td>\n",
-       "      <td>0.030073</td>\n",
-       "      <td>0.250087</td>\n",
-       "      <td>0.073275</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
-       "      <td>0.449218</td>\n",
-       "      <td>0.191873</td>\n",
-       "      <td>-0.120143</td>\n",
-       "      <td>-0.082628</td>\n",
-       "      <td>-0.132318</td>\n",
-       "      <td>0.628522</td>\n",
-       "      <td>-0.308478</td>\n",
-       "      <td>-0.111716</td>\n",
-       "      <td>-0.262958</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.799561</td>\n",
-       "      <td>-0.131168</td>\n",
-       "      <td>0.132616</td>\n",
-       "      <td>0.183192</td>\n",
-       "      <td>0.098838</td>\n",
-       "      <td>-0.249773</td>\n",
-       "      <td>-0.133372</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CASH_ADVANCE_TRX</th>\n",
-       "      <td>0.385152</td>\n",
-       "      <td>0.141555</td>\n",
-       "      <td>-0.067175</td>\n",
-       "      <td>-0.046212</td>\n",
-       "      <td>-0.073999</td>\n",
-       "      <td>0.656498</td>\n",
-       "      <td>-0.203478</td>\n",
-       "      <td>-0.069088</td>\n",
-       "      <td>-0.169207</td>\n",
-       "      <td>0.799561</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>-0.066157</td>\n",
-       "      <td>0.149700</td>\n",
-       "      <td>0.255278</td>\n",
-       "      <td>0.109739</td>\n",
-       "      <td>-0.169784</td>\n",
-       "      <td>-0.043421</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PURCHASES_TRX</th>\n",
-       "      <td>0.154338</td>\n",
-       "      <td>0.189626</td>\n",
-       "      <td>0.689561</td>\n",
-       "      <td>0.545523</td>\n",
-       "      <td>0.628108</td>\n",
-       "      <td>-0.075850</td>\n",
-       "      <td>0.568430</td>\n",
-       "      <td>0.544869</td>\n",
-       "      <td>0.529975</td>\n",
-       "      <td>-0.131168</td>\n",
-       "      <td>-0.066157</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.272882</td>\n",
-       "      <td>0.370832</td>\n",
-       "      <td>0.096333</td>\n",
-       "      <td>0.162066</td>\n",
-       "      <td>0.121874</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CREDIT_LIMIT</th>\n",
-       "      <td>0.531283</td>\n",
-       "      <td>0.095843</td>\n",
-       "      <td>0.356963</td>\n",
-       "      <td>0.319724</td>\n",
-       "      <td>0.256499</td>\n",
-       "      <td>0.303985</td>\n",
-       "      <td>0.119788</td>\n",
-       "      <td>0.295038</td>\n",
-       "      <td>0.060755</td>\n",
-       "      <td>0.132616</td>\n",
-       "      <td>0.149700</td>\n",
-       "      <td>0.272882</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.421861</td>\n",
-       "      <td>0.126671</td>\n",
-       "      <td>0.055672</td>\n",
-       "      <td>0.139167</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PAYMENTS</th>\n",
-       "      <td>0.322802</td>\n",
-       "      <td>0.065008</td>\n",
-       "      <td>0.603264</td>\n",
-       "      <td>0.567292</td>\n",
-       "      <td>0.384084</td>\n",
-       "      <td>0.453238</td>\n",
-       "      <td>0.103464</td>\n",
-       "      <td>0.243537</td>\n",
-       "      <td>0.085551</td>\n",
-       "      <td>0.183192</td>\n",
-       "      <td>0.255278</td>\n",
-       "      <td>0.370832</td>\n",
-       "      <td>0.421861</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.126651</td>\n",
-       "      <td>0.112138</td>\n",
-       "      <td>0.106136</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MINIMUM_PAYMENTS</th>\n",
-       "      <td>0.398684</td>\n",
-       "      <td>0.132569</td>\n",
-       "      <td>0.093860</td>\n",
-       "      <td>0.048755</td>\n",
-       "      <td>0.132172</td>\n",
-       "      <td>0.140107</td>\n",
-       "      <td>0.003030</td>\n",
-       "      <td>-0.030327</td>\n",
-       "      <td>0.030073</td>\n",
-       "      <td>0.098838</td>\n",
-       "      <td>0.109739</td>\n",
-       "      <td>0.096333</td>\n",
-       "      <td>0.126671</td>\n",
-       "      <td>0.126651</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>-0.140379</td>\n",
-       "      <td>0.059444</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PRC_FULL_PAYMENT</th>\n",
-       "      <td>-0.318959</td>\n",
-       "      <td>-0.095082</td>\n",
-       "      <td>0.180379</td>\n",
-       "      <td>0.132763</td>\n",
-       "      <td>0.182569</td>\n",
-       "      <td>-0.152935</td>\n",
-       "      <td>0.305802</td>\n",
-       "      <td>0.157531</td>\n",
-       "      <td>0.250087</td>\n",
-       "      <td>-0.249773</td>\n",
-       "      <td>-0.169784</td>\n",
-       "      <td>0.162066</td>\n",
-       "      <td>0.055672</td>\n",
-       "      <td>0.112138</td>\n",
-       "      <td>-0.140379</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>-0.016486</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TENURE</th>\n",
-       "      <td>0.072692</td>\n",
-       "      <td>0.119776</td>\n",
-       "      <td>0.086288</td>\n",
-       "      <td>0.064150</td>\n",
-       "      <td>0.086143</td>\n",
-       "      <td>-0.068312</td>\n",
-       "      <td>0.061506</td>\n",
-       "      <td>0.082466</td>\n",
-       "      <td>0.073275</td>\n",
-       "      <td>-0.133372</td>\n",
-       "      <td>-0.043421</td>\n",
-       "      <td>0.121874</td>\n",
-       "      <td>0.139167</td>\n",
-       "      <td>0.106136</td>\n",
-       "      <td>0.059444</td>\n",
-       "      <td>-0.016486</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                   BALANCE  BALANCE_FREQUENCY  PURCHASES  \\\n",
-       "BALANCE                           1.000000           0.322412   0.181261   \n",
-       "BALANCE_FREQUENCY                 0.322412           1.000000   0.133674   \n",
-       "PURCHASES                         0.181261           0.133674   1.000000   \n",
-       "ONEOFF_PURCHASES                  0.164350           0.104323   0.916845   \n",
-       "INSTALLMENTS_PURCHASES            0.126469           0.124292   0.679896   \n",
-       "CASH_ADVANCE                      0.496692           0.099388  -0.051474   \n",
-       "PURCHASES_FREQUENCY              -0.077944           0.229715   0.393017   \n",
-       "ONEOFF_PURCHASES_FREQUENCY        0.073166           0.202415   0.498430   \n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY -0.063186           0.176079   0.315567   \n",
-       "CASH_ADVANCE_FREQUENCY            0.449218           0.191873  -0.120143   \n",
-       "CASH_ADVANCE_TRX                  0.385152           0.141555  -0.067175   \n",
-       "PURCHASES_TRX                     0.154338           0.189626   0.689561   \n",
-       "CREDIT_LIMIT                      0.531283           0.095843   0.356963   \n",
-       "PAYMENTS                          0.322802           0.065008   0.603264   \n",
-       "MINIMUM_PAYMENTS                  0.398684           0.132569   0.093860   \n",
-       "PRC_FULL_PAYMENT                 -0.318959          -0.095082   0.180379   \n",
-       "TENURE                            0.072692           0.119776   0.086288   \n",
-       "\n",
-       "                                  ONEOFF_PURCHASES  INSTALLMENTS_PURCHASES  \\\n",
-       "BALANCE                                   0.164350                0.126469   \n",
-       "BALANCE_FREQUENCY                         0.104323                0.124292   \n",
-       "PURCHASES                                 0.916845                0.679896   \n",
-       "ONEOFF_PURCHASES                          1.000000                0.330622   \n",
-       "INSTALLMENTS_PURCHASES                    0.330622                1.000000   \n",
-       "CASH_ADVANCE                             -0.031326               -0.064244   \n",
-       "PURCHASES_FREQUENCY                       0.264937                0.442418   \n",
-       "ONEOFF_PURCHASES_FREQUENCY                0.524891                0.214042   \n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY          0.127729                0.511351   \n",
-       "CASH_ADVANCE_FREQUENCY                   -0.082628               -0.132318   \n",
-       "CASH_ADVANCE_TRX                         -0.046212               -0.073999   \n",
-       "PURCHASES_TRX                             0.545523                0.628108   \n",
-       "CREDIT_LIMIT                              0.319724                0.256499   \n",
-       "PAYMENTS                                  0.567292                0.384084   \n",
-       "MINIMUM_PAYMENTS                          0.048755                0.132172   \n",
-       "PRC_FULL_PAYMENT                          0.132763                0.182569   \n",
-       "TENURE                                    0.064150                0.086143   \n",
-       "\n",
-       "                                  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
-       "BALANCE                               0.496692            -0.077944   \n",
-       "BALANCE_FREQUENCY                     0.099388             0.229715   \n",
-       "PURCHASES                            -0.051474             0.393017   \n",
-       "ONEOFF_PURCHASES                     -0.031326             0.264937   \n",
-       "INSTALLMENTS_PURCHASES               -0.064244             0.442418   \n",
-       "CASH_ADVANCE                          1.000000            -0.215507   \n",
-       "PURCHASES_FREQUENCY                  -0.215507             1.000000   \n",
-       "ONEOFF_PURCHASES_FREQUENCY           -0.086754             0.501343   \n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY     -0.177070             0.862934   \n",
-       "CASH_ADVANCE_FREQUENCY                0.628522            -0.308478   \n",
-       "CASH_ADVANCE_TRX                      0.656498            -0.203478   \n",
-       "PURCHASES_TRX                        -0.075850             0.568430   \n",
-       "CREDIT_LIMIT                          0.303985             0.119788   \n",
-       "PAYMENTS                              0.453238             0.103464   \n",
-       "MINIMUM_PAYMENTS                      0.140107             0.003030   \n",
-       "PRC_FULL_PAYMENT                     -0.152935             0.305802   \n",
-       "TENURE                               -0.068312             0.061506   \n",
-       "\n",
-       "                                  ONEOFF_PURCHASES_FREQUENCY  \\\n",
-       "BALANCE                                             0.073166   \n",
-       "BALANCE_FREQUENCY                                   0.202415   \n",
-       "PURCHASES                                           0.498430   \n",
-       "ONEOFF_PURCHASES                                    0.524891   \n",
-       "INSTALLMENTS_PURCHASES                              0.214042   \n",
-       "CASH_ADVANCE                                       -0.086754   \n",
-       "PURCHASES_FREQUENCY                                 0.501343   \n",
-       "ONEOFF_PURCHASES_FREQUENCY                          1.000000   \n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY                    0.142329   \n",
-       "CASH_ADVANCE_FREQUENCY                             -0.111716   \n",
-       "CASH_ADVANCE_TRX                                   -0.069088   \n",
-       "PURCHASES_TRX                                       0.544869   \n",
-       "CREDIT_LIMIT                                        0.295038   \n",
-       "PAYMENTS                                            0.243537   \n",
-       "MINIMUM_PAYMENTS                                   -0.030327   \n",
-       "PRC_FULL_PAYMENT                                    0.157531   \n",
-       "TENURE                                              0.082466   \n",
-       "\n",
-       "                                  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
-       "BALANCE                                                  -0.063186   \n",
-       "BALANCE_FREQUENCY                                         0.176079   \n",
-       "PURCHASES                                                 0.315567   \n",
-       "ONEOFF_PURCHASES                                          0.127729   \n",
-       "INSTALLMENTS_PURCHASES                                    0.511351   \n",
-       "CASH_ADVANCE                                             -0.177070   \n",
-       "PURCHASES_FREQUENCY                                       0.862934   \n",
-       "ONEOFF_PURCHASES_FREQUENCY                                0.142329   \n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY                          1.000000   \n",
-       "CASH_ADVANCE_FREQUENCY                                   -0.262958   \n",
-       "CASH_ADVANCE_TRX                                         -0.169207   \n",
-       "PURCHASES_TRX                                             0.529975   \n",
-       "CREDIT_LIMIT                                              0.060755   \n",
-       "PAYMENTS                                                  0.085551   \n",
-       "MINIMUM_PAYMENTS                                          0.030073   \n",
-       "PRC_FULL_PAYMENT                                          0.250087   \n",
-       "TENURE                                                    0.073275   \n",
-       "\n",
-       "                                  CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  \\\n",
-       "BALANCE                                         0.449218          0.385152   \n",
-       "BALANCE_FREQUENCY                               0.191873          0.141555   \n",
-       "PURCHASES                                      -0.120143         -0.067175   \n",
-       "ONEOFF_PURCHASES                               -0.082628         -0.046212   \n",
-       "INSTALLMENTS_PURCHASES                         -0.132318         -0.073999   \n",
-       "CASH_ADVANCE                                    0.628522          0.656498   \n",
-       "PURCHASES_FREQUENCY                            -0.308478         -0.203478   \n",
-       "ONEOFF_PURCHASES_FREQUENCY                     -0.111716         -0.069088   \n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY               -0.262958         -0.169207   \n",
-       "CASH_ADVANCE_FREQUENCY                          1.000000          0.799561   \n",
-       "CASH_ADVANCE_TRX                                0.799561          1.000000   \n",
-       "PURCHASES_TRX                                  -0.131168         -0.066157   \n",
-       "CREDIT_LIMIT                                    0.132616          0.149700   \n",
-       "PAYMENTS                                        0.183192          0.255278   \n",
-       "MINIMUM_PAYMENTS                                0.098838          0.109739   \n",
-       "PRC_FULL_PAYMENT                               -0.249773         -0.169784   \n",
-       "TENURE                                         -0.133372         -0.043421   \n",
-       "\n",
-       "                                  PURCHASES_TRX  CREDIT_LIMIT  PAYMENTS  \\\n",
-       "BALANCE                                0.154338      0.531283  0.322802   \n",
-       "BALANCE_FREQUENCY                      0.189626      0.095843  0.065008   \n",
-       "PURCHASES                              0.689561      0.356963  0.603264   \n",
-       "ONEOFF_PURCHASES                       0.545523      0.319724  0.567292   \n",
-       "INSTALLMENTS_PURCHASES                 0.628108      0.256499  0.384084   \n",
-       "CASH_ADVANCE                          -0.075850      0.303985  0.453238   \n",
-       "PURCHASES_FREQUENCY                    0.568430      0.119788  0.103464   \n",
-       "ONEOFF_PURCHASES_FREQUENCY             0.544869      0.295038  0.243537   \n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY       0.529975      0.060755  0.085551   \n",
-       "CASH_ADVANCE_FREQUENCY                -0.131168      0.132616  0.183192   \n",
-       "CASH_ADVANCE_TRX                      -0.066157      0.149700  0.255278   \n",
-       "PURCHASES_TRX                          1.000000      0.272882  0.370832   \n",
-       "CREDIT_LIMIT                           0.272882      1.000000  0.421861   \n",
-       "PAYMENTS                               0.370832      0.421861  1.000000   \n",
-       "MINIMUM_PAYMENTS                       0.096333      0.126671  0.126651   \n",
-       "PRC_FULL_PAYMENT                       0.162066      0.055672  0.112138   \n",
-       "TENURE                                 0.121874      0.139167  0.106136   \n",
-       "\n",
-       "                                  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT    TENURE  \n",
-       "BALANCE                                   0.398684         -0.318959  0.072692  \n",
-       "BALANCE_FREQUENCY                         0.132569         -0.095082  0.119776  \n",
-       "PURCHASES                                 0.093860          0.180379  0.086288  \n",
-       "ONEOFF_PURCHASES                          0.048755          0.132763  0.064150  \n",
-       "INSTALLMENTS_PURCHASES                    0.132172          0.182569  0.086143  \n",
-       "CASH_ADVANCE                              0.140107         -0.152935 -0.068312  \n",
-       "PURCHASES_FREQUENCY                       0.003030          0.305802  0.061506  \n",
-       "ONEOFF_PURCHASES_FREQUENCY               -0.030327          0.157531  0.082466  \n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY          0.030073          0.250087  0.073275  \n",
-       "CASH_ADVANCE_FREQUENCY                    0.098838         -0.249773 -0.133372  \n",
-       "CASH_ADVANCE_TRX                          0.109739         -0.169784 -0.043421  \n",
-       "PURCHASES_TRX                             0.096333          0.162066  0.121874  \n",
-       "CREDIT_LIMIT                              0.126671          0.055672  0.139167  \n",
-       "PAYMENTS                                  0.126651          0.112138  0.106136  \n",
-       "MINIMUM_PAYMENTS                          1.000000         -0.140379  0.059444  \n",
-       "PRC_FULL_PAYMENT                         -0.140379          1.000000 -0.016486  \n",
-       "TENURE                                    0.059444         -0.016486  1.000000  "
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.corr()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "837f17f2",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
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-       "\n",
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>BALANCE</th>\n",
-       "      <th>BALANCE_FREQUENCY</th>\n",
-       "      <th>PURCHASES</th>\n",
-       "      <th>ONEOFF_PURCHASES</th>\n",
-       "      <th>INSTALLMENTS_PURCHASES</th>\n",
-       "      <th>CASH_ADVANCE</th>\n",
-       "      <th>PURCHASES_FREQUENCY</th>\n",
-       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
-       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_TRX</th>\n",
-       "      <th>PURCHASES_TRX</th>\n",
-       "      <th>CREDIT_LIMIT</th>\n",
-       "      <th>PAYMENTS</th>\n",
-       "      <th>MINIMUM_PAYMENTS</th>\n",
-       "      <th>PRC_FULL_PAYMENT</th>\n",
-       "      <th>TENURE</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8949.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8637.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>1564.474828</td>\n",
-       "      <td>0.877271</td>\n",
-       "      <td>1003.204834</td>\n",
-       "      <td>592.437371</td>\n",
-       "      <td>411.067645</td>\n",
-       "      <td>978.871112</td>\n",
-       "      <td>0.490351</td>\n",
-       "      <td>0.202458</td>\n",
-       "      <td>0.364437</td>\n",
-       "      <td>0.135144</td>\n",
-       "      <td>3.248827</td>\n",
-       "      <td>14.709832</td>\n",
-       "      <td>4494.449450</td>\n",
-       "      <td>1733.143852</td>\n",
-       "      <td>864.206542</td>\n",
-       "      <td>0.153715</td>\n",
-       "      <td>11.517318</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>2081.531879</td>\n",
-       "      <td>0.236904</td>\n",
-       "      <td>2136.634782</td>\n",
-       "      <td>1659.887917</td>\n",
-       "      <td>904.338115</td>\n",
-       "      <td>2097.163877</td>\n",
-       "      <td>0.401371</td>\n",
-       "      <td>0.298336</td>\n",
-       "      <td>0.397448</td>\n",
-       "      <td>0.200121</td>\n",
-       "      <td>6.824647</td>\n",
-       "      <td>24.857649</td>\n",
-       "      <td>3638.815725</td>\n",
-       "      <td>2895.063757</td>\n",
-       "      <td>2372.446607</td>\n",
-       "      <td>0.292499</td>\n",
-       "      <td>1.338331</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>50.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.019163</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>6.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>128.281915</td>\n",
-       "      <td>0.888889</td>\n",
-       "      <td>39.635000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1600.000000</td>\n",
-       "      <td>383.276166</td>\n",
-       "      <td>169.123707</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>873.385231</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>361.280000</td>\n",
-       "      <td>38.000000</td>\n",
-       "      <td>89.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.166667</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>3000.000000</td>\n",
-       "      <td>856.901546</td>\n",
-       "      <td>312.343947</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>2054.140036</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1110.130000</td>\n",
-       "      <td>577.405000</td>\n",
-       "      <td>468.637500</td>\n",
-       "      <td>1113.821139</td>\n",
-       "      <td>0.916667</td>\n",
-       "      <td>0.300000</td>\n",
-       "      <td>0.750000</td>\n",
-       "      <td>0.222222</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>17.000000</td>\n",
-       "      <td>6500.000000</td>\n",
-       "      <td>1901.134317</td>\n",
-       "      <td>825.485459</td>\n",
-       "      <td>0.142857</td>\n",
-       "      <td>12.000000</td>\n",
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-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>19043.138560</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>49039.570000</td>\n",
-       "      <td>40761.250000</td>\n",
-       "      <td>22500.000000</td>\n",
-       "      <td>47137.211760</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.500000</td>\n",
-       "      <td>123.000000</td>\n",
-       "      <td>358.000000</td>\n",
-       "      <td>30000.000000</td>\n",
-       "      <td>50721.483360</td>\n",
-       "      <td>76406.207520</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>12.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "            BALANCE  BALANCE_FREQUENCY     PURCHASES  ONEOFF_PURCHASES  \\\n",
-       "count   8950.000000        8950.000000   8950.000000       8950.000000   \n",
-       "mean    1564.474828           0.877271   1003.204834        592.437371   \n",
-       "std     2081.531879           0.236904   2136.634782       1659.887917   \n",
-       "min        0.000000           0.000000      0.000000          0.000000   \n",
-       "25%      128.281915           0.888889     39.635000          0.000000   \n",
-       "50%      873.385231           1.000000    361.280000         38.000000   \n",
-       "75%     2054.140036           1.000000   1110.130000        577.405000   \n",
-       "max    19043.138560           1.000000  49039.570000      40761.250000   \n",
-       "\n",
-       "       INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
-       "count             8950.000000   8950.000000          8950.000000   \n",
-       "mean               411.067645    978.871112             0.490351   \n",
-       "std                904.338115   2097.163877             0.401371   \n",
-       "min                  0.000000      0.000000             0.000000   \n",
-       "25%                  0.000000      0.000000             0.083333   \n",
-       "50%                 89.000000      0.000000             0.500000   \n",
-       "75%                468.637500   1113.821139             0.916667   \n",
-       "max              22500.000000  47137.211760             1.000000   \n",
-       "\n",
-       "       ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
-       "count                 8950.000000                       8950.000000   \n",
-       "mean                     0.202458                          0.364437   \n",
-       "std                      0.298336                          0.397448   \n",
-       "min                      0.000000                          0.000000   \n",
-       "25%                      0.000000                          0.000000   \n",
-       "50%                      0.083333                          0.166667   \n",
-       "75%                      0.300000                          0.750000   \n",
-       "max                      1.000000                          1.000000   \n",
-       "\n",
-       "       CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
-       "count             8950.000000       8950.000000    8950.000000   8949.000000   \n",
-       "mean                 0.135144          3.248827      14.709832   4494.449450   \n",
-       "std                  0.200121          6.824647      24.857649   3638.815725   \n",
-       "min                  0.000000          0.000000       0.000000     50.000000   \n",
-       "25%                  0.000000          0.000000       1.000000   1600.000000   \n",
-       "50%                  0.000000          0.000000       7.000000   3000.000000   \n",
-       "75%                  0.222222          4.000000      17.000000   6500.000000   \n",
-       "max                  1.500000        123.000000     358.000000  30000.000000   \n",
-       "\n",
-       "           PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT       TENURE  \n",
-       "count   8950.000000       8637.000000       8950.000000  8950.000000  \n",
-       "mean    1733.143852        864.206542          0.153715    11.517318  \n",
-       "std     2895.063757       2372.446607          0.292499     1.338331  \n",
-       "min        0.000000          0.019163          0.000000     6.000000  \n",
-       "25%      383.276166        169.123707          0.000000    12.000000  \n",
-       "50%      856.901546        312.343947          0.000000    12.000000  \n",
-       "75%     1901.134317        825.485459          0.142857    12.000000  \n",
-       "max    50721.483360      76406.207520          1.000000    12.000000  "
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.describe()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7ca04a59",
-   "metadata": {},
-   "source": [
-    "## checking the datatypes of different columns"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "db1b8506",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "CUST_ID                              object\n",
-       "BALANCE                             float64\n",
-       "BALANCE_FREQUENCY                   float64\n",
-       "PURCHASES                           float64\n",
-       "ONEOFF_PURCHASES                    float64\n",
-       "INSTALLMENTS_PURCHASES              float64\n",
-       "CASH_ADVANCE                        float64\n",
-       "PURCHASES_FREQUENCY                 float64\n",
-       "ONEOFF_PURCHASES_FREQUENCY          float64\n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY    float64\n",
-       "CASH_ADVANCE_FREQUENCY              float64\n",
-       "CASH_ADVANCE_TRX                      int64\n",
-       "PURCHASES_TRX                         int64\n",
-       "CREDIT_LIMIT                        float64\n",
-       "PAYMENTS                            float64\n",
-       "MINIMUM_PAYMENTS                    float64\n",
-       "PRC_FULL_PAYMENT                    float64\n",
-       "TENURE                                int64\n",
-       "dtype: object"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.dtypes"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "460593d4",
-   "metadata": {},
-   "source": [
-    "### Removing \"CUST_ID\" because non numerical columns are of no use to us"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "e0f755e4",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df=df.drop(['CUST_ID'],axis=1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "90a2d2f2",
-   "metadata": {},
-   "outputs": [
-    {
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-       "      <th>BALANCE</th>\n",
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-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>40.900749</td>\n",
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-       "      <td>95.40</td>\n",
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-       "      <td>0.166667</td>\n",
-       "      <td>0.000000</td>\n",
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-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>201.802084</td>\n",
-       "      <td>139.509787</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>3202.467416</td>\n",
-       "      <td>0.909091</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>6442.945483</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.250000</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>7000.0</td>\n",
-       "      <td>4103.032597</td>\n",
-       "      <td>1072.340217</td>\n",
-       "      <td>0.222222</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2495.148862</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>773.17</td>\n",
-       "      <td>773.17</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>12</td>\n",
-       "      <td>7500.0</td>\n",
-       "      <td>622.066742</td>\n",
-       "      <td>627.284787</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1666.670542</td>\n",
-       "      <td>0.636364</td>\n",
-       "      <td>1499.00</td>\n",
-       "      <td>1499.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>205.788017</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7500.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12</td>\n",
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-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>817.714335</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>16.00</td>\n",
-       "      <td>16.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1200.0</td>\n",
-       "      <td>678.334763</td>\n",
-       "      <td>244.791237</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
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-       "      <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>8945</th>\n",
-       "      <td>28.493517</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>291.12</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>291.12</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>325.594462</td>\n",
-       "      <td>48.886365</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8946</th>\n",
-       "      <td>19.183215</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>300.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>300.00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>275.861322</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8947</th>\n",
-       "      <td>23.398673</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>144.40</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>144.40</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>81.270775</td>\n",
-       "      <td>82.418369</td>\n",
-       "      <td>0.250000</td>\n",
-       "      <td>6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8948</th>\n",
-       "      <td>13.457564</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>36.558778</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.166667</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>500.0</td>\n",
-       "      <td>52.549959</td>\n",
-       "      <td>55.755628</td>\n",
-       "      <td>0.250000</td>\n",
-       "      <td>6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8949</th>\n",
-       "      <td>372.708075</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>1093.25</td>\n",
-       "      <td>1093.25</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>127.040008</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.333333</td>\n",
-       "      <td>2</td>\n",
-       "      <td>23</td>\n",
-       "      <td>1200.0</td>\n",
-       "      <td>63.165404</td>\n",
-       "      <td>88.288956</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>6</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8950 rows × 17 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "          BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
-       "0       40.900749           0.818182      95.40              0.00   \n",
-       "1     3202.467416           0.909091       0.00              0.00   \n",
-       "2     2495.148862           1.000000     773.17            773.17   \n",
-       "3     1666.670542           0.636364    1499.00           1499.00   \n",
-       "4      817.714335           1.000000      16.00             16.00   \n",
-       "...           ...                ...        ...               ...   \n",
-       "8945    28.493517           1.000000     291.12              0.00   \n",
-       "8946    19.183215           1.000000     300.00              0.00   \n",
-       "8947    23.398673           0.833333     144.40              0.00   \n",
-       "8948    13.457564           0.833333       0.00              0.00   \n",
-       "8949   372.708075           0.666667    1093.25           1093.25   \n",
-       "\n",
-       "      INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
-       "0                      95.40      0.000000             0.166667   \n",
-       "1                       0.00   6442.945483             0.000000   \n",
-       "2                       0.00      0.000000             1.000000   \n",
-       "3                       0.00    205.788017             0.083333   \n",
-       "4                       0.00      0.000000             0.083333   \n",
-       "...                      ...           ...                  ...   \n",
-       "8945                  291.12      0.000000             1.000000   \n",
-       "8946                  300.00      0.000000             1.000000   \n",
-       "8947                  144.40      0.000000             0.833333   \n",
-       "8948                    0.00     36.558778             0.000000   \n",
-       "8949                    0.00    127.040008             0.666667   \n",
-       "\n",
-       "      ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
-       "0                       0.000000                          0.083333   \n",
-       "1                       0.000000                          0.000000   \n",
-       "2                       1.000000                          0.000000   \n",
-       "3                       0.083333                          0.000000   \n",
-       "4                       0.083333                          0.000000   \n",
-       "...                          ...                               ...   \n",
-       "8945                    0.000000                          0.833333   \n",
-       "8946                    0.000000                          0.833333   \n",
-       "8947                    0.000000                          0.666667   \n",
-       "8948                    0.000000                          0.000000   \n",
-       "8949                    0.666667                          0.000000   \n",
-       "\n",
-       "      CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
-       "0                   0.000000                 0              2        1000.0   \n",
-       "1                   0.250000                 4              0        7000.0   \n",
-       "2                   0.000000                 0             12        7500.0   \n",
-       "3                   0.083333                 1              1        7500.0   \n",
-       "4                   0.000000                 0              1        1200.0   \n",
-       "...                      ...               ...            ...           ...   \n",
-       "8945                0.000000                 0              6        1000.0   \n",
-       "8946                0.000000                 0              6        1000.0   \n",
-       "8947                0.000000                 0              5        1000.0   \n",
-       "8948                0.166667                 2              0         500.0   \n",
-       "8949                0.333333                 2             23        1200.0   \n",
-       "\n",
-       "         PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
-       "0      201.802084        139.509787          0.000000      12  \n",
-       "1     4103.032597       1072.340217          0.222222      12  \n",
-       "2      622.066742        627.284787          0.000000      12  \n",
-       "3        0.000000               NaN          0.000000      12  \n",
-       "4      678.334763        244.791237          0.000000      12  \n",
-       "...           ...               ...               ...     ...  \n",
-       "8945   325.594462         48.886365          0.500000       6  \n",
-       "8946   275.861322               NaN          0.000000       6  \n",
-       "8947    81.270775         82.418369          0.250000       6  \n",
-       "8948    52.549959         55.755628          0.250000       6  \n",
-       "8949    63.165404         88.288956          0.000000       6  \n",
-       "\n",
-       "[8950 rows x 17 columns]"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "b28126b3",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "columns_name=df.columns.tolist()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "013d65b0",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "BALANCE                               0\n",
-       "BALANCE_FREQUENCY                     0\n",
-       "PURCHASES                             0\n",
-       "ONEOFF_PURCHASES                      0\n",
-       "INSTALLMENTS_PURCHASES                0\n",
-       "CASH_ADVANCE                          0\n",
-       "PURCHASES_FREQUENCY                   0\n",
-       "ONEOFF_PURCHASES_FREQUENCY            0\n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY      0\n",
-       "CASH_ADVANCE_FREQUENCY                0\n",
-       "CASH_ADVANCE_TRX                      0\n",
-       "PURCHASES_TRX                         0\n",
-       "CREDIT_LIMIT                          1\n",
-       "PAYMENTS                              0\n",
-       "MINIMUM_PAYMENTS                    313\n",
-       "PRC_FULL_PAYMENT                      0\n",
-       "TENURE                                0\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[columns_name].isnull().sum()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "a931dac1",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "column_means=df.mean()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "984ec252",
-   "metadata": {},
-   "source": [
-    "### Filling the NaN values with their respective column means"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "b7f9ac65",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df=df.fillna(column_means)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "486ca3f7",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "BALANCE                             0\n",
-       "BALANCE_FREQUENCY                   0\n",
-       "PURCHASES                           0\n",
-       "ONEOFF_PURCHASES                    0\n",
-       "INSTALLMENTS_PURCHASES              0\n",
-       "CASH_ADVANCE                        0\n",
-       "PURCHASES_FREQUENCY                 0\n",
-       "ONEOFF_PURCHASES_FREQUENCY          0\n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY    0\n",
-       "CASH_ADVANCE_FREQUENCY              0\n",
-       "CASH_ADVANCE_TRX                    0\n",
-       "PURCHASES_TRX                       0\n",
-       "CREDIT_LIMIT                        0\n",
-       "PAYMENTS                            0\n",
-       "MINIMUM_PAYMENTS                    0\n",
-       "PRC_FULL_PAYMENT                    0\n",
-       "TENURE                              0\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[columns_name].isnull().sum()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "95c342b4",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([<AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
-       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
-       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
-       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
-       "       <AxesSubplot:>], dtype=object)"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x2880 with 17 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df.plot.area(figsize = (20,40),subplots=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "02cfdc0c",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "BALANCE                              2.393386\n",
-       "BALANCE_FREQUENCY                   -2.023266\n",
-       "PURCHASES                            8.144269\n",
-       "ONEOFF_PURCHASES                    10.045083\n",
-       "INSTALLMENTS_PURCHASES               7.299120\n",
-       "CASH_ADVANCE                         5.166609\n",
-       "PURCHASES_FREQUENCY                  0.060164\n",
-       "ONEOFF_PURCHASES_FREQUENCY           1.535613\n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY     0.509201\n",
-       "CASH_ADVANCE_FREQUENCY               1.828686\n",
-       "CASH_ADVANCE_TRX                     5.721298\n",
-       "PURCHASES_TRX                        4.630655\n",
-       "CREDIT_LIMIT                         1.522549\n",
-       "PAYMENTS                             5.907620\n",
-       "MINIMUM_PAYMENTS                    13.867357\n",
-       "PRC_FULL_PAYMENT                     1.942820\n",
-       "TENURE                              -2.943017\n",
-       "dtype: float64"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.skew(axis=0)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7e069ef5",
-   "metadata": {},
-   "source": [
-    "### Removing the skewness using Square Root Method"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "da3fdce4",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "sqrt_skew = np.sqrt(df[columns_name])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "7df6f776",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "BALANCE                             0.829498\n",
-       "BALANCE_FREQUENCY                  -2.819495\n",
-       "PURCHASES                           1.730752\n",
-       "ONEOFF_PURCHASES                    2.129460\n",
-       "INSTALLMENTS_PURCHASES              1.546939\n",
-       "CASH_ADVANCE                        1.486159\n",
-       "PURCHASES_FREQUENCY                -0.421872\n",
-       "ONEOFF_PURCHASES_FREQUENCY          0.724607\n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY    0.130409\n",
-       "CASH_ADVANCE_FREQUENCY              0.706976\n",
-       "CASH_ADVANCE_TRX                    1.417779\n",
-       "PURCHASES_TRX                       1.185757\n",
-       "CREDIT_LIMIT                        0.680933\n",
-       "PAYMENTS                            1.951535\n",
-       "MINIMUM_PAYMENTS                    3.805340\n",
-       "PRC_FULL_PAYMENT                    1.297280\n",
-       "TENURE                             -3.064332\n",
-       "dtype: float64"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sqrt_skew.skew()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "4dc8855f",
-   "metadata": {
-    "scrolled": true
-   },
-   "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>BALANCE</th>\n",
-       "      <th>BALANCE_FREQUENCY</th>\n",
-       "      <th>PURCHASES</th>\n",
-       "      <th>ONEOFF_PURCHASES</th>\n",
-       "      <th>INSTALLMENTS_PURCHASES</th>\n",
-       "      <th>CASH_ADVANCE</th>\n",
-       "      <th>PURCHASES_FREQUENCY</th>\n",
-       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
-       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_TRX</th>\n",
-       "      <th>PURCHASES_TRX</th>\n",
-       "      <th>CREDIT_LIMIT</th>\n",
-       "      <th>PAYMENTS</th>\n",
-       "      <th>MINIMUM_PAYMENTS</th>\n",
-       "      <th>PRC_FULL_PAYMENT</th>\n",
-       "      <th>TENURE</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>6.395369</td>\n",
-       "      <td>0.904534</td>\n",
-       "      <td>9.767292</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>9.767292</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.408249</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.288675</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.414214</td>\n",
-       "      <td>31.622777</td>\n",
-       "      <td>14.205706</td>\n",
-       "      <td>11.811426</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.464102</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>56.590347</td>\n",
-       "      <td>0.953463</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>80.267961</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>83.666003</td>\n",
-       "      <td>64.054919</td>\n",
-       "      <td>32.746606</td>\n",
-       "      <td>0.471404</td>\n",
-       "      <td>3.464102</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>49.951465</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>27.805935</td>\n",
-       "      <td>27.805935</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.464102</td>\n",
-       "      <td>86.602540</td>\n",
-       "      <td>24.941266</td>\n",
-       "      <td>25.045654</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.464102</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>40.824877</td>\n",
-       "      <td>0.797724</td>\n",
-       "      <td>38.716921</td>\n",
-       "      <td>38.716921</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>14.345313</td>\n",
-       "      <td>0.288675</td>\n",
-       "      <td>0.288675</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.288675</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>86.602540</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>29.397390</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.464102</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>28.595705</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.288675</td>\n",
-       "      <td>0.288675</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>34.641016</td>\n",
-       "      <td>26.044861</td>\n",
-       "      <td>15.645806</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.464102</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",
-       "      <td>...</td>\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>8945</th>\n",
-       "      <td>5.337932</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>17.062239</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>17.062239</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.912871</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.449490</td>\n",
-       "      <td>31.622777</td>\n",
-       "      <td>18.044236</td>\n",
-       "      <td>6.991879</td>\n",
-       "      <td>0.707107</td>\n",
-       "      <td>2.449490</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8946</th>\n",
-       "      <td>4.379865</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>17.320508</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>17.320508</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.912871</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.449490</td>\n",
-       "      <td>31.622777</td>\n",
-       "      <td>16.609073</td>\n",
-       "      <td>29.397390</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.449490</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8947</th>\n",
-       "      <td>4.837217</td>\n",
-       "      <td>0.912871</td>\n",
-       "      <td>12.016655</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12.016655</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.912871</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.816497</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.236068</td>\n",
-       "      <td>31.622777</td>\n",
-       "      <td>9.015031</td>\n",
-       "      <td>9.078456</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>2.449490</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8948</th>\n",
-       "      <td>3.668455</td>\n",
-       "      <td>0.912871</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>6.046386</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.408249</td>\n",
-       "      <td>1.414214</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>22.360680</td>\n",
-       "      <td>7.249135</td>\n",
-       "      <td>7.466969</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>2.449490</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8949</th>\n",
-       "      <td>19.305649</td>\n",
-       "      <td>0.816497</td>\n",
-       "      <td>33.064331</td>\n",
-       "      <td>33.064331</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>11.271203</td>\n",
-       "      <td>0.816497</td>\n",
-       "      <td>0.816497</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.577350</td>\n",
-       "      <td>1.414214</td>\n",
-       "      <td>4.795832</td>\n",
-       "      <td>34.641016</td>\n",
-       "      <td>7.947667</td>\n",
-       "      <td>9.396220</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.449490</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8950 rows × 17 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
-       "0      6.395369           0.904534   9.767292          0.000000   \n",
-       "1     56.590347           0.953463   0.000000          0.000000   \n",
-       "2     49.951465           1.000000  27.805935         27.805935   \n",
-       "3     40.824877           0.797724  38.716921         38.716921   \n",
-       "4     28.595705           1.000000   4.000000          4.000000   \n",
-       "...         ...                ...        ...               ...   \n",
-       "8945   5.337932           1.000000  17.062239          0.000000   \n",
-       "8946   4.379865           1.000000  17.320508          0.000000   \n",
-       "8947   4.837217           0.912871  12.016655          0.000000   \n",
-       "8948   3.668455           0.912871   0.000000          0.000000   \n",
-       "8949  19.305649           0.816497  33.064331         33.064331   \n",
-       "\n",
-       "      INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
-       "0                   9.767292      0.000000             0.408249   \n",
-       "1                   0.000000     80.267961             0.000000   \n",
-       "2                   0.000000      0.000000             1.000000   \n",
-       "3                   0.000000     14.345313             0.288675   \n",
-       "4                   0.000000      0.000000             0.288675   \n",
-       "...                      ...           ...                  ...   \n",
-       "8945               17.062239      0.000000             1.000000   \n",
-       "8946               17.320508      0.000000             1.000000   \n",
-       "8947               12.016655      0.000000             0.912871   \n",
-       "8948                0.000000      6.046386             0.000000   \n",
-       "8949                0.000000     11.271203             0.816497   \n",
-       "\n",
-       "      ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
-       "0                       0.000000                          0.288675   \n",
-       "1                       0.000000                          0.000000   \n",
-       "2                       1.000000                          0.000000   \n",
-       "3                       0.288675                          0.000000   \n",
-       "4                       0.288675                          0.000000   \n",
-       "...                          ...                               ...   \n",
-       "8945                    0.000000                          0.912871   \n",
-       "8946                    0.000000                          0.912871   \n",
-       "8947                    0.000000                          0.816497   \n",
-       "8948                    0.000000                          0.000000   \n",
-       "8949                    0.816497                          0.000000   \n",
-       "\n",
-       "      CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
-       "0                   0.000000          0.000000       1.414214     31.622777   \n",
-       "1                   0.500000          2.000000       0.000000     83.666003   \n",
-       "2                   0.000000          0.000000       3.464102     86.602540   \n",
-       "3                   0.288675          1.000000       1.000000     86.602540   \n",
-       "4                   0.000000          0.000000       1.000000     34.641016   \n",
-       "...                      ...               ...            ...           ...   \n",
-       "8945                0.000000          0.000000       2.449490     31.622777   \n",
-       "8946                0.000000          0.000000       2.449490     31.622777   \n",
-       "8947                0.000000          0.000000       2.236068     31.622777   \n",
-       "8948                0.408249          1.414214       0.000000     22.360680   \n",
-       "8949                0.577350          1.414214       4.795832     34.641016   \n",
-       "\n",
-       "       PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT    TENURE  \n",
-       "0     14.205706         11.811426          0.000000  3.464102  \n",
-       "1     64.054919         32.746606          0.471404  3.464102  \n",
-       "2     24.941266         25.045654          0.000000  3.464102  \n",
-       "3      0.000000         29.397390          0.000000  3.464102  \n",
-       "4     26.044861         15.645806          0.000000  3.464102  \n",
-       "...         ...               ...               ...       ...  \n",
-       "8945  18.044236          6.991879          0.707107  2.449490  \n",
-       "8946  16.609073         29.397390          0.000000  2.449490  \n",
-       "8947   9.015031          9.078456          0.500000  2.449490  \n",
-       "8948   7.249135          7.466969          0.500000  2.449490  \n",
-       "8949   7.947667          9.396220          0.000000  2.449490  \n",
-       "\n",
-       "[8950 rows x 17 columns]"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sqrt_skew"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "65211894",
-   "metadata": {
-    "scrolled": true
-   },
-   "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",
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-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>BALANCE</th>\n",
-       "      <th>BALANCE_FREQUENCY</th>\n",
-       "      <th>PURCHASES</th>\n",
-       "      <th>ONEOFF_PURCHASES</th>\n",
-       "      <th>INSTALLMENTS_PURCHASES</th>\n",
-       "      <th>CASH_ADVANCE</th>\n",
-       "      <th>PURCHASES_FREQUENCY</th>\n",
-       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
-       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_TRX</th>\n",
-       "      <th>PURCHASES_TRX</th>\n",
-       "      <th>CREDIT_LIMIT</th>\n",
-       "      <th>PAYMENTS</th>\n",
-       "      <th>MINIMUM_PAYMENTS</th>\n",
-       "      <th>PRC_FULL_PAYMENT</th>\n",
-       "      <th>TENURE</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>31.780551</td>\n",
-       "      <td>0.921054</td>\n",
-       "      <td>22.855845</td>\n",
-       "      <td>14.278686</td>\n",
-       "      <td>13.021440</td>\n",
-       "      <td>18.494035</td>\n",
-       "      <td>0.584054</td>\n",
-       "      <td>0.297600</td>\n",
-       "      <td>0.435160</td>\n",
-       "      <td>0.239918</td>\n",
-       "      <td>1.102261</td>\n",
-       "      <td>2.879521</td>\n",
-       "      <td>62.139544</td>\n",
-       "      <td>34.645065</td>\n",
-       "      <td>23.557147</td>\n",
-       "      <td>0.210447</td>\n",
-       "      <td>3.386634</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>23.548531</td>\n",
-       "      <td>0.170098</td>\n",
-       "      <td>21.928723</td>\n",
-       "      <td>19.712937</td>\n",
-       "      <td>15.541452</td>\n",
-       "      <td>25.237134</td>\n",
-       "      <td>0.386326</td>\n",
-       "      <td>0.337498</td>\n",
-       "      <td>0.418441</td>\n",
-       "      <td>0.278554</td>\n",
-       "      <td>1.426210</td>\n",
-       "      <td>2.533557</td>\n",
-       "      <td>25.163411</td>\n",
-       "      <td>23.085123</td>\n",
-       "      <td>17.586981</td>\n",
-       "      <td>0.330816</td>\n",
-       "      <td>0.219169</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>7.071068</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.138430</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.449490</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>11.326160</td>\n",
-       "      <td>0.942809</td>\n",
-       "      <td>6.295629</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.288675</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>40.000000</td>\n",
-       "      <td>19.577440</td>\n",
-       "      <td>13.071253</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.464102</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>29.553091</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>19.007366</td>\n",
-       "      <td>6.164414</td>\n",
-       "      <td>9.433981</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.707107</td>\n",
-       "      <td>0.288675</td>\n",
-       "      <td>0.408249</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.645751</td>\n",
-       "      <td>54.772256</td>\n",
-       "      <td>29.272881</td>\n",
-       "      <td>18.320161</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.464102</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>45.322621</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>33.318613</td>\n",
-       "      <td>24.029248</td>\n",
-       "      <td>21.648037</td>\n",
-       "      <td>33.373959</td>\n",
-       "      <td>0.957427</td>\n",
-       "      <td>0.547723</td>\n",
-       "      <td>0.866025</td>\n",
-       "      <td>0.471404</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>4.123106</td>\n",
-       "      <td>80.622577</td>\n",
-       "      <td>43.601999</td>\n",
-       "      <td>29.397390</td>\n",
-       "      <td>0.377964</td>\n",
-       "      <td>3.464102</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>137.996879</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>221.448798</td>\n",
-       "      <td>201.894155</td>\n",
-       "      <td>150.000000</td>\n",
-       "      <td>217.111059</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.224745</td>\n",
-       "      <td>11.090537</td>\n",
-       "      <td>18.920888</td>\n",
-       "      <td>173.205081</td>\n",
-       "      <td>225.214305</td>\n",
-       "      <td>276.416728</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>3.464102</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           BALANCE  BALANCE_FREQUENCY    PURCHASES  ONEOFF_PURCHASES  \\\n",
-       "count  8950.000000        8950.000000  8950.000000       8950.000000   \n",
-       "mean     31.780551           0.921054    22.855845         14.278686   \n",
-       "std      23.548531           0.170098    21.928723         19.712937   \n",
-       "min       0.000000           0.000000     0.000000          0.000000   \n",
-       "25%      11.326160           0.942809     6.295629          0.000000   \n",
-       "50%      29.553091           1.000000    19.007366          6.164414   \n",
-       "75%      45.322621           1.000000    33.318613         24.029248   \n",
-       "max     137.996879           1.000000   221.448798        201.894155   \n",
-       "\n",
-       "       INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
-       "count             8950.000000   8950.000000          8950.000000   \n",
-       "mean                13.021440     18.494035             0.584054   \n",
-       "std                 15.541452     25.237134             0.386326   \n",
-       "min                  0.000000      0.000000             0.000000   \n",
-       "25%                  0.000000      0.000000             0.288675   \n",
-       "50%                  9.433981      0.000000             0.707107   \n",
-       "75%                 21.648037     33.373959             0.957427   \n",
-       "max                150.000000    217.111059             1.000000   \n",
-       "\n",
-       "       ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
-       "count                 8950.000000                       8950.000000   \n",
-       "mean                     0.297600                          0.435160   \n",
-       "std                      0.337498                          0.418441   \n",
-       "min                      0.000000                          0.000000   \n",
-       "25%                      0.000000                          0.000000   \n",
-       "50%                      0.288675                          0.408249   \n",
-       "75%                      0.547723                          0.866025   \n",
-       "max                      1.000000                          1.000000   \n",
-       "\n",
-       "       CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
-       "count             8950.000000       8950.000000    8950.000000   8950.000000   \n",
-       "mean                 0.239918          1.102261       2.879521     62.139544   \n",
-       "std                  0.278554          1.426210       2.533557     25.163411   \n",
-       "min                  0.000000          0.000000       0.000000      7.071068   \n",
-       "25%                  0.000000          0.000000       1.000000     40.000000   \n",
-       "50%                  0.000000          0.000000       2.645751     54.772256   \n",
-       "75%                  0.471404          2.000000       4.123106     80.622577   \n",
-       "max                  1.224745         11.090537      18.920888    173.205081   \n",
-       "\n",
-       "          PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT       TENURE  \n",
-       "count  8950.000000       8950.000000       8950.000000  8950.000000  \n",
-       "mean     34.645065         23.557147          0.210447     3.386634  \n",
-       "std      23.085123         17.586981          0.330816     0.219169  \n",
-       "min       0.000000          0.138430          0.000000     2.449490  \n",
-       "25%      19.577440         13.071253          0.000000     3.464102  \n",
-       "50%      29.272881         18.320161          0.000000     3.464102  \n",
-       "75%      43.601999         29.397390          0.377964     3.464102  \n",
-       "max     225.214305        276.416728          1.000000     3.464102  "
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sqrt_skew.describe()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "ce81d3e8",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([<AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
-       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
-       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
-       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
-       "       <AxesSubplot:>], dtype=object)"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x2880 with 17 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sqrt_skew.plot.area(figsize = (20,40), subplots = True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "f415ad90",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Correlation between different features')"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1224x1224 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "correlation = sqrt_skew.corr()\n",
-    "plt.figure(figsize=(17,17))\n",
-    "sns.heatmap(correlation, vmax=1, square=True,annot=True,cmap='cubehelix')\n",
-    "\n",
-    "plt.title('Correlation between different features')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "c98bf417",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from sklearn.preprocessing import StandardScaler\n",
-    "X_std = StandardScaler().fit_transform(sqrt_skew)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "d6266f8f",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[-1.0780545 , -0.09712559, -0.59690132, ..., -0.66790184,\n",
-       "        -0.63618182,  0.35348056],\n",
-       "       [ 1.05361908,  0.19053935, -1.0423371 , ...,  0.52254404,\n",
-       "         0.78887411,  0.35348056],\n",
-       "       [ 0.77167992,  0.46414608,  0.22574803, ...,  0.08464159,\n",
-       "        -0.63618182,  0.35348056],\n",
-       "       ...,\n",
-       "       [-1.14422589, -0.04811222, -0.49431949, ..., -0.82330785,\n",
-       "         0.87531901, -4.27612743],\n",
-       "       [-1.19386072, -0.04811222, -1.0423371 , ..., -0.91494252,\n",
-       "         0.87531901, -4.27612743],\n",
-       "       [-0.52978249, -0.61472285,  0.46555636, ..., -0.8052387 ,\n",
-       "        -0.63618182, -4.27612743]])"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "X_std"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "153af0c7",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Cumulative explained variance')"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from sklearn.decomposition import PCA\n",
-    "pca = PCA().fit(X_std)\n",
-    "plt.plot(np.cumsum(pca.explained_variance_ratio_))\n",
-    "plt.xlim(0,8,1)\n",
-    "plt.xlabel('Number of components')\n",
-    "plt.ylabel('Cumulative explained variance')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8f2d6a01",
-   "metadata": {},
-   "source": [
-    "### Took 7 components because variance>90 percent for 7 components"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "id": "e7fdf705",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from sklearn.decomposition import PCA \n",
-    "sklearn_pca = PCA(n_components=7)\n",
-    "Y_sklearn = sklearn_pca.fit_transform(X_std)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "id": "5e0fb10d",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[-0.88512191 -2.48301693  0.23090242 ...  0.04336989 -0.38202562\n",
-      "  -0.35720617]\n",
-      " [-3.00034342  2.01508943 -0.16533426 ...  1.67093843 -0.28801526\n",
-      "   0.94274938]\n",
-      " [ 1.19172624  0.38517395 -1.92678896 ... -0.55010278 -0.23006842\n",
-      "   0.52287556]\n",
-      " ...\n",
-      " [ 0.10596162 -3.06675754  1.18931984 ... -2.96585047  1.26333337\n",
-      "   1.97973232]\n",
-      " [-2.84716017 -2.51797947 -0.29519488 ... -2.99036079  0.69668999\n",
-      "   1.77427724]\n",
-      " [-0.16460436 -0.5243077  -1.64424995 ... -4.69253162  1.53231934\n",
-      "   0.09281539]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(Y_sklearn)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "id": "6e3fe3f7",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(8950, 7)"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "Y_sklearn.shape"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ea1d2b11",
-   "metadata": {},
-   "source": [
-    "### Clustering Starts"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "id": "66470867",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "datafr= pd.DataFrame(Y_sklearn , columns = ['PC1','PC2','PC3','PC4','PC5','PC6','PC7'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "id": "a1afd30b",
-   "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>PC1</th>\n",
-       "      <th>PC2</th>\n",
-       "      <th>PC3</th>\n",
-       "      <th>PC4</th>\n",
-       "      <th>PC5</th>\n",
-       "      <th>PC6</th>\n",
-       "      <th>PC7</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>-0.885122</td>\n",
-       "      <td>-2.483017</td>\n",
-       "      <td>0.230902</td>\n",
-       "      <td>0.807129</td>\n",
-       "      <td>0.043370</td>\n",
-       "      <td>-0.382026</td>\n",
-       "      <td>-0.357206</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>-3.000343</td>\n",
-       "      <td>2.015089</td>\n",
-       "      <td>-0.165334</td>\n",
-       "      <td>-1.087171</td>\n",
-       "      <td>1.670938</td>\n",
-       "      <td>-0.288015</td>\n",
-       "      <td>0.942749</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>1.191726</td>\n",
-       "      <td>0.385174</td>\n",
-       "      <td>-1.926789</td>\n",
-       "      <td>1.859338</td>\n",
-       "      <td>-0.550103</td>\n",
-       "      <td>-0.230068</td>\n",
-       "      <td>0.522876</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>-0.794805</td>\n",
-       "      <td>0.218433</td>\n",
-       "      <td>-1.661542</td>\n",
-       "      <td>1.195618</td>\n",
-       "      <td>0.058950</td>\n",
-       "      <td>0.798510</td>\n",
-       "      <td>-0.086756</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>-1.265058</td>\n",
-       "      <td>-1.593317</td>\n",
-       "      <td>-0.689436</td>\n",
-       "      <td>1.339644</td>\n",
-       "      <td>-0.114019</td>\n",
-       "      <td>-0.837737</td>\n",
-       "      <td>0.231600</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",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8945</th>\n",
-       "      <td>0.668484</td>\n",
-       "      <td>-2.871696</td>\n",
-       "      <td>1.452469</td>\n",
-       "      <td>-2.236975</td>\n",
-       "      <td>-2.854943</td>\n",
-       "      <td>0.766981</td>\n",
-       "      <td>2.343375</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8946</th>\n",
-       "      <td>0.262604</td>\n",
-       "      <td>-2.240280</td>\n",
-       "      <td>1.844972</td>\n",
-       "      <td>-0.568118</td>\n",
-       "      <td>-3.339266</td>\n",
-       "      <td>1.706628</td>\n",
-       "      <td>1.774529</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8947</th>\n",
-       "      <td>0.105962</td>\n",
-       "      <td>-3.066758</td>\n",
-       "      <td>1.189320</td>\n",
-       "      <td>-1.775107</td>\n",
-       "      <td>-2.965850</td>\n",
-       "      <td>1.263333</td>\n",
-       "      <td>1.979732</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8948</th>\n",
-       "      <td>-2.847160</td>\n",
-       "      <td>-2.517979</td>\n",
-       "      <td>-0.295195</td>\n",
-       "      <td>-2.148352</td>\n",
-       "      <td>-2.990361</td>\n",
-       "      <td>0.696690</td>\n",
-       "      <td>1.774277</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8949</th>\n",
-       "      <td>-0.164604</td>\n",
-       "      <td>-0.524308</td>\n",
-       "      <td>-1.644250</td>\n",
-       "      <td>-1.315554</td>\n",
-       "      <td>-4.692532</td>\n",
-       "      <td>1.532319</td>\n",
-       "      <td>0.092815</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8950 rows × 7 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           PC1       PC2       PC3       PC4       PC5       PC6       PC7\n",
-       "0    -0.885122 -2.483017  0.230902  0.807129  0.043370 -0.382026 -0.357206\n",
-       "1    -3.000343  2.015089 -0.165334 -1.087171  1.670938 -0.288015  0.942749\n",
-       "2     1.191726  0.385174 -1.926789  1.859338 -0.550103 -0.230068  0.522876\n",
-       "3    -0.794805  0.218433 -1.661542  1.195618  0.058950  0.798510 -0.086756\n",
-       "4    -1.265058 -1.593317 -0.689436  1.339644 -0.114019 -0.837737  0.231600\n",
-       "...        ...       ...       ...       ...       ...       ...       ...\n",
-       "8945  0.668484 -2.871696  1.452469 -2.236975 -2.854943  0.766981  2.343375\n",
-       "8946  0.262604 -2.240280  1.844972 -0.568118 -3.339266  1.706628  1.774529\n",
-       "8947  0.105962 -3.066758  1.189320 -1.775107 -2.965850  1.263333  1.979732\n",
-       "8948 -2.847160 -2.517979 -0.295195 -2.148352 -2.990361  0.696690  1.774277\n",
-       "8949 -0.164604 -0.524308 -1.644250 -1.315554 -4.692532  1.532319  0.092815\n",
-       "\n",
-       "[8950 rows x 7 columns]"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "datafr"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "d6200585",
-   "metadata": {},
-   "source": [
-    "### Finding out the error and plotting it"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "id": "097c0a48",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from sklearn.cluster import KMeans\n",
-    "wcss = []\n",
-    "m= range(1,11)\n",
-    "for i in m:\n",
-    "    kmeans = KMeans(n_clusters = i, init = 'k-means++',random_state = 42)\n",
-    "    kmeans.fit(datafr)\n",
-    "    wcss.append(kmeans.inertia_)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "dc48e954",
-   "metadata": {},
-   "source": [
-    "### took k=3 using elbow method"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "id": "ee59478c",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(m,wcss,'bx-')\n",
-    "plt.plot(range(1,11), wcss)\n",
-    "plt.xlabel('PC')\n",
-    "plt.ylabel('Inertia')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "id": "ebd69f6f",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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paqdC9XWdtOOm/AHPGUAQBTt+w7jjqLjdLdD+Xj+XyQJuuwlaFOv0wWmM7xjv3N/pei+Br883zLUUEbz9urd3uNKcXHZRXB72OXT6fkH66EeZnbn1qAnblypIr5ug7jcahXAYrQNQ1SdUdURVL1PVT6jqr5I6Vrd515iH9b5fzuLI7x/xzX12O15ppbPNLVVKnoEnx0BwG81Bv9gWjBgoYHC0sx1CYaCA2j21jhz6UKPiNjlDGy0blz51zQrTvh5Bm73hHHD6odOeu4TxQetZxcyhmUCB5G4K3IKc53biLnxKo0VCnoq1ksT0DCA1ggamfAPBdUDfXFwty2167XY8WSYd/urCQAEb9m5YeJ/biEaWiauryMZ+0KMEtJ2wH9wLP3Bhh2ynHzrtPKIOQbMSjWy05uEbDI9iXKb2WV1KZw7NOF4TV7eLC7PPzQYe7doyhx3dRpk9JLH6VtIdSHtlxbCskxsDENSvGvahdrvp3JTv/Mw8avfUXB9ut140HTL5+K2dvocsFRTOL1iulQC+9fK6cotcza6aiZ0TmH+jC82P1qwXrwyeIIgICpXGdyu2zob8ms650kgzbY6VNBt8+3w41ig40Jzi6afcoyrQKG3Bs1xt3M7CuXN5vtxkprvImdwYgKAjo7APNbCY+9x8g7lmgvi01Xe6UR1Hrz5+a/t7NK9xWzi/sBCsbVn7drkA59BS3dusNHyzicIii7EUwHkBlbDoWYWgdXZlB7eP7ToW3bi4LAbTbhjbg9f103XoXGu1tFOKZ5BgeLPC8lNkUWYPWV5MqJkgWXpOMkddNyIP5KYbqF8qWccD/Hq9Y21cN4qVcPu3j769RuZe6Y0dH9vWkiHozMFud9Hs6qhsq1j/e2TJRGWrbl34O3SVcxYIkB7akVW1BKjdVXPPkGnKBPJqSeIURO7Wv94raZZ+94qbzP1Y2RuWLFYCp0JzRaUsE5QqpY7AVHtAaX5mPrgyXwJgFsH3BzqUqZ7VxdmGw4gz8Mee1ZbKz6Azh/qZOqb2T7Uo/5MHTi4+NHGOEYoIVLmbOI2ZmFs1tRdB0kM7ZkjnFkflTvgFw+1r1G21r1Old6/0tY+6dkQvubjSpq9dQE5phU4VlZGzT+Ce222KlhL6MCPr+cX3BKmDiMw8MH7jOMZvGEd5XRkyIAtB9W7wKqbrQICtc1utkfoN4577yRJxdY3ZBC0s83q9uLLYsp8jLl8tqCLzc4VkTeG343ruKkXPkXyvuLhM0NczgKD9UboZCcy9kh3lDwAoYGF0F5mkvYJNQdU4lD8KwAWbL4C4rd/YRnlteTEt1Au14ib2yLhUKUGWCcZvHF8YPTulI3otIzm0Z6hzyU0A9dfrCzMjV8UUIN3Vi276BWVh3Qmvczdxy4SrfHnq7ROWvjYAQad+3YwEisujL5aeCHa9Qq/51buhDrx6/6udM7GlnbvaD37QWd/8zDyG9gyhdncN9bfq1gyjKe98YueEs5utzQjYx61ur6J0QefEu9l956aw3OoxgiqyqK6QrOTce527qX1TrvL1iovLBH3tAgo69Qub+tnM/JvdpUKSBDnbuak+W/d2+zgw/tlGrYNDJbMrjR5LsydmO9JS3WaNtiL2yuRxqscIqsiiukLSzrn3ynRynXEHzNYirfS1AQiaE93+wIVKdUzKXdJW2JQIEZqWpUGxUsT8r+aTkS2KvY5wHewWGU4+9+LKonPjvyZF7KawulFkUWoEgHSDqH5xijAFjgzy+tPXLqAwU7/q9sUlAre8vAW1u2pWD3YDFCvFZI9fAAZvHkThbdm7/IWBAqrXubc0SBJZGj4jyA03N1P9TB0C6TiWXSeQJFFdIXGut+uHX5zCbW2MtOTrN/p6BgBEHzE1F/iEKQoLTfsovGB11rQbuiVy3Dpiz/QpVUqYe3Wuq7YQxUoRG/duxMSuifgEC8FCLUZQ3OojGgrJq4NrO2nV40R5HqLOHKLgN9twco/ZactpyNdvZG8ImDGq26uBs0vCIsulc6RbX2xClugUNmZ9MzfTnfIHgPnX5vHiXS8mZ2z9jh/muEVgxYdWOL+m8Gz858g5Kz32wVUPBmo0GHdGjtdnphlEDTLbaJ6tbz6+GRtv28ggb0R8K4FF5AIAq1X1F23bL1PVJ5MUrp2kF4RxwjdXPCpePv6ilaf+wKoHwivDjPr1+wm74tRzbV9YMxp9SyPXmIRd+xeI1kAuS5XAWZKln4hUCSwi1wE4AuA7IvKMiPzzppe/Fq+I2SSRNVXFal7myrz1INRfj6A4gr4lmUlNMHp13tk2uvSboc2/Mt8yMg2LU46+m4/82K5jOHLTkZZUyCM3HQk0O0h7PWEvmLKZLn5z1D8G8F5VfVFErgBwt4h8SVXvhVkVkhpxu2EKAwWoqHcBVNF6KEO1lwiLqRZQS9C1q6gbBm8e7FzfOECvo+alN23F6JeRUl5bbvG5R+l7NHtiFocLh30XFHKMK5xVHNt1zFd5Zq1VAlM208NvLFZU1RcBQFX/EcAHAfxHEflDxKRCRKQoIj8Vke/H8XlxE3cmwZoda3yrXwdHB/s2hU3EIe4RlQgzianbp1B/q47iecWFEebgzs4Cq2ZkqWDutbmOQqPKtorr+5yCkEEW9XFEW1NIwxCkTUmaWT4kW/jdja+LyK/Z/zSMwVYA1wL4jZhk2AUgASd7PER+aF2YvjtgwK5X3SQ+xDWrkeUCKUWchCow/8Y8BncOOgYRi5ViS9PAwvmFjniN3ZxtzY411vuAhVYN7Y0G7eDq5O7J1v1DYqeQOlUDB8Et0FvZVnHc3217GmSh9UQe8AwCi8hvAnhTVZ9t274EwHWqerCrg4tcDOAAgD0A/r2qfsxrfxNBYAB44sNP4NX7X039uMQZWSoonl/svglfI9jeTqjU34b7qH1tZPtz3AKafgFkT7HPK1oV6Gp9h8HRQUx/a9pR3mKliCtfvjKSLKbaJTMQHD9R20G/CcDpjF8B4JEY5PpLAF+Eh1NAREZFZExExk6dOhXDIcPz6uFXjRyXOCDA8J3D8TThawTbF0abchiH5TDGbxgPnn3VtlpY80jVK7jazcxy/o35RQfsPHDywEmreK69UdoSLCwA5CVL1mIAWQpK9zt+d+BfAnjNYftrjdciIyIfA/CSqj7mtZ+q7m8sHD+yevXqbg4ZHbb7iUYCaQKllaWFlgBxMP7p8cXsmS5pV1JeirUl2yWG484cmkHtrlpL9kztrsW2516yhIkBpOGayZpB6mf8DEBVVZ9q39jYtr7LY38AwMdF5DiAbwD4kIjc0+VnJkPGGn72DAlkGtkj/9iqPOvxxSUAayZgK0jXp0ux0K47ru9hG5XmAqlmd4mXkg/aLtmpK+j4DeN4YNUDsRoCBqXTw88ArPB4bVk3B1bVL6nqxaq6HsD1AH6sqjd085lJsaTq0IScmEGBw2IFVKOs5pU4ggUF6TVzbFmvOAb8qo69lHzQ3Hu3FtrzM/Oxtodm//708DMAYyLyb9s3isi/AeDpuukXJm6ZwLmppNty5gspd6+4FxaTydLszK2ewE3Gc8HSNIMw99qcpwK2lXxzg8HCsgJOP3R6YclUAKjdXeuYPdh4uWDi9NGzGCw9/LKAqgDuhdVZ3Vb4I7CW2vikqp5MXMImTGQBHS4dZgyAdEeAQrM48Mvaccquacet/USgrCUBtta3hhWbpIBbFpDnvFFVpwH8toh8EMCljc3/V1V/nICMmaB9MQoqfxIYF0Ufpod9N7RXDQd14TTTvpBKEKNhE7ZIrRmvRWBIcvj1AnqbiHwBwL+CNQu4vd+Vf8f6roQERTuLsmzfdamSUuf1puDsYWnN1AmaRdO8X9ClMwFE7pqblSUn84hfDOAALJfPUwA+CuDPE5fIIGFudkKcaPZdNy8ir4aaLzUr06BZNM37hUm9jFqbwbx/c/gZgEtU9QZV/QqA3wPwOynIZAzmGZOukMVe9e2LyJta4wAIX3zW3AIiTOpl1DRN5v2bw+9uWEh/UdV40hUyDPOMSTfIgCwUSB3bdSyx2WRhoBC6V1RH8ZnANTtp5tDMwt9ORkOWSkfVsVeapl/xGPP+zeF3G/2miLzW+HkdwGX23yLiVCHc08Td+I3kC31TF3zYcaV3diBWR9mwHVXtOoHmYjG3z2geeTulZA7fOdxSdVysFFFYVsD4jeMdCj6If595/+bwXREsS6SRBtqejVDZVsHMoRkGhElmsNtHRLknm5vWPbjqQUdDFaYJnF/jNrc1ENqPwSygZHFLA6UBCEhiS0MSEhaxCraCpme2UxgoYM2ONZi6Y6qjzbUsFQzfOeypfJuVNQpwTJW2FfzhwmHnGgjWDKRK1G6gpEF1e5Vni4Qm6nKQnp/ZWGmspZlciGPUz9QxdXun8geAwvkFX+Xf7NJxq5Ox3Uj072cbqrQQrPjgCtMikB7D9rfH0fUTAFBYbCC34M/XrRjcORiLoZl/xTtbKWiqdHG5FWGmfz/b0ACE4K1n3zItAuklBAuZL5VtFSt7plvqwMSuiZaMmumD0zh54GQs7SbcRuZ2Jk/QuMP8G/OYuGWCfX0yDmMAIXD1ZxIShAR6AhUGCigsK8SSdeS26laYdhAtuKy4RtInUi8gEizgRUggEhg81M/UfRVzqVJC8byi7+i9ufq22QhErpDns5J56ALyIGjAi5CsUhgoYMPeDYFrXOw+Qg+uejB0D6EOstSqmzhCA+DC9MFpjO8YZ28gknlkuTgq91KltODSCTuKn5uZw/iNVkM5Vy3hE9IYHB0MfDxiBhoAB6YPTuPITUc44ieZonhe0XFUrWcVa3asaV0P+J4atry8xXdNYE+aFp5vpzBQwIoPrXA2AgIM3jyIjbdtDH9MkirGDICIvEtE/kFEfi4iz4jILlOytHNs17FY14klpGsEQBnOg5JzVv8euwkdAKsddOnwQkvobnr1L1BASybPW8++5br+AZV/b2AyCDwH4I9U9XEROR/AYyJyn6r+3KBMlmBJ9XEhJCo+HUVnn5vtzNZp7D57YjaeYrQ6sFW3LvxrLyPpJAvpDYzNAFT1RVV9vPH36wDGAbzTlDyE9DLltWVvP38CE1pW+fY+mYgBiMh6AL8F4FGH10ZFZExExk6dOpWKPM0LZxPSC8yemE28YWH7c8Eq397HuAEQkfMAfAfAF1S1o8W0qu5X1RFVHVm9enUqMm3cu7Gj3zkhuWZJ47loglW+vY/RQjARWQJL+R9U1b8zKUsz9g08vmOcmUAk9zS3kG6nur1Khd/DmMwCEgBfBTCuqn9hSg43qturoRfdIKTfsNs6U8n3JyZdQB8AcCOAD4nIE42fbQbl6YDBLJIHCgMFDN48SH9+DjGZBfSgqoqqXqaqlzd+DpmSxwkuEUl6loC3re2333jbRvrzcwibwXlg3/yTuye5JCTpLYK4LwUtyzLSn58/OLz1wV50I7YFPQjJCLFUB5OehgYgIHQHkX5D4l6rkvQcdAEFZCE1lAvDkz5h7hW2PMk7HNKGgP5R0k8wy43QAITAXiCDkF6HKZ4EoAEIzMIaAYT0OEzxJDaMAQRkcvck1wggPY9d2UsIwBlAYFgHQHodun1IOzQAQeGZIj1G8bwiK3uJJ3QBBYWN4UiPMf/mPK58/UrTYpAMw3EtIX0K0zyJHzQAASlVOFki2aNYKTquYEd/PwkCDUBANuzdAFnK0nmSHWSpYOPejbjy5StRu6dGfz8JDYe1Aalur+L0Q6cxtW8qkQW2CQlFARi+c3hBybOTJ4kCZwAhmDk0Q+VPMkHtb2pU+KRrjBoAEblGRI6KyLMicqtJWYIw+xxrAYh5SpUSlT+JBZNrAhcB/DWAjwK4BMCnROQSU/IEgVkVxDSFgQI27N1gWgzSJ5icAVwB4FlVnVTVswC+AeBag/L4wjUBiGkY3CVxYlKbvRPAL5v+f76xLbNUt1exaf8mgAspEQOsuHoFlT+JlcxnAYnIKIBRAFi7dq0xOaYPTltrAz83i9LKEuZ+NcfqYJIayy5Zhst/dLlpMUifYXIG8AKAdzX9f3FjWwuqul9VR1R1ZPXq1akJ18z0wWkcHT1qNYRTYG5mDlxNj6RCEajdU8P7nnmfaUlIH2LSAPwTgA0i8m4RWQrgegDfMyiPK5O7J1E/0zbcnzcjC+lPpCTAktZthYECageY7kmSw5gBUNU5AJ8H8PcAxgF8S1WfMSWPF0z/JElSqpQw/LVh1O5iNS9JF6MxAFU9BOCQSRmCUF5b5noAJBmWWG1Gmit6CUkL5jQGgOmfJDHOWS5GQkxArRYAO/2zvI6FYCR+6GIkpqABCEh1exWbj29G7Z4aZwMkVlhhTkxBTRYSzgZIWORtgto9NcfBA/v2E5PQAETAng2wFoD4ISXB8B3DC+2aFwYPzPQhGSDzlcBZhtlBxA+dU0zunmTffpJJOAPoAmYHkSAwyEuyCmcAXWCP5MY/Pc6+QMQVBnlJVuHwNQ6o/Amsbp0M8pJeggagS1jEQwBg8OZBXP6jyxnkJT0FXUBdQv8ugQAbb9sIgEFe0ltwBtAl9O8S3gOkV6EB6BJmAuUcAX38pGeh5uoSLhOZD2RpZ79+CDC4c5AuH9KzMAYQAwvpoDeOA2pYGBILxUoRAsHcK3Mory0vjPLtZUHtbVT+pJehAYiJ6vYqTj90GlP7pmgEehRZLrjqjas896HCJ/0EXUAxsvG2jRjcOWhaDBKR4a8MmxaBkFQxYgBE5MsickREnhSRe0VkhQk5kmDm0IxpEUgESpUSR/ckd5iaAdwH4FJVvQzABIAvGZIjdrJSF1Cq0LsXlMJAARv2bjAtBiGpY8QAqOoPG4vCA8AjAC42IUcSZCEnvLyujC0vb+GaBR6UKiVW65Lck4Vh4k0Avun2ooiMAhgFgLVr16YlU2SG9gwZzwaaPTGL6YPTGNozhKOjR1E/w2ZFzchywZaXt5gWgxDjJDYDEJEficjTDj/XNu2zG8AcgINun6Oq+1V1RFVHVq9enZS4sVHdXs1EFtDR0aMAgDU71hiWJGMUGewlxCaxGYCqftjrdRH5DICPAbhaVTOgMuOjvM78QjH1M3Uc23UM9bc4+rcpr2PuPiHNGHEBicg1AL4I4CpVPWNChiQZ2jOE8c+OA+fMyjE3M+e/U58zePPgQqM2QkgrprKA/grA+QDuE5EnRGSfITkSobq9itpdNRQr7A9hGip/QtwxMgNQ1V83cdw0aW4L/PD6h424hIqVIuZn5lM/blZgFhQh3rASOAVM1AYUK0VUr8uvr5srcRHiDw1ACqRdG1AYKKB6XRVTd0ylelzjNDxuzO0nJBhZqAPoeyrbKpi6PR1lbGe6TO6eNB6ETpwSUPtajYqekIjQAKRAWv2BavfUWltT9ylM5yQkHugCSoE0YgDF84otCjELLSkSYQmo/AmJCRqAFEhaGctSwcZ9remOfRsAPWctykII6R4agBRIZN1gsX6V15UxfOdwx4i4n0fIWem4SkivwxhACtjKeHL3ZCz1AEFWrpq4ZaLr42SVvnVvEZIynAGkRHV7FZuPb8ZW3YraPbWuZgR6xrt10vTB6dSyjtKG+f2ExAcNgAGq26vYtH/TYqWq3TFCgr3fbwTcrz5y5vcTEi90ARmiuVWEzfTBactN9NwsymvLqGyr4OSBky39/IOMgPvNRy5LxTHOQQjpDhqADOFkFC78wIUtRiFICmR5rfl21JEpAIO/P4iZQzOhvjMhJDw0ABnHySj4MbRnCOM39F4hmCwXDH+FI31C0oIxgD6kur2KZZcsMy1GYEqVEmr31HDVG1dR+ROSIjQAfcr7nnkfpBwwqmwKsRZs2fLyFip+QgxAA9DHDH91OP4CtJgoryujdneNC7YQYhCj2kFE/khEVERWmZSjX2lJNxVL6cpy87OC8royNh/fzFE/IYYxZgBE5F0APgLgOVMy5IGFArT6Vmw+vhnDXxkGlvi8SRC+WK1ouXP8VuFiIRch2cHkDOB/wloY3ruslcSKvV6xl6Iury27FquVKqUOA1IYKKB2wHLnbD6+2f2zi2AhFyEZQlTT178ici2AD6nqLhE5DmBEVV922XcUwCgArF279r0nTpxIT9A+Z/rgNI6OHu0oNPNT0u0Fa+15+lE/lxCSDCLymKqOdGxPygCIyI8ArHF4aTeAPwbwEVU97WcAmhkZGdGxsbF4Bc05fso8a59LCAlP6gbAQ5B/BuB+AGcamy4GMAXgClU96fVeGgBCCAmPmwFIvRJYVZ8C8Hb7/zAzAEIIIfGRzSRxQgghiWO8F5CqrjctAyGE5BHOAAghJKfQABBCSE4xUgcQFRE5BSDuQoBVALIegKaM8UAZ46MX5KSMi6xT1dXtG3vKACSBiIw5pUdlCcoYD5QxPnpBTsroD11AhBCSU2gACCEkp9AAAPtNCxAAyhgPlDE+ekFOyuhD7mMAhBCSVzgDIISQnEIDQAghOSV3BkBE/kREXhCRJxo/21z2u0ZEjorIsyJya8oyfllEjojIkyJyr4iscNnvuIg81fgeqbRJ9TsvIlIWkW82Xn9URNanIVfT8d8lIv8gIj8XkWdEZJfDPltF5HTTPfCf05SxIYPntROL/9U4j0+KyHtSlm9T0/l5QkReE5EvtO1j5DyKyJ0i8pKIPN20baWI3Ccixxq/L3J5747GPsdEZEfKMmbvuVbVXP0A+BMA/8FnnyKAXwAYArAUwM8AXJKijB8BUGr8/WcA/sxlv+MAVqUol+95AXALgH2Nv68H8M2Ur+87ALyn8ff5ACYcZNwK4Ptp33thrh2AbQB+AEAAvB/AowZlLQI4CauYyPh5BPA7AN4D4Ommbf8dwK2Nv291emYArAQw2fh9UePvi1KUMXPPde5mAAG5AsCzqjqpqmcBfAPAtWkdXFV/qKpzjX8fgbVmQhYIcl6uBXCg8fe3AVwtIqmtRK+qL6rq442/XwcwDuCdaR0/Rq4F8Ddq8QiAFSLyDkOyXA3gF6qaieX4VPUnAF5p29x83x0A8AmHt/4ugPtU9RVV/RWA+wBck5aMWXyu82oAPt+Yht3pMlV8J4BfNv3/PMwpkZtgjQSdUAA/FJHHGktnJk2Q87KwT+NmPw2gkoJsHTTcT78F4FGHlzeLyM9E5Aci8hvpSgbA/9pl6R68HsDXXV4zfR5tqqr6YuPvkwCclp/L0jnNxHNtvB10EvgsR3k7gD+FdZL/FMD/gHUxUsVLRlX9bmOf3QDmABx0+ZgtqvqCiLwdwH0icqQx8sg9InIegO8A+IKqvtb28uOw3BlvNGJA/wfAhpRF7IlrJyJLAXwcwJccXs7CeexAVVVEMpvfnqXnui8NgKp+OMh+IvK/AXzf4aUXALyr6f+LG9tiw09GEfkMgI8BuFobjkGHz3ih8fslEbkXlosmSSUS5LzY+zwvIiUAFwKYSVCmDkRkCSzlf1BV/6799WaDoKqHROQ2EVmlKa5KF+DaJX4PBuSjAB5X1en2F7JwHpuYFpF3qOqLDVfZSw77vAArbmFzMYDDKci2QNae69y5gNr8qJ8E8LTDbv8EYIOIvLsxAroewPfSkA+wMm0AfBHAx1X1jMs+y0XkfPtvWAEmp+8SJ0HOy/cA2NkVvwfgx243ehI04g1fBTCuqn/hss8aOy4hIlfAeg5SM1IBr933AHy6kQ30fgCnm1wcafIpuLh/TJ/HNprvux0Avuuwz98D+IiIXNRw/X6ksS0VMvlcpxFpztIPgLsBPAXgSVg3zTsa2wcBHGrabxusDJJfwHLLpCnjs7B8lU80fva1ywgrE+dnjZ9n0pLR6bwA+C+wbmoAeBuAv218h38EMJTyudsCy733ZNP52wZgJ4CdjX0+3zhnP4MVjPvtlGV0vHZtMgqAv26c56dgrZudmowNGZbDUugXNm0zfh5hGaQXAZyD5cf/HKw40/0AjgH4EYCVjX1HANzR9N6bGvfmswA+m7KMmXuu2QqCEEJySu5cQIQQQixoAAghJKfQABBCSE6hASCEkJxCA0AIITmFBoCQAIjIfKM749Mi8rciMtDYvkZEviEiv2iU7h8SkY2N1/6fiLwqIk7FhoQYhwaAkGC8paqXq+qlAM4C2NkogroXwGFV/TVVfS+slgl2H5ovA7jRjLiE+EMDQEh4HgDw6wA+COCcqu6zX1DVn6nqA42/7wfwuhkRCfGHBoCQEDT6G30UVnXupQAeMysRIdGhASAkGMtE5AkAYwCeg9VviJCepi+7gRKSAG+p6uXNG0TkGVgN7wjpSTgDICQ6PwZQbl60Q0QuE5ErDcpESGBoAAiJiFqdFD8J4MONNNBnAPxXWCtSQUQegNUZ9WoReV5EftectIR0wm6ghBCSUzgDIISQnEIDQAghOYUGgBBCcgoNACGE5BQaAEIIySk0AIQQklNoAAghJKf8f2RUcRz3yBGyAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "X = datafr[[\"PC1\",\"PC2\",\"PC3\",\"PC4\",\"PC5\",\"PC6\",\"PC7\"]]\n",
-    "plt.scatter(X[\"PC1\"], X[\"PC2\"], c=\"m\")\n",
-    "plt.xlabel(\"PC1\")\n",
-    "plt.ylabel(\"PC2\")\n",
-    "plt.show()\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "11c53fd8",
-   "metadata": {},
-   "source": [
-    "### Assigning Random Centroids"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 48,
-   "id": "fba3ae16",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "k=3\n",
-    "centroids=(X.sample (n=k))\n",
-    "plt.scatter(X[\"PC1\"],X[\"PC2\"], c=\"y\")\n",
-    "plt.scatter(centroids[\"PC1\"],centroids[\"PC2\"], c=\"red\")\n",
-    "plt.xlabel(\"PC1\")\n",
-    "plt.ylabel(\"PC2\")\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "id": "9f5db3e0",
-   "metadata": {
-    "scrolled": true
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>PC1</th>\n",
-       "      <th>PC2</th>\n",
-       "      <th>PC3</th>\n",
-       "      <th>PC4</th>\n",
-       "      <th>PC5</th>\n",
-       "      <th>PC6</th>\n",
-       "      <th>PC7</th>\n",
-       "      <th>1</th>\n",
-       "      <th>2</th>\n",
-       "      <th>3</th>\n",
-       "      <th>Cluster</th>\n",
-       "      <th>4</th>\n",
-       "      <th>5</th>\n",
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-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>877</th>\n",
-       "      <td>-1.654070</td>\n",
-       "      <td>0.099492</td>\n",
-       "      <td>0.954454</td>\n",
-       "      <td>0.023044</td>\n",
-       "      <td>0.386790</td>\n",
-       "      <td>0.765667</td>\n",
-       "      <td>-0.641968</td>\n",
-       "      <td>5.759893</td>\n",
-       "      <td>3.124054</td>\n",
-       "      <td>3.445984</td>\n",
-       "      <td>4</td>\n",
-       "      <td>1.906225</td>\n",
-       "      <td>3.343470</td>\n",
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-       "    <tr>\n",
-       "      <th>4447</th>\n",
-       "      <td>-0.287786</td>\n",
-       "      <td>-1.082672</td>\n",
-       "      <td>1.021399</td>\n",
-       "      <td>1.415307</td>\n",
-       "      <td>0.249694</td>\n",
-       "      <td>-0.193645</td>\n",
-       "      <td>0.507460</td>\n",
-       "      <td>5.054449</td>\n",
-       "      <td>2.489642</td>\n",
-       "      <td>4.466127</td>\n",
-       "      <td>5</td>\n",
-       "      <td>3.666212</td>\n",
-       "      <td>2.240600</td>\n",
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-       "    <tr>\n",
-       "      <th>149</th>\n",
-       "      <td>1.585774</td>\n",
-       "      <td>0.753191</td>\n",
-       "      <td>0.909693</td>\n",
-       "      <td>-0.346714</td>\n",
-       "      <td>1.008424</td>\n",
-       "      <td>0.125549</td>\n",
-       "      <td>0.715952</td>\n",
-       "      <td>3.110557</td>\n",
-       "      <td>3.900050</td>\n",
-       "      <td>3.472760</td>\n",
-       "      <td>5</td>\n",
-       "      <td>4.796739</td>\n",
-       "      <td>2.803909</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
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-       "</div>"
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-       "           PC1       PC2       PC3       PC4       PC5       PC6       PC7  \\\n",
-       "877  -1.654070  0.099492  0.954454  0.023044  0.386790  0.765667 -0.641968   \n",
-       "4447 -0.287786 -1.082672  1.021399  1.415307  0.249694 -0.193645  0.507460   \n",
-       "149   1.585774  0.753191  0.909693 -0.346714  1.008424  0.125549  0.715952   \n",
-       "\n",
-       "             1         2         3  Cluster         4         5  \n",
-       "877   5.759893  3.124054  3.445984        4  1.906225  3.343470  \n",
-       "4447  5.054449  2.489642  4.466127        5  3.666212  2.240600  \n",
-       "149   3.110557  3.900050  3.472760        5  4.796739  2.803909  "
-      ]
-     },
-     "execution_count": 49,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "centroids"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c9e004bd",
-   "metadata": {},
-   "source": [
-    "### MAIN CODE for clustering"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 50,
-   "id": "e9ddd61d",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.5613325682471532\n",
-      "0.2891228617371055\n",
-      "0.10308343748007748\n",
-      "0.03547648327362533\n",
-      "0.028957731401996548\n",
-      "0.02458460594111343\n",
-      "0.016515069204156914\n",
-      "0.008393655456429916\n",
-      "0.0022799311952690464\n",
-      "0.0\n"
-     ]
-    }
-   ],
-   "source": [
-    "diff = 1\n",
-    "j=0\n",
-    "\n",
-    "while(diff!=0):\n",
-    "    XD=X\n",
-    "    i=1\n",
-    "    for index1, row_c in centroids.iterrows():\n",
-    "        ED=[]\n",
-    "        for index2, row_d in XD.iterrows():\n",
-    "            d1 = (row_c[\"PC1\"]-row_d[\"PC1\"])**2\n",
-    "            d2 = (row_c[\"PC2\"]-row_d[\"PC2\"])**2\n",
-    "            d3 = (row_c[\"PC3\"]-row_d[\"PC3\"])**2\n",
-    "            d4 = (row_c[\"PC4\"]-row_d[\"PC4\"])**2\n",
-    "            d5 = (row_c[\"PC5\"]-row_d[\"PC5\"])**2\n",
-    "            d6 = (row_c[\"PC6\"]-row_d[\"PC6\"])**2\n",
-    "            d7 = (row_c[\"PC7\"]-row_d[\"PC7\"])**2\n",
-    "            d = sqrt(d1+d2+d3+d4+d5+d5+d7)\n",
-    "            ED.append(d)\n",
-    "        X[i] = ED\n",
-    "        i = i+1\n",
-    "    \n",
-    "    C = []\n",
-    "    for index, row in X.iterrows():\n",
-    "        min_dist=row[1]\n",
-    "        pos=1\n",
-    "        for i in range(k):\n",
-    "            if row[i+1] < min_dist:\n",
-    "                min_dist = row[i+1]\n",
-    "                pos = i+1\n",
-    "        C.append(pos)\n",
-    "    X[\"Cluster\"]=C\n",
-    "    Centroids_new = X.groupby([\"Cluster\"]).mean()[[\"PC1\",\"PC2\",\"PC3\",\"PC4\",\"PC5\",\"PC6\",\"PC7\"]]\n",
-    "    if j == 0:\n",
-    "        diff = 1\n",
-    "        j = j+1\n",
-    "    else:\n",
-    "        diff = (Centroids_new['PC1'] - centroids['PC1']).sum() + (Centroids_new['PC2'] - centroids['PC2']).sum() + (Centroids_new['PC3'] - centroids['PC3']).sum() + (Centroids_new['PC4'] - centroids['PC4']).sum() + (Centroids_new['PC5'] - centroids['PC5']).sum() + (Centroids_new['PC6'] - centroids['PC6']).sum() + (Centroids_new['PC7'] - centroids['PC7']).sum()\n",
-    "        print(diff.sum())\n",
-    "    centroids = X.groupby([\"Cluster\"]).mean()[[\"PC1\",\"PC2\",\"PC3\",\"PC4\",\"PC5\",\"PC6\",\"PC7\"]]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 51,
-   "id": "adaeab54",
-   "metadata": {},
-   "outputs": [
-    {
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-       "      <th></th>\n",
-       "      <th>PC1</th>\n",
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-       "      <th>PC3</th>\n",
-       "      <th>PC4</th>\n",
-       "      <th>PC5</th>\n",
-       "      <th>PC6</th>\n",
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-       "    <tr>\n",
-       "      <th>Cluster</th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
-       "      <th></th>\n",
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-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>-2.497500</td>\n",
-       "      <td>0.901362</td>\n",
-       "      <td>-0.024554</td>\n",
-       "      <td>-0.162105</td>\n",
-       "      <td>-0.003202</td>\n",
-       "      <td>-0.114194</td>\n",
-       "      <td>0.034681</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>0.581518</td>\n",
-       "      <td>-1.503500</td>\n",
-       "      <td>0.166582</td>\n",
-       "      <td>0.110200</td>\n",
-       "      <td>0.075860</td>\n",
-       "      <td>0.063265</td>\n",
-       "      <td>0.027772</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>2.925036</td>\n",
-       "      <td>1.603686</td>\n",
-       "      <td>-0.301938</td>\n",
-       "      <td>0.040905</td>\n",
-       "      <td>-0.150665</td>\n",
-       "      <td>0.058345</td>\n",
-       "      <td>-0.114312</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "              PC1       PC2       PC3       PC4       PC5       PC6       PC7\n",
-       "Cluster                                                                      \n",
-       "1       -2.497500  0.901362 -0.024554 -0.162105 -0.003202 -0.114194  0.034681\n",
-       "2        0.581518 -1.503500  0.166582  0.110200  0.075860  0.063265  0.027772\n",
-       "3        2.925036  1.603686 -0.301938  0.040905 -0.150665  0.058345 -0.114312"
-      ]
-     },
-     "execution_count": 51,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "Centroids_new"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 52,
-   "id": "b055eebf",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>PC1</th>\n",
-       "      <th>PC2</th>\n",
-       "      <th>PC3</th>\n",
-       "      <th>PC4</th>\n",
-       "      <th>PC5</th>\n",
-       "      <th>PC6</th>\n",
-       "      <th>PC7</th>\n",
-       "      <th>1</th>\n",
-       "      <th>2</th>\n",
-       "      <th>3</th>\n",
-       "      <th>Cluster</th>\n",
-       "      <th>4</th>\n",
-       "      <th>5</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>-0.885122</td>\n",
-       "      <td>-2.483017</td>\n",
-       "      <td>0.230902</td>\n",
-       "      <td>0.807129</td>\n",
-       "      <td>0.043370</td>\n",
-       "      <td>-0.382026</td>\n",
-       "      <td>-0.357206</td>\n",
-       "      <td>3.900817</td>\n",
-       "      <td>1.936660</td>\n",
-       "      <td>5.676598</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3.857854</td>\n",
-       "      <td>2.535301</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>-3.000343</td>\n",
-       "      <td>2.015089</td>\n",
-       "      <td>-0.165334</td>\n",
-       "      <td>-1.087171</td>\n",
-       "      <td>1.670938</td>\n",
-       "      <td>-0.288015</td>\n",
-       "      <td>0.942749</td>\n",
-       "      <td>2.966291</td>\n",
-       "      <td>5.716626</td>\n",
-       "      <td>6.657661</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.843885</td>\n",
-       "      <td>6.099162</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>1.191726</td>\n",
-       "      <td>0.385174</td>\n",
-       "      <td>-1.926789</td>\n",
-       "      <td>1.859338</td>\n",
-       "      <td>-0.550103</td>\n",
-       "      <td>-0.230068</td>\n",
-       "      <td>0.522876</td>\n",
-       "      <td>4.734776</td>\n",
-       "      <td>3.522771</td>\n",
-       "      <td>3.340821</td>\n",
-       "      <td>3</td>\n",
-       "      <td>5.028311</td>\n",
-       "      <td>4.373455</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>-0.794805</td>\n",
-       "      <td>0.218433</td>\n",
-       "      <td>-1.661542</td>\n",
-       "      <td>1.195618</td>\n",
-       "      <td>0.058950</td>\n",
-       "      <td>0.798510</td>\n",
-       "      <td>-0.086756</td>\n",
-       "      <td>2.812681</td>\n",
-       "      <td>3.064829</td>\n",
-       "      <td>4.361957</td>\n",
-       "      <td>1</td>\n",
-       "      <td>2.974653</td>\n",
-       "      <td>4.080622</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>-1.265058</td>\n",
-       "      <td>-1.593317</td>\n",
-       "      <td>-0.689436</td>\n",
-       "      <td>1.339644</td>\n",
-       "      <td>-0.114019</td>\n",
-       "      <td>-0.837737</td>\n",
-       "      <td>0.231600</td>\n",
-       "      <td>3.240832</td>\n",
-       "      <td>2.403303</td>\n",
-       "      <td>5.453159</td>\n",
-       "      <td>2</td>\n",
-       "      <td>3.191316</td>\n",
-       "      <td>3.345684</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",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8945</th>\n",
-       "      <td>0.668484</td>\n",
-       "      <td>-2.871696</td>\n",
-       "      <td>1.452469</td>\n",
-       "      <td>-2.236975</td>\n",
-       "      <td>-2.854943</td>\n",
-       "      <td>0.766981</td>\n",
-       "      <td>2.343375</td>\n",
-       "      <td>7.234710</td>\n",
-       "      <td>5.619919</td>\n",
-       "      <td>7.352157</td>\n",
-       "      <td>2</td>\n",
-       "      <td>7.423512</td>\n",
-       "      <td>5.474457</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8946</th>\n",
-       "      <td>0.262604</td>\n",
-       "      <td>-2.240280</td>\n",
-       "      <td>1.844972</td>\n",
-       "      <td>-0.568118</td>\n",
-       "      <td>-3.339266</td>\n",
-       "      <td>1.706628</td>\n",
-       "      <td>1.774529</td>\n",
-       "      <td>6.814234</td>\n",
-       "      <td>5.504452</td>\n",
-       "      <td>7.123680</td>\n",
-       "      <td>2</td>\n",
-       "      <td>7.038795</td>\n",
-       "      <td>5.487992</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8947</th>\n",
-       "      <td>0.105962</td>\n",
-       "      <td>-3.066758</td>\n",
-       "      <td>1.189320</td>\n",
-       "      <td>-1.775107</td>\n",
-       "      <td>-2.965850</td>\n",
-       "      <td>1.263333</td>\n",
-       "      <td>1.979732</td>\n",
-       "      <td>6.923659</td>\n",
-       "      <td>5.439160</td>\n",
-       "      <td>7.451009</td>\n",
-       "      <td>2</td>\n",
-       "      <td>7.084500</td>\n",
-       "      <td>5.416231</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8948</th>\n",
-       "      <td>-2.847160</td>\n",
-       "      <td>-2.517979</td>\n",
-       "      <td>-0.295195</td>\n",
-       "      <td>-2.148352</td>\n",
-       "      <td>-2.990361</td>\n",
-       "      <td>0.696690</td>\n",
-       "      <td>1.774277</td>\n",
-       "      <td>6.058466</td>\n",
-       "      <td>6.320839</td>\n",
-       "      <td>8.648340</td>\n",
-       "      <td>1</td>\n",
-       "      <td>6.062351</td>\n",
-       "      <td>6.719783</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8949</th>\n",
-       "      <td>-0.164604</td>\n",
-       "      <td>-0.524308</td>\n",
-       "      <td>-1.644250</td>\n",
-       "      <td>-1.315554</td>\n",
-       "      <td>-4.692532</td>\n",
-       "      <td>1.532319</td>\n",
-       "      <td>0.092815</td>\n",
-       "      <td>7.443911</td>\n",
-       "      <td>7.232341</td>\n",
-       "      <td>7.682189</td>\n",
-       "      <td>2</td>\n",
-       "      <td>7.749960</td>\n",
-       "      <td>7.755387</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8950 rows × 13 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           PC1       PC2       PC3       PC4       PC5       PC6       PC7  \\\n",
-       "0    -0.885122 -2.483017  0.230902  0.807129  0.043370 -0.382026 -0.357206   \n",
-       "1    -3.000343  2.015089 -0.165334 -1.087171  1.670938 -0.288015  0.942749   \n",
-       "2     1.191726  0.385174 -1.926789  1.859338 -0.550103 -0.230068  0.522876   \n",
-       "3    -0.794805  0.218433 -1.661542  1.195618  0.058950  0.798510 -0.086756   \n",
-       "4    -1.265058 -1.593317 -0.689436  1.339644 -0.114019 -0.837737  0.231600   \n",
-       "...        ...       ...       ...       ...       ...       ...       ...   \n",
-       "8945  0.668484 -2.871696  1.452469 -2.236975 -2.854943  0.766981  2.343375   \n",
-       "8946  0.262604 -2.240280  1.844972 -0.568118 -3.339266  1.706628  1.774529   \n",
-       "8947  0.105962 -3.066758  1.189320 -1.775107 -2.965850  1.263333  1.979732   \n",
-       "8948 -2.847160 -2.517979 -0.295195 -2.148352 -2.990361  0.696690  1.774277   \n",
-       "8949 -0.164604 -0.524308 -1.644250 -1.315554 -4.692532  1.532319  0.092815   \n",
-       "\n",
-       "             1         2         3  Cluster         4         5  \n",
-       "0     3.900817  1.936660  5.676598        2  3.857854  2.535301  \n",
-       "1     2.966291  5.716626  6.657661        1  2.843885  6.099162  \n",
-       "2     4.734776  3.522771  3.340821        3  5.028311  4.373455  \n",
-       "3     2.812681  3.064829  4.361957        1  2.974653  4.080622  \n",
-       "4     3.240832  2.403303  5.453159        2  3.191316  3.345684  \n",
-       "...        ...       ...       ...      ...       ...       ...  \n",
-       "8945  7.234710  5.619919  7.352157        2  7.423512  5.474457  \n",
-       "8946  6.814234  5.504452  7.123680        2  7.038795  5.487992  \n",
-       "8947  6.923659  5.439160  7.451009        2  7.084500  5.416231  \n",
-       "8948  6.058466  6.320839  8.648340        1  6.062351  6.719783  \n",
-       "8949  7.443911  7.232341  7.682189        2  7.749960  7.755387  \n",
-       "\n",
-       "[8950 rows x 13 columns]"
-      ]
-     },
-     "execution_count": 52,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "X"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1753bd21",
-   "metadata": {},
-   "source": [
-    "### Final Clustering"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 54,
-   "id": "9b92f0fb",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "color=['blue','green','red']\n",
-    "for h in range(k):\n",
-    "    data=X[X[\"Cluster\"]==h+1]\n",
-    "    plt.scatter(data[\"PC1\"],data[\"PC2\"],c=color[h])\n",
-    "plt.scatter(centroids[\"PC1\"],centroids[\"PC2\"],c='yellow')\n",
-    "plt.xlabel('PC1')\n",
-    "plt.ylabel('PC2')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "76a22c05",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.4"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}

From e7be85f67544a0551f62168b700ca6d4c1b5ecb9 Mon Sep 17 00:00:00 2001
From: aryanagarwal21 <97836807+aryanagarwal21@users.noreply.github.com>
Date: Tue, 5 Jul 2022 23:49:15 +0530
Subject: [PATCH 4/7] Delete 210199_ARYAN_1-Patch1.ipynb

---
 Assignment 1/210199_ARYAN_1-Patch1.ipynb | 2964 ----------------------
 1 file changed, 2964 deletions(-)
 delete mode 100644 Assignment 1/210199_ARYAN_1-Patch1.ipynb

diff --git a/Assignment 1/210199_ARYAN_1-Patch1.ipynb b/Assignment 1/210199_ARYAN_1-Patch1.ipynb
deleted file mode 100644
index 92e8dcc..0000000
--- a/Assignment 1/210199_ARYAN_1-Patch1.ipynb	
+++ /dev/null
@@ -1,2964 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "d976baf9",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import pandas as pd"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "de8ba614",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import matplotlib as mpl"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "2a5d7cb1",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import matplotlib.pyplot as plt\n",
-    "import seaborn as sns\n",
-    "%matplotlib inline\n",
-    "from math import sqrt"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "f2d477e5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df = pd.read_csv('Dataset.csv')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "85c39f7f",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "columns_name=df.columns.tolist()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "c388fe9a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "['CUST_ID', 'BALANCE', 'BALANCE_FREQUENCY', 'PURCHASES', 'ONEOFF_PURCHASES', 'INSTALLMENTS_PURCHASES', 'CASH_ADVANCE', 'PURCHASES_FREQUENCY', 'ONEOFF_PURCHASES_FREQUENCY', 'PURCHASES_INSTALLMENTS_FREQUENCY', 'CASH_ADVANCE_FREQUENCY', 'CASH_ADVANCE_TRX', 'PURCHASES_TRX', 'CREDIT_LIMIT', 'PAYMENTS', 'MINIMUM_PAYMENTS', 'PRC_FULL_PAYMENT', 'TENURE']\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(columns_name)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "d4892478",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(8950, 18)"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.shape"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "a1da23d7",
-   "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>CUST_ID</th>\n",
-       "      <th>BALANCE</th>\n",
-       "      <th>BALANCE_FREQUENCY</th>\n",
-       "      <th>PURCHASES</th>\n",
-       "      <th>ONEOFF_PURCHASES</th>\n",
-       "      <th>INSTALLMENTS_PURCHASES</th>\n",
-       "      <th>CASH_ADVANCE</th>\n",
-       "      <th>PURCHASES_FREQUENCY</th>\n",
-       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
-       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_TRX</th>\n",
-       "      <th>PURCHASES_TRX</th>\n",
-       "      <th>CREDIT_LIMIT</th>\n",
-       "      <th>PAYMENTS</th>\n",
-       "      <th>MINIMUM_PAYMENTS</th>\n",
-       "      <th>PRC_FULL_PAYMENT</th>\n",
-       "      <th>TENURE</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>C10001</td>\n",
-       "      <td>40.900749</td>\n",
-       "      <td>0.818182</td>\n",
-       "      <td>95.40</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>95.4</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.166667</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>201.802084</td>\n",
-       "      <td>139.509787</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>C10002</td>\n",
-       "      <td>3202.467416</td>\n",
-       "      <td>0.909091</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>6442.945483</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.250000</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>7000.0</td>\n",
-       "      <td>4103.032597</td>\n",
-       "      <td>1072.340217</td>\n",
-       "      <td>0.222222</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>C10003</td>\n",
-       "      <td>2495.148862</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>773.17</td>\n",
-       "      <td>773.17</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>12</td>\n",
-       "      <td>7500.0</td>\n",
-       "      <td>622.066742</td>\n",
-       "      <td>627.284787</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>C10004</td>\n",
-       "      <td>1666.670542</td>\n",
-       "      <td>0.636364</td>\n",
-       "      <td>1499.00</td>\n",
-       "      <td>1499.00</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>205.788017</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7500.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>C10005</td>\n",
-       "      <td>817.714335</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>16.00</td>\n",
-       "      <td>16.00</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1200.0</td>\n",
-       "      <td>678.334763</td>\n",
-       "      <td>244.791237</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "  CUST_ID      BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
-       "0  C10001    40.900749           0.818182      95.40              0.00   \n",
-       "1  C10002  3202.467416           0.909091       0.00              0.00   \n",
-       "2  C10003  2495.148862           1.000000     773.17            773.17   \n",
-       "3  C10004  1666.670542           0.636364    1499.00           1499.00   \n",
-       "4  C10005   817.714335           1.000000      16.00             16.00   \n",
-       "\n",
-       "   INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
-       "0                    95.4      0.000000             0.166667   \n",
-       "1                     0.0   6442.945483             0.000000   \n",
-       "2                     0.0      0.000000             1.000000   \n",
-       "3                     0.0    205.788017             0.083333   \n",
-       "4                     0.0      0.000000             0.083333   \n",
-       "\n",
-       "   ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
-       "0                    0.000000                          0.083333   \n",
-       "1                    0.000000                          0.000000   \n",
-       "2                    1.000000                          0.000000   \n",
-       "3                    0.083333                          0.000000   \n",
-       "4                    0.083333                          0.000000   \n",
-       "\n",
-       "   CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
-       "0                0.000000                 0              2        1000.0   \n",
-       "1                0.250000                 4              0        7000.0   \n",
-       "2                0.000000                 0             12        7500.0   \n",
-       "3                0.083333                 1              1        7500.0   \n",
-       "4                0.000000                 0              1        1200.0   \n",
-       "\n",
-       "      PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
-       "0   201.802084        139.509787          0.000000      12  \n",
-       "1  4103.032597       1072.340217          0.222222      12  \n",
-       "2   622.066742        627.284787          0.000000      12  \n",
-       "3     0.000000               NaN          0.000000      12  \n",
-       "4   678.334763        244.791237          0.000000      12  "
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.head()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "43e524f1",
-   "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>BALANCE</th>\n",
-       "      <th>BALANCE_FREQUENCY</th>\n",
-       "      <th>PURCHASES</th>\n",
-       "      <th>ONEOFF_PURCHASES</th>\n",
-       "      <th>INSTALLMENTS_PURCHASES</th>\n",
-       "      <th>CASH_ADVANCE</th>\n",
-       "      <th>PURCHASES_FREQUENCY</th>\n",
-       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
-       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_TRX</th>\n",
-       "      <th>PURCHASES_TRX</th>\n",
-       "      <th>CREDIT_LIMIT</th>\n",
-       "      <th>PAYMENTS</th>\n",
-       "      <th>MINIMUM_PAYMENTS</th>\n",
-       "      <th>PRC_FULL_PAYMENT</th>\n",
-       "      <th>TENURE</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>BALANCE</th>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.322412</td>\n",
-       "      <td>0.181261</td>\n",
-       "      <td>0.164350</td>\n",
-       "      <td>0.126469</td>\n",
-       "      <td>0.496692</td>\n",
-       "      <td>-0.077944</td>\n",
-       "      <td>0.073166</td>\n",
-       "      <td>-0.063186</td>\n",
-       "      <td>0.449218</td>\n",
-       "      <td>0.385152</td>\n",
-       "      <td>0.154338</td>\n",
-       "      <td>0.531283</td>\n",
-       "      <td>0.322802</td>\n",
-       "      <td>0.398684</td>\n",
-       "      <td>-0.318959</td>\n",
-       "      <td>0.072692</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>BALANCE_FREQUENCY</th>\n",
-       "      <td>0.322412</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.133674</td>\n",
-       "      <td>0.104323</td>\n",
-       "      <td>0.124292</td>\n",
-       "      <td>0.099388</td>\n",
-       "      <td>0.229715</td>\n",
-       "      <td>0.202415</td>\n",
-       "      <td>0.176079</td>\n",
-       "      <td>0.191873</td>\n",
-       "      <td>0.141555</td>\n",
-       "      <td>0.189626</td>\n",
-       "      <td>0.095843</td>\n",
-       "      <td>0.065008</td>\n",
-       "      <td>0.132569</td>\n",
-       "      <td>-0.095082</td>\n",
-       "      <td>0.119776</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PURCHASES</th>\n",
-       "      <td>0.181261</td>\n",
-       "      <td>0.133674</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.916845</td>\n",
-       "      <td>0.679896</td>\n",
-       "      <td>-0.051474</td>\n",
-       "      <td>0.393017</td>\n",
-       "      <td>0.498430</td>\n",
-       "      <td>0.315567</td>\n",
-       "      <td>-0.120143</td>\n",
-       "      <td>-0.067175</td>\n",
-       "      <td>0.689561</td>\n",
-       "      <td>0.356963</td>\n",
-       "      <td>0.603264</td>\n",
-       "      <td>0.093860</td>\n",
-       "      <td>0.180379</td>\n",
-       "      <td>0.086288</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ONEOFF_PURCHASES</th>\n",
-       "      <td>0.164350</td>\n",
-       "      <td>0.104323</td>\n",
-       "      <td>0.916845</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.330622</td>\n",
-       "      <td>-0.031326</td>\n",
-       "      <td>0.264937</td>\n",
-       "      <td>0.524891</td>\n",
-       "      <td>0.127729</td>\n",
-       "      <td>-0.082628</td>\n",
-       "      <td>-0.046212</td>\n",
-       "      <td>0.545523</td>\n",
-       "      <td>0.319724</td>\n",
-       "      <td>0.567292</td>\n",
-       "      <td>0.048755</td>\n",
-       "      <td>0.132763</td>\n",
-       "      <td>0.064150</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>INSTALLMENTS_PURCHASES</th>\n",
-       "      <td>0.126469</td>\n",
-       "      <td>0.124292</td>\n",
-       "      <td>0.679896</td>\n",
-       "      <td>0.330622</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>-0.064244</td>\n",
-       "      <td>0.442418</td>\n",
-       "      <td>0.214042</td>\n",
-       "      <td>0.511351</td>\n",
-       "      <td>-0.132318</td>\n",
-       "      <td>-0.073999</td>\n",
-       "      <td>0.628108</td>\n",
-       "      <td>0.256499</td>\n",
-       "      <td>0.384084</td>\n",
-       "      <td>0.132172</td>\n",
-       "      <td>0.182569</td>\n",
-       "      <td>0.086143</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CASH_ADVANCE</th>\n",
-       "      <td>0.496692</td>\n",
-       "      <td>0.099388</td>\n",
-       "      <td>-0.051474</td>\n",
-       "      <td>-0.031326</td>\n",
-       "      <td>-0.064244</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>-0.215507</td>\n",
-       "      <td>-0.086754</td>\n",
-       "      <td>-0.177070</td>\n",
-       "      <td>0.628522</td>\n",
-       "      <td>0.656498</td>\n",
-       "      <td>-0.075850</td>\n",
-       "      <td>0.303985</td>\n",
-       "      <td>0.453238</td>\n",
-       "      <td>0.140107</td>\n",
-       "      <td>-0.152935</td>\n",
-       "      <td>-0.068312</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PURCHASES_FREQUENCY</th>\n",
-       "      <td>-0.077944</td>\n",
-       "      <td>0.229715</td>\n",
-       "      <td>0.393017</td>\n",
-       "      <td>0.264937</td>\n",
-       "      <td>0.442418</td>\n",
-       "      <td>-0.215507</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.501343</td>\n",
-       "      <td>0.862934</td>\n",
-       "      <td>-0.308478</td>\n",
-       "      <td>-0.203478</td>\n",
-       "      <td>0.568430</td>\n",
-       "      <td>0.119788</td>\n",
-       "      <td>0.103464</td>\n",
-       "      <td>0.003030</td>\n",
-       "      <td>0.305802</td>\n",
-       "      <td>0.061506</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
-       "      <td>0.073166</td>\n",
-       "      <td>0.202415</td>\n",
-       "      <td>0.498430</td>\n",
-       "      <td>0.524891</td>\n",
-       "      <td>0.214042</td>\n",
-       "      <td>-0.086754</td>\n",
-       "      <td>0.501343</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.142329</td>\n",
-       "      <td>-0.111716</td>\n",
-       "      <td>-0.069088</td>\n",
-       "      <td>0.544869</td>\n",
-       "      <td>0.295038</td>\n",
-       "      <td>0.243537</td>\n",
-       "      <td>-0.030327</td>\n",
-       "      <td>0.157531</td>\n",
-       "      <td>0.082466</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
-       "      <td>-0.063186</td>\n",
-       "      <td>0.176079</td>\n",
-       "      <td>0.315567</td>\n",
-       "      <td>0.127729</td>\n",
-       "      <td>0.511351</td>\n",
-       "      <td>-0.177070</td>\n",
-       "      <td>0.862934</td>\n",
-       "      <td>0.142329</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>-0.262958</td>\n",
-       "      <td>-0.169207</td>\n",
-       "      <td>0.529975</td>\n",
-       "      <td>0.060755</td>\n",
-       "      <td>0.085551</td>\n",
-       "      <td>0.030073</td>\n",
-       "      <td>0.250087</td>\n",
-       "      <td>0.073275</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
-       "      <td>0.449218</td>\n",
-       "      <td>0.191873</td>\n",
-       "      <td>-0.120143</td>\n",
-       "      <td>-0.082628</td>\n",
-       "      <td>-0.132318</td>\n",
-       "      <td>0.628522</td>\n",
-       "      <td>-0.308478</td>\n",
-       "      <td>-0.111716</td>\n",
-       "      <td>-0.262958</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.799561</td>\n",
-       "      <td>-0.131168</td>\n",
-       "      <td>0.132616</td>\n",
-       "      <td>0.183192</td>\n",
-       "      <td>0.098838</td>\n",
-       "      <td>-0.249773</td>\n",
-       "      <td>-0.133372</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CASH_ADVANCE_TRX</th>\n",
-       "      <td>0.385152</td>\n",
-       "      <td>0.141555</td>\n",
-       "      <td>-0.067175</td>\n",
-       "      <td>-0.046212</td>\n",
-       "      <td>-0.073999</td>\n",
-       "      <td>0.656498</td>\n",
-       "      <td>-0.203478</td>\n",
-       "      <td>-0.069088</td>\n",
-       "      <td>-0.169207</td>\n",
-       "      <td>0.799561</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>-0.066157</td>\n",
-       "      <td>0.149700</td>\n",
-       "      <td>0.255278</td>\n",
-       "      <td>0.109739</td>\n",
-       "      <td>-0.169784</td>\n",
-       "      <td>-0.043421</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PURCHASES_TRX</th>\n",
-       "      <td>0.154338</td>\n",
-       "      <td>0.189626</td>\n",
-       "      <td>0.689561</td>\n",
-       "      <td>0.545523</td>\n",
-       "      <td>0.628108</td>\n",
-       "      <td>-0.075850</td>\n",
-       "      <td>0.568430</td>\n",
-       "      <td>0.544869</td>\n",
-       "      <td>0.529975</td>\n",
-       "      <td>-0.131168</td>\n",
-       "      <td>-0.066157</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.272882</td>\n",
-       "      <td>0.370832</td>\n",
-       "      <td>0.096333</td>\n",
-       "      <td>0.162066</td>\n",
-       "      <td>0.121874</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>CREDIT_LIMIT</th>\n",
-       "      <td>0.531283</td>\n",
-       "      <td>0.095843</td>\n",
-       "      <td>0.356963</td>\n",
-       "      <td>0.319724</td>\n",
-       "      <td>0.256499</td>\n",
-       "      <td>0.303985</td>\n",
-       "      <td>0.119788</td>\n",
-       "      <td>0.295038</td>\n",
-       "      <td>0.060755</td>\n",
-       "      <td>0.132616</td>\n",
-       "      <td>0.149700</td>\n",
-       "      <td>0.272882</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.421861</td>\n",
-       "      <td>0.126671</td>\n",
-       "      <td>0.055672</td>\n",
-       "      <td>0.139167</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PAYMENTS</th>\n",
-       "      <td>0.322802</td>\n",
-       "      <td>0.065008</td>\n",
-       "      <td>0.603264</td>\n",
-       "      <td>0.567292</td>\n",
-       "      <td>0.384084</td>\n",
-       "      <td>0.453238</td>\n",
-       "      <td>0.103464</td>\n",
-       "      <td>0.243537</td>\n",
-       "      <td>0.085551</td>\n",
-       "      <td>0.183192</td>\n",
-       "      <td>0.255278</td>\n",
-       "      <td>0.370832</td>\n",
-       "      <td>0.421861</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.126651</td>\n",
-       "      <td>0.112138</td>\n",
-       "      <td>0.106136</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>MINIMUM_PAYMENTS</th>\n",
-       "      <td>0.398684</td>\n",
-       "      <td>0.132569</td>\n",
-       "      <td>0.093860</td>\n",
-       "      <td>0.048755</td>\n",
-       "      <td>0.132172</td>\n",
-       "      <td>0.140107</td>\n",
-       "      <td>0.003030</td>\n",
-       "      <td>-0.030327</td>\n",
-       "      <td>0.030073</td>\n",
-       "      <td>0.098838</td>\n",
-       "      <td>0.109739</td>\n",
-       "      <td>0.096333</td>\n",
-       "      <td>0.126671</td>\n",
-       "      <td>0.126651</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>-0.140379</td>\n",
-       "      <td>0.059444</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>PRC_FULL_PAYMENT</th>\n",
-       "      <td>-0.318959</td>\n",
-       "      <td>-0.095082</td>\n",
-       "      <td>0.180379</td>\n",
-       "      <td>0.132763</td>\n",
-       "      <td>0.182569</td>\n",
-       "      <td>-0.152935</td>\n",
-       "      <td>0.305802</td>\n",
-       "      <td>0.157531</td>\n",
-       "      <td>0.250087</td>\n",
-       "      <td>-0.249773</td>\n",
-       "      <td>-0.169784</td>\n",
-       "      <td>0.162066</td>\n",
-       "      <td>0.055672</td>\n",
-       "      <td>0.112138</td>\n",
-       "      <td>-0.140379</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>-0.016486</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>TENURE</th>\n",
-       "      <td>0.072692</td>\n",
-       "      <td>0.119776</td>\n",
-       "      <td>0.086288</td>\n",
-       "      <td>0.064150</td>\n",
-       "      <td>0.086143</td>\n",
-       "      <td>-0.068312</td>\n",
-       "      <td>0.061506</td>\n",
-       "      <td>0.082466</td>\n",
-       "      <td>0.073275</td>\n",
-       "      <td>-0.133372</td>\n",
-       "      <td>-0.043421</td>\n",
-       "      <td>0.121874</td>\n",
-       "      <td>0.139167</td>\n",
-       "      <td>0.106136</td>\n",
-       "      <td>0.059444</td>\n",
-       "      <td>-0.016486</td>\n",
-       "      <td>1.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                   BALANCE  BALANCE_FREQUENCY  PURCHASES  \\\n",
-       "BALANCE                           1.000000           0.322412   0.181261   \n",
-       "BALANCE_FREQUENCY                 0.322412           1.000000   0.133674   \n",
-       "PURCHASES                         0.181261           0.133674   1.000000   \n",
-       "ONEOFF_PURCHASES                  0.164350           0.104323   0.916845   \n",
-       "INSTALLMENTS_PURCHASES            0.126469           0.124292   0.679896   \n",
-       "CASH_ADVANCE                      0.496692           0.099388  -0.051474   \n",
-       "PURCHASES_FREQUENCY              -0.077944           0.229715   0.393017   \n",
-       "ONEOFF_PURCHASES_FREQUENCY        0.073166           0.202415   0.498430   \n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY -0.063186           0.176079   0.315567   \n",
-       "CASH_ADVANCE_FREQUENCY            0.449218           0.191873  -0.120143   \n",
-       "CASH_ADVANCE_TRX                  0.385152           0.141555  -0.067175   \n",
-       "PURCHASES_TRX                     0.154338           0.189626   0.689561   \n",
-       "CREDIT_LIMIT                      0.531283           0.095843   0.356963   \n",
-       "PAYMENTS                          0.322802           0.065008   0.603264   \n",
-       "MINIMUM_PAYMENTS                  0.398684           0.132569   0.093860   \n",
-       "PRC_FULL_PAYMENT                 -0.318959          -0.095082   0.180379   \n",
-       "TENURE                            0.072692           0.119776   0.086288   \n",
-       "\n",
-       "                                  ONEOFF_PURCHASES  INSTALLMENTS_PURCHASES  \\\n",
-       "BALANCE                                   0.164350                0.126469   \n",
-       "BALANCE_FREQUENCY                         0.104323                0.124292   \n",
-       "PURCHASES                                 0.916845                0.679896   \n",
-       "ONEOFF_PURCHASES                          1.000000                0.330622   \n",
-       "INSTALLMENTS_PURCHASES                    0.330622                1.000000   \n",
-       "CASH_ADVANCE                             -0.031326               -0.064244   \n",
-       "PURCHASES_FREQUENCY                       0.264937                0.442418   \n",
-       "ONEOFF_PURCHASES_FREQUENCY                0.524891                0.214042   \n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY          0.127729                0.511351   \n",
-       "CASH_ADVANCE_FREQUENCY                   -0.082628               -0.132318   \n",
-       "CASH_ADVANCE_TRX                         -0.046212               -0.073999   \n",
-       "PURCHASES_TRX                             0.545523                0.628108   \n",
-       "CREDIT_LIMIT                              0.319724                0.256499   \n",
-       "PAYMENTS                                  0.567292                0.384084   \n",
-       "MINIMUM_PAYMENTS                          0.048755                0.132172   \n",
-       "PRC_FULL_PAYMENT                          0.132763                0.182569   \n",
-       "TENURE                                    0.064150                0.086143   \n",
-       "\n",
-       "                                  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
-       "BALANCE                               0.496692            -0.077944   \n",
-       "BALANCE_FREQUENCY                     0.099388             0.229715   \n",
-       "PURCHASES                            -0.051474             0.393017   \n",
-       "ONEOFF_PURCHASES                     -0.031326             0.264937   \n",
-       "INSTALLMENTS_PURCHASES               -0.064244             0.442418   \n",
-       "CASH_ADVANCE                          1.000000            -0.215507   \n",
-       "PURCHASES_FREQUENCY                  -0.215507             1.000000   \n",
-       "ONEOFF_PURCHASES_FREQUENCY           -0.086754             0.501343   \n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY     -0.177070             0.862934   \n",
-       "CASH_ADVANCE_FREQUENCY                0.628522            -0.308478   \n",
-       "CASH_ADVANCE_TRX                      0.656498            -0.203478   \n",
-       "PURCHASES_TRX                        -0.075850             0.568430   \n",
-       "CREDIT_LIMIT                          0.303985             0.119788   \n",
-       "PAYMENTS                              0.453238             0.103464   \n",
-       "MINIMUM_PAYMENTS                      0.140107             0.003030   \n",
-       "PRC_FULL_PAYMENT                     -0.152935             0.305802   \n",
-       "TENURE                               -0.068312             0.061506   \n",
-       "\n",
-       "                                  ONEOFF_PURCHASES_FREQUENCY  \\\n",
-       "BALANCE                                             0.073166   \n",
-       "BALANCE_FREQUENCY                                   0.202415   \n",
-       "PURCHASES                                           0.498430   \n",
-       "ONEOFF_PURCHASES                                    0.524891   \n",
-       "INSTALLMENTS_PURCHASES                              0.214042   \n",
-       "CASH_ADVANCE                                       -0.086754   \n",
-       "PURCHASES_FREQUENCY                                 0.501343   \n",
-       "ONEOFF_PURCHASES_FREQUENCY                          1.000000   \n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY                    0.142329   \n",
-       "CASH_ADVANCE_FREQUENCY                             -0.111716   \n",
-       "CASH_ADVANCE_TRX                                   -0.069088   \n",
-       "PURCHASES_TRX                                       0.544869   \n",
-       "CREDIT_LIMIT                                        0.295038   \n",
-       "PAYMENTS                                            0.243537   \n",
-       "MINIMUM_PAYMENTS                                   -0.030327   \n",
-       "PRC_FULL_PAYMENT                                    0.157531   \n",
-       "TENURE                                              0.082466   \n",
-       "\n",
-       "                                  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
-       "BALANCE                                                  -0.063186   \n",
-       "BALANCE_FREQUENCY                                         0.176079   \n",
-       "PURCHASES                                                 0.315567   \n",
-       "ONEOFF_PURCHASES                                          0.127729   \n",
-       "INSTALLMENTS_PURCHASES                                    0.511351   \n",
-       "CASH_ADVANCE                                             -0.177070   \n",
-       "PURCHASES_FREQUENCY                                       0.862934   \n",
-       "ONEOFF_PURCHASES_FREQUENCY                                0.142329   \n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY                          1.000000   \n",
-       "CASH_ADVANCE_FREQUENCY                                   -0.262958   \n",
-       "CASH_ADVANCE_TRX                                         -0.169207   \n",
-       "PURCHASES_TRX                                             0.529975   \n",
-       "CREDIT_LIMIT                                              0.060755   \n",
-       "PAYMENTS                                                  0.085551   \n",
-       "MINIMUM_PAYMENTS                                          0.030073   \n",
-       "PRC_FULL_PAYMENT                                          0.250087   \n",
-       "TENURE                                                    0.073275   \n",
-       "\n",
-       "                                  CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  \\\n",
-       "BALANCE                                         0.449218          0.385152   \n",
-       "BALANCE_FREQUENCY                               0.191873          0.141555   \n",
-       "PURCHASES                                      -0.120143         -0.067175   \n",
-       "ONEOFF_PURCHASES                               -0.082628         -0.046212   \n",
-       "INSTALLMENTS_PURCHASES                         -0.132318         -0.073999   \n",
-       "CASH_ADVANCE                                    0.628522          0.656498   \n",
-       "PURCHASES_FREQUENCY                            -0.308478         -0.203478   \n",
-       "ONEOFF_PURCHASES_FREQUENCY                     -0.111716         -0.069088   \n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY               -0.262958         -0.169207   \n",
-       "CASH_ADVANCE_FREQUENCY                          1.000000          0.799561   \n",
-       "CASH_ADVANCE_TRX                                0.799561          1.000000   \n",
-       "PURCHASES_TRX                                  -0.131168         -0.066157   \n",
-       "CREDIT_LIMIT                                    0.132616          0.149700   \n",
-       "PAYMENTS                                        0.183192          0.255278   \n",
-       "MINIMUM_PAYMENTS                                0.098838          0.109739   \n",
-       "PRC_FULL_PAYMENT                               -0.249773         -0.169784   \n",
-       "TENURE                                         -0.133372         -0.043421   \n",
-       "\n",
-       "                                  PURCHASES_TRX  CREDIT_LIMIT  PAYMENTS  \\\n",
-       "BALANCE                                0.154338      0.531283  0.322802   \n",
-       "BALANCE_FREQUENCY                      0.189626      0.095843  0.065008   \n",
-       "PURCHASES                              0.689561      0.356963  0.603264   \n",
-       "ONEOFF_PURCHASES                       0.545523      0.319724  0.567292   \n",
-       "INSTALLMENTS_PURCHASES                 0.628108      0.256499  0.384084   \n",
-       "CASH_ADVANCE                          -0.075850      0.303985  0.453238   \n",
-       "PURCHASES_FREQUENCY                    0.568430      0.119788  0.103464   \n",
-       "ONEOFF_PURCHASES_FREQUENCY             0.544869      0.295038  0.243537   \n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY       0.529975      0.060755  0.085551   \n",
-       "CASH_ADVANCE_FREQUENCY                -0.131168      0.132616  0.183192   \n",
-       "CASH_ADVANCE_TRX                      -0.066157      0.149700  0.255278   \n",
-       "PURCHASES_TRX                          1.000000      0.272882  0.370832   \n",
-       "CREDIT_LIMIT                           0.272882      1.000000  0.421861   \n",
-       "PAYMENTS                               0.370832      0.421861  1.000000   \n",
-       "MINIMUM_PAYMENTS                       0.096333      0.126671  0.126651   \n",
-       "PRC_FULL_PAYMENT                       0.162066      0.055672  0.112138   \n",
-       "TENURE                                 0.121874      0.139167  0.106136   \n",
-       "\n",
-       "                                  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT    TENURE  \n",
-       "BALANCE                                   0.398684         -0.318959  0.072692  \n",
-       "BALANCE_FREQUENCY                         0.132569         -0.095082  0.119776  \n",
-       "PURCHASES                                 0.093860          0.180379  0.086288  \n",
-       "ONEOFF_PURCHASES                          0.048755          0.132763  0.064150  \n",
-       "INSTALLMENTS_PURCHASES                    0.132172          0.182569  0.086143  \n",
-       "CASH_ADVANCE                              0.140107         -0.152935 -0.068312  \n",
-       "PURCHASES_FREQUENCY                       0.003030          0.305802  0.061506  \n",
-       "ONEOFF_PURCHASES_FREQUENCY               -0.030327          0.157531  0.082466  \n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY          0.030073          0.250087  0.073275  \n",
-       "CASH_ADVANCE_FREQUENCY                    0.098838         -0.249773 -0.133372  \n",
-       "CASH_ADVANCE_TRX                          0.109739         -0.169784 -0.043421  \n",
-       "PURCHASES_TRX                             0.096333          0.162066  0.121874  \n",
-       "CREDIT_LIMIT                              0.126671          0.055672  0.139167  \n",
-       "PAYMENTS                                  0.126651          0.112138  0.106136  \n",
-       "MINIMUM_PAYMENTS                          1.000000         -0.140379  0.059444  \n",
-       "PRC_FULL_PAYMENT                         -0.140379          1.000000 -0.016486  \n",
-       "TENURE                                    0.059444         -0.016486  1.000000  "
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.corr()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "837f17f2",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>BALANCE</th>\n",
-       "      <th>BALANCE_FREQUENCY</th>\n",
-       "      <th>PURCHASES</th>\n",
-       "      <th>ONEOFF_PURCHASES</th>\n",
-       "      <th>INSTALLMENTS_PURCHASES</th>\n",
-       "      <th>CASH_ADVANCE</th>\n",
-       "      <th>PURCHASES_FREQUENCY</th>\n",
-       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
-       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_TRX</th>\n",
-       "      <th>PURCHASES_TRX</th>\n",
-       "      <th>CREDIT_LIMIT</th>\n",
-       "      <th>PAYMENTS</th>\n",
-       "      <th>MINIMUM_PAYMENTS</th>\n",
-       "      <th>PRC_FULL_PAYMENT</th>\n",
-       "      <th>TENURE</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8949.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8637.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>1564.474828</td>\n",
-       "      <td>0.877271</td>\n",
-       "      <td>1003.204834</td>\n",
-       "      <td>592.437371</td>\n",
-       "      <td>411.067645</td>\n",
-       "      <td>978.871112</td>\n",
-       "      <td>0.490351</td>\n",
-       "      <td>0.202458</td>\n",
-       "      <td>0.364437</td>\n",
-       "      <td>0.135144</td>\n",
-       "      <td>3.248827</td>\n",
-       "      <td>14.709832</td>\n",
-       "      <td>4494.449450</td>\n",
-       "      <td>1733.143852</td>\n",
-       "      <td>864.206542</td>\n",
-       "      <td>0.153715</td>\n",
-       "      <td>11.517318</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>2081.531879</td>\n",
-       "      <td>0.236904</td>\n",
-       "      <td>2136.634782</td>\n",
-       "      <td>1659.887917</td>\n",
-       "      <td>904.338115</td>\n",
-       "      <td>2097.163877</td>\n",
-       "      <td>0.401371</td>\n",
-       "      <td>0.298336</td>\n",
-       "      <td>0.397448</td>\n",
-       "      <td>0.200121</td>\n",
-       "      <td>6.824647</td>\n",
-       "      <td>24.857649</td>\n",
-       "      <td>3638.815725</td>\n",
-       "      <td>2895.063757</td>\n",
-       "      <td>2372.446607</td>\n",
-       "      <td>0.292499</td>\n",
-       "      <td>1.338331</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>50.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.019163</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>6.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>128.281915</td>\n",
-       "      <td>0.888889</td>\n",
-       "      <td>39.635000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1600.000000</td>\n",
-       "      <td>383.276166</td>\n",
-       "      <td>169.123707</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>873.385231</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>361.280000</td>\n",
-       "      <td>38.000000</td>\n",
-       "      <td>89.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.166667</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>7.000000</td>\n",
-       "      <td>3000.000000</td>\n",
-       "      <td>856.901546</td>\n",
-       "      <td>312.343947</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>2054.140036</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1110.130000</td>\n",
-       "      <td>577.405000</td>\n",
-       "      <td>468.637500</td>\n",
-       "      <td>1113.821139</td>\n",
-       "      <td>0.916667</td>\n",
-       "      <td>0.300000</td>\n",
-       "      <td>0.750000</td>\n",
-       "      <td>0.222222</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>17.000000</td>\n",
-       "      <td>6500.000000</td>\n",
-       "      <td>1901.134317</td>\n",
-       "      <td>825.485459</td>\n",
-       "      <td>0.142857</td>\n",
-       "      <td>12.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>19043.138560</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>49039.570000</td>\n",
-       "      <td>40761.250000</td>\n",
-       "      <td>22500.000000</td>\n",
-       "      <td>47137.211760</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.500000</td>\n",
-       "      <td>123.000000</td>\n",
-       "      <td>358.000000</td>\n",
-       "      <td>30000.000000</td>\n",
-       "      <td>50721.483360</td>\n",
-       "      <td>76406.207520</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>12.000000</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "            BALANCE  BALANCE_FREQUENCY     PURCHASES  ONEOFF_PURCHASES  \\\n",
-       "count   8950.000000        8950.000000   8950.000000       8950.000000   \n",
-       "mean    1564.474828           0.877271   1003.204834        592.437371   \n",
-       "std     2081.531879           0.236904   2136.634782       1659.887917   \n",
-       "min        0.000000           0.000000      0.000000          0.000000   \n",
-       "25%      128.281915           0.888889     39.635000          0.000000   \n",
-       "50%      873.385231           1.000000    361.280000         38.000000   \n",
-       "75%     2054.140036           1.000000   1110.130000        577.405000   \n",
-       "max    19043.138560           1.000000  49039.570000      40761.250000   \n",
-       "\n",
-       "       INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
-       "count             8950.000000   8950.000000          8950.000000   \n",
-       "mean               411.067645    978.871112             0.490351   \n",
-       "std                904.338115   2097.163877             0.401371   \n",
-       "min                  0.000000      0.000000             0.000000   \n",
-       "25%                  0.000000      0.000000             0.083333   \n",
-       "50%                 89.000000      0.000000             0.500000   \n",
-       "75%                468.637500   1113.821139             0.916667   \n",
-       "max              22500.000000  47137.211760             1.000000   \n",
-       "\n",
-       "       ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
-       "count                 8950.000000                       8950.000000   \n",
-       "mean                     0.202458                          0.364437   \n",
-       "std                      0.298336                          0.397448   \n",
-       "min                      0.000000                          0.000000   \n",
-       "25%                      0.000000                          0.000000   \n",
-       "50%                      0.083333                          0.166667   \n",
-       "75%                      0.300000                          0.750000   \n",
-       "max                      1.000000                          1.000000   \n",
-       "\n",
-       "       CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
-       "count             8950.000000       8950.000000    8950.000000   8949.000000   \n",
-       "mean                 0.135144          3.248827      14.709832   4494.449450   \n",
-       "std                  0.200121          6.824647      24.857649   3638.815725   \n",
-       "min                  0.000000          0.000000       0.000000     50.000000   \n",
-       "25%                  0.000000          0.000000       1.000000   1600.000000   \n",
-       "50%                  0.000000          0.000000       7.000000   3000.000000   \n",
-       "75%                  0.222222          4.000000      17.000000   6500.000000   \n",
-       "max                  1.500000        123.000000     358.000000  30000.000000   \n",
-       "\n",
-       "           PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT       TENURE  \n",
-       "count   8950.000000       8637.000000       8950.000000  8950.000000  \n",
-       "mean    1733.143852        864.206542          0.153715    11.517318  \n",
-       "std     2895.063757       2372.446607          0.292499     1.338331  \n",
-       "min        0.000000          0.019163          0.000000     6.000000  \n",
-       "25%      383.276166        169.123707          0.000000    12.000000  \n",
-       "50%      856.901546        312.343947          0.000000    12.000000  \n",
-       "75%     1901.134317        825.485459          0.142857    12.000000  \n",
-       "max    50721.483360      76406.207520          1.000000    12.000000  "
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.describe()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7ca04a59",
-   "metadata": {},
-   "source": [
-    "## checking the datatypes of different columns"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "db1b8506",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "CUST_ID                              object\n",
-       "BALANCE                             float64\n",
-       "BALANCE_FREQUENCY                   float64\n",
-       "PURCHASES                           float64\n",
-       "ONEOFF_PURCHASES                    float64\n",
-       "INSTALLMENTS_PURCHASES              float64\n",
-       "CASH_ADVANCE                        float64\n",
-       "PURCHASES_FREQUENCY                 float64\n",
-       "ONEOFF_PURCHASES_FREQUENCY          float64\n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY    float64\n",
-       "CASH_ADVANCE_FREQUENCY              float64\n",
-       "CASH_ADVANCE_TRX                      int64\n",
-       "PURCHASES_TRX                         int64\n",
-       "CREDIT_LIMIT                        float64\n",
-       "PAYMENTS                            float64\n",
-       "MINIMUM_PAYMENTS                    float64\n",
-       "PRC_FULL_PAYMENT                    float64\n",
-       "TENURE                                int64\n",
-       "dtype: object"
-      ]
-     },
-     "execution_count": 11,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.dtypes"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "460593d4",
-   "metadata": {},
-   "source": [
-    "### Removing \"CUST_ID\" because non numerical columns are of no use to us"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "e0f755e4",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df=df.drop(['CUST_ID'],axis=1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "90a2d2f2",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>BALANCE</th>\n",
-       "      <th>BALANCE_FREQUENCY</th>\n",
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-       "      <th>CREDIT_LIMIT</th>\n",
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-       "      <th>MINIMUM_PAYMENTS</th>\n",
-       "      <th>PRC_FULL_PAYMENT</th>\n",
-       "      <th>TENURE</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>40.900749</td>\n",
-       "      <td>0.818182</td>\n",
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-       "      <td>95.40</td>\n",
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-       "      <td>0.166667</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>2</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>201.802084</td>\n",
-       "      <td>139.509787</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>3202.467416</td>\n",
-       "      <td>0.909091</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>6442.945483</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.250000</td>\n",
-       "      <td>4</td>\n",
-       "      <td>0</td>\n",
-       "      <td>7000.0</td>\n",
-       "      <td>4103.032597</td>\n",
-       "      <td>1072.340217</td>\n",
-       "      <td>0.222222</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>2495.148862</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>773.17</td>\n",
-       "      <td>773.17</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>12</td>\n",
-       "      <td>7500.0</td>\n",
-       "      <td>622.066742</td>\n",
-       "      <td>627.284787</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>1666.670542</td>\n",
-       "      <td>0.636364</td>\n",
-       "      <td>1499.00</td>\n",
-       "      <td>1499.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>205.788017</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1</td>\n",
-       "      <td>7500.0</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>817.714335</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>16.00</td>\n",
-       "      <td>16.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.083333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>1</td>\n",
-       "      <td>1200.0</td>\n",
-       "      <td>678.334763</td>\n",
-       "      <td>244.791237</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12</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",
-       "      <td>...</td>\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>8945</th>\n",
-       "      <td>28.493517</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>291.12</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>291.12</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>325.594462</td>\n",
-       "      <td>48.886365</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8946</th>\n",
-       "      <td>19.183215</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>300.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>300.00</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>6</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>275.861322</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8947</th>\n",
-       "      <td>23.398673</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>144.40</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>144.40</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0</td>\n",
-       "      <td>5</td>\n",
-       "      <td>1000.0</td>\n",
-       "      <td>81.270775</td>\n",
-       "      <td>82.418369</td>\n",
-       "      <td>0.250000</td>\n",
-       "      <td>6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8948</th>\n",
-       "      <td>13.457564</td>\n",
-       "      <td>0.833333</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>36.558778</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.166667</td>\n",
-       "      <td>2</td>\n",
-       "      <td>0</td>\n",
-       "      <td>500.0</td>\n",
-       "      <td>52.549959</td>\n",
-       "      <td>55.755628</td>\n",
-       "      <td>0.250000</td>\n",
-       "      <td>6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8949</th>\n",
-       "      <td>372.708075</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>1093.25</td>\n",
-       "      <td>1093.25</td>\n",
-       "      <td>0.00</td>\n",
-       "      <td>127.040008</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>0.666667</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.333333</td>\n",
-       "      <td>2</td>\n",
-       "      <td>23</td>\n",
-       "      <td>1200.0</td>\n",
-       "      <td>63.165404</td>\n",
-       "      <td>88.288956</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>6</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8950 rows × 17 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "          BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
-       "0       40.900749           0.818182      95.40              0.00   \n",
-       "1     3202.467416           0.909091       0.00              0.00   \n",
-       "2     2495.148862           1.000000     773.17            773.17   \n",
-       "3     1666.670542           0.636364    1499.00           1499.00   \n",
-       "4      817.714335           1.000000      16.00             16.00   \n",
-       "...           ...                ...        ...               ...   \n",
-       "8945    28.493517           1.000000     291.12              0.00   \n",
-       "8946    19.183215           1.000000     300.00              0.00   \n",
-       "8947    23.398673           0.833333     144.40              0.00   \n",
-       "8948    13.457564           0.833333       0.00              0.00   \n",
-       "8949   372.708075           0.666667    1093.25           1093.25   \n",
-       "\n",
-       "      INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
-       "0                      95.40      0.000000             0.166667   \n",
-       "1                       0.00   6442.945483             0.000000   \n",
-       "2                       0.00      0.000000             1.000000   \n",
-       "3                       0.00    205.788017             0.083333   \n",
-       "4                       0.00      0.000000             0.083333   \n",
-       "...                      ...           ...                  ...   \n",
-       "8945                  291.12      0.000000             1.000000   \n",
-       "8946                  300.00      0.000000             1.000000   \n",
-       "8947                  144.40      0.000000             0.833333   \n",
-       "8948                    0.00     36.558778             0.000000   \n",
-       "8949                    0.00    127.040008             0.666667   \n",
-       "\n",
-       "      ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
-       "0                       0.000000                          0.083333   \n",
-       "1                       0.000000                          0.000000   \n",
-       "2                       1.000000                          0.000000   \n",
-       "3                       0.083333                          0.000000   \n",
-       "4                       0.083333                          0.000000   \n",
-       "...                          ...                               ...   \n",
-       "8945                    0.000000                          0.833333   \n",
-       "8946                    0.000000                          0.833333   \n",
-       "8947                    0.000000                          0.666667   \n",
-       "8948                    0.000000                          0.000000   \n",
-       "8949                    0.666667                          0.000000   \n",
-       "\n",
-       "      CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
-       "0                   0.000000                 0              2        1000.0   \n",
-       "1                   0.250000                 4              0        7000.0   \n",
-       "2                   0.000000                 0             12        7500.0   \n",
-       "3                   0.083333                 1              1        7500.0   \n",
-       "4                   0.000000                 0              1        1200.0   \n",
-       "...                      ...               ...            ...           ...   \n",
-       "8945                0.000000                 0              6        1000.0   \n",
-       "8946                0.000000                 0              6        1000.0   \n",
-       "8947                0.000000                 0              5        1000.0   \n",
-       "8948                0.166667                 2              0         500.0   \n",
-       "8949                0.333333                 2             23        1200.0   \n",
-       "\n",
-       "         PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
-       "0      201.802084        139.509787          0.000000      12  \n",
-       "1     4103.032597       1072.340217          0.222222      12  \n",
-       "2      622.066742        627.284787          0.000000      12  \n",
-       "3        0.000000               NaN          0.000000      12  \n",
-       "4      678.334763        244.791237          0.000000      12  \n",
-       "...           ...               ...               ...     ...  \n",
-       "8945   325.594462         48.886365          0.500000       6  \n",
-       "8946   275.861322               NaN          0.000000       6  \n",
-       "8947    81.270775         82.418369          0.250000       6  \n",
-       "8948    52.549959         55.755628          0.250000       6  \n",
-       "8949    63.165404         88.288956          0.000000       6  \n",
-       "\n",
-       "[8950 rows x 17 columns]"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "b28126b3",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "columns_name=df.columns.tolist()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "013d65b0",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "BALANCE                               0\n",
-       "BALANCE_FREQUENCY                     0\n",
-       "PURCHASES                             0\n",
-       "ONEOFF_PURCHASES                      0\n",
-       "INSTALLMENTS_PURCHASES                0\n",
-       "CASH_ADVANCE                          0\n",
-       "PURCHASES_FREQUENCY                   0\n",
-       "ONEOFF_PURCHASES_FREQUENCY            0\n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY      0\n",
-       "CASH_ADVANCE_FREQUENCY                0\n",
-       "CASH_ADVANCE_TRX                      0\n",
-       "PURCHASES_TRX                         0\n",
-       "CREDIT_LIMIT                          1\n",
-       "PAYMENTS                              0\n",
-       "MINIMUM_PAYMENTS                    313\n",
-       "PRC_FULL_PAYMENT                      0\n",
-       "TENURE                                0\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[columns_name].isnull().sum()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "a931dac1",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "column_means=df.mean()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "984ec252",
-   "metadata": {},
-   "source": [
-    "### Filling the NaN values with their respective column means"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "b7f9ac65",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "df=df.fillna(column_means)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "486ca3f7",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "BALANCE                             0\n",
-       "BALANCE_FREQUENCY                   0\n",
-       "PURCHASES                           0\n",
-       "ONEOFF_PURCHASES                    0\n",
-       "INSTALLMENTS_PURCHASES              0\n",
-       "CASH_ADVANCE                        0\n",
-       "PURCHASES_FREQUENCY                 0\n",
-       "ONEOFF_PURCHASES_FREQUENCY          0\n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY    0\n",
-       "CASH_ADVANCE_FREQUENCY              0\n",
-       "CASH_ADVANCE_TRX                    0\n",
-       "PURCHASES_TRX                       0\n",
-       "CREDIT_LIMIT                        0\n",
-       "PAYMENTS                            0\n",
-       "MINIMUM_PAYMENTS                    0\n",
-       "PRC_FULL_PAYMENT                    0\n",
-       "TENURE                              0\n",
-       "dtype: int64"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df[columns_name].isnull().sum()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "95c342b4",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([<AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
-       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
-       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
-       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
-       "       <AxesSubplot:>], dtype=object)"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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+UNFA65j45xdb8ceX4q9pa7Fne05ZV+QzPB43k0+PkhRX4muvjk8p2w8AAJ6Zt8vmksQW9w3SsrGwBjtUNXeJiCg0DCCRKfMyy7x/XzZxralptKp6x9sN3b7qFlTx4dBHYbVxkzJKLFv31wEw37S12+nCrrKGKJbIrS8E9Ci24qU15KZ9NRgyZjF2xuA4CoX9NRETH89bie+2L7biho832V0MIqKExQBSArK7DX5+ZRjV4MMscii/NZxFXPzuWjw7PzuMKYkCVTd3Ymdpg23LV2prpe4+hFa/nFHdJmsgvbciH3/7cCMWZJVbXj4z4jUnjdMlUdXUYXcxyGLR2NsWZrk7wxj9TWYU5h46JbB2WBJv+YiIrNDe5YxqDsc4eR9CpIl3ExQ1Zp8DpYnTZKKcSOP14TcRSSnxhxeXhhewtMnVk9fjuo822hpoyKlowr++ycDfPwnvDeueg00AgPdXFlhZrAB2B8JDNWF5Hk5/YxVyPOuH4kO81DrS0tjhsLsIPvonJdYxR0QUjw42tOOPL6ViwnLmTqW+iQEkihqtG/tQ7/UZj+nbOhzWJb62ImCxOrcSkwwCK0pzyDSbekKUEt6aR3mH4rvXOb1jO14P+TW5VQCAVxfvsbkkpMfMy4gAYe5wDqcLk1cVaDYLi7egllKefrygRsxoDbZ0drOZIFEfoOSF/WjNPptLQmSPoAEkIcQ0IUSVEGK3atjPhBArhBAFnv8f7RkuhBCThRCFQohdQohTVdPc6Rm/QAhxp2r4aUKIbM80kwWrcPQ5Zm+2a1s6sSavSn8+nv+v2FuJpdkVkReMbBVvD2EAcM9X6Zi4Mh/5lfEdnEkEiXSiV1+V4nG/7MvCChpZYNb2Ury3Ih83f7bZluWHwq511Nf86eVlOHXcCruLQUREFFVmaiB9BeAKv2FjAKySUp4AYJXnMwBcCeAEz78HAHwCuANOAF4GcAaA0wG8rASdPOPcr5rOf1nkJ1FCbB+tKfT+7S1yBPexd0zbhru/3I7MA3WG490/Ix0PfZsJh7NvdttO2qw8bsob2q2bmcUS/VExUc5vdnG5JGpamPhf0WxTM7EOh7umya7yRluWT8FFMz+JnnaH9TWQRs/MxCxPT3pE1DfwZRXFs6ABJCnlOgD+T+zXAZju+Xs6gOtVw2dIty0AfiqE+CWAywGskFLWSSnrAawAcIXnu/+VUm6R7iv9DNW8KMGZfcg2e44s8vQO9sNO7dpF/s+d8dZtOYWGWy90iXTDwUBRaMYt2oshYxbj8vfXYcRrK7GbgQsAwIjXViF1t/uaEMv9P5zK0i7PNamhrQv7a2LX22UinRfing3nrcW7KvDMPGs6+7AjqEZEoWPNUYpn4eZA+rmUUnmKPwTg556/jwVQqhqvzDPMaHiZxnBNQogHhBDpQoj06mp7coxQbLFFIxFFW1Vz/PeuNnXDfgBAQZU7qfwrPzAXk+LJ2TvDnjbc3GhmplKPs2zPIfzmuSXYvr8Wl7+/DhdNSEOLX0+J0carKVmtvrXL7iIQEVGMRZxE21NzKCZhUinlFCnlCCnliEGDBsVikb2KlBJLsyvQHaWmXdlljbo3E3o7SIfDCUe3ifKoZsA3aKGpau7AjZ9uSrguyLmdtRnFVOP1jZXWpoyX4HDq7kM4/fVVmJtRiumbitGlcT6Kj5L6cllYw3JNXhXyDjWjqcOB7LLEq9nUEUGzIat3w6827ses9NKA4cv2HAIAPDYrC5VN7iaIGwtrrF24ik/erqgtpe9JtN4j/Vl5WV2dW4lTxq3Ad5llwUcmIqJeI9wAUqWn+Rk8/1cyG5cD+JVqvMGeYUbDB2sMJz81LZ3eB+pwb1+W7j6Eh77NxEPfZlhXMJVrP9yAi95NCzKW793LH15MxXnvrNEdW/mt4dzzvLEkp1f0iFLZ1BFRPqevN5cgvbgeN34a/8leo2lDYTW2Fxvnz0oEvS2uZvfPyTxQDwB4eu4uvLxwD+7+clvAOHaXMdru/nI7Ln9/He7+cjuu/XADDtTGrnmVFexorawXeBr7w17t8T1XM/U1KZrHcm87T1DsSCnR0Ba8ZtH2Yve506rmdURElBjCDSAtBKD0pHYngAWq4Xd4emM7E0Cjp6nbMgCXCSGO9iTPvgzAMs93TUKIMz29r92hmhd5lNa1YcRrKzF2YWRNFuo8tYNW7A3syWxNbhX2HGzEocYOtHUFr1Zf1dyBIWMWY3Vupc/whjbthKbBur6NhhmbS3DzlNgGTax+N9nhcOKMN1bh3q+2hz0PpUylnm5HE4Xe809ZfRvum77d1H6q9vriXNykE0SbvKoAQ8YsjlpC3oa2LuRUNEVl3mrRfGhs7ezGztIGy+bnDQ5LieRtPQli7XrwVZa7cV9twHfXfrABuYfirOe9KFSEyChxPxDOzeg7NQpiXZ/Ed/+O0c5u0zGVUVKHO6ZuhaM78V/k9BZmdoVvtpRg+KsrsH2/uRcuzDdprfYuJ85/Zw3W5uv3OtxXuFwSWRbedxCRNYIGkIQQyQA2A/i9EKJMCHEvgLcAXCqEKABwieczACwBUASgEMDnAP4NAFLKOgDjAGz3/HvVMwyecb7wTLMPwFJrflrvUVbvTkY9fXNJyNN2OJzeavJJ/fRvle/+ajuunrwBZ765CpdPXBd0vpmeB417vkoPuUzhCe8GZVdZI055dbnFZYmdToe75tG6gug1dYhXeoGEN5fmYmVOFR6YYd2+9/m6IgDAh6qeA610/UcbceWk9Zb0nmVXy69/f5uJ6z7aiD0HrW3i5HBKPDs/G8s9TXxizUxTyapme3s9OxjrXv+itI9llTYgL94CcWFavEu7Mwc9WsdtzIOlMT53PJaShXUFNXh/VUFsF+wRjdUb7vl3TV4VhoxZbPn5MxpW57oDF2Pm77K5JNbJKKnH26m5ls83Gk3t8yubcaCuDXdOC//FoRWqmzu9L57t8snafbj+o434dmvozz/RFItzN2uRUjwz0wvbLVLKX0opD5NSDpZSTpVS1kopL5ZSniClvEQJBnl6XxstpTxeSjlMSpmums80KeVvPf++VA1Pl1L+yTPNw5KJTyw1duEe3PbFVny3owwG8SMfpZ6AVeaBetwyZQu6NN8eRu9OdHd5IxZkuVsyqm/Wwr1xq29zoMSmJhmRBAw2FtYg55AFtVZiFHFwuqRhfq3XFu3Fv76JvPmk8mvyK1sinpe/1o7ovCkvrnXX/lqxtzLImJGJ5slzZ1kDAGD6pmJrZui3W67xPLTEywUg2tsqFC8tCKx9Gs1cLP2iNO/rP9qIy99fhzwrzmsaYnX3sKusAemelyiJwK7caMqlp7DK+nN1LKV5gj85FeEHf77f4b6nufXzLdhXHd/rQ8lP11tqFi3ceRAjP9mET9L2YW1+/HfAEyfpAfGX11fi1HErbC1DfqX7hcP7K+wJQhORtoiTaFP0Bdz8hXB1UXrsmbZhP/qFeFV6es5ObC6qxb+/zQz4TqjKZOYNhfT7v56i6hZc88EGPJaSZWmTq0hyCIVrxd5KjHhtJeaHmWDyti+2YtSULZaVx3/dT9uw39tsK5wbxes/2ogv1hd5P9/82Wb89vmlum/kvtiwH6m7D5nutcWOhx6jZUaSqDdWvlhfpNtML1LRvqcNdWu3dXVjyJjF+CjCWmN6ybzvt7CGWzzpcDjx9eZiS5Nwh+qJWVlBx1maXYFqm2t+6Qmn2bXWXhbNLaC1W8dL4no7dXW7sM1k0yzFvEx38OfhmTtCXtaYebtwqLHDu/0b27tx8btrQ5qPlRLpHW1tSydSd4dW00/Lo8k92y03Bk3JyTrKceOKm1dLRAQwgJQY/M6b4V4AjZqwGcku13jrproRPXXcipAeRoxuYB5S1VApqGr2LsbM3OPt3ji9xH2TOsbmBJN6q+Xd5XkAgGFjl+NvH24Ieb5ZpQ14bXGO97PyRj5Ye/VOM73uxZDTZS5Udf1HG6Nelki9v9L6t3Qul8R/Zu9EvSe/mVWHWaQ1aKo8PVmNX5ZnRXFM8z99lda14fL316Eyqr0cWnfzPHlVAV5csAf/nWfQPEWEvrzP1xWZzvMVLADT0tmNh77NxCXvpYVcDrMa2x0oqGy29bph9Czf3uVEWX34L1HU87Y9ZmBbXrPABb+dmot/fLY5pBc7yi7S1N4d0lkrLa8KKdtLcelE+wJG4Yik8xIr3TcjHf/6JhNpefFRG7SktjXgZWQ0jq1E7+nPSkrQ2/ZzGBH5YAApAfifN5ebaFrR1OHA26m5qpolIuQaSEbna/85HWw0ztFhdsm1qtopehdRvQtJvF1glPI7461gHuq30XsOmnvwq2kJ3iY+WG0mszWL9Fab1W/Rj39uifeB1qhsdiZR/sCCHCLhvnmuae3EPNXDVjjhv1CWHO9vyP1LN3XDfuQdasYNH8d/gBGANxCYuls/51Q4DzCvL8nBlZPWmxpXSncAR4/T6V7Lje3R6WABcNeYvHTiOrR3RS+gHawJtnK+KaltRXpxHbqdLry0YDcONrTjnq+249y316ApSGJ/l0sm3DFj13IPNrRj6ob9AIBP0vaZnk+kl5zmju64qf0VjZdx0aotrNRCX7Az8lpIkapq7sAF49N8XnJS9HlfIsf5OS4a+uBPpgTCAFICCKf3preX5uKTtH0+tUH6qWogRZrI1P8GI5Sbo1BOitF8E3OVyYedcOmtkurmzpj0yBWsHP6DzTTRGvGa+TbxDqcL763ID7m3NNM8+1FORZOtzXGircPhxLsr8m1bfpLfDrR9f5239lokIn2eipPnMa+DDeHVQKpobMdHawqD3CDH+MdGeXEdDidOfmW5N3k94H5YjDTBcCgPskpAOKx8NGGcbpRrmbqMyia/YHwabvx0M1bnVmHG5hJc8t5abC5y9wb47eYS3fNbVXMHfvPcEkzWCDCrjw+7zo49v9la7V1Oc83S/Ra8qyy8/cuKwyHOTleJJQ4u70oPwytzot8zWrxd2+zkPYfEwT4Qa3blriMygwGkBKBuJmRWl0YzIXULtsvfXxdRMlz/wI6I4YnOqgvJXpvawl84fg2unLQejW3R6TL+07X7sEHVa1uryXwdH1vUA5ly8zM3owyTVxVg5CebfL4PNx+VSwbu19lljbhy0no8Pdea3mIyShpMjRfL+zut/X3F3kpvovlo86+5WFzbhg9WR76v+K9DJYCid3hfNCENk1bmq8aPuAiWCLVmp79/fZOJ8cvy8Nk6oxoRsf2xWoH7xnaH6XNJMB2e3iVfX9JzbTvvnTW4evKGqAWcz3lrNR78OjCvlZ1Jdf23qpKovq2rJ5j/9rI8/GfOTs3pD3iS80/UaLoa7Ph4Zu4unPD8kqi+2Y/Wg/AfX0rFtR/4Nrtu6+pGRZCa0JGSkDGtSdTZ7USnZicm2lburcSQMYsxaWW+d99IbEL1X3vplSFOLkO9Vs9zC9c0UTxhAKkX0ru/8a9J8MYSc4Ep9c1sz0KCDtBl/J5dXee/58+KxuBv9x0uV0g3W9EgtIvvo9WzPrcXh5bI06y3lubin1O3AgBW5VTi8/X7tUf0K2BLpzXrTnke6fTUaMqp8K3t9t8wgz2bi2px7turffIzlHu6N58XZqJyf/418x6YkY5nNMpr1a3Mp2v3eZtU6PF/C/Xh6kLcPyMdj6VkWVQKbc0dDqRsO+BTc9FK/uepYOt0f02r5oNypKaoasEoQqkJE+nqafMEZTYW1gQZ01c0H6q05n3yK8ut65HHoPDFNdF58C1vaMeyPfrNvx3OkKrGhkyzCZtf8OajNdpBxO92aAeLzcYytIJEs9JL4XBKbCmKznUo2PIj5d+k+B+fbcZZb672CUBatdRwg0bCzA2BgRHjVuL3L6SaHl8JQk9cWYC/vpumOY65TRG7kM3tU7fiGaN8bDC3HedmlGHZHv1muRQ+O5uPhZIHlYhihwGkXsr/fqexvQsfpfnWGujsduG+6duDzqu5I/CNsH+OVatuN/wfltXdAGsGslRK69px2+dbLSpJ9Cm/dHVuZVTa1f/hxaWGiUIDaoBYfImeue2A5nCzDyxa9yxVzZ1++3Z0byuW763ErPTSqM3/raW5GLdor+E4/uth0a7o5YMormn15oOqaenCmPnZqGmJZnLoQGbvVaO55a+ebD6pvHp/rGnR7zVsdnopimtaIymW34Ktm1XArHXmHW8J8P1Z/ZwzL6MMJ7+yHA7/3+23nCFjFuNpnVpCRiJJku0W+U7Q7ohenqlY2l3urlGszu1l1YNvuGs50uU3R1DjrzuCZt2hxssiSTWwvqAGs7ZHfo19as5OPPh19PITxbJZWbw1YbOztm9fbsJGFM8YQIpDVjQT8L+gH6hr995gqa3MqdLv0jaElBwrcsz3khHKTZV218f60ys9gUWqpbMbYxfuiajrdrM3Afd8lY6luw/hu8zyoD2YhaLD4Qp44y6lxKSVBSirb4taVXxltvmV+rlFhoxZjKwDPdvqydlZYeQxkrpv5iPR0GacJBzoSe4ZC1beNzldEk/N2Yn8Su0caBdOSEOG3zFU26Ld1HLImMURPSD1lp5m1E3YLjHonvu/c3fp1gqIN6FumZD3g2CjGxTgYEN7zGqavrxwDxrbHZiybh9cLolN+/Rric3JKDNOTK7xm8Yvy0etQdAxEqtzq7zXrz777CXdXcH/9d007DgQwb1BkGTo5mYRH+c7My+KQj7+o7yHWRk8CP+apdepS+8/uuz8hf08T6l9YDUTJRQGkOLQTZ9uCj6ShcLpftr/JuqlBXtMTed0Sf2Alf8yTC47Gt5dnoevNhVHVKMp2A2j/43H+yvzcf1HG5FnYW4m/x7RimpaMXFlPi55L/BBN5Qb3IMNoeWa0AoOPTYry/v3/MzygJxcwW5Kq1u6DJuk5B5qwtupuSGVEwCGv7oCaXnGiTJf/cG41pBVQl3PwRRUNWNuRhmueH+d6WmMbpDfszK5d4g3iFp53uygDsQ2GPQsBrjzeCWCkEO5Vv8unfl1dbtw9lurccfUbRYvUJuyZSubOjF1w37c+vlWfLhavxnl3IzgNSn8e5ZbnRt+Ul6ja+F3O8px2xdbfMfXGC+aD2Z2h0w2F9ViS1EdiqpbcfNnm8OeT7jBH/W5Id5qlZjRGx/at5q8//QX7e1XWNUccec20WJvEzb3io+Pq33i6na68NXG/WHnIE1k32wpwZAxi9EU5P6MQsMAUpworOq5cOytiPwiYsnFzmAe4dZeKa5tw61f6AdlgjVTA4Dciha0dnaHnDMkFF9uLAbQk9TULCndXSqnbDuArhBP1Ac9CUC/3ard9MsKyo1Ah8MVsI9M22ici0ft7LdWG3wbuG9klwfmlGnzy7mUe8g3cKZ3z2J2z7v5sy1Bu2qeqBMAeTwlC0PGLNadTt08YHd5o6U1xxQLsspx9lurscCiWlbq1WlVIGN9gbkExFrbUu8Uog4cHmrsQLNON+aTVukHr5o7HNitsc9FQ6Tn2ljemmeU1CHZ07TUsIJpnD7tKgFVvYfAaK1LFySKPM0PP10bmDPLHO112maylmtpXZtP7517DzZhV5DzjtIpgB3Pf80djp68UiaWP2NzMbZ4ep6zyrSNxUjy3OV2hZDjyuF0adY+1lqPxTWtCVULJYGKanhu7ex2ojuMh+Gi6vCaEUf7jHjJe+tw+fvr4HLJuKmtprC1BpKSA8mCHfdgQzuGjFmMpdm+aQDmZpThufnZEc/falYeqzM2l2DsD3vxwIzoNfOMVx95Ogh6JzXy3oOpBwNIcSB19yE8MSv0/AlRZ3TyitIVxUwAaVtxHUa8thJj4vGED2Dp7kMYMz9bMzmvmt5DWj8TR6XTJXHWm6uQopNnSF0e3eUHX0yYzO0c4T6jNmnk5NJipkncJI3ur93LMP+m4poPNuD6jzYG1PYKpqq5p+bffdO3o6nDgYdnZmKr5yEq09OUbNzi8Gs7nfLq8rCnNcOlcYezr7oFda1dPr/PDAl380H1jdyZb67CBe+kaY5f36q/je6dno5rPtiAAzpNDTu7nRE1T1Uzk0Rb7+bX6ZIorAqjG3k/pXVtGDJmsW4TqrxDzVi8qwIjPzFXCyP0JizGdpY2+AZkwzz2L5yQFt6E4fI+vADmzmuh/7A2k03Wz3vH3Xtnh8OJls5uXDV5PcaarAlpxwPgsLHLvZ0cmFn+Swv2YNSULcFHDFno22TkJ5vwhxdTvdcQvVzYW4pqceGENN0XEZGUot3EvVC0KL83TuPIAIDfv5CKaz4wn6suWiI5tlwuGVCTtrM78OWe3eIjB1LkhVCa5z/0babP8Kfm7MTMbQcCXmL2Jo2e2jdrgtSu780a2qPTXLyvYgApDvzrmwzNGhpA4ElT3T27kVAuQOFcrIJ1XW3FyV4IoVu4dose/oLpdkl0h9JURkK3xkTAqH7rSPloZnO4uyzuiCiIZnctA//F+5dHbw8y3eRD5+ct2nUQI15b4e0lziqhVg1+RfXwtzKnCrd8tgWLdlXgZs9DlLI+IjmU6tsir7JrtHyXxk+++N21OHXcCpz++ip8vKYQ+6q1AyRaSdzfXZ6PlTm+27fORE4qf+meHg5nbdcOsF763jr84cXUMM9TvtMEOxcC+uswx6Lmqkqz4IdnZmp+f/n76zDa7zuny4XsMmtqaQVbj4t2HQxtfmE8li3Msj4fWqQ9SKv3DL3dJKTe3+DJARXmuUu7Jzhz03Y7XRgyZjGenR9eL5qJZJfnuMj05E1SVpv/+lOCv5NX+3ZQojCz/fW8t8L+t+VWBQ4yD9RH1IGA3vnAvyc+LVb1zBaN+6XRMzPxuxeW+tSkckkZfwGkME+Ai3dVYHWu+fyoWqLUCaym6mYGGIjMYgApzn2+3rcWi9I9uxH3Rd/8WTesmwT/bthUciqaLLvxiIfr6Jd+uXmMSAAVjZH1WqV3ozI/s8ybvHnhztAeyDSXE/EcIpuzmQfvUKw2mcj94Zk7UNPShQ/XaN/0h8u/WnQw/jWk9tdq32Db3fOVUa1AZ5AD/Z1leYaJpf1p1WjSs9lEcxe905RSM2l/OA81Jnqg3FfdgnPeWo1Dje2YuCIf/wmjhy6fRWo1AVT9ray3UHpe6nC4cO2HG/C9ZhPJ0E7gQXNih3CsCxHeNenRlCzLmxJ5g7juTyamCH35oZ4FD0sK47bNgvWiBLqStwXP8/S6X61JO5vARHKZ8a8d4r8ag81bPXqozZJawuhMxaqmT0bzSd52wBugN+vvH2+KqPag2Ren/jq7nQE9s8VTC76lnhqji1X3DvFUPkW4p4/RMzNxz1fpES3b9xwcXcrvdLokPlpTaEmHRvEiHvcrSmwMIMW5tDxzOUbiyZWT1mPK+nDzRMQfJTeRGRIS76/UT7LqO67fZ8+AvTq1Ep6cvRMXeW7C9lVZ2B14DGhdvPwfKgNqpIR41/KA341isFtpqxNUPzG7J0igmwDeaAYhPpzEymOzduh+Z6aZoO4Y/j/Q5OYe/W1m0F64zO45WsnkQ1WmsR99sX4/yhvacdeX2zFpVUFUegtUU//eQyEGsB9XJbP3zi/Cu00pZRi9Kqqmj2zxllF2USt6mdI7nEOdd4fD6VN7MVZCOR99vl47n57D6TLsyc4KATVbdcYrqGrBo8n65zagJyDr04TNpzlbNHvmCpz3/ppWtHX1PNTWtXb51F4JZz/tcDgDkjcbbetn52fjxk/DT0gejtpW/VqoG3Ty8FU3dyL/UGDt11DWUVpelffFkO7xK90v9Mz03qpHXQtxY0E1Rn0Wjaac0VPV3BGVPJCheCR5B4aMWRzRdUexaNdBjF+Wh79/stGCklG8SKT8b4mAAaReyKDlV8yMXxZ59WsB+38HEOJJJ4RxXVJiXkaZalL3xFuK6nSbtig3tJY80BisW6OehqxiddXkbpdERQjBPjuEstXiJZFms0HOqWA1kLTnp92szuycFmdX4PGULFPjBptnOPeaHX61EuZn6geHyurN748dDv2aZnrHaolSa031O858cxVqIqyKH+pq8d8NJizPw2+eW+Lt9SQ+9uTQ+daSjOycq3u+DXG2UzfsD7kGaoEFebYi4vmN45fl4dbPt2Lm1pKYLbre4ME+2Hrs9rTR1TsXB7s/ybWwR1UAuGhCGq770P1Q29ntxKnjVgTUsAnG/1h9cnYWLn9/HfIONcHpkiHn8osmM+eNp+ZoN6m8aEIarv1QI0dSCD/vri+346FvMw3z5ZXXt+PR5B24PISeTY08PXdX0N48Yy3YZf6K99fj+o826uY9zDBRY63b6cIX64uCvhzS84PnWF6+N/wmi8rxrNT6ztMIQBKRGwNIca7O4M2LEStu2I0TMMfmkcCqbhcjiTx/FWITNn/qGzL128Nt++t8mraoyxhKbhQpJcrqtZMFG9PfhhOW5yO7rBE1LZ2obu7Eyr2V2G5wE7AzjLdPwQJI4WyybtWbvGDNZmLxNqK+tcunJ7g8k0kaw9ue4SmobDbctkbUOZCklFhgIg/Nya+4E3sH1jgzv9xgx4fWvPIONYd9c6q2q6zRm+A8HNM39dTOUJdze7H+PLV+T01LFy4Yn4bHU3YEBJQ/SbO2eWYw/sufsckdIPhACUSHeLkItwaH1Ye0UqsgmueKUGfdrZV4LAilGarWZjBafn1rF77bUWYwhjkuz1LyK901XYJ1MNHY7kB9mPc+/p6ZF36ewO4g+amMaqUAwLuq5NqhvgzTG18JBioB51VmcwLq2FLkPvdPWVeEs95chT+9vMx8GSNasjW6nNrn9HCaAOpp73Lqbg+lt93Kpujkz8mI4FpjZNO+GtPrKNgLS+U5Ra+poZl76NnpZXhtcQ7+qdNLs9nzpFGTf7PHoNXpFcIVjzVmVu6txJAxi7G3wlz+xGV7DmFNhOcoq8Ris07bsB+vRdDxTSJhACnOmUkSqEWv9yEtLy/cE9YyjPi/xQr3PNhgQRLgWAqWU+WqSeu9f/u3rw6popNq5DkZZTj37TXeNzBmBTuZFte2YsRrK/GX11fivhnpuMmg2vp1H4Ve1TcgwGPByf0r1cN5MC6DNW7Vdea577Lxdmqu9/NXngfrlXsrvfkPtBZ67ttrLL/YpelcxC+duA43fbrZdPJ3NfUaXJVThcdM1AzSe8EtYf4YKK71Pb/p9Z4iPeuwurkTl7+/DrdP3WZyCcbGes6Z4STdTDGRQ8YMZXt9n3Uw4EbTbE+FwazLr8aQMYuRUdITYNys0QRJ70a3vct9M+9fS8uoVhtgXxO2PQcb0dLZjfYuJ+6fke7dV1P9EvHqlc/ohj/cWiyBCwlxfBPyDjVjyJjFmJfhu28+nJyJJ2btxJz0UksfZoxynW3bX4eTX1mOU8at0AwkWpH/z4g66b/TJfFJ2j7MSlevl54NpvegGZ0GbPoLma3TWYAZyrYQAqhq7kS7w+kdZnVOMX/dIXY8YQV1TU9rfp/xPPYcbERti/nrhP990chPNkXUPE5LVVMHbv18K67/0Nx9WywCGcrLVd0XKSbLYEWy81gm7o6ZIBuxw+E09YJtvueFwmPJWaYW++DXGbj7q+2mxu0NXl20F1+s3x/SMZ+oGECKU00djrCb47R1dWN9CEkHw6nlFGoSxXDOx0IAAw5LCmNK7XlZKaOkHlPW7QsYvrOswXA69YNvJNdk9Y2PUhvi0ZQdAUk/A5ZfE/2aLabf8gT5Ppyblqkbir05YIKV4/sdRg8ike8w3U5XYJDI4+stwZtwWH0Pk7y9FGty9XOqlYeRE0pdxlCr3QdsnwgOiCqdt7/fbC5BTUun902r0ltZpJTg4/VhBE7DafYXTKFfE6Ufdh7Etyb2sWCWePJ/PDyzJ1dMOD0/hhJom5tRhtyK8F6cmLEmtwrDX12u+d3Vkzfg6knr8eqivVixtycpv/tFhnuHtfvZIvTmhcZTSCmxw9Pb2H/8mgMp59Ifdh20pNm04kBdu+7Dyj8+63lRoXQ9faC2DVdNWo+a5k4siGI+sbX51bjYL+m/uiMT6Rfmnr652PS8ja5H4xbtxeZ9vp0CBE/Q3VOObQa1FxWv/LAHqbsPBWxHJWeMOhjW03W6+15UT6S94QbLlRmNGgPVGg92nd1ODBmzGO+oXvaEo7yhPeB4u3ryBpz/zpqI5hvui2Q9ynYr1OkhFYDP/a3ZIz/WFXe6ul1ht9IA9GupxUkFJEsF24YnvpSK4a+sCDof5dwQzgvHls5u7zndDrGs0WXU+UxvEVEASQhRLITIFkJkCSHSPcN+JoRYIYQo8Pz/aM9wIYSYLIQoFELsEkKcqprPnZ7xC4QQd0b2k3qHv05Yi7PeXB3WtM/O321xaQLpdVtrtXAearXsq2qJuDtRtZGfbMIbS3IxN73U54Yhdbf+Mkr9aoUFqx4fKimB+2YYR/rVb1ejeY0Mq8qqanV0OJy4+8vwaos0tEf+ts6Kh3yjBPhaNyj+wb9o3MS8bXCDHM5PLqppRV2Yb1r8a2QYPaCuMtnDnr+mjm6MeG1lWNMaUVoRaZ2fZm8v9amxYySSh3KpWn9fbPCtedfR7cLz34d/HVBKpeyD6jfgbZ1OyxPQq03dsN9Ub6PhGj0z07Bma0ldm07zqeDbyv+Y7XZJPPh1Ojq79ZvARDvlTHZZ8KYG/U307Gb1zffCrOA1iRraHOh2uvDpun3YW9GEO6Ztjei8uF4n4bKioDK0B/U9B3VqPmquLP2CT92wH7d8bn3i5H+oag1/ubEY//omMF+S/7Gu/rusoR1/HrvcG2TyT7b95cbikMrT2O7AAdVLtJpm42t1tB/4lPm3eGpEfpy2D3PSSwMeco16hlSvt3PeWo1XNRLct1r8MJm87QD+8trK8Jv6mpjsjSU99wqR1tQyc8wGrTmkUYTRMzNx6rgVaA9j/c7NKMOfXl6GLUWBL9vjpglbDOviuqTJgHAEq+aUV5fj5FeWR71mI8WGFTWQLpJSDpdSjvB8HgNglZTyBACrPJ8B4EoAJ3j+PQDgE8AdcALwMoAzAJwO4GUl6NSX1URQ/c3Ktt92euE76wJhD37j7k40nCYnRp6auwsvLjBXzvP83kKF2zPTE7OyfLsHVp3QtxaZr2ERrWtkp8MZUGVVs6aG3/KTt5fiUJP7wfSNJTnIPNAQUTnsbv5o1ExDa9WH0gV7NIR7Ub93enrID16Ldx3UfNjWK8O90427Ao71mjPatv+dtwv5lQmefNP789wbqV3V7KO6pRNnv+X7ciNe7gfNlMPMOP2T9E+OzZ3dutcR/3m3dDqxbE8lnkjJwozN2jXCQl13oa5q33xqgb9LAjjM7/euy6+2NPeKclyrf6uZ333hhDQ88HW6d/oDde1Ba1cb5WeclxlaPicpZVjPS1mlDUjVqX1qVrA8k1rrz3+abcV1PYn2daYzsx2UnmH1EkX7X7q6nS68tGB3QI+Q136wAeePXxNR9+gZJfW6NQit8PTcXbj2g8Dk22av5l9uKo4o54uZoMGz87NR3dKJWRE0XQyF2XNOhomacHrCOc6UWqLfhpGUX3mh/N+5gUnYrWgG56+hrQtDxizGNL+XPaHqcDixu9xc/iEtkf6ySKZXehusT7DUJKQtGk3YrgMw3fP3dADXq4bPkG5bAPxUCPFLAJcDWCGlrJNS1gNYAeCKKJSLbLSvOvRu50tCyONkVrAcReH4Zov1F3Gjm7rvdpSjRPUWLznMnCrRSoRutvbOfo3mdP/y9CjjX1vLbqF2jQ4Yv8Uyc4MS7bdge8obfZrpbPJrQmHWjtIGXDpxnWE+C/+b4jeW5ASMs2hXRdj7MgB8vq4orBvJcFgVMImXwIs/pVhmc0HoPfQYNX+JZ8E2y+c6TW/0EhqvMwh6fGNBU0MjWr/Fv7ek/v18bwXvmLYNIz/Z5P0sdOZjRVmCWZ1b7a3xJ4Rxklz3MvSXonW8nfRSqm6icJcMfNFi5pi98dPNAbV9rEqiDbhfMFZq9Hil9dtTthufU5Vg+HeZPTXCwtlOSjNIANi4rxYzNpfg0om+zQGV3Jzr8qvR0NblU+Mhq7QBo2dm+uTP1FoHH64u8Hk5FMl9jPT7v3851ctYvkc7IKhV+yWinC8hrPyKRnMvRDu7nRH1UGv2OvXN1vDvhfX2dzPHTTjXUWW/cWjct0QjB5KyT726yHyCZa3f9fx3u3HNBxuwJcT7NavuNawIrsVH/S6KVKQBJAlguRAiQwjxgGfYz6WUFZ6/DwH4uefvYwGor2RlnmF6wwMIIR4QQqQLIdKrq42rIhNpibR3q6zSBgwZs9ii0oRPtx1xkItENN6sWOlgvfumOCmCK3g0AmNnvrkqpPGllBHX8IpGrhy1cYv34v4ZPTV7NhSaz5umJdSkgVZupTunbcPrS3LwvIW1Fo0Y1UAKJr+yBRdEmBPDLXr7h1Ljw0wQc+Qnm7DM7+Gq03NTbjbh8c2f6Sfov/aDDeiyoPc8L1MPJMbrNtQaFEa1gmtDzOHhn5A8GPUv6ex24pm5u3D6677nM3WNK73jWN1sscggd4pmGSLcVZWuuaPxYNfa5cQTs3Zqfifh7u3QDkY/dcRrK3HF++sNxuixbLdxAnjlXNalepA2s5r9a0Hc8PEmVDW5r9/K8WOULH/4qyuQvK0n4PDQNxlYvKsCHyo9N+qw6x5m+V7tZtQPfG1cOzaajK5DLpf09o77xKwsnPXm6vDzBcXgRYd6q368JrQUGZE0iVLfLyqzicY9ZCStStSySt2B2o/XxranVYXZNdPe5bTsN1N8ijSAdK6U8lS4m6eNFkKcr/5Suo9qy049UsopUsoRUsoRgwYNsmq2pKM3tlN9cvbOsJK/KfwflBKZVfdhF4z3fRiOZLbKHhdJACleTNWpqnzGGytR2RS8RlN+iM3CImWUs8mMLotzesUzKSXmZoTfvXlJXVtcNzVWzg1mzhEZJfUBD+DBkvn722qQ3Dy7vBHjFuXgVjM5YizaBZdkG5/nE2lPV1/G9x5s8utRzE29mS/TaKbkdElcNrFn+F/fXYuOEBIoa9XACiW/h9LkIVq1ZvXMD7HJmxG9kqtroCmJxUvr2pATQiL5naUNcDhd+j1Y6SiqbvHplUzh3/mD1nkgW6MZzdp89zUkWOB5tsE+uLeiCU/P2Ymq5g6f7d3e5U50vdrCLsGtuMet1OnAIRblMDqGPltXhOs+2oiZW0uwbI87+KXV8Uuky7FKP9U93zvL8sKej9kzhNFvCvX208z2u+er0AONmpnUIr1xD5ZqKshv8d4bBJnRTZ9t0s0/2dzhCKs1SFVTB4aMWYzU3RXBR6aoiyiAJKUs9/y/CsB3cOcwqvQ0TYPn/8rZvhzAr1STD/YM0xtOFBXpMW6nHQ16F79QLvNW/ZaS2sDq3uFSfpd/k4p4lLztAN5cGtgUCwB2ljXqNgmrbOrUTb6q5oxyQOZgQ+jN8oxoVQXXI4SIaU8n6je12gmSQ50f8NQc7VoL5uehv339AzCxDlh4E+vGeLl6VuZUmmpi2eboCcpF8qIgqASKIPnkHQryPQDUqmrctHa6AxpOjfxs+0KshXRQo4eqUPmfM5o7HAGBLCuDTGs0gurh/gL/sg8ZsxiVTe14QZXs/vcvpMLlkjjvnTXYFkJPtwVVLbrNrI0eOP/q1+OcHpeUOOMN34dBo02pXuQGjeCh1npVyllW1445GWW4fKJvILOySbsJlgQirhW+KEhNycLq8F7mmK2BIXX+1qOsX71tUNPS6e0w470V+YbLM0NKd+4ds51ZDBmzGPdN72nGZ+awD3bUGs0iktOKT++D3hcnoZ1DXlqwJ6xld3W78N7yPN0k4NF4iR90PQdrxaCMF2Q+u8t973HVv+Xe6em4aEJayD2yKXlR//VNZkjTUXSE/ZQmhPiREOIo5W8AlwHYDWAhgDs9o90JYIHn74UA7vD0xnYmgEZPU7dlAC4TQhztSZ59mWcY2azK4oTT8aKhvUuzpwwzYvXQG7zrZZ3hifRko8HpkthUWJMQNZCenZ+Nz9Zq50IpsiDXVrSTavvneYhUtG7wrPCSKtG9utleuKy4sdPbwxdkleN3Lyw13ZNbVHh+3nSdxM+hCDXQoKXTZG0X9UOn1V1fq0UjP1/0BLuW6H9/yKCmpN5kX+t0bb8k2/et8aqc0GuS+F9/h41djgvHp/mWK8QcSKGw+jz21JzABL6bi8LLRXfVJHNN2sI5d903Pd1UTZuewHPPhjLbo6KybR2ehFf1bQ6fbZm6Rzt4Ecm5WJlybJD7wZGf+DaxNdM0d+HOg6Z7AA32E57/LtvnsxL0cOm8s5mTbr7mXHuXEzkVxi+0JNy5e+6dnm46Z9tK1fFt6r40gptrs3uAZnBZa5BqmFFuR0W4LRNmbi3B5NWFuk24DX9XiLu92WcDrRdbjW0OXDh+DXaXN4ZdA0o924Iq9z0BaxIltkhe8/8cwAYhxE4A2wAsllKmAngLwKVCiAIAl3g+A8ASAEUACgF8DuDfACClrAMwDsB2z79XPcPIRmm5VWizuOvReLEw6yCmbdRuXhRMuG8300N4mwgEvzaE28PYBFXV4I4gzUzC7ao7LT/8Kub1bQ7c+sVWtHbFb/MeM6wIf3UnWJMwo5tg/6ToArHNZbGxsOehzIrgnhVKalsDjvODDe3eXBtPzu6p4RTJmhr9behv6yLZ8/xrA/jXJAhHncnzXZMq54pWrZnezr/HLSB4QKKtyxn0Wq+1Jv0fNJwuiSdnZ+FFk2/j1Tll9pqokQloN43yD3KFneclyrTuHbR68wv3xUGzTpNYK86ypptpeYoezvsfZdOqe7BUL9dsoCiUgJI68be/LQbHjZnez7aGEAgM9nDv3wlNTy2Q0PYVZR9Ur6PHZ+3AlZPWI9cgiCSlRLHnuqkXIA7Vmrwqb5PH+tYuvPi9dv5CM/fcvts8tHWiPqdIGTjMzOEYbgxTyTu2S6dXNSsD1kbzUq8/rdHWFVSjuLYNIz/ZFPb5pO9djXu//uFOKKUsAnCyxvBaABdrDJcARuvMaxqAaeGWhaw3bnF4NXQSgVb1abM+DDG5n+LGT/WTxGp5WqNrUTW92iOOIEGHrhCaGb25NNf0uGpT1oUXnFML5+20Is7zhJvWrfd6MV4ZJfS0uwqSihUPmFb8mms+2IgbTxvsM+y577Jx1IDDAMCnaY7mA7zJ3WNxtr1v+aJdk05PPO1zsXKTxnVG3bOh1hr5j4mmmFrBXv/Nuq+6JeQE34B7P79qsrnaM3pB5wJVvrhxi7SbFbtFvk+Eu1t9rVFzIxbXqqIa3xqA0TwqvAGNcAJIFjU9HPHaSqS/cImpcf/x2RYMPeZHmt8ZNT+z+tIc6j4VrAmb/nICJ1BSOnyxfj8m/CPgkc49nc883L1r/q/nOmVuuYHD7v7S3cRt/5tXYW+QGlBB56/zd+hTu4UaAG1sd+Cztfvw4AXHhzRd8E4qYnMN82nmLIHtxXU45Vc/Rf8kdx0TpZjBesBcX1CN3//iKPy/owYEfPeWRrqHWOW06yWPBHEn/hONkJfZg+Cs3wyMeFl98OVtn9NbT6qrcirj9i10KHrT829vO59Y9XP8E3HXt3Z5b16V7e9wujQTx9a1RXEf7w07nwR2lTXgjDdW+vQsppdvojdoCJJTwsrf7pISVU0dKPfUVDVzPdHarUKpKaa3jEstqOUWqVB7pgNi8wAVrXOvVu2XSHqxCvrQbnKWta1dITUp0kvm67+vqhcfbjNDPaG+MFMCqcrjfGldG4aMWeyt0aNHa1fwBqNMNv0sqG7Bn8cu1+0oQatWnUvq50gMFpRQlcJU+cxenJV9VGu3Usd1zNTy6nK68ObSXFPN3UJhWGvIyuWo/t5RWo+bPt2Me6en47y3V2NjYY3P8WxUc/z2qdtwkV+TYsXn6yN/sRyuXnA3E5cYQEogZg8CK9LHuHrbEx/1GW+n5uFyjZ6EYsmKoyfR8lkZ3Tq1+TVJjOYvM2qWkAiUt5IS7sS1byw2qlFhLNxmXFbkPrLbsr2HMGllASqbOjF6Zt9IuhnLlwJSAqe/sQrnvLU67P1MShlSLZzgb+yDLC+iqY2nD6d3sN5SW1bR3NGNGZuLw2zCZjyRkOZnWtcaeQL9aFyjNu+rxRXvr0O73/VwpTo5tcGCP19XhO93lHuP8683F6Osrg0bC92Jyu/7arvmdErNI61VLLzXG30S0hvMUP7/fZZ2bcPlewODd0t3H8Kfxy7XHN+KVBku2XP3EfJ2U60UpRdEodGszQxniC9egu3zEsAnafvwg2bOLe1lTVpZgMsmBibHN9y+qnL/25Ogem1+NUrr23HbF1t99ptg56zWXvyChnwxgNQbWXBTYqabcUpstb2glo4erbdgsWRFBY5EqwTiNKjXPzcj8GYzWg9PN3y8KTozVjGbZyPUn+iSqgSp0p0D5MtNxSHOpccKjZt5M+rbHNhUGNh7UiKZvqkEqzwP9QWVkSfyToTjMdIASyjUx0Bda/Dz7a6ywDwfoa7TeGjWq3fsh9Pxgx3xo61F0UsxmrztAF5asMdUkml/4Tbm0artVBwnee78Pf99NnIPNYeVHsDlknh9SQ4en5XlrbXT4XBh1JQt6OfZ9xwagdzWzm7vulMOH/VYqlCJ/sJDqDmoV/us3eHUfDHt/3IpYH5+s6tobMd2v5yi6rnqNV3+fF0RHp+1I2C4uhfh/87dhSFjFuOLddqdoyiyShswJ6M0YHiopyf1T9PaZ6UE3k7NxSPJOzSnKahsxnsr8n3OSRNX5iO/sgXb9tdhX3ULalo68fm6InyStk+3HOo1pvVcoF6mf63pSEgpA3rRVJuxuTggf2ZkyzM3nsPpwltLc9HU4YCUErt1clT1dWHnQKLIldW34dy311g+XyuqRQdLsExE+qzopSsBnld9GNXervXLJ5EID+NGzBY/1J+ZXd6IP/ziKAC+3amHS6+XQDOUnlKiLWVb8IS0kerNwXK1aMWPtM5n6txaYxfuwT/PHGI4j4U7D+Kc3/o2r3dJGdK5oMaCY0JPpF3BhxO8s6MG0ph5xvkVI9HsSWIfzgNXsHXh34ufQqum7pT14Z/3vPP12zFDPZcbjX+gNvSHYr3aLWUN7T77XmFVi08HKO0O3wuzlNKnlzalt2Wj41CvguFlE9fiN4N+7DNsz0H9ba81G/NN2NzOenM1AGDlE+erZiy0/1Z5fUnwmrz1ns4aNu7raaI4Y3Mxmtq78dTlv/cOu/6jjZrTh1IDadGug3h1UU+u2b++m4aiN6/2GcelikiVN7Tj2J8e6fP9LZ9vQU1LF4YMPBJ/P/VXfr+lC//4bDP69xNB8xBakS8wnHvetPxqPDM/G6v/cwGGHvMjlNa147iB/4PCqma8vjgHa/KqcXhSDvJfvzKisil7hNnz7fc7yvHp2n1YtqcCT132B4yemYknLjkBj13yu4jK0duwBpKN1oRR5dmMdpNdHhNRdFgRH9ljsmeieGGUdNT/wi0QuwSKURHFAJiV+bt2lDaEPW2oN/bhGjM/O/hIcSDemxvdO3171HpO3aJRa+XLjcXev3MONeOWz7cEnY//M8Z3O8pjmuw8WCcTZug9JL680Fzvc3YLpSMNI1oPjMq6OeKwpJDnF6w5T7bNtQAySixoGq3kiDL4rXp7aEuHfk0ddeW3S95bq5mw3b1cYEn2IXy6NrA2inG+ncAvX16wB/mVLUjd7VvL9dut+i8EtPaZTkd4++M3W3t+o7p8EhILssrx+boiDBmzGIVVzfhgVUFYywCAN5bk4sM1hWg00ROo0+nOC6dcw7cU1WJ2emBNJQB4eKZvbSitGI96zZzz1mpUqVqGNLZ3ewPqGSUNAdNWeXow9A8ead13BTsFa++vvhOF04o505Nu4OWFezB1w36cP34N1uRW4T9zdnk7O4rkfOV0SeQeavKWtLmjG+e/swYVQXqYVtbZ/po27Pd0QjBxZfj7UG/FGkg2UjLcW82SCx0Rha0v9gC1aJf53r7aHE5vvoHezKhZnx69ZKOx9oaJN7Z9SUtnfO+vkfRcGakB/c0FDPxPi0/P3YVfHf0/UShRlEhg4op8y2anl8A5mpoNAhGh0Hzg9QwMJwgebnzWKLASiUiv4f6/p0XVlCycYPQ/p27V/c5s7bcOhxPFtdr7nNE209rW4TzYa83H7H2A/6R6eYqyShswQ5XD75L3tPNhVjQaBxH8tTm68RMY9zznlBKnv7EKAFD81tUYNcUdVL/w94N8xvt0rbnenKXfKlYH/rSaBKuDXC8u2G1qGR0OJ1o7jY+hN03cC4RTA0mZpLPb5X1J8cL32ThGoxe3cLy3Ig8frfFdZw3tDtw+bau3hvfHt52Gs47X73gqWs/pvQEDSDbqb0W2ayKKO0rXuOTmf+NY19qF9xP4jY7ZRJH+zQfMaA5yM0f20E5kSgBMd8Ot1XvVlv3W9mgVTRIS2y08t2sFJRPlrvA9jUCacu4qDKP5a7hNZrXy/sSDTft89+tOhzOipu05BseY2TwxRp0jrCuowQerCjBlXRF+52lGrbCiST6gXZMp3ECd+jhxqebbajLQn3mgIaTlmelhTS8vVIpfraxP08w1sdRaX1qxQpeUaOpw4ORXtROVGzn7rdVBA74lGvvXoSbfGufqn262UwX1fqX8bTYYOju9FP8Y8SvDcXb4bWOll9KS2jZvbdRbPt+Cz24/DVuL6vDStScGzIPP6foYWrPRYYxsEhElnGCJPyOxM4JmZ0SJRsZpAEBLLEp6x7Rtls9zqU7+oEg0aDTpCbc3vni0Orc6oulL/Gr6LNp1EMWe3Efh1EAyirO8a1GtuHdX5KO5szugFYOU2sHfUCm/QZ2+Q6/m5O7yRizcedCbownwrWGjXh3qQES0mho/lpIVdBy9/X/4cUeHtUyzsTWXDD9nYiRN5ouqe4K+6mDXf2ZnmZpeavwtBEz98P/O3WXYrPCNJTkBQVyFf1PmB7/OwLSN+/GaKieVQh3QsjKhd2/ACIaNGEAiIiK1XvQMRhRUqF1f26mpPTFrBz70babdRUg4kdY49D+Pv7yw5+E0nBiHnUeJVc0e27q60dntxPwdPb2yfpy2T7N3xWs+2IBHk3d4t4PDKfVr2KgSZ1vZS5iaUmPJqDaWw9lT+0k9Xri9R7r8tnpta5dmDatQaohZeb5V59xTz3ZNnrnm1OpjRKmJ5nQB+Rq9ps5OL0V9m2+wq7G9J4BUUNmMIWMWe4OfU4L0pKfliw37Db8/7501eGrOThTXtAZNhJ9Al7WwsQmbjfonsWocEVGi6Qgz8ScR+WLAlPqaRLvzDyeXn5ZTx63EoB8fgTN+8zOf4d1hJLdX9/QXy1NIWr5+zbTd5T3NDNW1kbbtD+yEwAz/HEgLsrSDmi6XxEUT0kzPd1VOJU78v//FL39yZPCRDah71w0nYKKu/aSsrnKNBNdF1S3479zA3iPVtZ6W7XEncx/5ySYUv3V1wLhm7TjgW/vOv0bb3Iwyb5By+/OXYNBRR2jOR6v5YW/DKjA2OowBJCIiIuqjPk4L7BGKqDdbkVOl21S5JQ5z4FnZNLG6pTPg0fqD1eaSSqupc5FZlaMpmDW5VVhi0FlIq6ppu7r3s0/Xmq8Ns1nV7Mq/BpKe3SH22Hvv9HRcOD4N0zcVhzSdv8dnZXn/XhJBM9nmdofhNtRL2F7T3IlNhTUAfJOqL9oVfu3BF7737RVWL2gHAFM3uLfrztIG3DJlCzod2jWyeivWQLJR/36M3xERERER9RXXfbTR7iKYZnWi8j3lvj2IZUWY9y+rLLLpzbr7q+2G36uDP0ZJzxva9XP3FNX0NN8yW/Er91CzuREBnHrcT5F5oAGd3S68vHCP6em01KtyEP1nzs6w55NzqBnn6dTkMfLvmZmobOrE2qcv9MlVtNETVApHW5cLz87vCSIZ7puew+KZebuQe6gZ4xbl+H/VqzGCYaNoJXsjIiIiIiKKRJvJns3MKg6SPyZUGwvjoyfHeZk9uZ1SPU2qQiGlxP7qnuTr0QhCRKNXsXPfXh3xPNYX6Ad9Dmo0awOASk9PcJdNXGdZxyb7a1qDj+Thv332VfcE8mJVK85OrIFkI7b9JyIiIiKieHTnl9b3DNjbfRZCszXF0GeX+Hy2KveUmlbviZEqq9cO8FgledsBw+87u10RNaELl1GMqC883rMGko1cfSBCSUREREREROZ8FWGOIi35VYE9nEUi91BgU71ui2tHrNgbvFc3dWBssUGeKivlVDT5BK7UucL6wuM9ayDZqQ/sYERERERERGTOlqLwem+LpcLKwIBUq8VNHs2oVfXo1tQRm0T06wtrsL6wBsf8+HAAwLZidQ9uvf8BnzWQbMQaSERERERERJRIHk7eYXcRbFfT0hUwrC883jOAZCPmQCIiIiIiIiKiRBA3ASQhxBVCiDwhRKEQYozd5YmFvpClnYiIiIiIiKi3m7Zxv91FiLq4CCAJIZIAfATgSgAnArhFCHGivaWKPtZAIiIiIiIiIkp8ydtK7S5C1MVFAAnA6QAKpZRFUsouACkArrO5TFHHGkhERERERERElAjipRe2YwGow3VlAM7wH0kI8QCABzwfW4QQeTEoW1T1G/DjE/r/9Bf/6zNQSgkhhE1FCl245Y30dyoRODuWTb2Os60RSUf+BFDvFVr7iYTvOH1Jovz2SMvJ84OtnG2NSPqfn9hdDKK+Q+ecx2ORyH48DhOPePuaDLvLYJFfaw2MlwCSKVLKKQCm2F0OKwkh0jsrCkbYXQ6ivk4Ikd7dWMVjkchmPBaJ4gOPRSL78TikeBMvTdjKAfxK9XmwZxgREREREREREdksXgJI2wGcIIQYKoQ4HMAoAAttLhMRERERERERESFOmrBJKbuFEA8DWAYgCcA0KeUem4sVK72qSR5RAuOxSBQfeCwSxQcei0T243FIcUWwJzAiIiIiIiIiIjISL03YiIiIiIiIiIgoTjGAREREREREREREhhhAIiIiIiIiIiIiQwwgERERERERERGRIQaQiIiIiIiIiIjIEANIRERERERERERkiAEkIiIiIiIiIiIyxAASEREREREREREZYgCJiIiIiIiIiIgMMYBERERERERERESGGEAiIiIiIiIiIiJDDCAREREREREREZEhBpCIiIiIiIiIiMgQA0hERERERERERGSIASQiIiIiIiIiIjLEABIRERERERERERnqb3cBwnXMMcfIIUOG2F0MIiIiIiIiIqJeIyMjo0ZKOch/uGUBJCHENADXAKiSUv5J43sBYBKAqwC0AbhLSpnp+e5OAC94Rn1NSjk92PKGDBmC9PR0q4pPRERERERERNTnCSFKtIZb2YTtKwBXGHx/JYATPP8eAPCJp2A/A/AygDMAnA7gZSHE0RaWi4iIiIiIiIiIImBZDSQp5TohxBCDUa4DMENKKQFsEUL8VAjxSwAXAlghpawDACHECrgDUclWlS2uuZyAs6vn735JgHS5P/c7DHA5AJHk/n/S4Z5x+run6dcfkM6e7/sd5p5OCPf/pfSM2+kZngS4ut3LUJblcrrHl9J3WmVerm4Anu+SDncvV7rc84L0LCPJM20/9/hSuseVLvdnZf7eeXt2O6ejZ1plPq5u97yls6f8LgeQdIR7fspwb5klAOFeNpTxuz2fPeXvf6RnPXrKpyxP+b3KfIRSFldPuSDcy1TKLF3uddPd0bNM0c89nvK9QvRzT6usO6VcUvZsB5Hk2T4C6H+EZ7hq+4p+qm3t8t3W0tWzfKejZ3/w/rZ+nt8h3NNICfQf4F6Gsj6kdC/X6VDtd/171qV6uPCsZ/VvVLaFMlz08x1H2ReUfVDZD5Vto2xfZXsp67v/kar91jM/5XcplG0C2bPfCOGeh7IvuZy+0yQd7lkXnu0I2VNu9bHgPUaU9S56yiz69Wwj77KcQNJh7vUlRM/2cXX3DFcfr97tJHvm5+pWlcmzXl3Onv1R+V46VfuyZ7/p7gw87pXjVjmPqNefED3rq7vD8zv69+yvyvqA9D0XCNGzL0vp/m3KduzudH+nHEvebS56yqucQ4Rnecoykg73LMPZsz+ot4nwnBely7O/dvmeM5T1BuF7zgF6zqnS5TkXdPesU6d635M968+7f/nNU9neyv6tbHfld6iPoX793fNSzu/eda8cK37rwLuPHuFed+pzps828fyt7B/K9pTKuUgCh//Is0+otoN6f/fu6y7V+UsGHgfefcVvuOjnPpcA7u2lnFeVc4p6H1YPU65ByrKTDu85xynXFO/6ED2/E0J1Xhbu3+Rdd8p68+xD0ul7LVWOYeU3KttMWQ/KPJV9/LAjAUeb57hU9iv07IPKseQtl7NnXOUaBeF73VO2uXp/956z+vVMoz4/qM8tyvpMOqzn9yrnF+XYdXW7jw2RBDhafadXzrOH/QjobvdcW1T3A8o5QDl+lfWt3tdEUs+0Tod7PTkdPeXp1989H/U5Xdn2yrZ2dvXsB4cd2XMcK79H2afV9yHq66hyLHr3r34921dZrnfbq+4PlO/8702AnuNX2Z7eY011H6HeB6VLdcyj55hSjiOXw/d+Qdn31MN87jc821w5Hynfefddp2obdvuef0RSz28DesZTn4uSjuhZX8p+5XOuOky1Xfr5Xv+U36eeh/+0ym93drm3aXdHzz6hrE/vfZmAz32Q6OdelyJJdcwl9awz732g6jhQzhPKOam/597Q2dWzz/nse073Nu/u7NmXvPeyqnNc0uE952vl3sv/WuLdzqrtpt4/lH1HPQ9lnSv7m5qyT/jft6rPn8p1RH19Vx9HPvu9so/0V11THT3TKWXoP6DnGPDeO6vuLdTnY2W4q7vnPty7rpVjQnUvo1wblOus+l5QvR37DwAc7b73EOprunLO8Lmmu3q2q8+zTH/47NvKsaqcL9XnKWWdOh0992aH/8hdFu95Q7WtvfcPUnWP7dk/XY6e36pca/sPcO9ryv29cu5Slqk+xyUd3lM29T6gvldU9gf/50PvNc1Dub8S/Tzn+iOB7q6e5ycv2XOuVh9j/Y9Q/XbVcyXg+7yhPIeoz0cu1W9M8twL9j8CcHQAhw0AnN09+yuUY0x1LUtSngm7VecWv3M44J7Oe41CzzGq7JtK+dTPpUo5lW2kvrdI6u/Z7qr7R2Udi3491zNlP+ju7FlnSYe7v+9/pOfzYe7yK89nym/qxWL5C48FUKr6XOYZpje892urA94ZancpiIiIiIiIiCgS10wERtxjdymiKqF6YRNCPCCESBdCpFdXV9tdnMjV77e7BEREREREREQUqUVP2F2CqItlAKkcwK9Unwd7hukNDyClnCKlHCGlHDFoUEBC8MTjcgUfh4iIiIiIiIjIZrEMIC0EcIdwOxNAo5SyAsAyAJcJIY72JM++zDOs95MMIBERERERERFR/LMsB5IQIhnuhNjHCCHK4O5Z7TAAkFJ+CmAJgKsAFAJoA3C357s6IcQ4ANs9s3pVSajd6zGAREREREREREQJwMpe2G4J8r0EMFrnu2kApllVloTBABIRERERERERJYCESqLd63i7piUiIiIiIiIiil8MINmJNZCIiIiIiIiIKAEwgGQnBpCIiIiIiIiIKAEwgGQnBpCIiIiIiIiIKAEwgGQnKe0uARERERERERFRUAwg2cnFJNpEREREREREFP8YQLITe2GjhCfsLgARERERERHFAANIdmIOJCIiIiIiIiJKAAwg2YkBJCIiIiIiIiJKAAwg2Yk5kIiIiIiIiIgoATCAZCfWQCIiIiIiIiKiBMAAkp2ktLsERERERERERERBMYBkJ9ZAIiIiIiIiIqIEwACSnRhAIiIiIiIiIqIEwACSnX5/hd0lICIiIiIiIiIKigEkOyUdYXcJiIiIiIiIiIiCYgDJTkLYXQIiIiIiIiIioqAsCyAJIa4QQuQJIQqFEGM0vp8ohMjy/MsXQjSovnOqvltoVZniHwNIRERERERERBT/+lsxEyFEEoCPAFwKoAzAdiHEQinlXmUcKeUTqvEfAXCKahbtUsrhVpQlobAGEhERERERERElAKtqIJ0OoFBKWSSl7AKQAuA6g/FvAZBs0bKJyDbS7gIQERERERFRDFgVQDoWQKnqc5lnWAAhxK8BDAWwWjV4gBAiXQixRQhxvd5ChBAPeMZLr66utqDYdmMNJCIiIiIiIiKKf3Yk0R4FYK6U0qka9msp5QgAtwJ4XwhxvNaEUsopUsoRUsoRgwYNikVZo4tN2IiIiIiIiIgoAVgVQCoH8CvV58GeYVpGwa/5mpSy3PP/IgBp8M2P1IsxgERERERERERE8c+qANJ2ACcIIYYKIQ6HO0gU0JuaEOIPAI4GsFk17GghxBGev48BcA6Avf7T9kqsgURERERERERECcCSXtiklN1CiIcBLAOQBGCalHKPEOJVAOlSSiWYNApAipRSnXn3jwA+E0K44A5ovaXuvY2IiIiIiIiIiOxlSQAJAKSUSwAs8Rv2kt/nsRrTbQIwzKpyJBbWQCIiIiIiIiKi+GdHEm1SsAkbERERERERESUABpDsxAASERERERERESUABpCIiIiIiIiIiMgQA0hEREREREREYWGrEuo7GEAiIiIiIiIiIiJDDCAREREREREREZEhBpCIiIiIiIiIwiLtLgBRzDCAZLeBv7W7BEREREREREREhhhAIiIiIiIiIiIiQwwgERERERERERGRIQaQiIiIiIiIiIjIEANIRERERERERERkiAEkIiIiIiIiIiIyxAASEREREREREREZYgCJiIiIiIiIiIgMMYBkt6OH2l0CIiIiIiIiIiJDDCDZ7X9/aXcJiIiIiIiIiIgMWRZAEkJcIYTIE0IUCiHGaHx/lxCiWgiR5fl3n+q7O4UQBZ5/d1pVJiIiIiIiIiIiilx/K2YihEgC8BGASwGUAdguhFgopdzrN+osKeXDftP+DMDLAEYAkAAyPNPWW1E2IiIiIiIiIiKKjFU1kE4HUCilLJJSdgFIAXCdyWkvB7BCSlnnCRqtAHCFReUiIiIiIiIiIqIIWRVAOhZAqepzmWeYv5FCiF1CiLlCiF+FOC2EEA8IIdKFEOnV1dVWlJuIiIiIiIiIiIKIZRLtHwAMkVL+Ge5aRtNDnYGUcoqUcoSUcsSgQYMsLyARERERERERUchEkt0liDqrAkjlAH6l+jzYM8xLSlkrpez0fPwCwGlmpyUiIiIiIiIiIvtYFUDaDuAEIcRQIcThAEYBWKgeQQih7q/+bwByPH8vA3CZEOJoIcTRAC7zDCMiIiIiIiIiojhgSS9sUspuIcTDcAd+kgBMk1LuEUK8CiBdSrkQwKNCiL8B6AZQB+Auz7R1QohxcAehAOBVKWWdFeUiIiIiIiIiIqLIWRJAAgAp5RIAS/yGvaT6+1kAz+pMOw3ANKvKQkRERERERERE1ollEm0iIiIiIiIiIkpADCAREREREREREZEhBpCIiIiIiIiIiMgQA0hERERERERERGSIASQiIiIiIiIiIjLEABIRERERERERERliAImIiIiIiIiIiAwxgERERERERERERIYYQCIiIiIioigTdheAiIgixAASERERERFFmbS7AEREFCEGkIiIiIiIiIiIyBADSEREREREREREZIgBJCIiIiIiIiIiMsQAEhERERERERERGWIAiYiIiIiIiIiIDDGAREREREREREREhiwLIAkhrhBC5AkhCoUQYzS+f1IIsVcIsUsIsUoI8WvVd04hRJbn30KrykRERERERERERJHrb8VMhBBJAD4CcCmAMgDbhRALpZR7VaPtADBCStkmhHgIwDsAbvZ81y6lHG5FWYiIiIiIiCgSAoC0uxBEFGesqoF0OoBCKWWRlLILQAqA69QjSCnXSCnbPB+3ABhs0bKJiIiIiIjIMgweEVEgqwJIxwIoVX0u8wzTcy+AparPA4QQ6UKILUKI6y0qExERERERERERWcCSJmyhEEL8E8AIABeoBv9aSlkuhPgNgNVCiGwp5T6NaR8A8AAAHHfccTEpLxERERERERFRX2dVAKkcwK9Unwd7hvkQQlwC4HkAF0gpO5XhUspyz/+LhBBpAE4BEBBAklJOATAFAEaMGBFQr9LhcKCsrAwdHR0R/ZiYOnYUMOgau0tBPiQGNBZhcObbOKyrwe7CEBEREREREdnOqgDSdgAnCCGGwh04GgXgVvUIQohTAHwG4AopZZVq+NEA2qSUnUKIYwCcA3eC7ZCVlZXhqKOOwpAhQyCECPOnxFjDAaCt1u5SkIqUErWtP0MZnsHQLc/aXRwiIiIiIiIi21mSA0lK2Q3gYQDLAOQAmC2l3COEeFUI8TfPaOMB/BjAHCFElhBioWf4HwGkCyF2AlgD4C2/3ttM6+jowMCBAxMneERxSQiBgT/qj46f/MbuohARERERERHFBctyIEkplwBY4jfsJdXfl+hMtwnAMKvKweARWcG9H3FfIiIiIiIiIgKs64WNiIiIiIiIiIh6qZj3whZT408AWquCj2fWj/4f8HSBdfMjIiIiIiIiIkoAvbsGkpXBI5PzS0pKwvDhw3HyySfj1FNPxaZNm3y+f//99zFgwAA0NjZ6h6VtSsc1dzyqO8/hl47CqIfG+Ay76/GXcexpl6OzswsAUFNXjyFnXO39Pn9fCa66/RGccM51OPXyW/GPB59BZXUt0jal4yd/OB/DLx3l/bdy3Vb93/OrET7jFpce9JnHH87/O556daJ3/K9mLcSgYX/1mWZvfhEAYE/ePvz1pgfw+/NuwPFn/w0vT/gELpcLADD23U8x4dMZPssecsbVqKmr1yzHWx9+CQC48Mb7MeLK27zTpO/ciwtvvN/7eduO3Tj/7/fi9+fdgFMuuwX3PfUqFixLw1nX3gkp3R35OZ1OnHLZLdi0fafueiAiIiIiIiLqy3p3DSQbHHnkkcjKygIALFu2DM8++yzWrl3r/T45ORl/+ctfMH/+fNx9991B55dTUASny4X123agta0dP/qfI73fJfVLwrSUBXjozpt8puno6MTVdzyK915+EtdedgEAd5CqutYdjDnv9OFYNGOyud8z4AhkrUjxGVZcetA7j/b2Dpxy+a244cqLcM5fhgMAbv7bZfjwdd+AV3t7B/529xP45M1ncdkFZ6GtvR0j738ak76YiSce+GdY5VBU1dRj6eqNuPKv5/gMr6yuxU0P/hcpH7+Js0acDACYu2glzjx1GH49+JeYmvw97rv1BnwwLQUjTj4RZ//lZFPrhIiIiIiIiKiv6d01kGzW1NSEo48+2vt53759aGlpwWuvvYbk5GRT80j+fhluH3kVLjv/TCxYlubz3eP33YqJn3+L7u5un+Ezv1+Ks077szd4BAAXnj0Cf/rDb8P/MTqOPHIAhp/0O5RXGNfOmvl9Ks4ZcTIuu+AsAMD/HHkkPnztGYz3q3UUjqcfugOvT54aMPyjr2bjzpuu9QaPAODGay7BzwcNxMSx/8GbH36JPXn78OFXs/D2c/o1wIiIiIiIiIj6OtZAslh7ezuGDx+Ojo4OVFRUYPXq1d7vUlJSMGrUKJx33nnIy8tDZWUlfn6E8fxmLVyOFSkfI7ewGB9MS8GtN1zp/e64Y3+Bc08fjq/nLca1l57vHb47dx9O+/Mfdee5flsWhl86yvt53ufjcfyQX2n/no5O77hDjzsW30191+f7+oYmFOw/gPPPPNWnzBu2ZXk/b174FfbkBZbp+CG/QntHJxoamw3WQGA5AODZh+/GzdddDgA467Q/47ulq7Fm43Yc9eMfecfZnVeIO2+6VnN+v/z5IDx+36046293YfKrT+NnR/8kaBmIiIiIiIiI+ioGkCymbsK2efNm3HHHHdi9ezeEEEhOTsZ3332Hfv36YeTIkZgzZw4e/uffdOeVvnMvjvnZT3Hcsb/Esb/4f7jnyVdQV9/oE+x49uF7cN09T+Dqi88zXcZIm7AB7iDUyZfcjIL9pXj8vlvwi/93jPc7rSZswQghtIdDGJZD8cJj9+G1SV/g7ecfM73M0Xf9A2PemIy7btbfBkRERERERETEJmxRddZZZ6GmpgbV1dXIzs5GQUEBLr30UgwZMgQpKSlBm7Elf5+K3MJiDDnjahx/9t/Q1NKKeUtW+Yxzwm+Ow/CTfo/ZPyz3Djvp98cjY1dOVH6T4rzTh2PnylnYs2YOpqYsQNbuPMPxT/zdbwLKVFRShoFH/wQ//clRGHj0T1Df0OTzfXNLG376k6NMleev556O9o5ObMnc5R120u+M10O/fv10A1dERERERERE1KN3B5B+9P9snV9ubi6cTicGDhyI5ORkjB07FsXFxSguLsbBgwdx8OBBlBwo05zW5XJh9g8rkL1qNoq3Lkbx1sVYMO09JH+fGjDu84/eiwmffu39fOv1V2BTxk4sXrneO2zdlgzszi0MqfxmDD3uWIwZfRfe/vgrw/Fuu+FKbNie5e3xrb29A4+++A5e+c+/AADnn3EqFq5Yh+aWVgDA/CWrcPKJJyApKcl0WV547D6883FPTqWH774Z0+f8gK2Z2d5h85esQmV1rel5EhEREREREVFvb8L2dEHMF6nkQAIAKSWmT5+OpKQkpKSkYMmSJT7j3nDDDUiZ/wPO+NNvsGrjdgw+7Qrvd99++DqO/cUg/N8vBnmHnX/mqdhbsB8VldU+8znp98fj1GF/QGZ2LgB3YutF0yfh8Zcn4PGXJ+Cww/rjz388AZNefRo1dQ0BOZBeeOw+3HjNJWH/5n/dfiMmfPY1iksPAgjMgfTxG8/i7L+cjIVfTsQjL7yDfz/3JsoPVeGFx+7DbX+/CgDw5xN/h4fv+gfOvf4eCCHw/475Gb6Y8FLPevXLgXTFRWfjLb/E11ddfC4GDfyp9/PPBw1Eysdv4qlxE1FVU49+/QTOP+NUXHHR2WH/ViIiIiIiIqK+SEgp7S5DWEaMGCHT09N9huXk5OCPf9RPHh2XGg4AbX2vRsz3qWvw5CvvYc2cz/Drwf9nd3E05ZRU4Y/L/mF3MYiIiIiIiCjeiSTg5Tq7S2EJIUSGlHKE//DeXQOJ4tb1V1yE66+4yO5iEBEREREREZEJDCARausacPHN/woYvmrWpxj4s5/GvkBEREREREREFFd6XQBJSsmetUI08Gc/RdaKFLuLEVfcTTsTs3knERERERERkdV6VS9sAwYMQG1tLRI1rxPFByklalu7MaCxyO6iEBEREREREcWFXlUDafDgwSgrK0N1dXXwkeNFWx3Q1WJ3KciHxIDGIgzOfNvughARERERERHFhV4VQDrssMMwdOhQu4sRmoWPAJkz7C4FEREREREREZEuy5qwCSGuEELkCSEKhRBjNL4/Qggxy/P9ViHEENV3z3qG5wkhLreqTEREREREREREFDlLAkhCiCQAHwG4EsCJAG4RQpzoN9q9AOqllL8FMBHA255pTwQwCsBJAK4A8LFnfkREREREREREFAesqoF0OoBCKWWRlLILQAqA6/zGuQ7AdM/fcwFcLNzdpV0HIEVK2Sml3A+g0DM/IiIiIiIiIiKKA1blQDoWQKnqcxmAM/TGkVJ2CyEaAQz0DN/iN+2xWgsRQjwA4AHPxxYhRF7kRbfXwCPxuyE/7XeUS8IZbNx+AkkAYDSuAIQQ6GdmfonEzG8PlxDoJwBhxzqL5u+K5byjuaxQyxKumjYpjvkfYVkXjhGUS/QL4RgOZTnhlsnO7Wvl8vXm008gySXhAhCw/Y2msaJM4ZQ3WtOFOi+t76xYtnIs2r3f6YnW7w532dGaR7DxzHwv3R2bukIpk9Y1OdLfHc/Ha7jLiMU6UV8XlfH9Wf171cuJ5Xk3Xs83CquOW8D3vtdofRstw+jYtvq+JJbbJtRl6a0/s9cJjel97gH7CSRVt0kMPFIE3G/3E0iSEi4JSLPb0X96vXsfs7870u2mLrfZ60W86yeQlDFWZNhdDov8WmtgQiXRllJOATDF7nJYSQiRXtPmHGF3OYj6OiFE+oFGF49FIpvxWCSKDzwWiewnhEgvaeBxSPHDqiZs5QB+pfo82DNMcxwhRH8APwFQa3JaIiIiIiIiIiKyiVUBpO0AThBCDBVCHA53UuyFfuMsBHCn5+8bAayWUkrP8FGeXtqGAjgBwDaLykVERERERERERBGypAmbJ6fRwwCWAUgCME1KuUcI8SqAdCnlQgBTAXwthCgEUAd3kAme8WYD2AugG8BoKWVctj+Okl7VJI8ogfFYJIoPPBaJ4gOPRSL78TikuCLclYCIiIiIiIiIiIi0WdWEjYiIiIiIiIiIeikGkIiIiIiIiIiIyBADSEREREREREREZIgBJCIiIiIiIiIiMsQAEhERERERERERGWIAiYiIiIiIiIiIDDGAREREREREREREhhhAIiIiIiIiIiIiQwwgERERERERERGRIQaQiIiIiIiIiIjIEANIRERERERERERkiAEkIiIiIiIiIiIyxAASEREREREREREZYgCJiIiIiIiIiIgMMYBERERERERERESGGEAiIiIiIiIiIiJD/e0uQLiOOeYYOWTIELuLQURERERERETUa2RkZNRIKQf5D0/YANKQIUOQnp5udzGIiIiIiIiIiHoNIUSJ1nA2YSMiIiIiIiIiIkMMIBERERERERERkSEGkMgWdy69E/Pz59tdDCIiIiIiIiIyIWFzIFFiy6zKRGZVJv7+u7/bXRQiIiIiIiKyicPhQFlZGTo6OuwuSp8zYMAADB48GIcddpip8RlAIiIiIiIiIiJblJWV4aijjsKQIUMghLC7OH2GlBK1tbUoKyvD0KFDTU3DJmxEREREREREZIuOjg4MHDiQwaMYE0Jg4MCBIdX8YgCJiIiIiIiIiGzD4JE9Ql3vDCAREREREREREZEh5kAiIiIiIiIiorhw4awLUdtRa9n8Bg4YiLSb0wzHSUpKwrBhw9Dd3Y0//vGPmD59OqqqqnDNNddg9+7d3vHGjh2LH//4x3jqqadw1113Ye3atfjJT34CKSXee+89XHzxxQCAbdu24amnnkJlZSX+53/+B6eddhomT56M2bNnIz09HR9++GHP773wQkyYMAEjRowAAGRlZeGUU07B0qVLccUVV3jHe/311zFz5kwkJSWhX79++Oyzz3DGGWfgwgsvREVFBY488kgAwG9/+1vMnTsXeXl5ePDBB9HQ0IDOzk6cd955mDJlSkTrkgEkIiIiIiIiIooLVgaPzM7vyCOPRFZWFgDgtttuw6effoq//z14j+Hjx4/HjTfeiDVr1uCBBx5AQUEBKisrcdNNNyElJQVnnXUWAGDu3Llobm42Vd7k5GSce+65SE5O9gaQNm/ejEWLFiEzMxNHHHEEampq0NXV5Z3m22+/9QagFI8++iieeOIJXHfddQCA7OxsU8s3wgASERERERERERGA8847D7t27QppmrPOOgvl5eUAgI8++gh33nmnN3gEADfeeKOp+UgpMWfOHKxYsQLnnXceOjo6MGDAAFRUVOCYY47BEUccAQA45phjgs6roqICgwcP9n4eNmxYKD9JE3MgEREREREREVGf193djaVLl4YcbElNTcX1118PANi9ezdOO+003XFnzZqF4cOHe/+lp6d7v9u0aROGDh2K448/HhdeeCEWL14MALjssstQWlqK3/3ud/j3v/+NtWvX+szztttu887v6aefBgA88cQT+Otf/4orr7wSEydORENDQ0i/SQsDSERERERERETUZ7W3t2P48OEYMWIEjjvuONx77726PZSphz/99NP43e9+h1tvvRXPPPOMqWXdfPPNyMrK8v5TNz1LTk7GqFGjAACjRo1CcnIyAODHP/4xMjIyMGXKFAwaNAg333wzvvrqK+903377rXd+48ePBwDcfffdyMnJwU033YS0tDSceeaZ6OzsDGm9+GMAiYiIiIiIiIj6LCUHUlZWFj744AMcfvjhGDhwIOrr633Gq6ur82k+Nn78eOTn5+Ptt9/GPffcAwA46aSTkJGREXIZnE4n5s2bh1dffRVDhgzBI488gtTUVG/upKSkJFx44YV45ZVX8OGHH2LevHlB5/l///d/uOeee7BgwQL079/fJyF4OBhAIiIiIiIiIiJS+fGPf4xf/vKXWL16NQB38Cg1NRXnnntuwLgPP/wwXC4Xli1bhocffhjTp0/H1q1bvd/Pnz8flZWVhstbtWoV/vznP6O0tBTFxcUoKSnByJEj8d133yEvLw8FBQXecbOysvDrX//acH6pqalwOBwAgEOHDqG2thbHHnus6d+vhUm0iYiIiIiIiCguDBww0NKe2AYOGBj2tDNmzMDo0aPx5JNPAgBefvllHH/88QHjCSHwwgsv4J133sGqVauQkpKCp556ClVVVejXrx/OP/98b49qepKTk3HDDTf4DBs5ciQ++eQTnHTSSXjkkUfQ0NCA/v3747e//S2mTJniHe+2227DkUceCcCdYHvlypVYvnw5HnvsMQwYMACAu7bUL37xi7DXBQAIKWVEM7DLiBEjpDrZFCWWYdPdScmy74y8K0EiIiIiIiJKTDk5OfjjH/9odzH6LK31L4TIkFKO8B+XTdiIiIiIiIiIiMgQA0gUVd2ubrQ6Wu0uBhERERERERFFwHQASQiRJITYIYRY5Pk8VAixVQhRKISYJYQ43DP8CM/nQs/3Q1TzeNYzPE8Icblq+BWeYYVCiDEW/j6y2bPrn8WZM89EpzOy7gKJiIiIiIiod0rU1DqJLtT1HkoNpMcA5Kg+vw1gopTytwDqAdzrGX4vgHrP8Ime8SCEOBHAKAAnAbgCwMeeoFQSgI8AXAngRAC3eMalXiC1OBUAMCdvjs0lISIiIiIiongzYMAA1NbWMogUY1JK1NbWepNsm2GqFzYhxGAAVwN4HcCTQggB4K8AbvWMMh3AWACfALjO8zcAzAXwoWf86wCkSCk7AewXQhQCON0zXqGUssizrBTPuHtN/wqKe07ptLsIvcqw6cNwyXGXYOJFE+0uChERERERUdgGDx6MsrIyVFdX212UPmfAgAEYPHiw6fFNBZAAvA/gvwCO8nweCKBBStnt+VwG4FjP38cCKAUAKWW3EKLRM/6xALao5qmeptRv+BlahRBCPADgAQA47rjjTBadqHdaeWCl3UUgIiIiIiKKyGGHHYahQ4faXQwyIWgTNiHENQCqpJQZMSiPISnlFCnlCCnliEGDBtldHCLSsK9hHz7b+ZndxSAiIiIiIiILmamBdA6AvwkhrgIwAMD/ApgE4KdCiP6eWkiDAZR7xi8H8CsAZUKI/gB+AqBWNVyhnkZvOBElmDtT70RjZyN+/b+/xhVDr7C7OERERERERGSBoDWQpJTPSikHSymHwJ0Ee7WU8jYAawDc6BntTgALPH8v9HyG5/vV0p0NayGAUZ5e2oYCOAHANgDbAZzg6dXtcM8yFlry64go5rqcXQCArKosewtCREREREREljGbA0nLMwBShBCvAdgBYKpn+FQAX3uSZNfBHRCClHKPEGI23MmxuwGMltKdWVkI8TCAZQCSAEyTUu6JoFxERERERERERGShkAJIUso0AGmev4vQ04uaepwOADfpTP863D25+Q9fAmBJKGUhIiIiIiIiIqLYCNqEjYiIiIiIiIiI+jYGkIjIUgLC7iIQERERERGRxRhAophz51QnIiIiIiIiokTBABIRRYUEA4VEFOiFDS9g08FNdheDiIiIiELEABIRWUoINmEjIn0L9i3AgysetLsYRERERBQiBpAo5lgzhYiIiIiIiCixMIBERFHBXFdERERERES9BwNIRERERERERERkiAGkPsrhdCCjMsPuYlAvJCCUP4iIiIiIiKiXYACpjxqfPh53pd6FRfsWxXzZbNrUuwlGjoiIiIiIiHodBpD6qMKGQgDAl3u+tLkkRERERERERBTvGECimGCto75H2eY17TV4aOVDaOpqsrlEREREREREFC4GkCjmJBhM6tX8WrB9kf0FNpRvwL3L7rWnPERERERERBQxBpCIKCr8cyHtb9xvU0mIKF6wNioRERFR4mIAiYiiwiVdAJhUm4iIiIiIqDdgAImIiIiIiIiIiAwxgEQxxxxIvZtS40gI1jwiIl88/xMRERElLgaQKCb40EBERERERESUuBhAorjwRfYX+GbvN3YXgyykBA29NZEYQySKW+vK1qGlqyXqy2ESbSIiIqLE1d/uAlAfpPH8MClzEgDgnyf+M8aFIaspASM+KBIlhvKWcoxeNRq/PurXWPT3RXYXh4iIiIjiFGsgEVFsMCUSUVxqd7QDAEqaS2wuCRERRVNzVzPy6/PtLgYRJTAGkCgmKtsq7S6CZdIPpeO0r09DdVu13UUhIopYLBPeMx8eEZF97l9+P0YuHMl7WCIKGwNIfVSsmxd9m/NtTJcXTV/s/gJdri6MWT/G7qLEJaUXNmUfE6x6RERERGS7PbV7AACLithcmYjCwwASxVyiv4FWAiK9qVYVABQ1FuHMmWfiQNOBsKY/1HoIuXW5AcMZQCKKb7E8RhP9/E9ERETUlzGA1EfFsskCJYY5eXPQ6mjFgyseDGv6S+deipt+uMniUhEREREREVE8YACJKETet/W99EV6VVtVRNM7XU4APTUNGKwkinM8RImIiIjIBAaQKOZ6SxOG3vI7osU/cMT1RUQ8DRARERElLgaQiEKkBEZYs0aHUkHLP4k2HxyJ4hLzlBERERGRGQwgEYWLAREiopCwJiIRERFR4mIAqY9Saof0tWVbIRZv69eXrccFsy5Aa1dr1JdFlKi6Xd3ocnbZXYyExxpI1BtkV2ejqavJ7mIQERH1agwgJbDK1kqUNJXYXQyKgnfT30VdRx3e2f6O3UUJmfIwmuiBQop/9y67F6d9cxpc0mV3UYjIRlJK3LrkVtzw/Q2mxk8rTUNBfUF0C0VERNQLMYCUwC6Zewmu+e4aOJwOu4vSp8TybX1Fa0XMlhWOH/b9gLOTz0Znd6f+SMLv/0QWyazKBABsP7Td5pIktljmc2MTNoqmqnZzvYg+svoR/H3h36NcGiIiot4naABJCPErIcQaIcReIcQeIcRjnuE/E0KsEEIUeP5/tGe4EEJMFkIUCiF2CSFOVc3rTs/4BUKIO1XDTxNCZHummSyYnTgkB1sP2l0E6qPe3PYmmrua8eXuL3XHYfMYijandNpdBCKyEQOTRKFhLXEiCpeZGkjdAP4jpTwRwJkARgshTgQwBsAqKeUJAFZ5PgPAlQBO8Px7AMAngDvgBOBlAGcAOB3Ay0rQyTPO/arproj8p5ERO2N0Rjd6CXFBYzwkQGV7pfdvbxM23tATkZ94P8d/vfdrbCzfaHcxKETxvl8RERH1FkEDSFLKCillpufvZgA5AI4FcB2A6Z7RpgO43vP3dQBmSLctAH4qhPglgMsBrJBS1kkp6wGsAHCF57v/lVJuke47gBmqeRHFLQZIjClBSm8NJK4uItttrdiKYdOHYWfVTu8w1hLs8c72d/Cvlf+yuxhEREREcSmkHEhCiCEATgGwFcDPpZRKgpZDAH7u+ftYAKWqyco8w4yGl2kMpz6IQZkEY7C5+EaYKP6kFqcCAJ5a+5TNJSGyDu8diIiIYsN0AEkI8WMA8wA8LqX06SfVU3Mo6ldvIcQDQoh0IUR6dXV1tBfXq9n5cJ/ogQW+rQ/CW+EosbczUW/W7Gj2/h3LcxrPC0RE9uO5mIjCZSqAJIQ4DO7g0bdSyvmewZWe5mfw/F/p+qIcwK9Ukw/2DDMaPlhjeAAp5RQp5Qgp5YhBgwaZKTolmEQILrFJFhERUfzgwzAREVFsmOmFTQCYCiBHSvme6quFAJSe1O4EsEA1/A5Pb2xnAmj0NHVbBuAyIcTRnuTZlwFY5vmuSQhxpmdZd6jmRRR3lNw+vGE1h50qUtTxUIxMDA/RRHhJQAmIuxUREVFMmKmBdA6A2wH8VQiR5fl3FYC3AFwqhCgAcInnMwAsAVAEoBDA5wD+DQBSyjoA4wBs9/x71TMMnnG+8EyzD8BSC34bJSAGZXoRbkoiikOPrH4EX+/92u5iEBERESWc/sFGkFJugP77yYs1xpcARuvMaxqAaRrD0wH8KVhZiOyy5sAaHGg+gDtPupM5kDSo14nytxIM5PqiqOMuFpG+doymlaYhrTQNt594u91FIYvw5RNRaHjMEFG4ggaQiGIpXi9oj655FABw6a8vtbkkRBQgPk8bRERERES9iule2Kh3YV6a8NS013jXnV3rkDlEiMhK8Rq4JzKL+zBRiHjIEFGYGEDqo+wMQhje6PGClpC0mrB5P8d5sNLhdKDV0Wp3MSgS8b2LkQof9Cka+GKFiIgoNhhAIkow8fgAplWmeCynljtT78SZM8+E0+W0uyhE9kiMQ5WIiCzigsvuIhBRgmIAieJKogQdAL7x7C2ya7IBAJsrNttckr4lry4Pw6YPw76GfXYXhYgSXCLdOxARESUyBpAortW01+Dc5HPxw74f7C6KV1/rschOpc2lMVsWA4KxNb9gPgBg9CrNTjtDE6VNd8fSO3BeynnRmXkcieXDN48zSnRNXU34eu/X3JcpofFelojCxQASxZzRTZf/g8zqA6vR2NWI5zY8h20V26JdtIQQlzetGkVSyhnuTcrG8o24av5VmJo9NZKSUZxSjvWa9pqYL/uu1Lsw4psRQcfbUbUDDZ0NtpSRiMyL5XXx9S2v453t7+C9jPditkwiIqJ4wQASxUykTVU+3fmpRSWJTLwnhbaDOvBn1frJr88HALyf+b4l86P44g0wWrG/hDiLjMoMdDo7UdpkroZbb8+PFdMaSGxqRAmusasRAJBWmmZrOYgiwXMxEYWLASSKmde2vBZ0HP+3iPFW24ZVfn2ZuQFRAgS8WSE1ZX+w5JgKc9fqlt2mxutLQeOd1TuxpWKL3cUgIiIiojjEAFKC2li+0e4ihKzL2QUg/EBCQ2cDnl77tKVBpQNNB/BdwXemx1eXPZoBEaMH1mgst7GzEe3d7ZbPFwgeINh+aDu+yP4iKssmouDU59R/Lvkn7l9+Pzq6O2wsEVFoYvGCYtj0YXgq7amoL4eIiCie9be7ABS6rKos/Gvlv+wuhmXUTdv8bwLVnwsaClDQUIAzfnkGbvzdjZYs+5bFt6CpqwlDfzIUw//fcFPTxKIWUqxrXp2bcm5Y0xmtC7M39PcsuwcAcNb/nYWTBp4U8vSUmCzdx/tOBaGImV3vzV3NGNB/gPXL53FNCWxZyTKc83/n2F0MigMOlwMd3R046vCj7C5Kr7CnZg9+NuBn+OWPf2nJ/FaVrMIpPz8FPxvwM0vmR0Q9WAMpAdV11NldhPBoPOQ1djZ6AwgATL31LmwotKxITV1NAIDNBxOnC/d4egCzsiwljSWWzStR7KjagcbORruLYYt4aMJGbqEcx9/mfJtQ58t41dLVgh1VOwAAbY42rCtbZ3OJElu8NXen3u/xNY/j7OSzvbXrE06UD5k2Rxu+zfnW9LE5avEoXDbvMkuW3djZiMfTHscNC26wZH5E5IsBpF7A6AGsrLkMr2x+Bd0uc7k+gllZshJrS9daMi/AXfNFHRB7Iu0JAMC6snWYmDFR88Gmn827LfMgBYqnoFYiuWPpHfjb93+zuxi24D5jj0jzOb217S08sOKBsKfng77bk2lP4o6ld2BX9S6M3TQWo1eNxg/7frCtPA6nAw6nw7blRyrezifFjcW4dM6lqGipsLsofUaboy2m+7AS9F24b2HMlmmlaB8zE9In4K1tb+HNbW9GdTlanNLd8UXCvnAninMMIPUCWheB4sZiDJs+DFfOvxJz8+di3JZxlizribQn8PDqhyOah9FFK7/O3fPW6FWjMW33NJQ3l0e0LCvKpNabgkdSSqwrW2f5A53/OgpnneXW5WJixkSrimRKrBMlK+u9r97gWNoLWxyoaqvCyIUjcbD5oN1FMaR1vMfbw3dfkFuXCwCYnTcbxU3FAIC5+XNtK8+5KefizOQzbVt+bzMzdyYOtR3CgysetLsofcYZM8/ATT/cFPPluqQr5stMBA2dDQCA1SWrY77s3nSvThSPGEDqRb7I/gKZlZkAgO2V232+m18wH7m1uXYUKyT+DzLKBchnHGHfw46EjEm+FcOHaot+/veF32P0qtGWBRf9RRKYunPpnRaWJD7Z9dBe016DJ9OeRKuj1Zbl+7P7Rq/V0Yq3t70dcdLo+QXzkV+fjztTe8e+mwiBvfbudny681M4XIlbcyZetHW3ocvZlbAPw/EaBK1os68G0qKiRTjQdMC25UeLUZOxfY37dL8je9h5z05E0cEAUi/w5tY3sapkFSZlTjJ8eHlx44sxLFV4JKRP4EHzplA1aG7+XFS1VWnOq7C+ELcsugUtXS1Bl+tCfN00R6OZx57aPdhUvsn7uaLVfWM7J39OxPNWlzfgwTOM59BoP7zOzZ+L0qbSqC4jGLua8ny681OsKFmB+5ffb8vy/dkdQJqaPRXf5Hxj2CwrlDIeajtkRbGiRvPYStD7+ym7puCjrI/wxJonTI2/p3YP3st4L8qlSmzRPC9lVWWZuh6TNZ5d/yyu/f5au4thqczKTJz2zWlYun+p3UUhs2y4vvQTfLwliiYeYb3AxoMb8Xja40HH63R1Rr8wJhjeoEr4JBU2enCrbqvGK5tfwXXfX6f5/aTMSdhduxtPrTXR7W4IFzi7H3jDNWrRKDy48kE0dzUDiN83tkB017HT5cQrm18JuLGWUuKFDS9g2PRh+E/af6K2fO/yQlz/bY42bD/UU7NQSollxcvgdDlDmo9Sw0Dd+6GVqtqqTNUI8f5+mw+nbunOD5ddk21vQShAXl0eXt38qm6tmPbudgDAlootpub3z8X/xJe7v7SsfJGI1xpeVl4XnC6n93re5mjD7Utvx1nJZ3m356qSVZYFAuItt1a8lCdRa5TpSa9MB+AOjlFk4vkekIjiGwNIfYnnWuFwOdDYFb89P6lrA5m5wLU4WvDo6kdR1FDk+4Xn/rykqQROlxNtjjbdeYQSsFBu/O26+Ea6XL0aW5GYXzhf97twgkHRDCAp609Jsqi2YN8CAMDykuVRfwDQm3+XswtL9y8N+P7Z9c/inmX3YGP5Rm9Zn1r7FJ7b8Fxoy43iftvS1YKL51yMJ9c8GbwccfCA9dWer0IOwNllf+N+pBanAnCvuz21eyybdyzPZaFs99GrRmNO/hxM2z0tiiXSVtZcFtVmnvGw/2uxcl+YlDkJ56aci7LmMm+gFgDGbXY3m3487XH8d91/dZsktTnavEFCu8Xr9opEQX0B7lx6J1q74qM5s+Jgy0EMmz7MMCeY1vVbT15dXlTue8iYch9nx0vX3ni8EsUTBpB6KaOT5/Prn0dBfUHU5q841OrXlMPk+VwdCDJaTv9+/b1/ryldg5ELR/p8r75ovbjxRZwx8wzdPCehJNFO1BpIimDbTkLiybQnsb9xP1q6WrCiZEVEywtrfUVxFZvd1tF+qNab/4c7PsR/1/0XH+z4wGd4QYP7mE3JSwEA1LbXAgCW7F8S2nKV5NVRWMlt3e4gbVpZWvByIHrlMGt+wXzMy58XdLx4eFN73ffX4em1T2Nfwz4sKlqEUYtGYdj0Yfi+4PuoLTO/Ph+VrZVBx3NJV0Cw5b309/Dvlf+2pBx25O+7cv6VMesCOqcuB4A1+1ljZyO2VmwNe3orH7yWlywHAEzMmOjTe+q2Q9t8xtOrsXjGzDNwfsr5lpUnEqFum2jVMGtztGHY9GGW1KSbkD4BmVWZeHZDfNXmyal1Hw+vbH7Fkvnd+MONuGTOJZbMi8xTjhk7rp/xcM2myKQWp6KmvSaiefTVTmpigQGkPmhpceRVxl3SBSmlYa2eG3+4Max5373sbu/foTxcqt9wAj1toCUkfihyd4+cnJtsOA8pJQ622N+LUjSbN3gv6joPCi7pwoqSFRi5cCRe2PgCnkx7Et8Xfh/2csIR1RpIJh+Qol4DSWf9KDl0viv8zme4922e9Pw/zH3EG7iJwj4WSt6BeHlDaKaGg5myxirguKNqB/Y37vcOf3FT5Lnt9H7fyIUjccnc4A9ekzMn48yZZ/p0Wf7lni+xvny9YQDq5Bkn49XNr+qXy+aHACVPnBany4mU3JSwuw3XOv6sSHj86OpHcd/y+7CzemdY00djnQerLWJ0fHU4zSW3j/b5JNSmYNEqj/LiIFgur1CWr/QC2JvZfS4BgE5nJ7Kr2VQ6FuJhe1P4Wh2teHrt0/jb938Lex7ry9bjglkXRPUlW1/GAJLNupxdhkGYeCUhMStvFs6YeQb21u7VHEedy0jthY0vGM5XzSi5dbAbOuWBWz1PvRtZ5WZrfsF8XD7vcqwo1q51IyGjEtxo6mryeRAxuvmL9MJodnqHy4HylnIACCuApDlPp8PUjXi0Amg7qnagxWEuiWu0E6vrrQfv/uW3mZR1UtPhfiPTL8zTdzwEbho6GnCw1f5ArVnxdDMqIWOSIFRrP9ELSii14CZmTgz4zj8AoF6XLumyJIm/HRbuW4jXt76Of638l8/wTmcnvi/83vA4m5Q5SfPNqBVN5pSaiuGes6N1foinYygciVZ+q8v78qaXsbx4uaXzNGNy5uSw75EnZ07GxXMuNhyn09mJYdOH4ducb8NaRihe2fQKbl1yK7ZVbAs+cgxE+17AztrF8XCfQ+FT7o+VnK3hyKrOAgCM3TzWghKRPwaQbHbzoptxxswzQnq7Vdoc+96j1pauxQ/7fvB+lpBYWbISQOjVjNNK0ywpU7AbJK0ghN5FRZlXZlUmABi+FVdNZJlzks/BXal3WTdDA8o6iNYNsVbgTnHqN6fiufXBc/ZE48ajsbMRdyy9A7cuvtXcBCGsnoaOBkzbPS2kmxa9cfWCZ8o6ya7JxpRdU8IOsinnGqvX8aHWQ6YDG5fNu8ybEDzRm4Qq9H5HR3cH7k6929ssQ3Hf8vswNXuq7vzKW8p1a0f5r+eTZ5yMps4mw/K5pMt3flL9Z+C+qDUsWG6rTQc3JeQLkXAoN7b+zbEmZ07GixtfxLvp7+pO+0X2F96/1evZknNyhLOIVtJlo98W6u9u6mrCurJ1Ec3DSGNnY+ALsCg/j+6o2mFpPjart+P8gvn4z9rody7h7/Psz33ujUK5xn6e/XnQ3EdKja63tr0VVvlCoXTUYEdOt74m0QK+5MvK+8Le1pFAvGAAyWaFDYUA3G8k9Wry+JuQPiGaRdL08OqHfZL1qi/i/gkwm7uacfq3p2vOJ78+P6Tl7qjaoftdsBsJrZocoVxUyprLMDtvduB8o1Q7ZlfNLs1l5NfnY9j0Yd4HbqverFgxHzPr0399Ld6/OPg0BhcPKaVu7TYjSp4NpVZVwDL9yhnKvjJ281hMzJiI9zPfD7lcALCrWrXtTVw4p+2eFvYFNhq9n2VUZuDSuZdiWra5G2N1IMPs73C4HBg+Yzi+2ftNWGUMKsLDQb2/NHQ0eP/OrslGemU6bll8i8/4Wyu2Gu4vV8y7AqMWjQoY7nK5AgJILunCOSnn6OZ4A9zXmNO/Pd30Gz2t80OwY6KxsxH/WvEvw3HCubH3PzZbHa0YNn1YxPnZFBUtFRi3eRy6Xd2a39+2+Da8l27cZEih5GxYVLTI1Pjq9dxbgqlarKxV+1TaUxi9ajQ2lG0Iex5Gzk05F+emnOtT5rBzIJmYLP1QOu5YeoeluYjMlDdRamkoOcLMGjZ9GArrC02Na8V+Y7pZvEbz8fVl67H54OaIy5BopmZPxenfnh69Go8Jsm8TJSoGkOLEtN3TcPOim6O6DL0LpVEPFaXNpRg2fZjpeQHAN3u/0X1z7p/oOth89R72g5UB0KmBFMLNwr3L7sW4LeN8akyFcoM/bPowvLzpZdPj61GW/8iqRwzHu3DWhRg2fRhKm4xrqAVbB1bdiBc3Fof0RlW9XKMg3feF3+PclHNNd92tSBJJIY1f31GPv87+K97Z/k7QcZVmcf5vxY2oE8eqe9RS5+5S818nYedAikISbSUp//S9073DknOTcdMPNwWd1uzvaHO0wSmdeHv72wHfVbVVhbTutRjWkAhyM9rU1eST/6ehsyFgnFB6DVIUNRYFDHPJwACSIiU3BcuKl2kG6hfuWwgA3hwcStONfQ37TNdAUg9r7WpFS1dLwPDCxsAHt721e7GseJlmmbUU1Bfg052f6n6v5Aryv269sfWNsGoSvLTpJczOn42xm8Zqfr+rZhe+3OObtFhvf4nk/GnJuTfCw9qoDKn7U/Hftf/V/b7N0aabtNQwgBTiw56Ss2dO/hzk1kUvwbry5npT+SZvTRXA3LGs9ZscTofmNVHZj5fuD56f0nQnECGsU+Va4JIubDq4ydaHbyml4W80e714bM1jVhUpgJQysJOYEKibn/971b/xwIoHdMd1uMw1+49Hetuq09mJ9zPfR3t3u+lAe6hYAyk018y/Bim5KXYXwyuaKSQcLofuyyIyjwGkOFXTXuO9OQ+VXvCmuasZ+xr2BQy/8YcbcfGci5FanIqSphKf7/bUaHcVHa0cPWam/SbnG7ikK6wcSOo/1bVYlJOV+qTS2OX+Xuk2PRzzC/S7tzdDHWRo7Q7Mj6F+wKztcN/gjtkwxjusoqUC72x/x2ddBbs5DOVmRSsIoQzbW7cXT6972vK36hvK3W+dX9r4Eoobi/HZzs8wbPowtDsC9/svd3+Jq+ZfFdYN8Rvb3kB1ezW+3vt10NqB3hvCEBajzlFipnz+61GpvWhWq6PVnYMK1jdh05rXG1vfQG5dbtDAjlM6ffJ/XTb3Mnyc9XHgMgweHF7c9CJGrxptGHCORLDz0jnJ5/gkPfdplhRk2246uAmXzb3MdFfaRjmQumU3nlr7lGGgXimb0unAw6seRnFjsallq52dcjbOSj4LbY4234cp/9xdELh50c14au1TSD+Ubmred6beiY+yPtK9Bvpvj05nJ+blz0NybjK+zfkW9R31If0W5ZynDuTGSiwe1l3ShU92fmKqRxqj8//T657G0uKl3tqw/kYuHIkLZl2geXMeaj5Doxokyv6/oXwDbvrhJkzOnOxzDgn33smfhITT5cSDKx/0OaaU+Yd6Dj31m1M1OxeJNKdZe3c7RnwzwptmoNXRalh7W6GcU5XfkZKbggdXPIjJmZN1p9EKapu1vHg5Op2dhuP8ecaf8UTaEwHDZ+bMBGD+eAn1HBCKL/d8iUvnXur9HHJQL4Td5tSvT8VDKx8KpXimGZW7tKk0rJrePvPXSZcwKXOS9+9Il6Fwupw+rSHsCoJ2OjsxMWOiqabcDqcDZc1lMSiVMSklSppL8PrW1+0uilc0t9+pX5+Kq+ZfFbX59xUMIMWpi2ZfhMvmXgYAmJs/F8OmD8Pc/Lmmpt1asVXz4KvtqMX1C673Gaa+cXt67dO49rtrAQBZVVmGvcv4BCT8Lg56FyWzvamYsebAmqDjKDdH/jkmDjQdQGNnI85NOdc7fH/jfjR1Nfl0ia7cVJnppclIOHkNlJ7g0isDH7jUv+e6769DU5dv7hN1LpQx68fg671f+9SikZBYV7bOkuYfWttaHejSW4bSK8KqA6u8wwQEihuLMb9gvuGNubJdWx2tuPb7a/Fh1ocAfPOKKN7LeA+lzaVYV7Yu5MCm+iFkxp4ZGDZ9GG5ZdAvGbhrr0wuWukyhLEMvmbfeb/cfrg5OmnmbcubMM/GPRf/oqYEUQVPMuo463YdIf/61RPybUDV1NeHfq3q6e69orcAnOz8Jq1w7q0LvecrMNrt83uUhBYNDyWvz9ra3UdFagfHp473D1OfX3Lpcn1qgnd2dusmsw3lTXdZSppnbxGyg2b8s/r9X/eB997K7DefrdDnxyc5PvPuIXvfuH+74MGCYOlGmch0Lxr8Wo5U5aKLZk6YRZd2p1/P2Q9vxcdbH3m0xfc903aC4mePBP1CbX5+Pblc3ylrcD0NZVVmB8w3xpZPSWYDWtErApcvlfmD8PPtzPLu+p/nXWcln4avdXxn/CBOklN5Aa7MjeNPP5zc8j/HbxxuOoxn419hVqtuqUdQQGKzRuj4cbDmITmcnntvwHCZlTsLjax7HfcvvC1pe/3kq+TVn7J2hO+51319n6v5L4XA64HA5kH4oHf9Z+x/cu+xe73fPb3jedDOmN7e9qblf6dHcp9prAo7xYMuemDERT6992mdYuE3OvE3YNLahUTk2HdykOdyqQKmWq767ClfOuzIq81YHsq06Tz6Z9iRO++Y0fL7rcwDRr4H0yuZXcHfq3QHD5+TNwbTd03DH0jsAuPc5vW07dvNYXDn/Skt634xEPNZwCzeA1NDRgDe2vhG0d1SjHlbJHAaQ4lizoxl3p97tTVL9yuZXDKv1K0I58PxvZiQkihqKcPvS230e6jRpnPdbHa26ZTSV/8hk0dud7dpVxFUPHN7q4KrRDjQdwNXfXY0r5/teGFcfWO1thqNQHvAX7FugKl7oJ7Wn1j5l+L3WyTvYWzq1D3d86POAqdSGaexs9CYFV994SUiMXjU6rK572xxtQd+s+PckpBVc+SjrIwDA42se7ymXlBi1eBRe3vSy96Zd8ciqR7xNhJTt7h808Q9MqGs71HXUhXyRVL8VVh6Sd9fuxryCeQFdi4ZzE6Tef/Pr8yGlxA/7fkB1e7Xm+EbLOOXrUzArdxYWF/Xkl3I4HQFvYQsbCn2W63Q5kZybHHJX5Pek3oN7lt2DksaSoOMqy0s/lI68ujzNZPF6zRHTStO8x6WpWlqqdTQpc5Kl+ZJe3vQyZuXOMjeyTt61DeUbdJvcKEFjwDeQ4R+EXVq8VLcjAvU6iqSJBRDCW/Ug44Xy4mBFyQqf2md6x+z68vWG81FqjwZz//L7MTt3tvc37G/aH2QKbeocZv6rI1hwN1oPOvWdPce+Uoaa9hpsLN+ICekTdJvMq/ehju4OPL/hedS21+p23lHcWIyRC0f6PGRrnavUnXD4U2/nPbV7Apblv460auwo1zrFuxm+Sczbu9uD9n61o2qHz7nQBVdITR0W7luIGXtnmL4HSz+UjrLmMs0eNf8656+4bsF1Pi+wpJQBTSn9fZH9RcjNu0P16JpHTdf2PCflHJyXcp73vkAdcF64byHau9t1A+L+wnlBoHbR7IvwzPpnfIYFO/6m7Z6G1OJUwxQT/ts7uzpbs4MEo/0i1PuTTeWbcFbyWYbNHu9ffj+GTR+G3NrckDrfUe4/laBpR3eHd3u3OdpwXsp5Ib3E9eezv1t0+ltduhoAMHnHZG8eOitkVWVhU3lgAG9u/lykV6YHLEt5Bsmrz0N+fT4umn2R935XbXnxcm+z8qu/u9p0BYFoiHaPw+EIt0zvZryL5NxkzVqMZC0GkOKM/wXGvwaK1onIasqNp9FNSF59HrZWbPUdVpeHM2eeGdWyKaSUmieYGxfeiGHTh3nzfPj7och9E6uVSFadgNYJ7TfRu2t2e98etXX3BFK2VmzVfaO78sBKzeHNXc1hBTb8Jecm+3xWLtq6D1lhXrDHbhqLM2aegTNmnoFh04dhT80eU91Of1fgbtoT7HfWtNd45+dfrTmtLC0gaOOvvbsd76W/572A373M9+1QqG801G8JlTfrWjIqM1DX7n6jpt4nglHfuM4rmIe3tr2F5zY81/O20bP4VSWrAgKK/onrAeC1ra9hzPoxKKwvxLDpw3DNd9fg/FnnB9SgU78FnV84H29sfQOjV402XW4A2Nfobgq7rCR4XptDbe5Axt3L7saNP9wYUiL9R1Y/gr8v/Dum7Z5m6o2Rept9kf2FZr6kYJwuJ9q72zVro7y29TVT83BJF9aVrQuoFffQyocC8kKpy1zbXovGzkafHCv+x41RQtlvcnoCZld/dzXe2PoGbl9yu08tMLNv3pQmsWqaibX9hgU7zrQe2N7PeB817TUBNY5i8WZ03NZxYU2nrhVw25LbNJtrVLRU4JSvT8GX2foP/erxO52dQWtZNHY2mqoNpw4ef53ztffvf60MTHKufghSb78l+5dg4b6FGLlwpE+uEmWfPdR6CNd+767tpb7O7arahWHTh3nzBnU6OwMCOmrq89moRaNw1fyrsOVgz/2H/35gtumY+pr+6uZXce/yezE7bzbOTzk/YNz8+nzcsfQOnPrNqT7L1Wr2578P/+Wbv2DC9p7OTeYVzPP5/lDrIc0am3cvuxtXzr/SsAmbOo3A/qb9mJM/x+f7kqaSgJrlZkgpvfuwUpNL4Z8jROuYVicwN9Le3Y5WR6vhCxCzQWaXdJk+f+mdh0LJxaa2t3av6Tx7ty65Fe9nvq/bjFBre4f6wKw8G7yw4QXN73Prcr338DctuimkJjvqWnRrDqzBk2lP4op5V6CxsxE5dTlo6GzAo2seDam8aj6/PwoVNZs6myxrAnX70tvx4MoHvfdRNe013lpOQE8+vrtS78LV86/2OTcoNdU/2/VZwHxf3Piiz+dQe7O2kt66Kqgv0HxhPDtvtuka6OEKdu3vdHbi1sW3BjwjK/fKSo+HRhYULgg6DuljACnO+DdHCkd1ezXe3PamBaXRrwnz7d5vA4b5BzLC4V/zRM/c/LnIrMwMGK60z1e3GTfbBE3dfE2vp6I3t73pfYBTv+G9b/l9ISdBv2zuZbhg1gWYkzcn+MgeLukKemFU1mF/0d9nOkUob7yVm8iMyoyAm+JRiwN7iNJyoPlAQBm0BHuz6n+T6b9dt1dux5d7vsQza5/RvOhp/W6jPBt59XmG5VHclXqXd5/QurlNP5SOe5bdg67unpv0pq4mTNk1xWc8rYfCjMoMPJ72OO5fdr/PDbhe0x6g50HuYKu7Rsurm1/1+T61ONX7t1IFfnPFZtR11KGkqQRtjjYs3LfQ1A1YdnW2Ty0yLVN2TcGSoiWG4wQzMWMiblt8W9DxumU3blhwA77cbbwvGXlx44s4/dvTMfzr4WHPo8vVhdGrRmNS5iS8ssn4xlC9X144+0Kcl3Kez7ESSvJtdfLuLmcXknOTkVWdhb8v/Lv5wnvcuvhWn88PLH9AM6jkXz6tXG3BTN09FTcsuCEg0b2ybqyqpWP2+mKGf7OSqbunYtj0YT7HZmVbJQDgvUz9Htz8a6RpBXgU9y+/H+emnIuXN72M2XmzkV2djcrWSs1x1Q+venn8cmvdy159YLV3mNa6ru2o1XzxoJeHTQksK+fsYPl4tAIgU3f31OD4OOtjn/OR2Q4RfJK7e8o6bss4n2u3Iq8u8Hxf2lRq+OAtIfHyppfR4ezw6UDA/+Hq+gXX455l9+jOxyiA9PyG5yGlxPyC+QH3JY2djWHf62VUZnj/PtB8wOeFk4TEf9L+4611orVPaL3EMKIO+hkFVI1IyID7ED1mAjIL9y0MqVlcdZu7drB/AFO9ftTHf05tjuZ4Wvkate6PtK7B3a5un3WvV0POzDVQKc+CwgXeWpSHWg9hVl5PTdvXt77u3Tdm5szUrEGsR51OQS2pX8/xq6xTLbXttVhevNz08tTMXDO6Xd0+L1dKmkpQ0VKB7wq+w/jt431yAyovNV/Y8AIm7+jJETZlp/s+LqMyAweaD/hsm/cy9M/7WgFVJeC9sXxjTIMb/tfwkqYSlDaV4u8L/46RPwTmUxy3ZZzh+cyM/Y37I+plu7C+ENk12QHNCJXjyExeuRc2vqCZF5jMYQApzuys3mmqJw4j47aMC6vHH4X6AvHCRu23G/5vDd7PeB/ry4ybFZhh9o1zZlUmntvwnO736sCX2eYMSnXSYNQ1KPxPgMq2C/Y7lu5f6m0i98a2N0wtFwCeWfcMxm0xfmNe0lQCl3T53MSqay2Ekucj1ETNkdB6OPXn81bU7wZB+W77oe04f1bgG2atbZJb3/Pw5n/BMpNw1ow3t72J7Ye2Y3z6eG8AUKu2WsANj+x5u7ijeodPtW+jN/D+v2NR0SLNtzH1nfU+F9kLZl2Aa767Bm9sfQPPb3gen+7qaYra6mj1Pqiq8y6klaVh1YFVQZszTEifYPg9/j979x3mVJW/Afw9FMVeACuusOoKKoqKfe2Kde29oe6KqPx01bWv4ioWxK5YAQFFmkjvvcMwAwPDMDNM771nJjNp5/dHbjI3yb3JTSaZJDPvx8eHyc0tJ8kt537vOd8D/7kCAN+n5FqKGouQVZflt+Lmzft7d7VSNOqBRb6BVHUw2V/rNcA3j4WE9GyB5Gh/K5z2JirdXbkbW0t18n5o/GRaI3e66F3f6lrr0K1bdKokQY8CppF0/MfdzqfMrrw1Rrs+eScl9teqU90qeGPRRjy05CEMmzPM0Ha0jFozCgA8Au4zM2ZqHs/q4+S/m/+LiuYK3UCO9zEVqKWq2WbWHaEMcOY4GrtjrDsfpKsFZCBG6hNPrXgKDyx6QLM+4Xr4oSevIU8z8L+tdBtmZLSNaBTo8/u72SlpKsHWkq0YvWU0nl/j2erjhbUvhDzIh3dr2TFbx3j8bmsK1+DGOTcirz4Pjyx5xGd5141ydl22bq5DveNKL6Aa6AGqd73WlVg7VG9teku3Hvnulndx2fTLPKYZ2Z/UKRw+SvgIg6cMdrdScR1X28p8W/ff8McNcEiHR9djre09uuRRnP/b+Z559qTEL3t/8QgmawUothRv0Tw3/3fzf/Hwkofx9c6vPZKDezN6X9FsbUaxqVj3mqGuv0zcOxGzMmZhfeF6n/meXf0sXl7/snsfr2+txzWzrkFSWVvw02wze3T/BpznH/V3Z7aZ0WBpwOPLHvcYpfiLpC9w7exrkVOXA4d04Na5t2LYnGF4Z8s7mLpvqrt1pZrPA2nheQ5X/y7e5VLTOie4HnyPXDUS/938X9S11OkuH0ixqdhwgwT1cbo0dylunXsrbp7rDJxHIsm3lBK3zbsNjy19DI2WRjy3+jlcPfNqz+66qu8xmFxfwQSQgLYeEqFotjaHLQl8PGIAKcY8t/o5vLpBf5jcWOFR0ZPOi0CFuUJ/AaPC1B86nAm7/Xls6WOYlDLJ/frVDa9i9JbRGJvgv+uM3m9sd9ixp3KPx4X6m13fuP9elrfM0LCnRY1FmLV/luZ7X+78MuDykVbWXObRIsco72SWaq6n/XbYfVrOSSk1K7PtaYa7o2yH5vJfJH2B+tZ6pFalerRSWJa3DOdMPQfPrHrGY0hoF63Wfurgg7pFlL+na1rHoV6+Aq0bQFdurEXZbfvZI0sewXV/XIdWe6tmUNls99/Kr0e3Hn7fB5wXY738T0bptYJ8fs3zhrouBJM3yGK3OLtytnPkLtfv5erqB3jeOBgZTcmI9iRc9W5ur6bX3VePOqG/N92WJbItyBCMrNosJFck4+HFD3vmKfJZvbELz/bS7bhi5hWaNxYurhYIda11HgmDXYyMDvXH/j9w/8L7cc+Ce9Bia8HwpcN9bvxcNy3t6eZX3lyOZmuzR/ey8cnjcfu8233mVXcHA4APtn2g+3sFGrVSy3m/nYdHlvoGKlympU3z281D6+Z2a8lWJJYlYvCUwbottbaVbtM9hvX2i0D7i5GHD+r9QN1ysLK50uemzXX8ea/X6NPzrNos94AVg6cMxvtb3/dooeyidY0cnzxe8wFEdUs1xmwbgzvm34GX1r2Ex5c9jqzaLHy641MMnjIYk1Mne+yb3te3aWltrdhd2/UO2Hjz3tc/SvjIHZxR5//T+yxG7arYhTmZc3xuwPWOtRZbCxzSgUU5i3xaFgPA0yufDrjN6pZqjE0Yi+v/uB4Lsxfi++TvNR8k7K3eCwCoanZ2O3XAgdUFq/F50ucBuzI+vcqzHN7f0c8pP8Mf71Zdg6cM9llHTl0OLvr9Itw8p63lXqAcZu9ve98dzFZzHQcr8p2tkJIrklFprsSTK5ytX9Jr0nHhtAt96tuJ5Yke27xw2oX4ePvHSCpPwv2L70eztRnf7PrGfUx8lvQZzpl6jt/P7qJuPeX6bOrzZatNu9eGqzVai61F9wGLd6t3rZaSlc2VHscO4KyLPLDoAWwr2YZZGbMwIWUCbpxzo+Ek6B456HRG3naVXYuUElNSp2B+1nwMnjIYyRXJaLA0+NSPf933K/ZU7vFodZte7Rypt6qlCk8ua2vVpC7TJdMvMdzi0R1AUoU3JJz1f6vd6hPwn7JvCtYWBs7npeWWubfg7zP+HpNJyDtC4Fo9kQb1KFThTAIai8ncAvli5xcer/3lpzh36rl+u1G0p9uM2i1zb9F9T2tkt2jQahobyPqi9bj6pKv9zqP1FNuh/OdN/VsFexHQa8I7ae8kTNo7yWe66yZhc8lmbC4J7amxEVrJGL1HQnPRekrjSmhql3a8uPZFjDh7hLsl2qyMWR4j57nMSJ/hM03NSN6K0VtGt3vf1HpitzB7IdYWrsXawrW4of8Nuss6pMPv01eXFlsLSppK8PI635HLjNJ6Mqg+p6q7Qeyp0g98BKM9QXXvUQfVwjncrt7oRiVNJbhw2oU45qBjMObvxvJQeVfSH16i3wXS35Ne9Xr8jWzl+n7VQV91q7lPEz/FrX+9Fb179dZdh4s6UHLx7xdrBkfUrWNSq1Ix8OiBmnni/A3JDmh3dWm1t6LZ2uxxM+HdxTirLqtdw89rPQjZW7U35PVpeXHdi7ipv/MmSutmLBC9lkN6N4lGSSkxZlvbfqwO0F4z+xqf+WtatQNS6sCTP3cuuBMAsPQuZ+u/WftnYVh/z5ZrNmnD7+m+LXrUXZ7V1Hm1AGcXHtd2AOCzxM/wWWJbYNL7GvFxwscer420ltC6bt6z8B6sv389Xt/4usd0f/VSs82se71fkrNEN3delbkKm4o3+bSs+WLnF5i4d6LuZ1A/HPDHdSPrahV1cM+D3e8tyF6AO067w/1aXZ9xJQxWj+xqNE9YIOr8aBsKfXNApVSl4Oy+Z+O3fb+hu+iOXj16+ZSvylyFvPo89D+iP6rN1T55vPS4AhY2hw1bSra4g0wO6cD20u3u87ErgbbLmG1jsOROz27zrgdIjZZGXPT7RR7vBVP38z7neQd71V1v1R5c/CCSH0v222LFZDF5jLyo/g03F2/GQT0OwvBlwwE4H8rdf7qzpXOJqQSp1al4auVTHutrsDRgS/EWLM5djPcve99ddrvDjuz6bHRDN5x61KmGWpZtLdmKEStH4Iur2u53bvrzJiy5cwlKm0o9Wpk/uvRR998zb52JM3qfAaDt4dFdp7V1qf/vlrYHkq7gKOB7XTr/t/Ox69Fdfh9G1rfWu7tEev9OL657Ef0O7efR1djl+TXPI2W4M0heZa5CsakY5/R1BhRtDhvWFKzBCYeegLP6nOWxnOvYyGvIw2E9D4Nd2nHcIcfplq+zYQCJQqJuQm50NI6u7N0t7xruu99VhDIKnNVhDXix00pkbbbqVxhdQkm4HEnBjP4TiN4x6p2jwXuZYlOxR3Jcf61H2iuY4NFbm97SfCKlFSRUd1F4dtWz+OqarzTXaTQQfsG0CwyWUp/W8L9qV8/yHySNJaF2odGid2PhagFRYa7AiJUjwrY9F6NdotpjSuoUTEmdgtX3+gZg/TFSufeXjy5QqwK9blreN1nebA5byEMhN1mb8MbGN0JaNlhL80JPCTB6y2jN6cHsL1qB248TPjY0AEW4qYM23i0y2xsUC2R72Xbd98w2M26cc2PAdWi1xjTbzJqBNH+B7Zv/vFlzpK5We6vPKG1q6m7d3vwFwKSUPgHtZXnLMOxkzyCe9/GkvinPbcj1uG7opVwwWUw49IBDDY26ppejyLvsLlp5ISuaK1DUWBSw/jRq9Shc3/96n4El/HEF4BdkL/D5vP6C+YDvec1fF3gjASS7tCOlMsXnYUqgbq7q5QFgcupk3XkkJG6f39aaaULKBLx50Zs4uOfBPrnx1hauxT/++g8025r99ipwtTo75uBj8MigR3D3grs90kXsfmy3x2+s1Rpzcc5i92+vrk8VNRZhXvY8nNv3XN3tz82c6w4guagf3Op189MKZt81/y78fsvvyKjNwAfbP3BPX1+4Hn0P7uuROsA7gKT14FPN7rCje7fuuH/h/agwV2D1vatxzMHH4O3Nb7sfdiy4YwEGHDHAd2HZFvjf/djudj1YiScinE8P20MIcSOArwB0BzBBSvmxv/mHDh0qExNjoyVFqOwOe9hanBCRfzNvnRl0onOKnhm3zDCcqJ2IKF706t6rw7rZd1U9RI+wJs2PhMF9BhsaLQoADu5xsKFRXi8/8XJk1Gbotjr2NuLsEZrd7qLp8ys/x7nHnhtXD1KMeHDggyENNrT5wc0Bu3cGcsbRZ6BHtx6aLZrHXjEWr23QD5wCwNl9ztZc9r6/3YdDeh6iOwjOfX+7DxISjwx6xCM4pmfnozthtVt1H2Ccd8x52FnhO4CSln+e9U/dFmHe1t+/HuN2jHMHi/536f9w12l3+QR+Bx09CG9e9KZHK6vpN0/Hg0sedK7nvvUYvmw4bj/1dvxrsP8gZ7wQQiRJKYf6TI+FAJIQojuA/QCuB1AEYAeAB6WUuh3pO0MAqbalVjPZLxERERERUVdzwXEXRHyoeOo4AiKs6U4i7f/O/T9sKNrgTukQCle3uHinF0CKlS5sFwLIklLmAIAQYgaA2wEEn4kxjgQzfCgREREREVFnxuBR5xJPwSPAc/Ai0hYrAaQTAag77BYB8Gm/JoQYAcCVAMEkhPDtkBtnevbueX73w3RGniGiDmNvtIPHIlH08Vgkig08Fomij8dh/BGPi6RolyFMTtaaGCsBJEOklD8BiK3Ouu0khEi0VFl8moYRUcfisUgUG3gsEsUGHotE0cfjkGJNrKQKLwZwkup1P2UaERERERERERFFWawEkHYAOE0IMUAIcQCABwBoj1FJREREREREREQdKia6sEkpbUKIUQCWA+gOYJKUMjXKxeoonapLHlEc47FIFBt4LBLFBh6LRNHH45BiipAyvjKjExERERERERFRx4qVLmxERERERERERBSjGEAiIiIiIiIiIiK/GEAiIiIiIiIiIiK/GEAiIiIiIiIiIiK/GEAiIiIiIiIiIiK/GEAiIiIiIiIiIiK/GEAiIiIiIiIiIiK/GEAiIiIiIiIiIiK/GEAiIiIiIiIiIiK/GEAiIiIiIiIiIiK/GEAiIiIiIiIiIiK/GEAiIiIiIiIiIiK/GEAiIiIiIiIiIiK/GEAiIiIiIiIiIiK/GEAiIiIiIiIiIiK/GEAiIiIiIiIiIiK/ekS7AKHq06eP7N+/f7SLQURERERERETUaSQlJVVJKft6T4/bAFL//v2RmJgY7WIQEREREREREXUaQoh8renswkZERERERERERH4xgERERERERERERH4ZDiAJIboLIXYJIRYprwcIIbYLIbKEEDOFEAco0w9UXmcp7/dXreMNZXqGEOIG1fQblWlZQojXw/j5KMrsDQ1oycjwmV71088wp+yNQomIiIiIiIiIKFjB5EB6AUAagMOV12MBfCGlnCGE+AHAPwF8r/xbK6U8VQjxgDLf/UKIMwA8AOBMACcAWCWE+JuyrvEArgdQBGCHEGKBlHJfOz8bxYD8xx9H6740nLphPXoec4x7euXnn6MSwKD0tOgVjoiIiIiIqJOwWq0oKipCS0tLtItCcaJXr17o168fevbsaWh+QwEkIUQ/ALcA+ADAS0IIAeAaAA8ps0wB8C6cAaTblb8B4A8A3yrz3w5ghpSyFUCuECILwIXKfFlSyhxlWzOUeRlA6gRa9zkDRA2LFqP3k09EuTRERERERESdU1FREQ477DD0798fzltwIn1SSlRXV6OoqAgDBgwwtIzRLmxfAngVgEN53RtAnZTSprwuAnCi8veJAAqVAtkA1Cvzu6d7LaM33YcQYoQQIlEIkVhZWWmw6ERERERERESdW0tLC3r37s3gERkihEDv3r2DarEWMIAkhLgVQIWUMqk9hQsHKeVPUsqhUsqhffv2jXZxiIiIiIiIiGIGg0cUjGD3FyNd2C4DcJsQ4mYAveDMgfQVgCOFED2UVkb9ABQr8xcDOAlAkRCiB4AjAFSrpruol9GbTkREREREREREURYwgCSlfAPAGwAghLgKwH+klA8LIWYDuAfADADDAcxXFlmgvN6qvL9GSimFEAsA/C6E+BzOJNqnAUgAIACcJoQYAGfg6AG05VYiIiIiIiIioiDt//vlsFdVhW193fv0wd82bQzb+ij+GM2BpOU1OBNqZ8GZ42iiMn0igN7K9JcAvA4AUspUALPgTI69DMBzUkq70oJpFIDlcI7yNkuZl4iIiIiIiIhCEM7gUTDrKyoqwu23347TTjsNp5xyCl544QVYLBasW7cOQggsXLjQPe+tt96KdevWAQCuuuoqnH766RgyZAiGDBmCe+65xz3fTz/9hIEDB2LgwIG48MILsWnTJvd73sv98ccfAIDu3bu7pw0ZMgR5eXma5V23bh2OOOIIDBkyBIMGDcL//vc/AMDkyZMxatQoj3mvuuoqJCYmAgD69++PwYMH4+yzz8aVV16J/Px893xTp07FWWedhcGDB+Pcc8/Fp59+CgB4/PHH3eVzOfTQQz1ef/nll+jVqxfq6+vd05qbm/Hwww9j8ODBOOuss/D3v/8dJpNJ83N+/PHHAIBFixbh3HPPxTnnnIMzzjgDP/74o+bnD4ahUdhcpJTrAKxT/s5B2yhq6nlaANyrs/wHcI7k5j19CYAlwZSFiIiIiIiIiGKHlBJ33XUXnnnmGcyfPx92ux0jRozAW2+9hVtuuQX9+vXDBx98gH/84x+ay0+bNg1Dhw71mLZo0SL8+OOP2LRpE/r06YOdO3fijjvuQEJCAo477jjd5Q466CAkJycbKvfll1+ORYsWoampCUOGDNEtn7e1a9eiT58+GD16NMaMGYOff/4ZS5cuxZdffokVK1bghBNOQGtrK6ZOnWpofQAwffp0XHDBBfjzzz/xxBPOkcy/+uorHHvssUhJSQEAZGRkoGfPnrqf02q1YsSIEUhISEC/fv3Q2tqqG0ALRntaIBERERERERERAQDWrFmDXr16uQMf3bt3xxdffIFJkyahubkZ55xzDo444gisXLnS8DrHjh2LcePGoU+fPgCA8847D8OHD8f48ePDXv5DDjkE559/PrKysoJa7pJLLkFxsTOV80cffYRPP/0UJ5xwAgDgwAMPxFNPPWVoPdnZ2TCZTBgzZgymT5/unl5aWooTT2wbrP7000/HgQceqLuexsZG2Gw29O7d212G008/PajPpIUBJCIiIiIiIiJqt9TUVJx//vke0w4//HD85S9/cQdl3nrrLYwZM0Zz+YcfftjdFeuVV17RXefQoUORmpqquVx1dTUAwGw2u6fdeeedhspfXV2Nbdu24cwzzzT2gRXLli3DHXfcAQDYu3evT3nVXnnlFY8uZ2ozZszAAw88gMsvvxwZGRkoLy8HADz55JMYO3YsLrnkEvz3v/9FZmamexn15xwyZAhmzpyJo48+GrfddhtOPvlkPPjgg5g2bRocDkdQn0lLUF3YiIiIiIiIiIhCdcUVVwCARx4jF62uaEa0twvbxo0bce6556Jbt254/fXXceaZZ7pzHXkTQrj/vvrqq1FTU4NDDz0U77//vqFtjRs3ziO/kzoH0vTp0zF37lx069YNd999N2bPno1Ro0ZhyJAhyMnJwYoVK7Bq1SpccMEF2Lp1KwYNGqT7OSdMmICUlBSsWrUKn376KVauXInJkycbKqMetkAiIiIiIiIionY744wzkJSU5DGtoaEBBQUFOPXUU93T/LVCMrLOpKSkoFsJ+XP55Zdj165dSEpKwsiRIwEAvXv3Rm1trcd8NTU17q50gDMHUn5+PoYMGYLRo0cDAM4880yf8hqRkpKCzMxMXH/99ejfvz9mzJjh0Y3t0EMPxV133YXvvvsOjzzyCJYsCZxGevDgwXjxxRexcuVKzJkzJ+gyeWMAiYiIiIiIiKiT6a4KdHTU+q699lo0Nze7k0bb7Xa8/PLLePzxx3HwwQe75xs2bBhqa2uxZ8+egOt89dVX8dprr7m7piUnJ2Py5Ml49tlnQ/wkxlxwwQXYvHkzysrKAACJiYlobW3FSSed5DFfjx498OWXX2Lq1KmoqanBG2+8gVdeecW9nMViwYQJEwJub/r06Xj33XeRl5eHvLw8lJSUoKSkBPn5+di8ebM7mGWxWLBv3z6cfPLJuusymUzu0e0A53fmb36j2IWNiIiIiIiIqJP526aNHb5NIQTmzp2LZ599Fu+//z4cDgduvvlmfPjhh9i6davHvG+99RZuv/12j2kPP/wwDjroIABAnz59sGrVKtx2220oLi7GpZdeCiEEDjvsMPz22284/vjjI/pZjj32WHz11Ve4+eab4XA4cOihh2L69Ono1s23Hc7xxx+PBx98EOPHj8fbb7+N8vJyXHfddZBSQgiBJ598MuD2ZsyY4dOq6M4778SMGTNw/PHH45lnnoGUEg6HA7fccgvuvvtuAG05kFxuvPFGvPXWW/jkk0/w9NNP46CDDsIhhxzS7u5rACCklO1eSTQMHTpU6vVJpNiRNnAQAOCYV19F7yef8Jk+KD0tKuUiIiIiIiLqTNLS0jBo0KBoF4PijNZ+I4RIklL6JKNiFzYiIiIiIiIiIvKLASQiCitps8HmlWyOiMgla9gw1Pz6a7SLQURERF3M8uXLPYa7HzJkCO68885oFyuuMAcSEYVV6ejRqJ/zJ07bugU9jjoq2sUhohhjLShE+Qcf4uhHH412UYiIiDodV84d8nXDDTfghhtuiHYxYkqwKY3YAomIwqphyVIAQPUPP0S5JEREREREXUevXr1QXV0ddFCAuiYpJaqrq9GrVy/Dy7AFEhFFhHTwwkVERERE1FH69euHoqIiVFZWRrsoFCd69eqFfv36GZ6fASQiCi82mSUiIiIi6nA9e/bEgAEDol0M6sTYhY2IiIiIiIiIiPxiAImIwortj4iIiIiIiDofBpCIiIiIiIiIiMivgAEkIUQvIUSCEGK3ECJVCPE/ZfoAIcR2IUSWEGKmEOIAZfqByuss5f3+qnW9oUzPEELcoJp+ozItSwjxegQ+J0UZRwLogvibExERERERdRpGWiC1ArhGSnkOgCEAbhRCXAxgLIAvpJSnAqgF8E9l/n8CqFWmf6HMByHEGQAeAHAmgBsBfCeE6C6E6A5gPICbAJwB4EFlXiIiIiIiIiIiigEBA0jSyaS87Kn8LwFcA+APZfoUAHcof9+uvIby/rVCCKFMnyGlbJVS5gLIAnCh8n+WlDJHSmkBMEOZl4iIiIiIiIiIYoChHEhKS6FkABUAVgLIBlAnpbQpsxQBOFH5+0QAhQCgvF8PoLd6utcyetO1yjFCCJEohEisrKw0UnSKQezO1skJZxpt/spERERERESdh6EAkpTSLqUcAqAfnC2GBkayUH7K8ZOUcqiUcmjfvn2jUQQiMoqBQiLywgcIRERERPErqFHYpJR1ANYCuATAkUKIHspb/QAUK38XAzgJAJT3jwBQrZ7utYzedCIiIiIiIiIiigFGRmHrK4Q4Uvn7IADXA0iDM5B0jzLbcADzlb8XKK+hvL9GOh85LgDwgDJK2wAApwFIALADwGnKqG4HwJloe0EYPhvFKj6B7tyULmxERERERETUefQIPAuOBzBFGS2tG4BZUspFQoh9AGYIIcYA2AVgojL/RAC/CiGyANTAGRCClDJVCDELwD4ANgDPSSntACCEGAVgOYDuACZJKVPD9gkpNjBoREREvBYQERERxa2AASQp5R4A52pMz4EzH5L39BYA9+qs6wMAH2hMXwJgiYHyEhERERERERFRBwsqBxIRUUDswkZERERERNTpMIBEHY9dGIiIuiae/4mIiIjiFgNIXZRp4yakDRwEa2VltItCREREREQRVr9oMfIefAiSwXwiChEDSF1U9c8/AwBK33gzyiWhTsfVhc3hiG45iIiIiMit5D//gXnXLjQuWxbtohBRnGIAqYuzVVR0/Eb51IOIqGvi+Z+IKOqsJSXRLgIRxSkGkKhjsDVKzJNSoikhIXzNmplMm4iIiIiIqNNgAImIAAC106ej4LHhqPzmm/atyBU4YksDIiIiIiKiToMBJOoYbI0SVrl334OqH38M6zqt+fkAgJoJE8OzQgaQiMgbzwtEREREcYsBJOp4vIFot5bUVFR+8WW0i6HJHSpk0JCIiIiIiKjTYACJiCKDgUIiIiIiIqJOgwEkignSbodkou3OhQEkIvLG8wIRERFR3GIAiTqexg3E/gsvQuYVV0ahMBR27LpGRERERETU6fSIdgGoa5A2m9/3HU1NQFNTB5WGiIiige2PiIiIiOIXWyB1VR3cjaA6zCOGURxgSyQiIopBlV9/g8ZVq6JdDCIiorjDABJ1CNnS0vZ3FMtB4VUzZQrSBg6Co7m5baIrcMRcJ0REFIOqvvsORaP+L9rFICIiijsMIHVVbB1CYVA5/jvnv99/7/smA0hE5I3nBSIiIqK4FTCAJIQ4SQixVgixTwiRKoR4QZl+tBBipRAiU/n3KGW6EEJ8LYTIEkLsEUKcp1rXcGX+TCHEcNX084UQKcoyXwvB6AZRPLHXN0A6HJ4j6fEwJiIiIoo5ksF8IgqRkRZINgAvSynPAHAxgOeEEGcAeB3AainlaQBWK68B4CYApyn/jwDwPeAMOAEYDeAiABcCGO0KOinzPKVa7sb2fzQi6kgFwx9H+hlntk1g5YSIiIiIiKjTCBhAklKWSil3Kn83AkgDcCKA2wFMUWabAuAO5e/bAUyVTtsAHCmEOB7ADQBWSilrpJS1AFYCuFF573Ap5TbpDIdPVa2LOiMGFjql5h07ALSNuMenW0Tkg+cFIiIiorgVVA4kIUR/AOcC2A7gWCllqfJWGYBjlb9PBFCoWqxImeZvepHGdK3tjxBCJAohEisrK4MpOhF1FHZdIyIiIiIi6nQMB5CEEIcCmAPg31LKBvV7SsuhiD9WlFL+JKUcKqUc2rdv30hvrnPjU2DqQI7W1mgXgTohW00NWnNzo10MIiIiIqIuwVAASQjRE87g0TQp5Z/K5HKl+xmUfyuU6cUATlIt3k+Z5m96P43p1FkxeNV5GPgtTevXI+OcIWhct74DCkRdSfawG5Bz081wNDVFuyhkFM//RETRx3MxEYXIyChsAsBEAGlSys9Vby0A4BpJbTiA+arpjymjsV0MoF7p6rYcwDAhxFFK8uxhAJYr7zUIIS5WtvWYal1EFK+Uyolp02YAQMmrr0azNNQJOUwmAEBzcnJ0C0JERERE1AX0MDDPZQAeBZAihEhWpr0J4GMAs4QQ/wSQD+A+5b0lAG4GkAWgGcATACClrBFCvA9ghzLfe1LKGuXvZwFMBnAQgKXK/0TUiUh2YyOiGGApLET3ww9H9yOOiHZRiIiIiOJKwACSlHITAL2suNdqzC8BPKezrkkAJmlMTwRwVqCyEBERURyLgW4T2dcPQ7fDDsPpOxKiXRQiIiKiuBLUKGxEYeHnBoJDv3cCHIWNiGKco7Ex2kUgIooe1reJKEQMIHVVvMknIupyHM3NqPrhR0ibLdpFISIiIqI4wwBSVxWrTx5itVykjYFIorhS+c23qPzySxT/5z/RKQDP8URERERxiwEk6ni8gejUhCuoxN+ZKOY4mpoAAKZNm6JcEiIiIiKKNwwgUWxh0AEAYNqwAfsvvQx25WYvLvG3pI7CXc04HpdEREREFCIGkIiCJO12tGRkRHQb5Z98AntNDco//Cii2yEi6kiMXxERxQCejIkoRAwgUWyJgwta1fjvkHv7HWhYsSLi27KWlUV8G0Rxj6m4jGPeMiIiIiIKEQNI1PHiIEjkjzklBQBQ8fkXUS5JDIjz35I6Ce6G7eJoaUHGRRejfumyaBeFiIiIiGIYA0gUW+IhIMEH+P6xhQPFuLIxHyDv0ceiXYyYYS0shKO+HiUvvtgBW4uDczwRERERaeoR7QIQxR0GSIyJh2AgdUm1v/0GALCWlqLn8cdHuTQxgOc0IiIiIjKALZC6qijeMPiNK8RB0EGwCZKvOPjdiLw5zC3RLkJsYACJiKhrYb2NiELEAFJXxQtH+/E7bMP7T4om7n/t05EBpBg/bxb86ylUfP1NtItBREREFJMYQIpDUkrUzpoFR1NTtIsSdv5uLWqmTkXawEFwtES51QCf1vtS/3Bx9vVUfvcdcu+5N9rFoPYIOSYR28EM6nhNmzah+rvvol0MIiIiopjEAFIcat62DWXvjEbegw9FuyghCu2mreKLLwEANZN+CWNZQsAAkn/KzytjvKWBS9XX36Bl716Yd++OdlGIooTnNCIiip7WnFzYamqiXQwiMoBJtOOQo7kZANC6f3/7VxblYIi0WlHz2zTVhMBBB1ttbQRLZAADSL7Uv1ucfj/2+vpoF4E6XHzuq+2idY7tyK8hTgLLRESdWoydi3NuvhmiZ08MTNkT7aIQUQBsgURRVfPrb6gYOzbaxQioNSsLTdu2O1/EaYCEiEiL4DktqqTDAWtFRbSLQQE0bd0Kazl/J6JIkVZr2NbVlJAAe2Nj2NZHRG0CBpCEEJOEEBVCiL2qaUcLIVYKITKVf49SpgshxNdCiCwhxB4hxHmqZYYr82cKIYarpp8vhEhRlvlasCbbpThMJs8JyhMR8+7dqPn9d833whnAseTloXb27IDz5dz6DxQ8/jjsdXW+5elg8dI1LNaebhERGACPQVXffousK65ES1patItCfhQ88SSyhw2LdjGIwiLSNTRLUTEKn3kWDrM5wlvyZW9oQMFjw5F7190dvm2irsBIC6TJAG70mvY6gNVSytMArFZeA8BNAE5T/h8B4HvAGXACMBrARQAuBDDaFXRS5nlKtZz3tiiSonGTb2Cbefc/gPL33kfL/v0wp+xF/pP/DOuTCZfc++5H2dvvoHnnTkPzW/Lzu2Svl6CE8QbVnJISPwEzonig2YWNo7BFk2ndegBA2QcfRrkkFIhsbYXDbEbDkiXRLgpRTKsYNw6mtWtRNOr/Onzb0mIBAFgLCzt820RdQcAAkpRyAwDvrGa3A5ii/D0FwB2q6VOl0zYARwohjgdwA4CVUsoaKWUtgJUAblTeO1xKuU067xKnqtZFXUD1xImeE7xuLixZWSj973/RvGULYLdrztMejoYGAIBp61bDy0S9kVwXuQFrXLUKeffeh4pPxkW7KESdW7TPaeTURc7t8a78o49R/NLLqPp5gu48ttpalLz2mjtnJVGXo1xXWrKyolwQIgq3UHMgHSulLFX+LgNwrPL3iQDU4d4iZZq/6UUa0zUJIUYIIRKFEImVlZUhFp1iiWxtDX4hg/c6UsoI9X+Oz5ut1uxsNO/cFZmVh/nGx1pWhsqvvwEA1PwS5VH3KPbF5yEZHVrBItW0ktdeR94jj3RggYjii7WkBABQN2eO7jxV345H/fwFyH/iyY4qFlFscV9WGBgn6mzanURbaTnUIWcHKeVPUsqhUsqhffv27YhNxry8hx4KOE/dH3+gZd++DiiNQX6CDfb6BgPLG9tM3azZ2H/BhWhOSmpXmWJOiGXNueVW5D/0EBxNTe5prTk54SpVWBU8/kR4RhmkriGODt+YpAog1c+fD3NiUuRGu4ync21H43fT6bRmZES7CF1G/fz5MO/hCF6xwt1an6c1ok4n1ABSudL9DMq/rmEpigGcpJqvnzLN3/R+GtPJIPPOXbCWlfmdp/S/b8dNIrmiUaM8XmvnvzF2NTKtWwfA+fnDKs67e7j2l4aVK5Fz8y2omjAxwBIhasfNEEckomAwT1b4RSLnHOmI82uKHmm1wlrcVqVrXL0aaQMHoTU3N4qlCoNO+nvFCmmzofzjsbBVVwe1XMlrryPvvvsjVKpOKOLXTR4nRJ1VqAGkBQBcI6kNBzBfNf0xZTS2iwHUK13dlgMYJoQ4SkmePQzAcuW9BiHExcroa4+p1kUGyZaWaBchbFrz8wLOY/iSp1TyDN0IxdMNaHvLqizfmu58Mlr56aftLVHY6wlRqXbwpiB+hXhM5N1zj7s7SpcTR6c8ik9lH3yArGuvQ2t2NgCgdtYsAM4bfSI9pg0bUDN5MnJuu93nPWm1ovqXye4kyRTDWKci6rQCBpCEENMBbAVwuhCiSAjxTwAfA7heCJEJ4DrlNQAsAZADIAvAzwCeBQApZQ2A9wHsUP5/T5kGZZ4JyjLZAJaG56N1bfb6euTedz9a8/P9zxhrJ3gjNzVGbxZdASRIOJqawvfU090sN07vwOKg3LFfQoopIe7TjuZmFD7zbJgLE3lSSphTUsK5wvCtK+Cm4uPozr75FljLyztmY3HynQSraeMmAEDlF186Jyif015fH6UShYnr94qx6lOwTBs2IG3gIFhiLIgulQFT7BotkGpnzETF2LEoeHpkRxfLh7RY4n9fjqRYu7+gLkU6HGhYvgLS4Yh2UTolI6OwPSilPF5K2VNK2U9KOVFKWS2lvFZKeZqU8jpXMEgZfe05KeUpUsrBUspE1XomSSlPVf7/RTU9UUp5lrLMKBkvtcsY17B8OVr27EHevfdFuyi+/P3EXu8JIUKvXKuuXYUjn0HOTTfDVuM9oKBru8Gsl6OwGRIv5aT4157ukgG6AMeihgULkHfvfaj87rvgF9b6rqJ0rObefz+qJ08JPGMUWHJyUPDkPzt2o1G8tpS+/Q6KI9gyyGGxoGnDxqCWybv/ART8818RKlFwtKum8X2DXDNlKgCg5NVXo1wS4xxNJgBAcxAj50ZK4XOjsP+ii+EIZTCYriDadWXq0upmzkTxCy+g9J13ol2UTqndSbQpdjhaW91PblwBEdcw9dGg1zWk5I0327Ve4XVRklKi+KWX0LQ9wWu+tt27eccOAEDd7D+0VyqDiFB39muilCgc+Qxagxl6VV25joNKQ/OOHZFLEkwUYa05ztaUVV9/g5qpU9u/wigFkFp270HFxx8HnjFK1Pl7OkQUg+51s2ejYf78iD2tlWZz0MuYd+9G0+bNEShNCIL9beLhAYpyrbZX6zxYiwHVEyfBEaPd1Zo2OgOi9fOZeUNT7FcFqRNztSCun/NnlEvSOTGA1IlknDMEBY8/HtxCEazk5Nx5l+Z005o1hteh+dTPa5JsaUHDkqUoGD7c840QAxkxH1gI12+msx7pcMC0bh1y7rgT1tJSVH79TXDdTmI8gCQdDuQ/+hhybv1H+NZps8XWSIddTYzcrFkKCtCSnh6RdTuammApUgIa3dqOsfIPP0Lp//5nfEVax2cQ31/Ttu2GugPbamq6bn6peBYjx1LM6Yzfi+tcEMPX7Ipx49rdErB64kSYNmzQfb95xw7YTU267wfkMLZvtObkoPR//4udLjUR3qfdD3E747FDsS+Gz2udAQNIUWZvaAhrnoXmHYmBZ+oAtpoaOELpG+59ofEzCpujtRVpAweh8ptvtdelMYSobiBEmV6/YAEyL7kUjcoIbtqrje+TkuFgkM2G4hdfQtV336HqW53vWBEPTbgdFgvSBg5CzS/OHrRa+RVCVfHFF8i96240rFoVtnVqcZjNqJ44sa2lYQxytLR0eAW5XT2fw1S5lXY7sofdgNw77oTDwMAGLRkZsFVVGV5//uNPIPu662A3mXzOQXXTZ8AUoKWGOWUvSl5/I7jWlhoKHn8cOTfdHHC+zEsvQ9Y110LabO3aXkeQdrvfoJg5NTUuuzqGhDd72qTU/ltPPNQT4qCIAGBODK5e632NrBj3KQpHPK05r62mBvmPPoa8+yOf7qHouVGomz4DlV99HfFtxYR4OAaIKCQMIEVZ1vXDkHXlVR0+ooSrS1eklL33fljW4+9G1NUkvmbSJO0ZQnjS3rR1GwCg9K23/KwzuhfFdlfvNVbQtG275k24KzDUlOB/f2lctFhjO7F1I2KvqwPgrEyGW8seZ0Ljqq+/afe6HE1NqJ70i8++by0tRcZ556Ni3KcofvW1dm8nnBwWC8o/HgtreQUyhpyL0rc7uM95e/a1MB3OdcoIU4Dztwok9/Y7kHXNtYbX36IkzW5YvAQQvpduS16e3+ULn30G9fPmwbx7j897kUw9aC0q8t5YxLYVqqrx3yHnppth2rRJ8/28u+9B1lVXh2171uJiNAd5U9xhYqV1hB+tWVko/+jjjk3IHoP7bdh0ss9WMe5TlLxuLJ+Xqx5pyc6JZJGclGOrJa2LtFaOZgCpk+3TRLGGAaQoc7XSST/7HBS/8kqUSxM+MtQWKVotkLwvQso8ASuPrsVCuJD4beER76OwaSh4/HHUTv01LOsKS5UhEt9tJH+uECtKaQMHoeyDDzymlX/6KSo++QSl777rMb3ouVHu78W0fl1I24uU+nnzUDN5MvLuv9/5es4cv/MX/PNfSBs4KDZG5ApTETxG4zG4Tn8PDsreew9NW7Zov9kt9KPMbjJpFMR3UjhbWlb98APyHn4kbOsLVfXEiUgbOMhnevPOnQCA8rGfeL4Rof0z69rrkP/Io7C4cizF0JP6GDgiAyoc8TRqpkxB9cSJEd+WlBIVn34K8969oa0ghn5bH3HQhS1UpvX6XdaiRbqOrk74fWuK4ueUBrsVklPeQw+jfuHCaBeD4ggDSDGkYeGi8K0syKHu/THv3o3sm26GvbEx/NuP4HqExlN63bw/ft73ucntwIuiZiBO5zNYy8tR/sm49ncfiuHuUZ2Ja7+q/fU3j+mORucNvmnNWo/p9iaNG/8g2BsaItfVUNlnbAa7+bgS47ampYVn+7EQiPIInXqWx1pREfRxWfv7dN3cH6JbOy7dfroFe87m/zt1fR5bbS3SBg5C7ezZuvNWfvkVzElJqJ05S3eejlDx5VdR3b63vHvujXYRfEWqBVIEjtGWlBCDOsGw2VA9YSLyH3wotOUNfG4pJRqWLOnwluidWkxcE7woQQ3Numk0RPo78lNVllZrZLcdF6Hw2CClhHnnTpS8Ej+jMVL0xchZjLzZamvhaG42NK9pwwbNp6re7PX1cLS0wLx7d1BlqRj3KSy5uSh567+Gl5Gh5tmQ0iNQJaXUaJWk/BuooqvVUkhKOJqafCtq/q41UWjSby10dvswJyZCSgnThg0Bb+hKXn8dNZMmofzDDzuiiAE1LFqEhmXLg1rGWlaGxiCSrAfFYNwv7+FHkHvf/ZEpg5refqXTukS0s23X/gsvQu7td7RrHeEWtkpkhCvCjpaWwK2ldII6lsJCZF1xJcreH6P9fl4eyj780CPA5G9b0uHQ7MLWLgYGK/DWoDyttGRnAwDKDHRbLBs9Oqo3drGWv84epQEb6ub8iVbld/Ph5/dpXLMmuITtHqsN4+/engCqAdbiYvcIfJqBX2U/8rs3BZOYftMmFL/0Mgr+9VQQpWw/9zUlho6Lunnz/KdYMPq9hml/q/r+e5SEq0u2a1+Koe87onQ+Z8OyZUgffLa75WdExGIAMVbxu6IQMIAUozIvuRRZ1w8DADRtT4DZz5O22ukzDK1z/0UXI+fWfyDv/gcCzmstLoZ0OGApKnLnajDv3ImGFSsMbUtvVAq7gcTa5uRk1Xq0brKln/dUdC5eGecPRe693gkTJewmE+rnzXMuqq4aem+nA7qwqW+s6+fPR+GIp1H2zmif7UqHA1JKSIsFstUZFPP4/rTXHubSerJVVrr/Lv73vz3eq/vjj7aRpDTkPfAgip59Ljp5OKREzh13wpyUhJY9e3xueAr++S+Ufzw2fNtTfUb1CG66Tyd19mdHUxOatm0ztMlAeXI6XJgq0qYNG1DwVIg3Xw4HSt8ZrRuwt1Y48zpVfv6F39UIdeBPte9YS5z5kOqmT9dcruj5F1A79VdUfq1KrOpv/3c42ncDbfQ7D/AQQLMrXHu2FwYtaWlo2b9ff4Ygv7fO1iLEUlQMa1kZSt96Czm33Ko9k599r+jZ51A3fUaH52/yCT4pv2OkusBmXXsdsq69zrl+rSTwOtt1mM1oycgIenv2hgYAQHNCQtDL+pTBQAL/WFb6+hua3enTzjwzKqOXVX71Nepnzw7P6Lyu/aaLBJD0AvaNq1YDAPIfejhyv2mEgyLNSUloXLtW8726P+eiedcuv8u35uSi6uefI1G04MVB3juKPQwgxTDXKFEFw4cj7962pu4taZ7DRHuPcuPv6Y13QtPWjAyfE7ilsBBZ116H0rffRouq37+9qgrFz79grPAaJ6Tq337D/osuDrio6Nmz7YVWCyTXWxpBKkdzM6p+/Mn5nei0QAKcn9umHoVLSveTdN8NeXdhC/gRgrb/739HxWefab7n6hZUp9FFpOy991EzaRLSzz4HZtfTnO493O83JSRo5nOy1dbCVhO+UcgMkRKl/30b2cOG6c7i+qz+clBJu133yZUrUbb2goGL2Koegt3hQMu+fci64UakDRyEps2bUTN5MiwFBQFH8zNCfdx5VDb0ApQ6N78lb7yJgsefQKMq54O/ym5TQgLSBg5CsxJoDKUCZ6utNRCobD9bdbWhlpj1s2ejaeMmNKluwDIuuhg5d94VcFmHyYS6WbOQP/xxzfetSsCzOlBlTx34C2LEJulw7uvqhwR+c7BJh2ewyr0ZCVtNDawVFR7rMXSTrdkCKTwVcO/rVSTl3nkXcm+7XX+GYANvHfxk1lpYGNGgVfZ11wVMBm7kI1sKiwLP5K09NylehXLdmEqLxefhmq22Flk33IiW9DDsd1JqHosOJfGyt5JXX0Xu7XegNTMzqM20q0uqStOWLcgYci7qly1zt6Dyv+E4CmTYHahfsCBqZZZ+AnNGA5nu+dqRw869LocDjWvWRiSIKu32kAKhvvTqMm2fv37+gjBsx8lSVIyWjP3a2wyz/IcfQdEzz8JuavJ5r/TNNwN2eS0YPhyVn32O+qVLI1VE4+I0gNS0bbvuuTgQ6XDExQixsYwBpDjkPaS6tbDQ47W9MbhcKSavKLqtvBwAUD/nz5C6Skir1Z3jRK3OSP4LKT0CSLKlxU9lzPcCUfn1N6j84gsUv/qq7+g/XjIv+3vg8sC3ciDClHjStHET6v6cCwCwV1Wj+ucJ6o34K5D7z7oZM9ytprzfb9q2HQWPDUfxf/7j837mJZeibsbM9hTfpyyGGblYea037azBqFMSM1f9+CPyH3oYNdOno2nrVhS/9DKklKibNw/7L74Epo2blFXIdlWupM2G3LvuhjU/32N69rAbUD7GszuS66lvMDcOzTvanuLbamoAAA0rV+oH9rxauJS89jrsJhNalRYXpW++iaLnn0dTQgIyL7lUt2Viw+IlAIDiF1+Cec8epJ9xZtCVmIInnkTeAw/6bU0WDpmX/R3ZBoaMd1G3fnPU1weVY6lFb16HwZxg3TwDSPb6euf3E0p3XlXFxmGxoOr779tWbbdrnpcdTU3IvPQyZF1xJWpnzoS9oQHpZ56Fik89A9O2kpK2vysrnTfgBgNIdXP+9FvspoQENG3d6jHNuxWikXOGtbjYfW4MhV4gOZJd2OwNDSG1zHGYzbAqgXNbZSUKn3lWd15LUZGxwEB7hNr93N8qAZQYHCSk8tvxqF+40DNwo5OHsGndOuTdey+sqn3atG49rPn5yNO5gZNSon7+fN3tm9avb3tht2sGkPSCfM07nQ8Cqif9Elz9IExdUl2jyJb8+0VkXXsdWgsKAmzXs4yW/HykDRzkfMCQlBSWMrlIqxVl749pV2DC7wOiCGtcu87jtaNJFTgwWs9Q6j7hOAvVzZqFomefRdl774VhbZ6qvvseubffYbzHgR6dY0DdytpeX9e+bahkX3cdcm+/3Vkf66DgvyPE8juUc4jrmI0mvXpy5PNUhc6Sn4+Cxx9H/mPDQ1q++KWXkX7WYP8P68gvBpDI/4hpITwpqf39d83pFiM311JCdO/etq7fpmnOA0AzEGFvdDYFb9q0GWaNJqR6lxRbWbnnfA4HKr8d7zyx6gU8Alygqn78yV2h1FL41FMoffPN4JtGe23X4VWZdUXVXTfTjUuXwVZVFdw2wsihNM/XYjc1oW7uPFjLy9Gak9v2hvd3a7OhVMnB5QrSVH3/AwqeeBINS5agYfFi94hVJW+9BcAZIEkfdIaqhU2ARMFelZ3S/+rn/Kqd5rmPS1vwF1rznrZcZNXjv0PN9Bko/r/n0bRho2Z51De/stmM+vnzsX/oBe4LoL26Go0rVrpbopXp5SpRvg9Hc7O7y0TJf9pu7iwFBSj6v+f9Jtx2tdSqX6D/9LBm6q/IvuVWv0E8W20tKj77HDXT2o5zh9ns8WTIVl6OtIGDUPPbb6idMcPjZtGb6zvyV65AHE1NsKiChuoWWlo3MHaTyZm3zSO+J5F98y3Ivu66kBKXqys1NVOmoPIrVfc2KTVb0lR98aX777LR77qP/xo/I1Xl/OM25N17L0pe0xjyWuN3q/iyrRtf07ZtaFy1yuP9gseGo+CJJ4OulDUsWeLR0ix/+OMoffNNn2CUTxGtVtTPn+/Tii775lu0Fwhj7hxLURFa9u93d5krHPkM8h95FOYgW74UjnzG3doYgObDF5fs665H1rXXBV3WtIGDUPR/zxub2UCAX31Mt+bmBmzFaM3PR9MW39+y8uuvkTZwkMc1rOrbb1HyyqseAXafMnn9jnULfEcPkhpPppt37kTpf/+rvb8DaM3ORuHTI92v7c3NyHvgQc15tbjqLlIddFadtxvXrPHoruzWzhYp7nNMd8/vpfLLr/z/Nl7XGPV5uOi5UR7vtWZnI23gIBSMeNo5gmaQrRZMmzahdto05N5+B2pnhZhM325HpSoRvt8yhDmAUP7eex55wzLOHxr8tlwjCKsmWcsrPB58GGUtVVqm+3kw25Kx338gUKfcrp4HFQG6bQekF0RV1fHDRf3wzlpcHNLP37hqlc81x9Hc7Le7dqi7meih9BSwWmHJy/Oo81iLi4NuxdguGsdR/YIFzjxVKSkR2aSlqFj7XGiQq6FEi0b5jNQ/Gpctc/67PLg8rdSGAaQY4/FUo6Oob0ylRJHqibHRptV5Dz+MOuWmzbx7T7uK42qNAWjnbKmbNx/Vk37RvujalSc8OuW26dx8NixYAEdT2w2Mo6EBVd9+63x6r845ZLMZDvhUfvEF8h8KPHKLXfV5Q2Er9Rz5yvXZhaoymX3Dje6/g2mV42qNBqU1T/5jw1Hwz3+pNha44ut62qt+amtRnoyWvfc/lL7xBrKuvAo5N6tamgR5VTatWw/RTamUKE9NXBcI04YNuuts2rhRd52NK1fpvhcO3oGQik8CDSGu+q5V37t3C8RAw9e6EtyL7t0B13em6upUNmYMGleuRPF/ArcYaFi82HkzofHdln/4ISzZ2WhYukx3+aKRz6D6559R/v4Ydx6QjHPP0xx9rHzMByh793/6wQEAEAKtmZkoefW1gGXXUzDiaWTfcGNbsEhVucq5626f+fcPvQD7L7gQFer8WLKtC7IlKyvoMqgrkw7vFqUOR9CPsKXDoRk9d31GrYqclEDOnXehVJ1AVrUO08pVKBr1f5rb8xc0q570i8+04pdeRt5DD7tfu7oXm9at01xHw9KlqJ44EdWTfkHJa6+jdPS7Hu/rnlO9rgv7/365x6AN/oLd3rKvux65t92O3NtuR0tmprsFW32AVlremrdvD2r+QGpnz0bawEE+Dw0aV640tgIj517lmGjZvx85N92M7GHDPLpytGZmIm3gIHdrKb2boarvnC3rajRy3ni0hPLTBcYf7yfo+Q897Pf3cXjdKJqTknxaoCpr1l5BDyWAZNcObBQ9+xxyNc4hRutZ0uFA+dhP3NdPAKhfvBgZ5wxBU2Ji2zVQ0bhkiTOnoB4/12+717HQsMTZSrVJuZ66rq+hKPM6Xg3z2g/K3tVP6O66JqmvTYUaQdRgqhpGkz7bTSa05ub6THcPLqPaZtaVVyLz8iuMF8KghqVLkXv77ch/+BE0rl/vPzecN2V/tObloaUdgQz3AwY/x6+/+mhLerpzgIkAP1JLRgZy/nGb19TgIztFo/4PBU886TEt88qrnA/qApSh4Ml/IvvWfxjfmLI+e10dsm+8CUUvvuR+K+va65Dzj9siN2quN40AkmsAnNLX34jIJrOvuw65d90d9nvehpUrkX7mWX6P1bq589x/N4Uh71xXxQBSjPHXJ1NKaWi0NWXuoLdtq6mBva4O9qq2p6HmZN8R21wn0paMDOQ9+BDsTU0wJ+1E6auvIW3gIDQsWRL0ttX8VnjgfLJY8cknmjlLGlc7k/N5POFQnfjr/9SvPBY8+aTPtOZtWz1uyPMfetjdQsQ11ZycjLSBgzy6mdQvXOT3M6i7y2gmM1WVuXL8d+6/6xYs9KkUezenl3ZlH1JVJtUn6aZNm/yWTc11I2ZOTETWVVejOSEBTZs3I2PoBYbXoaX4pZcBALYKnSdvRoY+Vn3uhkWLYKtVbhq9LoauLluaLdYaGn2mudcf6Kl6eTlac3IAAK379LtKOZqbYU5N9ZhmyctD/R9zvGb03Z6jqQl5Dz+Mlv37jT+RUudW2rnTdyQ8181N9+4eQcbKL78EAAglh1arvwqncuPhyhtmyc7RnbXkpZc8XqsDxOrfWb2P+ksm6y8XReO69RoVyeCYlSe2dUrXUPXTLL0AtK+2z1X1w4+Gt20pKoK1vAJQP0Hz6kIn7XZDN5zqcld8/rnhMrQtb0NrWppn7jWDd1vuwLOGmkmTNKer84+5WnKY96Ro3ogVv/iSc3RQ5Ua6YcEC3dEbrWVlKHrxRTjMZp8ubPaqKmRf35aTzV+5/clV7XNSSo+ubM07dngEqYySNps7ANOclIRGVTDN37nJNRpe5t8vD7wNjfUYecDgOj5dQXBrUTHy7m8bubLkjTcDrkPNUqARpFE/uPHuRt7NuwWDuiWpamoQOS4s+fm+rbR0AkFt2xKwm0zIe/gRtGZntw2+YbcHF5kwGEBqzcpCzS+/IEd1o2pa7dzvS19/w6cFEuAbhE0bOAhlH3zgMc1dp/AqsrRYdPP22OrqPX4Xva6V9YsWw1JU5NGyPNRmG94PR+pmzQrYulqdx9O0cqXG/q1dFmtxsc+IxbpdYL0H3Bj+OHJuutm3xaqr/Brr0Tvu7PX1/hMy6yzXuLrtfFj09Ej/ueFc2zI1wVpa6pHWosTrQVLdnDlIGzgI1ZMnB16fOs+oitDIF6jVXapg+OOonfqrbq8GF59WyV65U02bNmue6xqWLUf64LP9tjByKOdumyq3oMemlPp205YtsGRlaeZE8pzfjuL/vOKuW7u2bdII8FuLjdU3pNWKwmeehXmv/mBLfpf3Ote2Zme7v79gglitWVlo2hbcA5HW3Dw4Wlt1Ww2Zk5P10wtoaFzu7HZZ8sqrPu9JhwNN27ah9I22oFjdjJmoX7Q4qDK7mDZsCNitvzNjACkG6R6AEeqrWTt9Bmp++w2Zl17m059UM3GslM78MLffAfOuXbrNwUMRTOsYrSbqrpO9+ibTbxe9gBsBAuWEKP/oYwDO0Tpqfv0NaQMHeeR70DqpO8zaN8GZ11zrvNCpL3aqC2vl558j84or/ZanNS0dRf/3vGczepXKz4K/mQQ8b64cJhPM7Wja2pqTA3tdXUhdv9xl8KqcWfOdN5Pe+1DDwoUwJycHbJnjI0AyW2erqVt8LrCuYJHd1ITyjz52tq64+x4UjnwGVT/8iLSBg1CsdXHT2PdNmzfDnLQTeffc6/OeHqnaX/MfehjF//43bKrvyv2UXUqPIGP1jz85/3DdhOhVaBsbNd4L1OpJoiVjP6onTkLmpZcZ+hyhaNDpulby2usw+WltpsVaWuo8FkM576oDY6rKadrAQb7BxKxs9zLZ112PrCuv9GjB4N2aoXHVar9dY10qVV3azEk7fVstBTjX5qhaLVpLSpA2cJDuDYG3fFVromBYle6Kru/MvGuXO8BuTtnr0bUQaAtkSKtV98FDxSefoHHpMmeXHI0b9UB5VYx3/1UerOzejfxHHkX1pEmwm5qQ/+hjyL3jToPraFPx2efIuvY6mPelORO2jnzG/V7Vd9/BVluLqh9+8LgxqvPOhxeAViVbvV/Yamth3uPborhhwQKf70U9CEVLkDcy9bNmo+Kzz4wPTuD1Owr1++rjJYhuVtk33OhzkygDPYiTEuUffgRzUhJy77yr7UbWbvOYp2HJEhS/6vtdpw8+G0UvvACtJoXW8nI079zleWPtutm2WJxJYJV/AWcePp/Wigq7qQnW8nL3vLW//gZ7QwNMygM3a0EBTJs2+QyMkH72OSh7fwykzYaqbzxzb5a/9x5y77kHgLM7a9a116Hq5wnu37Bh6VLU/DYNJf/5D7Kvu97jWgM4j9nqiRP95vzyofF75ijHll4yXZ/6n+p83pqdjbo//tBcLuva6wyNWOzciOd+0qKc42tmzkTh0yPbRh/2d8612yEdDlhLSz0mF4wYgfwHH3I/rNLiMJuRcdHFqPfT2teI3NtuQ9bV13gWq74e5t27Uf7JOABwpxKoCDAibY2/oI/6+FV+07L3x+jMDLSk7oO1tNSny7TdZHL2RNAK7Klbnv3rXyh1jWKsUvHF55BWKyo+GQeLqiV34chnkH72OV5zawcPayZN8gh+SLv/oLWtrAwNi9oeMLeogpR1BhKKW4qKffZ1S14eTGvXatYTHS0taNoeoJWN6rhqWLQYObfc6pkLzqCcW/+Bgscf1x1tuzUrS/O9jHOG+Nx7SilR9v4Y5D3wIHLvvMtwfkHX968V+KqdPh0Fjz/hMz1Qowd7Y6NmS6nCEU+j9K23wjNCYxxiACnGtGRkoODxx92v1Qe+w+CNTLCJg5sTElA+xvlEylCeIrvd4yQQ1qHBw5S0TX2wtyfxooTUvejbiotRv8izpVG515M9AJonddFDuw+4raQE6WecqV8gIQwFxBpXrtStGIWLrbzcHbALlmxuRs4dd8CcGFyiTimlbqxCXUnzvrlpycrSDASqW0OEup9Y8jxvavPudlaqq3/8ATVTprifAJvWrXO38tHqt+0TsHI43KMeBjMyk9DYX9UJ2l1dWexVVT5PrNMGDgrYL71Aa7Qy1ch/WlrS0pF7++2oGDfO73ztHlFGY/nKr79B/fz5KHxqRMDF1SM31U6ZivQzzkThiKc95qmeOAn7L77E+SR/jHal118f/PxHHg1YDvVNY80vnl2+WnbvNtR9RH3jbykogL3S85iQBka3c2/TT2s0rc9qD7FC1bR5i+9EhwPm5GTk3XuvR1dcQNV9009LGkezs7LdnJQUUnfhHNWTe78JrJVdz9XCruKTcch/8EH3ct6jhQXStGmjsp5PfN6r+nY8cv5xGyq//Arlyo2clDLo7gYNixf7tI4q/3gszKmpsBQVI/+hh5F33/0o//RTmPd6Bj61upBLu113aOtAqn+egNpZba3d1K1Dyz/8yH1zXTP1V5+RGV1HvZQSpUoOPCBwK9KAdB46tCjfhb2x0d2qWX2OttXWecxf/NLLaFDlaXI9cZdWKxqXr0DZ++/7bCPryquQ/9BDyH/0UTRt2eLsEqgKLpS88SbSzz7HfS6Qra2o0WkVknfffci68iqP7817tN6S11/3vC4px0/d778je9gNmuttTXVeK1oznd10Kz/7DOmDzkDWDTei+MWXPAeb8GrBlPn3y1Ex7lOY1q41PGKe1u9pr6qCtFqRce55vu+ZmnyCYurzVe5dd6M6iBaiWutwTtDeT6q++BKm9euR/+hjzgmu8mt0wbTX16N6wkRkXX2NR96tFuW84QoOFz3/AtLVn1UIWAoL4aivR8mLL/otd8Oq1X7LrZ1fUCLv/gdQM2kSGrxayVi8us+rlb+n2qe9WxB292yBZKut9ZvYHkIg7+GHUTTq/2BWjeqZc9PNyLz8Cp+ujPaGBp9rQr1SH7Y3Nvq0drJWVLT9RnDW1aTFYqjHh7Wo2LMLrmrd+U88gexbboV59253kMG7VaT6vFH2zjs+XUe9ZV93nc8AAeLAA3XnL/vfeygYPtz3t1dTfVfu+p9rmsHu8rUz2gZtqfn1N+ex53XNyLn1H8i+8SaPaa7rj9krV5ejqQm1qpxs+Y886pHU3aLRMtm5Qv00JlYDg76UvjPamZZBdYzvv+BC7Pfz4DPU+k6881/rpw5X4BWFLRje9jrXYP/a2l+n4vAbbww8Y4gsxcXofuihba9DyPERL+y1dajW6XIBOJv3du/Tx/D6bDU1EAcc2JZAL0g2r6dT/ph3JYe0DaOqf5ncruW9E5cbUfmFflJH10lcWiy+3TdsNs2bTHWwJOS8ORqBKWm3t7tvt99gip8bo5b9vkHg1pxsjTm9KnkKW4lzH7OVteXWqvj8C1T/9BOOfuJxzQBToKBT/gMGnuRKGXDkxFBUfdfWBVQ6HH67fxlpKaIOgmkm+Yd2c3z3e2az5uh16mWyrws+UbLP+lQVVaMth0LajjV8Q+GWvqnd9SmYRMZuVitwwAGwFjv3KX+B9+Zt+iPhqINO2bfcimNe/Lf27+dq9ao6NtXdTvPuvRcHX3wxTp7smwPKW+X3P7hvyvW61bkC5rVTp6Lujz+CCgiqVf08Acf8+wX364YFC3xa8tVMmIiaCV7J2KX0Cajl3PoP/Yq9etGWFs3WHQ2qm0j16H11s2ahx7HHOruJa3VLk86ASv3cuZ6TDXRhq570Cw4bNkzzPWugLo16oxdZWt3dbrS63BaOfAYHnnaq+7X6ul45fry7GzHgTCPg6sZe8VnbiIoNXjfc/h7mWJTWK3Wq78c7qbk6ByQAZ6sO5fP5G7jA3tjo03JLK29U/TzP8no8hMzPx4Gnnx6wC2nV119rTne0ajxgcTiwf+hQn8nSakPBc6PQkpERdOv0lrQ0NK5ZgwavLi/lH34Ia2kpDjrnHI/8VC7uY8IV1DY1IeOCC9BflUw887K/4+CLLgLg7LZTN28+jryjLXjtaG5G46pVaFRuot0PyaT0uFbXL16Cw4ddr1n/KB41CofuS/WZXjtjhm6d1FZZ5UwJYbfDvMfzwVf29cPQ57lnccQdd+CAk04CALTm5EK2eLaQUeejcg520haVMCfv1m0V7/FQUKmXmFatRM++fZA/fLg7iK3+/ICzBezBl1zis77ce+9DS0oKep19Ng677jrYXYFeh0O3i5rqU6B2xkwcNux69Dj6aPdUa3m5R71F3Tq4WRlhzXWuG5Se5vMQxGMLra0eOdIshQU4YED/tsFBlP3O1d3bVluLlr2pOODkv+iu05WKoGbyZBx+3bWw1dZCCIHWrCyIA3uhZ78TPeb3fmDl0pKejtw77sTJs2fj4MFn+byvDuJVffstzDuT0LRlKwYsWohep7ad6+y1tcg473z368InfFsEOWf0fTBV/PwLOCxtH6wFBbqjeroDPxr1PHHAAdrbUqlTjsmGpctwxK23uAf3aVdPlk5KtPuJb5gIIW4E8BWA7gAmSCk/9jf/0KFDZWIIQ+bGEkdrKzLOGRLtYoSke+/eEb0p6YyOee01VIx1Pi0+YezHYe3612V064bDhg0LOoHn4bfcgr7/N8rn6Uek/G1HAsrHjvXNcxSEbkccAYdOU+COctiNN+Lohx/yeDoXKce89RYqVC34jnn1Vc3WFwBw3PvvofuRR6LY6MhSruXGjEGZn9H1wuUvv05FQQd8Zx3l0OuuhUnnCeah110Hk1fXglhw+s4kSJsN+y+8KNpF8TAwdS/Sz/StgEfCKcuWour771Hvp2vEUY88gt4jnkJWgK7R3no/9S+Plo2R1vMvf4E10LD0Xg467zz0/32aMy2AdPgkyI0YVfBF0wEHBOwiHRFKIMCQbt2C6gLYHqJnz3YNGX7a1i3IvORSz4k6n/Wg889zdunV8Lft29D9iCNgq631XV87/S1xB/Z75Y7s3qePsyWwjmNeecUZNAw0kp5qXzvoggvQrVcv3QFCDr36aneOo8P/cSu6H3kUan/VSGLvLmR35+/T0oJDLr9ce709e+K0tWtQv3CRu46r1u3ww3HUww9BiG4eD3T0DEpPQ0taGnLvvAsAcPCll6JZGWX30GuuQa8zz/DpUhlpR9xxO+rnzUf33r3xt82bPFonde/bx6eFr5ZB6WlB5LF16v30CBzz4osoeGqEx3ff6+yzIbp1gzk5GT369nUH0w6/7R847p3RaNq0EYdefrl7tMAeJ5yAPiNGoOzdd322ceT99+mO5icOOQT9f/8dDYsWuVOa9B4xAkc/8Th6HHUUpN2O2mnTUP7hR5rLH/nQQzj+nbchpUT6oDP8ftYBC+ajR58+6HH00TCn7EXevb69N07btNHnAfGg9LYcSYVPj3R2vxMCvf/5JKqVBx+HXX+9M4+gxnnm0GuuwUnfjQcA9+9z/Jj3ceQ993j8XodccQWaNmzA33Yno5sQ7m6Of12yGPb6ekirFQecfDKyrrwKh1x2Kf7iZwTceCKESJJS+kTjYyKAJIToDmA/gOsBFAHYAeBBKaXuY+3OEECyVVUZSnRJnY846CDNHE4UOX9dssRzpLcI8nfDTZ3fce+/j7K33452MYgCOvwf/0DDwoWBZ4xTPU84wW8LGtIRKAjWSfV+6int3J/t1OOYYwy0ctEQZCAvUFAqHpz088+Aw47Cp0dGuyiaQn2AfuqG9UEH6gFgwNw/3cE0tW4HH+zTnTdSjhr+GGqnTPWYNig9DZVff+M3KHj4Lbeg1xln4NArLjc8wMmp69ch68qrNN/r++KLPj0RDjr/fHQ/8gic8PHH2H/JpdqtVP04+JKLcdSDD+LQq65ChhIUOu7d0Tjkkkt0W4wdfMnF7hZmetSBrXgW6wGkSwC8K6W8QXn9BgBIKbVDmugcASTznj3Iu+/+wDMSERERERERdVadJHjd2QNIsZJE+0QA6mxsRcq0Ti1Q3hAiIiIiIiKiTq8TBI+6grhKoi2EGAHANZSOSQiREc3yhMNh3bqd8peeBxwZjW1bIVt7Quin76e44oB0dIOIlaBw3Kmx23B0gNHEws0KaekJETizH1EXEo1jkYh88Vgkij4eh/HFAelIE2JX4DnjwslaE2NlbywGcJLqdT9lmgcp5U8AfuqoQnUEIUTi3haz71ARRNShhBCJJVYrj0WiKOOxSBQbeCwSRR+PQ4o1sdJaYQeA04QQA4QQBwB4AID+sCFERERERERERNRhYqIFkpTSJoQYBWA5gO4AJkkpU6NcLCIiIiIiIiIiQowEkABASrkEwJJolyMKOlWXPKI4xmORKDbwWCSKDTwWiaKPxyHFFCGZ7ZyIiIiIiIiIiPyIlRxIREREREREREQUoxhAIiIiIiIiIiIivxhAIiIiIiIiIiIivxhAIiIiIiIiIiIivxhAIiIiIiIiIiIivxhAIiIiIiIiIiIivxhAIiIiIiIiIiIivxhAIiIiIiIiIiIivxhAIiIiIiIiIiIivxhAIiIiIiIiIiIivxhAIiIiIiIiIiIivxhAIiIiIiIiIiIivxhAIiIiIiIiIiIivxhAIiIiIiIiIiIivxhAIiIiIiIiIiIiv3pEuwCh6tOnj+zfv3+0i0FERERERERE1GkkJSVVSSn7ek+P2wBS//79kZiYGO1iEBERERERERF1GkKIfK3p7MJGRERERERERER+MYBERERERERERER+MYBERERERHEtK6kCptqWaBeDiIioU4vbHEhERERERFJKLP95L7r37IaR31wV7eIQURdltVpRVFSElhYGsyl+9OrVC/369UPPnj0Nzc8AEhERERHFPbvVEe0iEFEXVlRUhMMOOwz9+/eHECLaxSEKSEqJ6upqFBUVYcCAAYaWYRc2IiIiIiIionZoaWlB7969GTyiuCGEQO/evYNqNccAEhERERHFLxntAhAROTF4RPEm2H2WASQiIiIiIiIiIvKLOZCIiIiIiIiIwmjSq5tgbrCEbX0HHX4Anvzk72FbH1Eo2AKJiIiIiIiIKIzCGTwyur5DDz0UAJCXlwchBL755hv3e6NGjcLkyZMBANu2bcNFF12EIUOGYNCgQXj33Xfxyy+/YMiQIRgyZAgOOOAADB48GEOGDMHrr78OAPjyyy/Rq1cv1NfXu9e5bt063HrrrT7luOqqq5CYmOgxbd26dRBCYMKECe5pycnJEELg008/BQA8/vjjGDBggLscl156KQBg8uTJ6NatG/bs2eNe9qyzzkJeXp77c/zlL39B37593cvm5eVh0qRJGDx4MM4++2ycddZZmD9/vu53p972eeedh61bt2p+lry8PJx11lnuz3TEEUdgyJAhGDhwIP7zn/+45zOZTHj66adxyimn4Pzzz8dVV12F7du3e/xOLpMnT8aoUaM8pg0ZMgQPPPCAxzSt3821vPqzDxkyBPv27YPD4cDzzz+Ps846C4MHD8YFF1yA3Nxc3e/ACLZAIiIiIqK4xRRIRES+jjnmGHz11Vd4+umnccABB3i8N3z4cMyaNQvnnHMO7HY7MjIycMYZZ+CJJ54AAPTv3x9r165Fnz593MtMnz4dF1xwAf7880/3fME666yzMGvWLPzrX/9yr/Occ87xmGfcuHG45557fJbt168fPvjgA8ycOdNjuisoM3nyZCQmJuLbb78F4BwV74MPPsDOnTtxxBFHwGQyobKy0m/5XNtesWIFnn76aY+AlZ7LL78cixYtgtlsxrnnnos777wTl112Gf71r39hwIAByMzMRLdu3ZCbm4t9+/YFXB8ApKWlwW63Y+PGjWhqasIhhxwCQPt3c7n//vvdn91l+vTpKCkpwZ49e9CtWzcUFRW51xWqgC2QhBAnCSHWCiH2CSFShRAvKNOPFkKsFEJkKv8epUwXQoivhRBZQog9QojzVOsarsyfKYQYrpp+vhAiRVnma8HsY0REREREREQh6du3L6699lpMmTLF572Kigocf/zxAIDu3bvjjDPO8Luu7OxsmEwmjBkzBtOnTw+5TCeffDJaWlpQXl4OKSWWLVuGm266ydCyt956K1JTUz2CJv5UVFTgsMMOc7f2OfTQQw0PVX/FFVcgKyvL0LwuBx10EIYMGYLi4mJkZ2dj+/btGDNmDLp1c4ZcBgwYgFtuucXQuqZPn45HH30Uw4YN82g1FezvVlpaiuOPP95dhn79+uGoo44K6nN5M9KFzQbgZSnlGQAuBvCcEOIMAK8DWC2lPA3AauU1ANwE4DTl/xEAvgecAScAowFcBOBCAKNdQSdlnqdUy93Yrk9FRERERERE1IW99tpr+PTTT2G32z2mv/jiizj99NNx55134scffww4jPuMGTPwwAMP4PLLL0dGRgbKy8tDLtM999yD2bNnY8uWLTjvvPNw4IEHerz/yiuvuLthPfzww+7p3bp1w6uvvooPP/zQ0HbOOeccHHvssRgwYACeeOIJLFy40HAZFy5ciMGDBxueHwBqa2uRmZmJK664AqmpqRgyZAi6d++uOa/ZbPbobvbOO+94vD9z5kw88MADePDBBz0Cdv5+t5kzZ3qs02w247777sPChQsxZMgQvPzyy9i1a1dQn0lLwACSlLJUSrlT+bsRQBqAEwHcDsAVzpwC4A7l79sBTJVO2wAcKYQ4HsANAFZKKWuklLUAVgK4UXnvcCnlNimlBDBVtS4iIiIiIn2SndiIiLT89a9/xUUXXYTff//dY/o777yDxMREDBs2DL///jtuvNF/+43p06fjgQceQLdu3XD33Xdj9uzZIZfpvvvuw+zZszF9+nQ8+OCDPu+PGzcOycnJSE5OxrRp0zzee+ihh7Bt2zZDeXy6d++OZcuW4Y8//sDf/vY3vPjii+6cQXpcwauffvoJEydOBKA9zL162saNG3HOOefgxBNPxA033IDjjjsuYNkOOugg92dMTk7Ge++9534vMTERffr0wV/+8hdce+212LVrF2pqagD4/93uv/9+j3UedNBB6NevHzIyMvDRRx+hW7duuPbaa7F69eqA5fMnqCTaQoj+AM4FsB3AsVLKUuWtMgDHKn+fCKBQtViRMs3f9CKN6UREREREREQUojfffBNjx46F9Aq2n3LKKXjmmWewevVq7N69G9XV1ZrLp6SkIDMzE9dffz369++PGTNmtKsb23HHHYeePXti5cqVuPbaa4NatkePHnj55ZcxduxYQ/MLIXDhhRfijTfewIwZMzBnzhy/87uCVytXrnQnyu7duzdqa2vd89TU1Hjkhrr88suxe/dupKamYuLEiUhOTsaZZ56J3bt3+7T8MmL69OlIT09H//79ccopp6ChocGj3EZ/N5cDDzwQN910E8aNG4c333wT8+bNC7pMaoYDSEKIQwHMAfBvKWWD+j2l5VDEH/8IIUYIIRKFEImBEmARERERERERRcNBhx8QeKYOWN/AgQNxxhlneHThWrx4sTuglJmZie7du+PII4/UXH769Ol49913kZeXh7y8PJSUlKCkpAT5+fkhlQcA3nvvPYwdO1a3i5c/jz/+OFatWhUwIXZJSQl27tzpfp2cnIyTTz456O1dddVV+O2339zf15QpU3D11Vf7zDdgwAC8/vrrGDt2LE455RQMHToUo0ePdi+Xl5eHxYsX+92Ww+HArFmzkJKS4v6+58+f7w7YBfO7AcDOnTtRUlLiXveePXtC+g7UDI3CJoToCWfwaJqU8k9lcrkQ4ngpZanSDa1CmV4M4CTV4v2UacUArvKavk6Z3k9jfh9Syp8A/AQAQ4cOZXtlIiIiIiIiijlPfvL3aBfB7a233sK5557rfv3rr7/ixRdfxMEHH4wePXpg2rRpusGcGTNmYMmSJR7T7rzzTsyYMQMXXXQRVq9ejX792m7nXd3bbrnlFvTs2RMAcMkll+C5sA1M5gABAABJREFU555zz3PppZfqlvWVV17BmDFj3K8TEhI83j/ggAPw/PPP44UXXvD7ma1WK/7zn/+gpKQEvXr1Qt++ffHDDz/4XUbLiBEjkJ6ejnPOOQdCCAwdOhQfffSR5rwjR47Ep59+iry8PEyYMAEvv/wyTj31VBx00EHo06cPxo0b53dbGzduxIknnogTTjjBPe2KK67Avn37UFpa6vd3mzlzJjZt2uRe7rvvvkNDQwOeeuoptLa2AgAuvPBCjBo1KujvQE14N2XzmcHZwW8KgBop5b9V08cBqJZSfiyEeB3A0VLKV4UQtwAYBeBmOBNmfy2lvFBJop0EwDUq204A50spa4QQCQCeh7Nr3BIA30gpPfdSL0OHDpWJiYnBf2IiIiIi6jTsdgd+eG4dAOC5H66JbmGIqMtKS0vDoEGDol0MoqBp7btCiCQp5VDveY20QLoMwKMAUoQQycq0NwF8DGCWEOKfAPIB3Ke8twTO4FEWgGYATwCAEih6H8AOZb73pJQ1yt/PApgM4CAAS5X/iYiIiIiIiIgoBgQMIEkpNwHwTT3u5JP1SsmH9JzGvJBSTgIwSWN6IoCzApWFiIiIiIiIiCgUzz33HDZv3uwx7YUXXsATTzwRpRLFF0M5kIiIiIiIYhKzYhJRjJBSag77TrFj/Pjx0S5CTAmU0sib4VHYiIiIiIiIiMhXr169UF1dHfQNOVG0SClRXV2NXr16GV6GLZCIiIiIiIiI2qFfv34oKioKOLw8USzp1auXxyh6gTCARERERERERNQOPXv2xIABA6JdDKKIYhc2IiIiIopf7C1CRETUIRhAIiIiIiIiIiIivxhAIiIiIiIiIiIivxhAIiIiIqK4JdmHjYiIqEMwgERERERERERERH4xgERERERERERERH4xgERERERERERERH4xgERERERE8YspkIiIiDoEA0hEREREREREROQXA0hERERERERERORXwACSEGKSEKJCCLFXNe1dIUSxECJZ+f9m1XtvCCGyhBAZQogbVNNvVKZlCSFeV00fIITYrkyfKYQ4IJwfkKgzSttSiqqixmgXg4iIiIiIiLoIIy2QJgO4UWP6F1LKIcr/SwBACHEGgAcAnKks850QorsQojuA8QBuAnAGgAeVeQFgrLKuUwHUAvhnez4QUVewZmoaZo7ZEe1iEBERRR1TIBEREXWMgAEkKeUGADUG13c7gBlSylYpZS6ALAAXKv9nSSlzpJQWADMA3C6EEACuAfCHsvwUAHcE9xGIiIiIiIiIiCiS2pMDaZQQYo/Sxe0oZdqJAApV8xQp0/Sm9wZQJ6W0eU3XJIQYIYRIFEIkVlZWtqPoRERERERERERkVKgBpO8BnAJgCIBSAJ+Fq0D+SCl/klIOlVIO7du3b0dskoiIuqj10zOw8OvkaBeDiAJhHzYiIqIO0SOUhaSU5a6/hRA/A1ikvCwGcJJq1n7KNOhMrwZwpBCih9IKST0/ERFR1Oxd77wcmU0WHHQox3cgIiIioq4tpBZIQojjVS/vBOAaoW0BgAeEEAcKIQYAOA1AAoAdAE5TRlw7AM5E2wuklBLAWgD3KMsPBzA/lDIRERFFgt3K5g1ERERERAFbIAkhpgO4CkAfIUQRgNEArhJCDIGz0XAegKcBQEqZKoSYBWAfABuA56SUdmU9owAsB9AdwCQpZaqyidcAzBBCjAGwC8DEcH04IiIiIiIiIiJqv4ABJCnlgxqTdYM8UsoPAHygMX0JgCUa03PgHKWNiIiIiCgozgbtREREFGntGYWNiIiIiIiIiIi6AAaQiIiIiIiIiIjILwaQiIiIurDWZivGj1yD7Quyo10UIiIiIophDCARERF1Yaa6VgBA4pL8KJeEiIiIiGIZA0hxzGK2ocVkjXYxiNrFYXfAZrFHuxjUwYr312L8yDUoyaqLdlGIiIiIiMgABpDi2JQ3NmPifzZCOjj6CLVPdbEJptrWqGx78Xcp+PH59XDYHVHZPkVH9q5KAMCyH1OiXBIiIiIiIjKCAaQ4ZmlxttqorzRHuSSRVVvWxCF6I2zG+wmY8sbmiKzbbLJgxcRUWFpsmu8XpFYDAHKSqyKyfYptrvMYEVHIWEUgIiLqEAwgUUwrzqjF7+9ux9a5TO4arxIX5yFzRznmfbHL73xsgdTFuG74RFRLQUREREREBjGARDGttrwZALBrRUGUS0IhUwIENSVN0S0HxSTGj4iIiIiI4gMDSEQUGxhJ6FrYLZWIwoRnEyIioo7BABJRkDITyzF+5BrUlLJFjRGCkSEiIiIiIqK4xwASUZDSt5YCAFZP3hflksQZPiImFXcKJMYXiYiIiIjiAgNIRCFqNWuPKkZeGCAgIiIiIiKKewwgERFRx2OLNCIKF+ZUIyIi6hABA0hCiElCiAohxF7VtKOFECuFEJnKv0cp04UQ4mshRJYQYo8Q4jzVMsOV+TOFEMNV088XQqQoy3wtBDs0EHUqPKLJH57yiYiIiIjigpEWSJMB3Og17XUAq6WUpwFYrbwGgJsAnKb8PwLA94Az4ARgNICLAFwIYLQr6KTM85RqOe9tERFRJ8P2AkRERERE8SVgAElKuQFAjdfk2wFMUf6eAuAO1fSp0mkbgCOFEMcDuAHASilljZSyFsBKADcq7x0updwmpZQApqrWRTEoL6UKhfu8dwcifYbblzCiQEREIWAPNiIioo4Rag6kY6WUpcrfZQCOVf4+EUChar4iZZq/6UUa0zUJIUYIIRKFEImVlZUhFp3aY/H4PVjwdXK0i0FE8Y53fEREREREcaXdSbSVlkMdcicgpfxJSjlUSjm0b9++HbFJImov5rghP7h3EBERERHFh1ADSOVK9zMo/1Yo04sBnKSar58yzd/0fhrTKYyklFEdct7hkGisaQltYbZSIOqU3Ec2A4xERERERHEh1ADSAgCukdSGA5ivmv6YMhrbxQDqla5uywEME0IcpSTPHgZgufJegxDiYmX0tcdU66Iw2bu+GBNe3ICy3PqobD9hYQ6mvrkF5VHaPkUXwwNEMY5xeiIiIiIyIGAASQgxHcBWAKcLIYqEEP8E8DGA64UQmQCuU14DwBIAOQCyAPwM4FkAkFLWAHgfwA7l//eUaVDmmaAskw1gaXg+Grnk7qkCAKz7LT0q2y9MqwUAbJyZGZXtE1EMUoIWbIBERERERBQfegSaQUr5oM5b12rMKwE8p7OeSQAmaUxPBHBWoHJQ+9ltUX7MzBvFrom/OxERERERUdxrdxJtIiKioMVRfjO2kqJws1rsqC42AQAsLTY0N1iiXKI4Fz+nEyIiorjGABJFRcLCHJTlMCdSV8Cbb4p3cRTrojix6pd9mPF+AqqKGjHj/QT88uomOOyOaBeLiIiIyC8GkCgqdizOw5xPkqJdDCKKEsZkqCsryawDAOxeXYjGaucopaVZfKhCREREsY0BJAqJDNMj+ZqSprCsh2IZmyARUfCklHA4OjbUaKptRavZZmje2rKmsF0LAfBUSURERDGPASQKTZjqzNPf2+5/M2ymQNQ5uY5t3jSTjsQlefj+2bVoqm/tsG1OeWMzfn1zS8D5ClKr8fu727FjUW4HlIoCkWzTSERE1CEYQKLIYxSoa2OAgOIez2HRsG9TCQBg67zsDt2ukRZINaXO1rM7FudFuDREREREsYMBJAoJb6coeNxrwsnhkNi3uSRuE++6GyAxwEgB2C3xuY8bwtMiERERxREGkCg0wbQq4h1i0BqqzNg2Lzu8+TWihL9+ZKRtLsHaX9Ox9Me90S5Kp9cJDsOIc9gdyNlV2aHnLCklqopMHbY9Cq/S7HoUZ9SGZ2U8Rn0sHr8bmUnl0S4GERF1MgwgUeTx7itoS39MQdKyfCQuyYt2UQyxWe2dItgVT1qarACAvD1VUS5JiLi/dCpJy/Kx9McUbJuf02HbTNtSipljErB7TWGHbTPsunCE/c9xSZj3xS7Y47QVZazLS6nGip9To10MIiLqZBhA6gIiUT/lrV9k2W3Ob7g0qy66BTGgqb4VP/7femydq5OnpAvfIBF1FY01zqHoUzcUR3xbUkpsX5iD/JRqANA/91BcsFsZQApGwb5qWAyOFEhERBRuDCB1AREJ9sRQBElKieRVBe4WGdSxXDeOu1YUaL4v2IWRtMTQOYTaL5JHufeuUl1sQuLiPOQkV0Zwq0Sxp6m+FQu/3o1ZH+6IdlGoA1TkN8DcaIl2MYiIPDCA1EU57A5UFTVGuxi6GmtaYLcZeypZll2PzX9kYeaYhIiVZ8XEVEz6z8aIrT+eiQjdOmYmljO/CVG8UALFHdEzUbLBCnnpKj1ibRY7AKC+0hzlksS+lb+kYvzINXHdvX72R4n49e2t0S4GUYerLWtyn+8o9jCA1AnkJFeirrxZ932t2/vtC3Iwc8wO5O4O8QluO67HgS7mVosdU9/cgkXf7ja0PlegyVTbGnqhAsjcUQ6zyRoTAY2YqwxFqOnBigmpEQ0KdlWlWXUYP3INKvIboloO914cBy3UYu6Yi0UR/Bl9Vh37uwwRRdn+7c4E4q6urvHK2sKbaOparBY7fn93O/78dGe0i0I6GECKQ2aTBUWqkUu2zs3GtHe36c6vdetTnue8edy+ILSEp7JdEST/b9tanRfLonSDo7N04A2ozcoLubdwff1d8R49M7Hc3QWwo+zf4axUL/0hpUO3G6tsVjuSluUxkW87dWRMJw5ijkQUI6xsxUAUV1x58SoLYrenTFfXrgCSECJPCJEihEgWQiQq044WQqwUQmQq/x6lTBdCiK+FEFlCiD1CiPNU6xmuzJ8phBjevo/U+S34Khnzv9jlOTHom+8OrIEHWdtvDrK/d6Q+SVWRCVvnZbP1QXvxZk/Xigmp+O2dDm6eruzOrc1RzhkWI4fVrhUF2DYvB0u/9xNQi5GyxrQOjerwpBKLdizOxbzP+cQ4FrDeQkREkRKOFkhXSymHSCmHKq9fB7BaSnkagNXKawC4CcBpyv8jAHwPOANOAEYDuAjAhQBGu4JOpK06iG5UUkq0mHxvFNtd1w+mbuJVkQm0qE9wLJAI3UvM/TQJO5flI2N7WWQ2EKoYqxd6J8m22xya3QlZn/XkquA7bNH5YvhzOLm6BxSm1US5JPHLYXfA3KAE/iNwoHuvsVO1QArz12WqbUX61tLwrtSghIW5KN5fh+ri6Hf17vLCvF811rTA0hKfI79xIA8iovCKRBe22wFMUf6eAuAO1fSp0mkbgCOFEMcDuAHASilljZSyFsBKADdGoFxd0s7l+X6bAIZa15dwBgpKMg12Mwuw0aoiE2pKmgAA5sbgWkZEqm7gUIpZkRfdXDHxZvWUNEx5YzOa6p1BJH8/j1Zws8vo4hEcVzfYqFfto16A2DV+5BpDLUo2/ZHFEdFixIKvdmH1lDTk7amKWhlam4MMNHTxc2EkhPsrnfrmFsx4jzkJiYio/QEkCWCFECJJCDFCmXaslNL1+KsMwLHK3ycCKFQtW6RM05vuQwgxQgiRKIRIrKxkZdWISFYit8zJwtzPdgX9tFOrYjNzTAKmv7c9xJJE5g5QKzAVqRHHghFzdW3VV5KVVIFcZZ9LWpoXcNGJqpHtYuEhodVi77BcONH6HV3bjYGvOybEwn4Xy4r313m83rWyAPmpnklpczs6eBTDv1ldeTP+GJuIFoNdRGWYP0uz0hIsN4oBpGDF3DUthhl+6BeBloAdna+PKN5YLXas/z0DFnN8ttYjMqq9AaS/SynPg7N72nNCiCvUb0pnH42wXcWklD9JKYdKKYf27ds3XKvtciwtNtSWNrVvJRKoUdaxa2V+0MuGVYRuJlyrVdfD2pU8vJNS34Av/3mvKkIhfGfwIxZyNvz0/PqOG/ktBj5vVMXMx4/haEQM2jInC4u+MTZCZqTEQiBfT8KiXJTnNmDJd3uiXZT4EYZzYSxcP2JJpL6N7Qty+F0T6UjdUIy9G4oxe2xitItCFFHtCiBJKYuVfysAzIUzh1G50jUNyr8VyuzFAE5SLd5PmaY3nSJk0Te70VQfXKJqb1LKtrhAlOsSEbuVYNMEg7y/J2WHiNNKZm1pM6pLIp/DIz6/nQiI9mFmYPtGdmXpkMhMLId0dMFfNsK/oc/qo73PGFBX3mxsxk45+F9wx0B7LhVSSpTl1Aecz2a1ozQ78HydRoROQ4lL8pC2OTo5tkLFgBd1FIdy/a8ra4bD7sDWuVldO1UDdVohB5CEEIcIIQ5z/Q1gGIC9ABYAcI2kNhzAfOXvBQAeU0ZjuxhAvdLVbTmAYUKIo5Tk2cOUaRQGWtfNUCpRBfuqkZlY7jlRCbAEujRX5HvlYArxWp6wKEf7jQgFelxNUGMuB1KUKkP7d5QheVWBz3Tvr9+VsNJVzHiMw3VIroeo9WGLjcp0jBQjbLGItC2lWDEhFasm79OdZ9/mEhSmx0aybofdEb4hcmPkt6SuJ31rKeZ8koSdy/23hF7/ewb+HJeE3D3t724ppURDtbnd6wmHFpMVcz5J9C1PBI/Jspy6yK08Aqyt9rCuz251cNAFCihvTzV2Li/AjI5q1U7UgdrTAulYAJuEELsBJABYLKVcBuBjANcLITIBXKe8BoAlAHIAZAH4GcCzACClrAHwPoAdyv/vKdNIYW60YPzINUjdGL2GWQu/3o0VE1Ldrx0OicJ9ys8UZEUlmG5g6pvMHYvyNOeJdIDCJwCmaKzuWvkAVk7ch81/ZMFsal/rtWA11fmO6NYRIv7UkjfdscHQ+SPwj+VKGr8/oVx3nrW/pmPBl8nGyqUhP7UaKeuKQl5ebdu8HMz6cAdydlUEnjnKAo3C5rBL2K2Bm/I0VJmRtsVY64lJr27Clj+zDJaQ2qUd58LaUmdLr0DHRZUyeu2ulYV+5zNi14oC/PrW1ogGEVpMVqydlg6b1X/wY/+OMpTlNODXt7aiJLPOPT2SI6aJbpEYfydy1v6aDikldq0oCEsep81/ZmHBV8lY9mMK5n0ReJCBULHlVOzJ2F6G8SPXGKr/u1ojRasO215lOfVoaYpS6ynu+jEv5KuAlDJHSnmO8v+ZUsoPlOnVUsprpZSnSSmvcwWDlNHXnpNSniKlHCylTFSta5KU8lTl/1/a/7E6l9oyZ66hddMywr/yEA/SvevbEczqJCcGhz3+h1+vLGx0719G+SQH9GmB5Pw32MqP1Ln/m/3RjqDWEzYRjx9FZ/9xtzqJUtOwpvpWjxudaIunIZ4XfbMbG2bsD3gTVFVk8nsDaaptRUWBs2Xl9oW5IZXFVNuChqrYaIUhHRILv0kOON/cz3ZizdQ0FGVojx5altvWOtfcYMGuFb4tLsPFvdvFyO5XU9IUtRvWeMst6Eosv356BOpkiq3zs7FvYwkWfWs839jcz9qCGZNe2RSJYgGIz1bFjdUt2PJnFn5/d1u711Wn1Jmyd1WiOKMOeSkRSlgfX4dFVEkp3QGbSNq73hmoXvtbWsB5jXStjVXSITHnkyTMeD/UwY3auX3u/DEvvh4jdFURvlpPfXMLVv2SGnhGFXVEXV3nrCoyBXxi5k39FC+kCmwcVmZixawPduD3d9t3gfBJaBvm3FjtzdcVqs7YAqkwrUa3RV1HmfXhDsz9bGfYuxWELMSAZzS5WjtpkQ6JmWMSMOsD7cBrxvYyTHljM0qzgq/cZiW1tVaa8sYW/PrfrT45nyLyLRr4bbxHi9PSrJxLCrxGkXOZMzYpqGK1RyztbkUZtZj+3nafFlcOh8SulQWwWiJ8rMbQd2GE6Iias3JcVRY0QjokEhbmuEfY8ypNBxQmFrYZHO+WE67jzWYJQ9Ixrzq5qTYyLUzi7LCIqu+eWYvvn10b8RyErgdOrTqjrKnrw7tXt7+1Y7S46kNNddGpf3Pnj30MIMWBUC7VrWab4RuixpoWZGzX73ahSWPVLSYrZo5JwLzPdwW16PKf97a95/WmuTHwySuWR+TpzEoy69q6MXrwzI1lNP4Za9eLmrImLB6/O+iAqFFGDk+b1Q5bGG/eYqHFiOsm3hUECeboLUyv8bgxKEitbncrESPbD/Rb1ZQ2eVQoC9NqopbryHXer6/U/q1LsuoAtLWg9D4+68qbUV1s0rx+bJq132eaT3AhAgey9yr1fo/i/dotiyIh4PErnPv4+JFrfPMHqtcT5A3Plj+zMH7kGjjsgW6E29bbVOcsR+oG7ZbDroTfyV7du7KTKrBlThb+HNdxgbVgRWNUe3erRa91OuyOiLSCKMmqw47FeZj+XnRaA/joFmtXaw1eRQznc9hw1jitFv1rfLgfatisdmTuKDe03qoik07AMrrqKpr9njNz90SoNZiL+4GT9tudpeWMv12kusTk9yFWpLdPsYEBpDgguhm7XI0fuQYrJqaiqb4VE17cgE2zMj3et7b67xOfn1ptuH+4+gLkujBblPWX5wZIOu11YvBoieB11khckue5qNeFY9+mEtRXGRztJoZYWmyhP7WKkRPr3M92YsHXybDbPG9k3PuD2Rb1EanMjZaAiYKX/bQX40eu8alUbZqZibyUaqye4r+p8pQ3NmPH4uC7ARmpxE1+bTN+fH49AOfNaHvzoBk9l8QiS4sNC75MxkxVQsqF3+zGlj+zsGLCXgM31JEz/X/bsXtV2833gq+S25XrKFglWXXYNNt5vg/2iPPeDaeN3oYZ7ycYTrAdlS6AOh8y0MOLQMuHheoLrVRa+6nzB7aXK2C6VycY1FaOtj+ri535f9b9HlyXK1dwsKqwbVTK2rImbJy1P6w3t8mrov+kvtVsw/iRa5CwUGewDk2e38H3o9bh17e2hLdgaMul0pGjOUmH1O0GK2KkDtJeezcUoyiUQL+Bc56UElVFgc+hPz2/HhNe3qizkmAL5t+2eTlYMTEVOxYFrq/MHJOAKW9sDm8B2qmqyIRp72zDhhm+DzJcvOujsayyoBFrp6XHZOtnf2Wa8V4Cprwe+r4hHRJb52aHJR8ZRQ8DSDGsNLse40eu8cjLEEjmjnJ3YGLPWs+kklpNEdWniEXf7MZvb28Nupxa5xl/JwZ/J6ZAp1GbKlFqU30r1v6WjpUT9Uc9ijR/n8Xaakd9pVnzgvbnpzsx5Y3N7gr6ml/TkLs7+NFhcpLbP6JMe/m0QFDqVlmJFVj7WzqCfV5XlF5jqOLlYjHbdI+RWR/uwKwPd/h9kpa909ktx7sLjOuXrSnxzBFVklXnTsgKOJuvJ4SYRyaQ1mZnBb7VbMOyH1OwbloG9m0uici2wsVU2wK7EswpyarDtvnZ2jMqX3Bzg9VQDglXixmtwGume18LzpLv92DH4rzAM4ZYv4tUxXD3qkKPlg5zP92J3asLkb+3OmzDwrc0R/ZmNS+lyvA5z/sM0v6nvB1UYY9gbE2vC0V76QX9G2ta8Ns7WzFjTAL2rClC4tK8sG0zKynIFtDtYLfYNQMjVUrAdMfivIAJqL3jBzar3RnYk+HrzhTtm6ut87Lx8783oLFWoxxhChpv+TML0//X1qpqx+LcsNVpvM8RWg9P1v+egfkagX4pJapLTD7T29YVePupG0swc8wO7FnbFhxtbbZi/Mg12DrX85qoOwBAmE9TJmWf2rfZ2EAC0crzqcd1TAQMnqs47A5DLVNzkivdLTH9CfTAJJgeEQu/3Y19G0tisqtboKpLe6o2VUUm7Fyej9//p5+PLBaDauSJAaQY5rqx9b45DXRcVRW23XwHbA3kdYUyesEIVIapb27BHoOjBXmcKALc/NRXmpGnNFGNdusWZyH03/rphfX47e2tmkkwq5UAhKtFSdrmUiz5PiXobS79IQUZCcYqA0YlLcvD+JFrYGkO7QZFffn0HvFof0IZTFoVUsD9ueZ/mYyZYwInzq4ta8L4kWvw84sbMGdskmY3EVdlPn9v4ACF0Urc3E93erSCCZnOvmMx25C4JM8jQCAANDc6b+iNDkM997OdSN/m+f1HurWIxWzDlDe2YOn3KairaMbcT3ciaWm+5lNe9XG/ePyegOsOVPRQEnPn7o5sc3d/58mm+lZMG70NdeXBJbEHnLmItszxHSGsqqgxcMVL422tRZb9sNd3otbq/GyvKKMWGdvLNN9bPH4Plnyf4rGfu7paee8vPlto56m/I+qmAsJvi7/2JtEOdP0L9SPqLZe2pRT1FWY4bM45KvL16xbBfr9SAismpoZthEG71YHvnlmDlPW+66vIb/QIWriogwKBRk1ynUfrK53Xsp3LC8I+Yl9hmvOm18jogmqm2hasmxZ8MN3bfuW43T4/J2I3c7tWFKCmtAnlec59KWFhLpb+YLAeFEH7NpVgxnsJui1+jRyyNUqrv23z2oJFroe4O5fnGyqHke/dbnO4H9h0lJR1RYa6aOvW9UIUSvVl+8JczPt8F1I2tJ0LpJTI3V3pcQ5d+kMKpo12BjQaqsyw2x3IS6ny+Q3c54kwHBKuz1NZqB+sDNbWedlYPTVwgu9Agr2/Ks9rgMVsw8//Xo/9CdrXfPe6le/U1uqApcWGjbP2Rz7PnspP/14fteTgnQkDSHFAnfTPyAUlIqO1+aNTpI1+mpl6LK669gV6sjxzTAIWf7dHye8R/NWkpqQprHlgHAZ+j6J0/acfm2e3v9K5alIapJQ+LZ2aGyxYNy0dy37aG1Sz3l0rnV0kdiwx2KrG5yvQSaoNYOWkfe6LtM9qpAxqyFDvZNArJqQGvHABzgvj+JFrsCbQRTbCN5l6q9/8Zxa2L8jB2l/TPOZ1V540FtTKu1GSWYfVkz0/o/omKRKhJFclIH9vtUdy9uqSJpRm17u70gC+N5nVxSakbizG8p/3InOH7+8Y6FBrqIq95tD+ztcZ28pQV96MPz/1Pwy03jrKlVZ36sTWUoYWHNFqAWY0ybm/7c3/YhdW/bLPbwtAdUXVdVOy8BvjI09Fg9Hukv5ueNzfW4jnmYAPe8LRaq6DWt5J6Ww9vWHGfkiHxOop+wx3oXR9kep6hNlkhZTAhun7Ybc5fFq1aLUSCia47j3rnjXGWhCUZNYaauWgZrd5fZcBvtp10zKQujF8rVQdNoduPiHpkB43fmaTBaun7PM4d2z5MytgcM1nZNdw8P7a/NwQb/fqtui6od+sEaQHEDCSUVnQqHn+9Fe/1TpmjBxFP/7fOkx+LbJdzUy1LfhzXBKaG53HzYYZ+/120S7JrENBajWmvLEFu3WOjYXfJGumDvAnlAdgrhbku5a35UpM31qGJd+nYM2vvnVAU20Lfv3vVvz0/HosHr8HW332Xf0yNNa0BDXyWiQe6O1clo/0LaXI3VOF+sp2pPcI4hReW9aEPz5OxJxxSbC02LFykv9eIeoHKzuX52PPmiIs+NKz+7n6+vbTC+uRvasC4WJtsaO6OPgHd+SJAaQY0txgCRiFzU/RHj0mZCE/pvRc0NJi87iRcdG8cfCzTe9ud3rKcupDGgll+nvb8et/fbvpWVpsWD15H1qD7bbRQQ9+mupbUaokv/3phfU+7+9ZW4QfRq1Drao1w7KfUpC6sQTZOys0c18EunC7ukg4HBJb57ZdRJvqW51dZRTeT6IDXRNtFmeTYu/t5+yqxES9XAAqVotd98ng1nmB81e4gn5pW0oNBdZsNv1jsl2t4HS+f6vyvRek1njMW1/hCnz6fsFLv3e24MnfW43xI9foBkkj3QJJvX71d5OVWI4/xyVhxvsJmu8DwIz3E7BuWgaykiqwQqtbqsGvuiy3PizD52qdz4L1w6h1AZPqmhutKMut12ypU5Reg++eWetxvKlJKT0GIXDYHR4JWaWU2LepxD1Nb3/fPj+YvC9eZTBwDDQ3+GnRoVrctf847BIz3k/QDbK0htg6Ur3NJd/vQZLBlgBqdqsD3z+3zqNlgR69481msbvz2YQ6GqHUCSAF+m606hjqwP3vo7dpdo8L5tQR9FlGdS401bUifWsZZn3obIVqMdtQW+Zb2c9PrUbBvsD1oYSFOVj6Q4q71a+uoD6g57ze33nenirNG+e5n+3yeIDSWNMShuCJ534QidZCeuvcMHM/fnp+PVqVLn8JC3ORvrUMC75Ods+za0VBuwc6CIV3kf2dpxIX57lHZqwsbESdxv6m5n0eVX8/UkrM+nAH0reVaZZDv8AGp3nPIoPPjeW9qyevKtAZEMUpYVEuSrPr/eaYy9xRjpzkSpRm1WHuZzux9Cfndck7F6vd6kDunip3/WbBV8khlVvrnKDF9duoz8WuFobpW32vua57FlcAY886z7qmv9PEtHe2BdUF0x2IjcAxu+S7Pfjtbf0uYoEYKdNP/16vPPh1Hv/e6R70qL9D1/dcltPg8WBG3RDC2mrHsh+NtYimjsMAUgz55dVNHl1jtPrFbvoj02dae9SWhRahNnu1FPn53xuw9U/fCvUvr25y/12R14CynHokLdOvtCcayUcCZy6k8pxA3fPaZO4oR12F9mcdP3INfv73BqRvK8PMD3cENeqVkRZIwdAb2WDmmAT8+elOmGpbNW9IXS1vlnzX1vzb3Nj2G6lbfrh898xan2n1lWa0KhcDm8WBuvJm5O+txk7V05tlP+716Ja3+Q+vJzTeDZBUTytd5n2+yz0al4urGXsgW+dmY920DOzV6J4QiKm2FdaWtt930fjALR0aKvVbtiSoklFKKSGlRPbOCiz/eS+SV3lWmvNSqjyefEu92JVGDcV7NytKr/Ho2pqnBJZd+RZW/hJaXrCWJit+fH6doRszLXqVqzKNYzX4bi7GFpgzNglzPklqdxdXdWAmZBK6I1+pzRmbhFW/7PPIe7JnbREWfu3cP1dM3IvSbN+gmM9NkgQmvdJ2zs1Lqcba39Lx69tbUZHfgB9GrcO+TZ6tE4wEUf0FJdvfnUzVVVNVI6kuNrkD+jarAz+MWuvOZTH3M/1WW/sTygJ26XB2YajCtrmBg0BqVovdfYNgpLu3+nhwfU5rq92dGB/w342ysaYFUko0VJnx07/Xo6q40X1+dTgkNszcj32bSjSPDb08Pst/8t2v1QHEhqoWrAsyn1hOcqVHYMoR5IMVvUP793e3YcLLG/D7u74PfhZ9s9t9fHhrUA2s0VDtv2Vi2pYSpG4s9kiebW2xaQZ20reWOkdCU/2uWrmgFn+3B5tmZQbswjP1zS34Nci8k96/te51RGX8yDUoztBvCe1iMduwaXamz8ij3j9PtXKjuE9p6eQKELlu0ivyG3yuf35H1A3xHFJf2ewOvFtabPjt7a0oUj6n9/cUKJBfUeC8Rs36YEdbPkSdRbSuLXabA2t+TVM96NFaUP8t13deW9aEeZ/vhMVs7bA8MJv/yPII+nlLU3Im1Zbq3y+smJiKpT+kuFuG21SB8a1zs93n5K3zs7Hku7Yu60XptUhalmeonOogkLqFs5p361DX8SGEc4Q2f11vjZVBWS8kbBY70raUoHBfDfasLQo6gXcoD/RsFntQeXFDZWTXs7bYkbalFN00umqPH7lGN4+bx+dWbWepKkjkCugGoyK/AYX7anTvo8py633u7ywttoA570gbA0gxYNmPKdgw3RltdV189A48vxenMEleVYC1v6XB4ZAw1bZqNrnOTW6r9BpNaColMOeTJL/9v43mYFr3WzqW/ujbV76hyozMxHJYWmz44+NEdzP4FRNT8btG1ynv77mxqgXT3jUetU9YmNPu0Z/UlRGt1lF2q8MdDCpM0z6pugITdeXN7oqIx+9msCIy7/O2G7PMHeWYNnqbzwlXHZgKhncRXDm+XIw+RTMrT4i0ghJCGR6mutikWVGY8sZm/PZO23dclKZfqVbn1LFrtELaviDHY5TAspx6ZCaWY9lPe5GVVIHNf2R5tGJZPH6Px6gm6hYnpdn1sFu9hoBWXWPVNzN2mwPzv0zWPFZcF2Z1ZX3Rt7vd+2igoEpZTj1sFofHjVldebPhpJXB1HeNVo6tFrsSnAs8r/p4Dudw2lo5nMyNgVuMAkBDtRk/Pr/OUO6qmrImd0V748z97s9gszg0h1L3rSx7fmZXAKa53oLZHyVqbtPoNWW9zghe3r+jzWKHqbbVcKXMI9eXV4XaVSFvrm+F3SYNPa1eOWkf5n++CxnbSmGqbdEsx+41bcHn0uw6ANrd+Lxt+D0DKyb6jqjm0QJBNV0dMN6iPGAx+r2U5zZg6ptbkLAwF5mJ5bC22DH/i+S2VloOiZS1RVj7W7o7H5b6u1QHytVqSgM/JTYSzHcli60qasTSH1I89k+9Y3vP2kLNQKTe/LVlze4bwIYqM3YszvW5OdAawU3dUqJYpwu5q5XVmqnpWDctw6Or+eyPk/Dzixt8llk9JQ01JU3IVp3X/bXec7VmMNW2okRpQeytxWTFpFc3GXqY4a2mpMlw7qVlGgHxovQaj2Br4tI87F5d6NuF1KuKU7K/DpmqxOeuoLTr8HXYJDb/keWRJN87H6JaoDpkQ5VZc7+Z9cEOrPplHyryG1BVaEJ9pRnzv9jlWqmHgPu9RhHUk8aPXIN1v+sEViVQsK8GaZtLfbvoS+c5MXNHud/A96wPnefnLX9mo3h/HRZ8vRs//9t3HwSc+9WuFQU+LZ+Mcjgk1k5LD+phqUugLpiu0UDVdi7Pd49E2ajR1XybgZbjADTvWJvqPR+qFqbVerROcn0v9ZVmLPluD2Z/lIjtC0JvcSvaIkhY+cs+rJmajgVfJ2PjTGMpOzzWpcqnZKptRU1pk24S/sL0GmQlVWDttHTMGZvkkYOqKKPWf4A2BEYfwDXVt+r2BtFNE6ETN3Pltw2FlBKzP0rEgq+TMfm1zT71LVNtK+aMTcLczz2PwZ//vUH3OCP/ekS7AARk7/K9sfB4KovwpWPRi8yquVqUWMz2sHTj6EiuAMyZl5+A8rwG/DE2ESO/uQqA9s3tnE98b8pMNcZHUUleWYjklYV47odrPKZ7n3ytFjt+fWsLrnzodJxy7jEe79lVj2u9E2aaG60eFUutoAkAj9Y8jdUtOOq4Q3zmyd5ZgexdlRj2zzN1P49WDqJACUV9eH3PepWDYCo840euwZPj/o6DDjvA73yufBHqrlLeXC2sgjH5tS246I6/egRy1MEjwJkss//ZfT2mLf95L/oNvNwjOWxjTQsOO7qXxwW/sqARf45LwvGnHqGZNFUdWPQXZNV6oJW/txobZuzHoMtOwOopqgu617xVRSYUaDRj/+OTRLQ22XBY717od/pRMNW2YMWEVNw66hyf3yOYVj/Guj5Z8Murm3DWVSfivGEnu6cXZdSiT79DfeZXV97DmWR//fT96DfoaBx5zMHuaa6WPkcf73usqTVWt8BmcXi0DtSzSAncPfv91R7TNT+JEB4tAwHf1gjhHEWn1awd4NVqBRXU8M8aXdjcb4X4eUqz690ttg456kA8/tFlzuU19okFXyXj6a+v0k3kvmLCXohuAlc/OhC1OjdPP4xah2fGe/5mlla7x/GWm1yJy+4+1VD5gbYuGolL8nDxHX8F4Aw2dOsuIAGPFiXJqwpx2T2noTBNuxuK+lMbudForG5BQ7XZ42ZRb6RJixKoqirUz28GOIPgG2dmYvMfWbjjpfNw3F8Pd7+nvn75+40TFuYiYWEubnt+iN/yq7dv1nkwMeHFDT7HmbfmBgu6dReY+PJGXP/PM/zOq2XLn9kYdOlx2Dgz02/XQnODBfkp1bDbHOjew/9zXXUwf8HX2g8StHgHLsePXOP++763LkDfkw5zJ0gvz6lHr0N6AnBep9O2+gZ/8vZUuY8nc4MFu1bk+ySNVw8M0mq2YfzINbj5mcE4/pQjPYPv0n8eJNf177kfroHD7sDeDcU48fSj3PteYXoNjv/rER7LeNcvAnWB0To3uNMOKutK3VCCqx4a6DNfTWkTDj26l+6618/Yj3Q/ATTAGZix2x3o1t25VX9dLldPSUNBarVHSzEptUcHdNgkKgsb0euQnu7zgLnRin0bS1BX1ow7Xz7Pb7m8aXVv1Wrh7s3VelSv0U1tWZNPvdVhdyBlXTHOuvJEdO/Rzef6UFVkwswxCTj1/LY6dca2MuzfXoZnv3fWyR1Btgry4b1bKEWoKW3yOOcFXI2UEEJgf0IZdq8uxD2vD3V/nsbqFo9r5sBLjkf61lLc/OxgDFDqlK6cU0cecxAAZ2+N4085At17dMP8L3bhwEN64F+fXRGwHJYWG/auL8aQ6/+i2XKorbwGP5dD6g4WoZfTVD1SXbCtthqqzMjfW43BV/XzmO59n7FuWob7uwPgHr24Ik87t57e57BbHWiqb8XhfQ4KqpxdAQNIUfbrf7doTvd3YLdHMLkj4i14pOZKIumwS3w/ap3P+/t3lGHN1PSgRzip1XmKtXZaOo7ocxDOvOJEHHhQD5/KSH1FM8yNViz7cS9ueOosj/e8L3BFGbXu5HdVXpUI7+4nWn5/dzue/c6zYmy3SSxTui4Muux4nDTwaM1ltU6grqTaRhm9ZfVJDhrApFc24cHRF/qdp7neotl9pSynHoMuPSGo7am1NFmxPkBy+pLMevQf3Ndn+obpGchMbDuWmupbUV1s8ngi7aqglmYFbprs76mh6/fzvvFO3ViCI1TBD+c2nf9aW+1YPXmfZiAbaAu4LfpmN/qcdCj6nnQYKvIbMemVTXj62yvx46i27jjHnXKE5jq0GGn54gpe7l1XjDLVd+N+yuxFfTyH0gIpdWMxDj78AAw4x/d3/GNsIm5/4Vz0/cthHtMDPdnO3hn8sNTeXQW08t047NIn54D0+uHDGUBqbrCiqd43+CClDDh0uXQ4K4rluQ044bQjPXLjufb9zMRy/cpkO3J3NQUom3qQCi2uY7expsUncb+Lwy5hbbGhZ6+2KpXNJ7eR9PjHn9SNxbqDYThvOqRPElCbze4RNDWbrJj8+mbfBwDKV9lqtqGmpAmH6dz4Ji7Jc3dd8UerruIvIbDDLvHnuCQMvupEzfUZadHrr7tNMAINqDFzTIL7er1SKy9bAMUZtYa6jrnM/mgHhlz3Fxx4sH7VfI+q9ZzW8RLoWNQy64MdOKb/4R5BPZespEpkJfmew7p39wx0bfkzG0Ou/4vuNlx1miXfp6DHgd19jo+pqrrw+JFrPG6eXaRDYv6XyT4jbqasLcYRvT1v8ILt/bV7TZFud3XvhxHe6967vhh/ObO39rIA8g20bgSAzB0V7qCCTaduunpqmrt7z/4dba3ApF0CqmPRbLJg3ue7PK4Rfz23r8fnKcms8wgoSymRsCgXp190nHua9/5bodE6MZjjUS/Y8Pu72/HcD9cgL6UKJ5x2JA7o1QOpG0uwaXYm8lKqcNvzQ3xaqbtSfnjfq7h+nxaTNWA9M3dPFZb/pP9wx+GQKEyrwUmDjkZdRbM7d5MjyPqrudGKHgd0cyeY/mNsojIYEHxyNqYrAdsl36Xg3jeG4piT245L12cryazDHx8n4r43LwDgrKeNf2YNvCWvKsDhfQ7CX4c4f/tt83KQsq4IteVNuObRQUjbUopTzz8GB/TyPOeoz+FNda045MgDNT+Xwy7171c1H9onwlTXts8ZzXvr8uenO9FU14rDevdC/8F93NO986K6RpGuLGh059PzxyElaotMOKLvweh5YHf39FWT9yErqQJ3vnQe5n6+Ezc/NxgDBveFqbYVhx6l/Z10FQwgRZnWyEHjR67BDSPaggxGu4gZoTV8bXsFG4Txu672Pi3QoNUSIVBlUC+Hxpqp6TjsaN+ThisXQMLCHIz89mq/rR+8c6tsm+/5ZFfv5jgY3jd66kpEY3WLbtcbrW4P3rmKAjK4uxpJQutt0bd7cGx/30qumlaQb9+mUlz1sO+TQ7VQmnN7a9JIFqwOHrl4t3bQqozofe/lufrdS9wBJI0foWS/Z0XQ9Vtv/TNLM3hkabH5NO2tKjR5BFD2eiWYLNPI09MexaoyewdTA8nYXobBV7Y9pTKbLNifUI6zr+4HIYRPTjTpaEvcePY1nk+3AGcF7c/PkvD0V1cFVQ4tgRInz/xQvwWdS0Veg895psQrABnOVliNOrlkjLRQtNsdSFiYg53LC3Dq+cd4VPiTlufj9AuPw4oJqbpN4dXVU73u3YEsn6DfAkE9SICeQMHdX9/Zhic/+TtKvW5uXaxKoMrIja138MgjLqhTV//llU24/sm21qV6o5jZrRKZO8o1u+KpGQke6W2nIrcBi7/dg3veOB9HH38oijNqkeuVXDZlnXa32HAkwDcqJ9n/jX1zgwU5OoH1SKgubvJsJarQbemgsS8FO8qbS0VeA6oKDY58B+1zmL+uzupgtnfwKH9ftU/L4CXfpeDa4YPcQQ/AeTPvHTwCnOeg5RM89+dgz32WZpvmQAau7arXqxUUtOp1TVVannjbsTjX54HL6sn7cPQJ/lu0qlsy1alymDqkhKnSjB4HdHOPbOVNK/gzQ5V3tamuFYmL8zxykc7zqo9uUI2uPG30Njz8v4sNfde2VjvGj1yDE/92pO4800ZvQ115M4489mA8/L+L3a2ditJrsWNxLnYYzJEKOAND6lxLerbOzfIIMnk/eJIOZ9fps648sV3X07W/prlzVQL6LWG8zf4oEf/6oq1lkSvoBDjPFx7l1Sieq0eJq5eEtdX5nWYnVWLgxcdj7a/p2L2mEA++fZHHcuprzuTXN+Oa4YNQVdiIv997msd8Drv005tAQjokNs/JwuCrTsQRfQ/W7UVhlKu+UbivGj0O6I71v2fgvjeHulvuudisDpRm1/vtrqiuA1rMNswcswO9TzwED6i+C1ddxdX1bflPqeh94qGoyGvAlQ/9DWdd4awrNlSZ4bBLHHms54PazowBpBilTnRpJEliNIUz10is8Jf4ttFPFzfXhSiY7yQlyAi8EXr5FgAA0nmzESl6zVZ9ihHCbtNY3aJ7I+ter87xEujJrF7lMRi7NfJxeNNKhuzKw9Ie6dtK2xpqaHy3eRojOBam1+j+XkaeZOs9JQ0XnwTtQdgw3TkkuMVsx+F9e2HjjEy0NFlRXWTCNY8NwrR39HOdaVW+AcDW6vy83pXqYGmNpKhm9Omm982798AC4WyBpEcvt5J3OVwtzryfFu9aXoB+px8FQP/YVe9nU9/UbrXrT1WRCVkagVwX766AoTA3WNDSpN1KC3AGhPdvL8Pxpx2pu470bWWaARR1Unu9BzYWs91Qt2DpkAGDR0ZI6fxe1TeULhkJzpYRf3zk20U8kDVTg0vg3R5b9IZpV9Ebhry9gglM6T1s0WqtpXfMS4dE2pZSDLr0eN1gfDDnC60W6r6t7oytW+98u3pKmkdA7QeN1uRa5n+5y6N1grfijFpD53ApJVZPTfMI2uiNAKs3dLndJjVHI9brEupvJKvqEv2HKJk7yrH2V//HjtY1Xf2gSq+7p5668mbdQLU3V93YnaBcZ33qf9WCCR4Bvg/M9FjMnvvsnLHa56y9643lgdSjVf8yap6f3FmBWtB6c7UWsrbasV+p89YUN2HB18m48sHT0dpsxeyPEnHQYT09llujHIcHH+GZtmD36kLdfdZssiFlfRF2ry7E3vVFGPmt/y7DgDNoP+P9wA0dpHSO8FdX3ozf3t6mmZu1JNN/C9CVk9qug67WqNXFTX675dmtDncgdv3v+3HWFf3Q2mx1d7N96N2LNFOIdEaio7L8h9vQoUNlYmLgimusU/dDj1e9DuuJlhATK3dG9715gaEmk9Ey6NLj/Sa0JAKAgZccpznM7XF/Pdz9FKlbdxGxIMVFt/+1XcPLA/rle+6Ha0I+97ZnWercDuvdK2CAO5IuvftUQ0GRcOjeoxsu/McAbA1yJDvyPId2tMvuORXZOyv9tvTq1k3goMN66gZDu7LD+/TS7DkQacP+daY7EXUsOXbA4c7WsGGuBjz3wzVIWpZnPMG2l5PP6o38vaEHbeLFkOv/gmQDaSae++EalGbXY9/GYqRv039Y+reLjsX+7eW677fHYx9eGvAB0AG9urtzm3k74bQj3S0QB1/dD+U59brdygHgL2cdjYK92nkBAeCQIw9AU53vOe6Y/ofj3teHoiijNmCPkDMvP8GdMsVlwJA+uHnk2X6XiydCiCQp5VCf6bESQBJC3AjgKwDdAUyQUn7sb34GkGKHEKG1JiEiigZ/lZRAnvryCo7aQUREFCEX3TYA2xdot9IiilYg16iR31yF7j07x0D3egGkmPh0QojuAMYDuAnAGQAeFEIEP+RFnAkl2WEsYvCIiOJJqMEjAAweERERRRCDR+RPLAePAGDRd7sDzxTnYiKABOBCAFlSyhwppQXADAC3R7lMEaeV0I6IiIiIiIiI4ktRmvHRN+NVrCTRPhGAOlNhEYCLvGcSQowAMEJ5aRJC+B9XOw4c2uuIQUcd2oXSthPFKFNLHQ7tdWS0i0HU5fFYJIoNPBaJoo/HYfwZ9eP+4EeRiE0na02MlQCSIVLKnwD8FO1yhJMQIrHRXOfTt5CIOpYQIrGmsZzHIlGU8Vgkig08Fomij8chxZpY6cJWDOAk1et+yjQiIiIiIiIiIoqyWAkg7QBwmhBigBDiAAAPAFgQ5TIRERERERERERFipAublNImhBgFYDmA7gAmSSlTo1ysjtKpuuQRxTEei0SxgcciUWzgsUgUfTwOKaYIyTHYiYiIiIiIiIjIj1jpwkZERERERERERDGKASQiIiIiIiIiIvKLASQiIiIiIiIiIvKLASQiIiIiIiIiIvKLASQiIiIiIiIiIvKLASQiIiIiIiIiIvKLASQiIiIiIiIiIvKLAST6f/buOzyqKu8D+PekU6VZQYV10bWsa8H2qmtbxYJgBxYRK1ZARdaCAtJUEERQQXon9Ca995bQO6GHhBDS+7Tz/nHnXu70O5NJZpJ8P8/DQ+bWc/u5v3sKEREREREREZFXDCAREREREREREZFXDCAREREREREREZFXDCAREREREREREZFXDCAREREREREREZFXDCAREREREREREZFXDCAREREREREREZFXDCAREREREREREZFXUaFOQKAaNGggGzduHOpkEBERERERERFVGomJiRellJc7D6+wAaTGjRsjISEh1MkgIiIiIiIiIqo0hBCn3Q1nFTYiIiIiIiIiIvKKASQiIiIiIiIiIvKKASQioiApys/DxbNuS3sSERERERFVaBW2DSQionAz9ZvPkZ2Wig9HTUH12peFOjlEREREREFlNpuRnJyM4uLiUCeFgiAuLg6NGjVCdHS0oekZQCIiCpLstFQAwInE7bjtsSdDnBoiIiIiouBKTk5GrVq10LhxYwghQp0cKgUpJTIyMpCcnIwmTZoYmodV2IiIiIiIiIjIp+LiYtSvX5/Bo0pACIH69ev7VZqMASQiIiIiIiIiMoTBo8rD32PJABIREREREREREXnFNpCIiIiIiIiIyG/DO76OwpzsoC2v+mV18OHIyUFbHgUXSyARERERERERkd+CGTwyurzz58+jTZs2uOGGG3D33Xfj2WefxdGjRwEAQ4YMQVxcHHJyci4ts7AQ7dq1wz//+U/cdttteOihh5Cfnw8AqFmzpsOyx48fj08++cRnGu644w60adPGYdibb76JJk2a4F//+hduvPFGvPHGG0hOTgYAPPbYY1i2bJnD9EOGDMGHH34IALh48SKio6MxYsQIh2kaN26Ml19+Wfs9a9YsvPnmm9rvJUuWoFmzZrjllltw5513omvXrgCAXr16oWHDhrjjjju0f9nZ2T63yxcGkIiIiIiIiIgo7Ekp8eKLL+LRRx/F8ePHkZiYiB9++AFpaWkAgGnTpuGee+7BnDlztHl+/fVXXHnlldi3bx/279+PMWPGGO623p1Dhw7BarViw4YNKCgocBg3cOBA7NmzB0eOHMGdd96Jxx9/HCaTCW3btkV8fLzDtPHx8Wjbti0AYObMmbj//vsxbdo0l/UlJibi4MGDLsP379+PTz75BJMnT8bBgweRkJCAv//979r4zz77DLt379b+1alTJ+BtVjGARERERERERERhb82aNYiOjsYHH3ygDfvXv/6Fhx9+GMePH0d+fj769u3rEIhJTU1Fw4YNtd833XQTYmNjA07DtGnT0L59ezz11FOYP3++22mEEPjss89w1VVXYcmSJXjllVewaNEimEwmAMCpU6eQkpKChx9+WFvmoEGDcO7cOa3Ukqpr167o16+fyzoGDBiA7t274x//+AcAIDIyUivRVFYYQCIiIiIiIiKisLd//37cfffdbsfFx8ejTZs2ePjhh3HkyBGtVNLbb7+Nn376CQ888AC+/fZbHDt2TJunqKjIoZpXjx49fKZh+vTpaNOmDdq2beu2xJDeXXfdhcOHD6NevXq49957sWTJEi2tr732GoQQOHv2LFJTU3Hvvffitddew/Tp0x2W8dprr2Hnzp1ISkoyvC8A4JdfftG267HHHvO5XUYwgEREREREREREFdq0adPQpk0bRERE4OWXX8bMmTMBKO0VnThxAt26dUNmZibuueceHDp0CABQrVo1h2pevXv39rqOhIQENGjQANdddx2eeOIJ7Nq1C5mZmR6nl1Jqf+ursemrr02fPh2vvfYaAKBNmzYuQanIyEh069YNP/zwg1/7Q1+Fbc2aNX7N6wkDSEREREREREQU9m699VYkJia6DN+3bx+OHTuGJ598Eo0bN0Z8fLxDIKZmzZp46aWX8Mcff+D111/H4sWLA1r/tGnTcPjwYTRu3Bg33HADcnNzMXv2bI/T79q1CzfffDMAoFWrVli1ahV27tyJwsJCrfTQtGnTMH78eDRu3BgtW7bE3r17HUpJAUD79u2xfv16nD171ue+KEsMIBERERERERGR36pfVqdcl/f444+jpKQEI0eO1Ibt3bsXnTt3Rq9evXDq1CmtfaGUlBScPn0amzZtQlZWFgDAZDLh4MGDuP766/1Om81mw4wZM7Bv3z5tPfPnz3dbjU1KiaFDhyI1NRVPP/00ACWI9dhjj+Htt9/WSh8dPXoU+fn5OHfunLbMr7/+2mWZ0dHR+Oyzz/DLL79ow7p164b+/ftrPdDZbDaXXtyCLcrohEKISAAJAM5JKVsIIZoAiAdQH0AigPZSSpMQIhbARAB3A8gA0FpKecq+jK8BvAPACqCzlHKZffjTAH4FEAlgtJTyxyBtHxERERERERGVgQ9HTi7X9QkhMHfuXHz66af46aefEBcXh8aNG2Pt2rUYPny4w7Qvvvgi4uPjcfXVV+PDDz+ElBI2mw3PPfccXn75Zb/XvWHDBjRs2BDXXHONNuzf//43Dh48iNTUVABKUKdPnz4oLCzE/fffjzVr1iAmJkabvm3btlq6AKX00YsvvuiwnpdffhmtW7d2aY/pnXfeQd++fbXft99+O4YMGYK2bduisLAQQgi0aNFCG//LL79g8uRLx2fevHlo3Lix39utJ/R18rxOKMTnAJoBqG0PIM0AMEdKGS+EGAFgj5RyuBDiIwC3Syk/EEK0AfCilLK1EOIWANMA3AvgGgArAdxoX/xRAE8CSAawA0BbKaVrP3U6zZo1kwkJCX5vMBFRWRnUWrlhN/+gC2577MkQp4aIiIiIKLgOHTqkVcmiysHdMRVCJEopmzlPa6gKmxCiEYDnAIy2/xYAHgcwyz7JBAAv2P9uZf8N+/gn7NO3AhAvpSyRUp4EkAQlmHQvgCQp5QkppQlKqaZWxjaViIiIiIiIiIjKmtEqbEMA/A9ALfvv+gCypZQW++9kAA3tfzcEcBYApJQWIUSOffqGALbqlqmf56zT8PvcJUII0RFARwC47rrrDCadiIiIiIiIiMiYfv36ab24qV599VV07949RCkKDz4DSEKIFgAuSCkThRCPlnmKvJBSjgQwElCqsIUyLURERERERERVjZQSSiWjyqt79+5VIlhktEkjlZESSA8CaCmEeBZAHIDaUBq8riOEiLKXQmoE4Jx9+nMArgWQLISIAnAZlMa01eEq/TyehhMRERERERFRGIiLi0NGRgbq169f6YNIlZ2UEhkZGYiLizM8j88AkpTyawBfA4C9BNIXUsp2QoiZAF6B0mZRBwDz7bMssP/eYh+/WkophRALAEwVQgyG0oh2UwDbAQgATe29up0D0AbAfw1vARERERERERGVuUaNGiE5ORnp6emhTgoFQVxcHBo1amR4eqNtILnzJYB4IURfALsAjLEPHwNgkhAiCUAmlIAQpJQH7D23HQRgAfCxlNIKAEKITwAsAxAJYKyU8kAp0kVEREREREREQRYdHY0mTZqEOhkUIn4FkKSUawGstf99AkoPas7TFAN41cP8/QD0czN8MYDF/qSFiIiIiIiIiIjKR0SoE0BEREREREREROGNASQiIiIiIiIiIvKKASQiIiIiIiIiIvKKASQiIiIiIiIiIvKKASQiIiIiIiIiIvKKASQiIiIiIiIiIvKKASQiIiIiIiIiIvKKASQiIiIiIiIiIvKKASQiIiIiIiIiIvKKASQiIiIiIiIiIvKKASQiIiIiIiIiIvKKASQiIiIiIiIiIvLKZwBJCBEnhNguhNgjhDgghPjePryJEGKbECJJCDFdCBFjHx5r/51kH99Yt6yv7cOPCCGa64Y/bR+WJIT4qgy2k4iIiIiIiIiIAmSkBFIJgMellP8CcAeAp4UQ9wP4CcAvUsq/A8gC8I59+ncAZNmH/2KfDkKIWwC0AXArgKcB/CGEiBRCRAL4HcAzAG4B0NY+LRERERERERERhQGfASSpyLf/jLb/kwAeBzDLPnwCgBfsf7ey/4Z9/BNCCGEfHi+lLJFSngSQBOBe+78kKeUJKaUJQLx9WiIiIiIiIiIiCgOG2kCylxTaDeACgBUAjgPIllJa7JMkA2ho/7shgLMAYB+fA6C+frjTPJ6GExERERERERFRGDAUQJJSWqWUdwBoBKXE0D/KMlGeCCE6CiEShBAJ6enpoUgCkWFWiwV7ViyGzWYNdVKIiIiIiIiISsWvXtiklNkA1gB4AEAdIUSUfVQjAOfsf58DcC0A2MdfBiBDP9xpHk/D3a1/pJSymZSy2eWXX+5P0onKXeKieVg5+g8sGjow1EkhIiIiIiIiKhUjvbBdLoSoY/+7GoAnARyCEkh6xT5ZBwDz7X8vsP+GffxqKaW0D29j76WtCYCmALYD2AGgqb1XtxgoDW0vCMK2EYVUcX4eACBp25YQp4SIiIiIiIiodKJ8T4KrAUyw95YWAWCGlPIvIcRBAPFCiL4AdgEYY59+DIBJQogkAJlQAkKQUh4QQswAcBCABcDHUkorAAghPgGwDEAkgLFSygNB20IiIiIiIiIiIioVnwEkKeVeAHe6GX4CSntIzsOLAbzqYVn9APRzM3wxgMUG0lvlFGRnoUaduqFOBhERERERERFVYX61gUTl69i2zRjxfnsc3LAm1EkhIiIiIiIioiqMAaQwdu7IQQDA8pHDQpwSIiIiIiIiIqrKGEAKZ0IAAKTVFuKEEBERERERefbHe+2wduLoUCfDsEMb1mD1uD9DnQyiCoUBJCIiIiIiIiqVotwcJC6aF+pkGLb4t0HYtXQhLp45FeqkEFUYDCCFMWEvgURERERERETBl5+dFeokEFUYDCAREREREREREZFXDCAREREREREREZFXDCAREREREREREZFXDCCFMbaBVDnIUCeAqhxzSTGk5JlHRERERETBwwASkY7FZAp1EohKJS/zIoa+8Qo2TJsQ6qQQEREREVElwgBSOGMJpHKVeuwIfm3/EvavXRnqpBAFLPfCBQDAjvmzQpwSIiIiIiKqTBhAIrJLOXoIALBs+JDQJoSoNBh4JiKiKmL/mhXIy7wY6mQQEVUZUaFOAHnG10AiIiIiIldFeblYNuJXRMdVQ+cJM0OdHKrI2G4kkWE+SyAJIa4VQqwRQhwUQhwQQnSxD68nhFghhDhm/7+ufbgQQgwVQiQJIfYKIe7SLauDffpjQogOuuF3CyH22ecZKth6NIUAGx2mYAnlucS7JxERVQU2qxUAYC4uCnFKiIiqDiNV2CwAukopbwFwP4CPhRC3APgKwCopZVMAq+y/AeAZAE3t/zoCGA4oAScAPQHcB+BeAD3VoJN9mvd08z1d+k2rBPgmSER+432Dyt7CIT+xoXYiIiKiKsZnAElKmSql3Gn/Ow/AIQANAbQCoOYeJwB4wf53KwATpWIrgDpCiKsBNAewQkqZKaXMArACwNP2cbWllFul8tl+om5ZREREFGaObtmA7fNYZYSIwt+upQsxvOPrLGlORBQEfjWiLYRoDOBOANsAXCmlTLWPOg/gSvvfDQGc1c2WbB/mbXiym+Hu1t9RCJEghEhIT0/3J+kVEmvyEZG/eN+oes4e2ItBrVsg5diRUCeFqELIy7yIksLCUCeDysnqcX+iMCcbhzasCXVSiIgqPMMBJCFETQCzAXwqpczVj7OXHCrzsL6UcqSUspmUstnll19e1qsjIiIKe0e2bAAALBzcP8QpIaoYRn74JkZ3eifUyaByVpCdFeokEBFVeIYCSEKIaCjBoylSyjn2wWn26mew/3/BPvwcgGt1szeyD/M2vJGb4cS2TMrUkt8HI3HRvFAngyi4eNuogpSDzhIVRMYV5+eFOglEREQVjpFe2ASAMQAOSSkH60YtAKD2pNYBwHzd8DfsvbHdDyDHXtVtGYCnhBB17Y1nPwVgmX1crhDifvu63tAti6jMHFy/Gmsnjg51MoiISofVFomIiIioHEQZmOZBAO0B7BNC7LYP+wbAjwBmCCHeAXAawGv2cYsBPAsgCUAhgLcAQEqZKYToA2CHfbreUspM+98fARgPoBqAJfZ/FICSwgJYLRZUr31ZqJNCRCEgWASJiIiIiIjKgM8AkpRyIzxXinjCzfQSwMceljUWwFg3wxMA3OYrLeTb8I6vw2o24/NpCyAi/GojnYiCxUtPLxaTCckH96HxHXeXzbpZGoWIiIiIiMoAIwxhLJD3QKvZDADIy7gY5NQQUTCsHv8nZv/QE/vWLA91UqiSYMyQiHyxWa1YNHQgMpLP+p6YiIjIAwaQiFReSo1Q2TGXFOPCqROhTka5yUpR+gjYtWRhmSxfMJpQBfGYE5F3F04ex+FN6zCh2yehTgoREVVgDCCFM74IBsXOJQtwau+uUCeDPFg0dCAmfdkZF8+eCnVSgoahSCIiCkfSZg11EkJG8kMhEVGpMYBURUmbDUe3baoSD9M140didr/vfE/IgF1InDt8EACQuGhBiFNCVDGx1BkRERERlQcGkMJa2b0U7F6xGAsH/4DlI4eV2Toqivwse2eAYRpMK8zNwaYZkyFttlAnhaAEXzfPnILC3JxQJ4WowrBV4VIP7lw4dQKrxo6oEh9xiIiIKrILp07wea3DAFKFEPwTtsAeNDmwZkXQlw0oxYQDudByLpzHoNYtsH/dqjJIlXt/fvAGSgoLHYYNat0CVoul3NLgzarRf2Dr7HisHP1HqJNCAM4e3I8ts6ZhwhduO5sMPZZGqXq0Qx6emZvTe3fjl7atcGJXQqiTEjZm9v0Wu5f9hd3L/gp1UogqLL/zmXwBJCI/ndqzE5O+7Ix1k8aEOilhgwGkMBbK98Dci+nISD4T8PxTvvkMv/y3ld/zpSYdBQAs++OXgNcdiJ1L5rsM27NiSbmmwRNzSTEA4MyBvSFOScUmpcS6yWNx8ezpUi1HLUlRmJPtbWWlWkdpsDpT1SPCvBHtk7uVwNHioQNDnJLwk3ay6nQgQEQUtph3Qm76BRzcsCbUyQg7WedTAACJi+aFNiFhhAGkCqqksBBL/xiCksKCMln+qI/fwviuH8FsKglo/rQTSZA2G3IupPk1X8heft2871sC3PZgOZ64HeePHwtpGiqTguwsJCycE/IeaFgElqoc+3090OcJERFReUk+fADJB/eHOhnlbtp3X2DJb4O0tklJEe4f6UKBAaSw5vmETVw0DwfWrcTUb78wvLT0M6cwqHULHN683vA8OWnnDU/rjv/t9oTuIg231/p5A3pjyjefhToZlQ8DOFTZhPmXU5aKc8N+H+KuISIKL9N7fonp339V5doeVduEPblnZ4hTEmb4oHbBAFIFl3nurOFpkw8p0fRFYVyNIGTXKIMKlV64vMSGSzqo8uApReTo7IG9yMu4GOpklMqmGVOwbvK4UCejUmFOjzxy8x5gq2IBpEt4pegxj+WKAaQwVmYvmmUYLJFSYuWY4YEvIIRXadmtOTj7m/cvMoIBKqoKSgoLkeHHB5TwFfzrtSgvF9O+64bc9AtBX7YvZlMJBrVugdXjR5b7uvVm9P4Gozu9E9I0lNbW2dOQsHB22HToEZbYiLYm5eghnD24L9TJoMqg8l4mAWK+2hkDSBRURXm52LN8UcDzh7KeqfP9UkqJmX2/xcIhP4YkPRRcDKyUjdRjR3CSvWtVeqbiooDbMCqLa29Wv28x/vMPUZibE/Rll6ey2DcH169GytFDmNL986Av2xeTvUfTXUsWlPu6ndms1lAnISjYbp5nkm+6mmnfdcOM779mwDGoqub5FcytPrZjC+YN7BPEJZY/vj+4YgApnFWx89VcUowFg/uHZN2ebpZn9u3G0S0byzUtzqrm4+uS44nbcWLnjtIvKFgPgFJm5sv8ZaCcH3RTv+2KOT/2gqmosFzXW1lJKf3ufMDow2Ld5LEY1LpFQO06DOvwKkZ0bO/3fEDZZL7O23vsPFRRe4wph6CA154iy4iIYLaSKJSsZlPI1l3Zgp1GNsdqsVTCoF3wjuOCn/vheMI2HNuxJWjLLHdV7H3cCJ9PeiHEWCHEBSHEft2wekKIFUKIY/b/69qHCyHEUCFEkhBirxDiLt08HezTHxNCdNANv1sIsc8+z1DBMF9YMXo41K7mS3P4nNsrKMjOwoF1qwJeXqn5eHKYi4u17a7MyqqnP6PmDeiNuT99H9I0+K9yZaKMKMyp2CVBAmU2laC4ID9oy9u19C+M7vQOjiduMz6Tet/1cc9KWDgHAHB407qA0hZwkJCPdRcsOUH+GvXJ29i1dGGokxFUcwf0Ll2zB35fRrzuyA8GIkgj3m+PYW++Wg6JKUdlcJnknE8N/kINsFosyL2YXsqlMA/jzMinovEAnnYa9hWAVVLKpgBW2X8DwDMAmtr/dQQwHFACTgB6ArgPwL0AeqpBJ/s07+nmc15XlVVRug08tGENhr7xCs4e3O/2RUHabDi1OxFZ51OQfuaU4eXO/el7LP3jFxzZHNoSQJ4M7fAKfnurDQDAZrPCajGHOEXBd2zbZvz2Vmsc27HV7XhTcRFWjPwNJYVlX/okHL5sFWRnYXb/HqVahj9BVmmzIT8zI+B1SSmReuwIxnR5D8UFeQEvhzyb/NWn+P3tNrDZjFeXmfi/Ttg8a5rbcecOHwAArBj1h99pMZcYq2JWUlTk97JLoyp9F9o2byaGv9cuLO5XoeDrWKccPYyEv+aWU2oqrrSTxy/9sJ9LuekXsHrcnyFKUdk4kbi9VM0eVNXrLGxVsuNhJNBfnJ8Hq9lcCUshuZeadARJCX584LIL1bW6etwIjPr4LWSdTwl4GVUpD2OUzwCSlHI9gEynwa0ATLD/PQHAC7rhE6ViK4A6QoirATQHsEJKmSmlzAKwAsDT9nG1pZRbpXJmTdQti8JA7sULGNS6BfasXOJxmuOJ2wEAS4f/4jbotWvZIsz+oSfGdumIid0+gcVsLNCivjgnJXou9nhm/15cOHXC4/hf/vuCoXW5Y+RWZ7MqD4y5P/XGkHYvlm2XnyG4gZ3evwcAsGz4ELfjdy39C3tXLcXU77oaWt7RrRthLvZUasvHHi/twycID6/UY0dKvQyNgeO5be4M/PlhB6QcPWx4sTlp57W/N8ZPxIap45F9PhVL/xgSSCq9MhWXbyAiHKk9YZ47dMDwPOmnT2LLzCnuR9rPC6OXe2FuDo7oShR5vr6oPGycNgGFuTk4tn2zx2kKsrNQUmAv2SmM35eklDi5K8GvYGW583HiTvvuC6ybNAbnjx/zOI3VYjacT6is9EEVCclASZBU1N0opcSg1i0MldaqqNvojpQytO3cVaad6RfP2z21e1fMH9inwrQ/eMLeRufGaRMDXwjjRy4Crax+pZRSLYt2HsCV9r8bAtB3i5JsH+ZteLKb4W4JIToKIRKEEAnp6aUtjlYBhEHEMyNZOWwrR/3ueSJ7Oq0m9xm+3PTzDr+NlqhQq4e5m744Px9HtmzEzD7fYNKXnT0uQw3w+OI2c2bwwWGzWXFqdyIA4KT9/8rG5unLin0fZSb77g3p/PFjWPjLj5jW438BpaG0VT6MfDE5s38vBrVu4bGknNE0qKdOXuZFrB73p0Njrtq5ZuD8OrV3JwBg1bgRhtYLAPN/7qv9vX3eTO1vfWApGE7uSsCwDoEV27ZZrdgya1qlajcpWC943u76FpPJZZ/9NeQn5Gdd+sZz8ezpoKQjuEL/LAuEtNkw+etPcXjzer/nLcrN9ThO/9HDn9PmxM4dmPNjL/zSthWy0zxXB6gIwYaLXkojj/r4bfz6+ovll5gwJIQuey5l2L/ISimxacbkEPT8F977JVCn9u5ybCLBfvxLU1qrPAS7au7+tSsw/L12OLVnZ1CX646Ubj4A+7U5ledcNHK7cW52JOyFwTt1ZVLq1g7tJYfK5aqRUo6UUjaTUja7/PLLy2OV5S7QXm5cGLxO1Ie+x8UYuODUaZQTwd2p4LgMow38mezVLJIP7ncZt2jYQPwVxN7RjBZPlDYbju3Y4pBBP7HzUg9Uoez1xVxSjNk/9ERmyjmP0xQX5GNQ6xbYMHV8cFbqY7+d2b8H+9YsB3DpeKafdl9izNcDS9pKd5tZMXKYz2n229O68JcfSrUu1fI/h2HX0oVY7nbdfjzMSvPyYD9Gwf6iX5oM3ZEtG7B55hRM6e655JqUEscTt5VtqT77ejZMHY+M5DOlW04pz0+Nl2tq0pedMezN1xz2SV6G48eUqd92RZavtgbK+WW0IuTbTEWFLiV7LGYT0k4kYdGvA4K6Lm+7I+t8CnIvun8JL8i+FCic80Mvw+s7e2Avhrz+IgpysgzPE7AgnFsF2Uo6i/OD17ZYKL6W56ZfCLzahP4kkeHfZlbmubPYOjse4z7/sHxXHN67JSCZKecwu993iO/5pTYs3I9/WTm9dzcAYNmIoWW+rq2z43Fg3SqHTiz82e9hHuMNuYrwYcOTitKkTHkKNICUZq9+Bvv/am7nHIBrddM1sg/zNryRm+FV0tmD+zC0/ctI+GsuLp49Xbo6l35cp1tnx+Pk7kSvVcGMrdP1K5mEdOmVxWI2ozAnG2cP7PV7FRnJZzDlm8+8fr0MjLsd5jps94rFWPBzP6wcc6l9knBp++jM/j04tTsRk77s5HGagiwlY759/iy34/euWubXeeDrHJ3ZpzuWjxiK/MwMRJS6d57gP3yK8/ORfGi/y4tjsF5c1ICi+6pvEhfPnMLIj95yKEESbGqJlexS1P92pzTnvdUezFKrf7lzaONazBvQB0s9VJ8MlsKcbGyfPwvjv/i4VMtx+/UyAFpA3k1mKzNFKbB7/oTn6j8AsHvZX0FJS9AE8CyzGGxTIhiZUovZjGFvvoZFQxwDRQ6lQIJJtz+c98zYLh0x6uO3fS7Cn7bRts6ZDqvZjCXDBhueJ1DBfElQX95MxUWlWu7BDWsw/L12/jVMHwSjPnkbY7t0DKjKof7ZKiGDF6C2W/rHkKBWd1WPjyVYH0H9XK8fc3gdm3YiKeR5OvWZfUHXDpZ/xz+EL+oBrlpKiWPbNnu8VqQt+O0LOX+wTzl6GEv/+AVjP3tfnzDjC6zAARJXwd+WkAeQgvAh1pfMlHOO7ddVYoHmjhYAUHtS6wBgvm74G/be2O4HkGOv6rYMwFNCiLr2xrOfArDMPi5XCHG/vfe1N3TLqlLMphKtGtS6SWMw4YuPvT7EtsyaGtT1z/mhp9uqYIZKIOkCA0ZuEDarBfE9/4cZvb9BZqp/8cIN0ybg/PFjpWpY2C2D95V8e5HNfauW+T1voEx+NnhrMfnXhWthTraWkVwxcpjXKoGBys/MMNC9s/cd6e3UWjHqNxxy07NUytFDHr/mA0qAa3qvrzDtu272dSgrKctvDfpraseC2cjLSMe8Ab39WobNajVc2i3YLx6qsm6jRC0efXD96jJdj6aUmZvSZo786cnS5zH1sYzyf0Hy/4r69fUXMeoT34GUYFADmke3bdKGbYyfhJWjvVTdBrBq7AgMat3C7UvPhqnjkefhOeUQmCrH4ll5mRWsyoGUKMzJxrAOr/psPPp44nasHu9+mjP77G352UsxlHfPov4+wwEAzlXYgpDR0JemOLBuJWb2/bbUy1RVmEZmvezGzJRzmPz1p5g3sK/nicrI8cTtOLZNaTfN/b70r620iubwxrVYMLg/Fg0dWC7rO7hhDYa2fxnnDh90GadvssGv+FFlKiXmYVO8tV3ne5mh3T+lWbvR+9u4z97H5K+6+P0eVhH5DCAJIaYB2ALgJiFEshDiHQA/AnhSCHEMwH/svwFgMYATAJIAjALwEQBIKTMB9AGww/6vt30Y7NOMts9zHIDn1porsT/ff8OlVEhRXnB7TTq7/1KJH8MlHowEkLS/3F+e7i68rFSlNMSiIT8ZS0cZc1v+yF2zSIbn9iznQhr2rV5uePqUI64PuGAa3vF1jOnynqFpcy+mI3HRPO2376CQoqSoCCLCvwzmuSOHHEtDOR0QU3ERCnOyAQB7Vy7FYjcZj2nfdfP6Nf/CKeVLwfmko05jPKQ1CA9ALXMnhPa3v+1GjOnyHoYYbSPEz3z9+aSjGPnRmz6rfBxYu9K/BRsw6asuWP6n8pJXYV5I7KS0oTA3B1O++Ry56Wm+Z9A5sXMHhr7xCpIStl5qRFs3fmbfb/HHe+38SYzX0ZtneGjAu6z5ef0UGHlOBeGadHdv2jZ3Og6sW+V1PrWkl7vpSgoLMOeHnh5WqPvbj+SnnUgyPnGoGDweRl+21LyKr1J18wb0xq4lC92+EGrrtNlQkJ2F395qbWjd3ljMZhzb4bmDj9LS3/7Kqgmki2dOBjzvjoVzMKh1C1112lDdr4O3Y4rsz7xTBtqyNJcUY//alUEL1swb0BsLBvdXSl266804xAWQCrKzDH20cmjeYdcOwzUN1GqrR7eUT6/LSduVa9d3CWc/dmYZfawLBU9bsn3+TA9jjCwztPunPLOU+urmlZWRXtjaSimvllJGSykbSSnHSCkzpJRPSCmbSin/owaD7L2vfSylvEFK+U8pZYJuOWOllH+3/xunG54gpbzNPs8nsiKGzoPA6Bex44nbvJaoUDnvxozkMw69wgT15c85p+My2vNVa7S61PHEbTi6dWNYflnxN03Te32F5X8OxUm/25Bxvx+3zJ4W0IvF9vmzMKh1CwCXHt6q0/t2u51n3sA+WDtxNPasWOIlRa42TBvnEGwa9uarmN2/h+NETrsxvkc3h9JQzg+f8V0/wvCOr4e03alSkcbPHatTaZ/c9AuQNhuK8pUg88b4iVg3eUxQkrV51lTkZVx0G5AraxdOHvcruBqInAvnHUowTv76U8PzSimxZ8USt1U/pE3i4LpVOH/8KKZ++4VfaTq9dxcAYMnvg7VrSn9mnNm3W3u5cebu/urrvCpN73nLRw7DxP95ribrjj6JayeOwsZ4472h+GoUPByeCOr54Nxel6dndaDB0b0rlxqaztPy/V2v1WJxaMNH2mw+zy2j9zRP0x3auNbvZenlXPDeWYAaoA5UQXYWBrVugUlfdsaCn/th29wZLtMU5mQHoddL50aQghAodXpie1risR1bMO7zD7yWVFw/eSwApdo74D4IWx6M7BbHNm2CY92ksVg2fIjXNkQDYbNZ3V+nfhz/YFWnVpmKCjHi/fZY+It/7Y7O/fF7zOj9TVDTEixalUuDbbIaWmZYPI3cM5cUY+2kMY4Ns1c5gd+jKtoHzfJQRhX8KSjs56v+ljRvQB+M6WyktIjjjSzQNl18tQFhMZmQZa+GJqWHrmaNNlDt5QE5b0AfLPzlR6SVpvik97UbG+Ymjf7m69QXwdN+BpDUvZh2IsmhTZ3NM6Z4fAlWS+i4s23udIff+mDerL7fOvSwoG6i2vW01oCywWNbkJWFiIhI7bepqMj/Rpidvu7kXVQaD045esi/5RjhabOC/BBRz/mivFy3AUX1uvXYwLN9/m1zZyBh4Vy3VWncNUK9d9VSDGrdQqtCunfVUmSmJEPabFqgL8tLL0/BdGp3Iga1buHzxS9YRnd6F39+2EH7rQ8m6V803Dm9ZydWjv4dU79zDRDp71/OAVmjrGbd1+dS5UVLl5EtzMnGoNYtsGPBbJdx+1YtQ/ppf0suXLpuEhfNd/vS7cmELz4u8+Lgpa3mqR57T23LXVqPDYU52Y6ZUeF+3fvXrgy4qmGwPrSsmTAKY7t0xPnjSbBZrRjctiWWB6sxWw9JTE1y117cJaf27ERRnuce7nwpbdVbtQqH2n7bnhWLXaZZP2U8DqwL/CPd6vF/OpS4kjZZri+ny4YPQea5ZCT8Nc9l3LEdWxyu/0slVXVl0W02bJ45NWy6+R7d6R3dr+DsR7WEwaFgV7GW0sNHAeNBoWB/aDWXKG0FJRkqcRe+QRQ9rbkCH3k6v/ZlGH7gVu1cvACJf831I6BXBm0glXMJrYzks44fccqhDaSqhAGkECrMyca4zz/UGkZ15qnVd2PFSANL0x/vtXNY/mof3Ycv+W2QhwaCL3G5QZfiGvbUqGpBdhay0857ja6nnUjC+qnj3T8QJFx3mu7n6M7venmQ+LdBakYw0KDe5K8/xdRvu/o8Dw5vWofhHV/H0a2b3I53Dg46t32Ueuywz7T4E5X3Vd1N3S9n9u9121aHxwy0gTSkHHXclkGtW7g9Vy5lKjwl0uCxdpqupCDfTSDH8avykt9+dlmMzeq94UiXc9JN8twFMw6sVarcqD3TrRj5G8Z99gEGt22pHVPn88tqMZdJF807lywAgKD23pO4aB4GtW4Bq4/9l53mGLRyfNFwpWak3TXif+Fk4NWL9Of2pWvK87l2bPvmMm2oUe0ifv2UcT6mNKa0X+9+bf+S5+dMKUu82Mf6nyg3s6f4uGdunjUVwzu+jsxU3w3aLxs+xK+e1rxz3T5zcbHXDwyA0jEDAGycPkm7lvavXeF9TU77ed3ksTi4YY2b6fwvJWEuLsbs/j0wwY8G73314piUsNXr+GPbNjuUgguoMwjdLnEuxZWVeg5rJ452GLZryUKn2WVIqsfkpLkG9Rf83M+hBKJ6betLIJ3ZvxdbZk31q6SikQbz3Qrjl/YR77f3q7Slxm0JpNKnR+VvG2BGmyooD5tmTMGg1i1QUljodToppY8Apj2v52uFlSN+pJW0Op9k8CN8AK876adP4re323iuwm/fQftWLw/og6HFbMaS3wYh92K674kBjO/6oUMTFqU5PAwfuQqfu0IVdHjzBmSeO6s14OvCoWaY/6d+6rEjfj+8inJztCLJRpx0qivuPrMWvEvP04vIhC8+xpjO72Jaj/95nHdK98+xY/4sHNVV5fNGv8dz0s7jyJYNbqez+vl1XK2OVJovlIDS24m38yL50H4Anovs+3qpi4iMQp49eq9O6fxgMP5i6P6rmjsz+3yD0Z3edbMI/66Bswf3aX/nuClNs3VWvF/LWz91PBYM6u/XPKqC7Cytrr22H3RtIAFASWGhVprPqGyn7trdvZR5e0k0uamKpZbCkU4BpOUjhmLUJ28jx0f7PlJKrJ00xm311PzMDCz/c6jblwXnanqlsXaSUp1v11Lv7aaM6ezmPPPGyym8ZdY0nxmUw5vWadVGPS7fwHWSsHAOJn/VxeN4f58XJYWF2DRjCk7uSsD8Qf0cGvBNPXYk8K7Ig2jhkB+RdvK4yzWSeuyIoWL5c3/6XmmzxV0p0gBezvUfADwFQ6TVhiW/D9bO9+OJ2wE4tefjZdVn9u/BllnTUFwQvO7sVVO/7YrhHV/3WsopoCe30/5NWDgHS34b5GYyA/vcaRp1P3ot4ed0/Sx2s269FSN/w6ENazymZ8Hg/g4Bq0CCofoA8eC2LTH/577IOHcWg1q3wNhP30fionnYOtvL80j6XwLpwqkTLvdZd8tIPrjfpS0nf7qsVvN8+nlm9VMa5zbUhpnd/IF9DE/rsH5/XwvL8SW/IDvLpbSlqbgIg1q38Bycl47nWGFuDkoKC/3bTg/ncl7mRRzetA6/vdVa+3BjhK9zPvng/kv5hjLev4l/zQUAbJ/nvRTrjgWzMfy9dh4bfdbeVQx+2DTG87QH1q1y09Zm6ZzeuxuDWrdwaJfUE/UZ51zVVNpsOLRpndvS64W5OVg9/k9YTCZsmT0NJYUFXu/biYvno6QgH3MHXLqW9c+Xk7sTsGzEr1j+51CM/fR9d4vw6uSuHTi4YY1fHxD0jN66pZTYv2aF47ORJZBcMIAUBorzvTeWLa1WDG7zvH/do0qJqd92xba5M1yCPL7408OZQwkJ6f5m63zDUr9qukxnqMc399OoRdrTvbSppN740pKO4sx+54b9fFdh81R0f92k4LQ9EwgjX3FLCgt0pUl02+TjwRkRFYkTO3fY1yNxYtcObVzSji3KcTR4U83PzES6m1IbgO5BrkuazU2AwdNzy1Nmd/u8S439mdy8YBbkZrumX1uJgKm4CBvjJ6KksADm4mLs8FE9xRe1NzGHB7Dub5vF4vBQnfRVF62xeU/2rnJsE8Vw5k2rJuVa7VT97VwC6cQupUm7rbMdqz46L7OkoACJf81125vfqrEjsG/1ciT8NefS+gwkd1Cb5zH12y+QfT4V83/u69D9btrJ46498Nm3Ic9Ae3HOdi9fjBUjfwOgVB3cNGOyQ8PnRjkHLMzFxZ57mNHtBH2AEfDdq6Lbc8TPXPyGaROwdfY0zPmxF5K2b0HiornauKnfdsXYLh39Wp6LIOS9SgryMfmrLi4Zz2PbN2N6r698zn/Sfv66C2zqn1vLDLSRk3MhDb+/0+bS/OpLtNP5YS4pxsH1q10ahvcnwLd55hS3wUL/qrTY/9AlTy1VY7gqscEgm+E2kOzLk1Ji0/RJbkv1ud6bjG2zfr7Dbnrn1CsuyMfi3wb57HFPJXRVsQHHkjPzf+7n9sXIuf2y4wnbtEZ8VeePe365lH62op11PgWTvuyMIe1e8FnaZPr3X2HBz/18Trd31TK3pR6DVV3KXRXu9NMnHV5spc2GbXNneCy9XZyf77PNNH8iSLnpF2Aq8l7Sxdkv/33B64cm9VxwVz0YUM5x/X1k+Hvt8OcHb/gMch/RNT7t6ZiM/PBN7Rm0ZvxIr8tzTJPnde9YOAfTv/8Kozu9gzGd3yuzdkqdF2sq8f4+dGKnEqxfNXa4h+WpJZB8PJz8aXvKyzFa+scvmNL9c8PL8uXCqRNaoHbtxNEG5lADSI75/n1rlmPx0IFYPNS5BLzEukljsGvJQkz6qovXpjKc6Zu/GNLuUmcvqceOYP8apQSrkZo0NpvVMYhj373+XpPO8/tydOsmLBvxK2b16+F74iqMAaQw5nxjWzn6D8Pz6jPE/rZX4SniXpiTjcOb1mHqd19gkj1Dq8882awW18ZlpYTz20NARXrtfLXJpDq2fbNWAscxLUDyoQOY2cexHrB09xBx2g3mkmLdw/HS9GXxddgd5y8E548f09ok8mXPctd2Gny900VERl36ISXSTzmeR7N/6GlgKZe4+wqddvK44eLUHou8enip1wc3V45y/3LgLfMwrMOr2DZ3BkZ3egcrxxi/9gyT3jNmF5wy6+6rXgb2guVtnkBecgEg9ahr9R314Z+ddh6DWrfQ2lDwVXXGTSKReuww5vz0PZJ2bMXQ9i9royZ/1QWLhw50KY0FKPX+B7Vugf1+dBqwaswf2LtqKbLOp2BG72+wdXY8DqxfBavFjIunT3mdV382qcHXc4cPAABm9unuZfP0+9px///a/iXDaddzrm7orcMCi1OA1Z+ecNJOJPlslNufEg2e2HSlW51LcfnTiUBUTIzLMH3J2f1eGnE3m0pw9sBel3uRu6+3euq+V59f/l5b7trm8hRY9NgWoQf6l54Lp054Wa7ve8vyP4c6vLB5Kxmm7nNzcRG2zpmOCd0+8TjNpTQEVoXY66T2FxlfPe6pnD9i6e9lSTu2ICv1nEOAGwDi3ZSM9qda0PD32vlVCrBY14OvvqSLy3Wo20+Ji+d7XeaKkcPcBjK3zJqK5MMHPOYb004kYeq3XbHcHpTXcyhJ5nTMLp49jYn/64TFwy692J7Zvxcb4ydi4pedcHTbJuW61803rUc3TPjiY6UjCDfV4P016pO3MeGLT/DXkJ8w2mBpVZvV4tBhjb+kmzyzuaQY2brjfzxxu8O1IKXE2gnGA0IBJEr70zmIqDamDihVn9cZCma4WYXBCS6dZxKZKcnYt2Y5jm7b5HL9qteXzXLp3nzh1AntWaF+UPAdP3KfspLCAgzt8IpWqtQxbb6XaSoqDDwQAiAvw1g1Lm2dHj5yFGZnAwCObNng0F6QlJdKhasf4pQ8lpdtVL+z+ZUyzxYM6o8h7V70+Xw1yuhTQf2okqyrxcASSK4YQKpACvx56XJ6uPjDUxem8wb0waKhA5F69DAunDzustySwgKM++wDl2QE9bozuLAFg/p7/CrtvgFO6dIY86k9/pXc8mbPisWl/jKT7VQNa2af7l6/COjXl++mS0lfGdgzup7YJKRLcXibxaJ95QmU1Y8eMNZ4yCA5nxJrJ43B3lVLYbN6f+HJy8xweCka1LqFa9ARylfNgx4ayszLuOj2hcvTkT68aZ0uI+jfi15G8hkMat3Coei5zSYdXp4PrV/jczn71ixHypFLXV17+mrmbzsJK0b/DlNxETZMG68Nm92/JwAg7YSXevce9oG7hsOzPLQXBwDpZ095HLfMZ1e9rgqysrSXw9QjhzGzz7fYPHOK13ncBVIsZjOklF4bB1avAwFxqXCY1Yq5P33vd7oBJXg06pO3teoTx3ZscVsirDAn2/6yE/hNevLXn2Kartc5q8WiZVYLsrOwb/Vyt+3m+Hs/9NWWDaAEKqWUWDNhFDLsjRw7C6gNG7u1E0ZhRu9vHHoKA+BS3dOZTcu8qzPons8G9727L7bOGesjWzZicJvnHV7qfFHvgYU52Zj0ZWfM7Os+0Ol8vAa1buFQPSwr9Rz2rV6O4wnbtGHuAieqtOPHMKV7V5zau9tL2pwC5AbOAQBa75Qqb9XF1XUYrUJrqAqbUzqL8nIxd0Bv/Pb2pVJrrsvxvtwFg38wlD6b1Yqp33bVfqfaq82c2rvLJQ+ht2XmVO1Zon4UO7N/j6G2GucP7OvxPj7560+ReuwI9q1y7UFwxwLXUr3mkmJYzGbk26u/Hdl8qekA9YNE3sV0LBz8AyZ//anDeLVh8y0zp2L85x+5TY+aTF8dJqg9HuZevIAjWzYgJ+18UDp68HXb83RfnDugt/b3vAG9sWn6JO338YRt2v4C4PC3N+cOH/Q9kVOa1CCiWq3JmbtG5d1tk9lU4ldgwHkJAgKTvuyC5SOGYuHgH7D0j18cAtaXPjZfuhYnfdkZk7/+1OE+og+2+uPCqRMwFxdjnu64GA1c71r6F4a9+RqGvfmaz5I4u5ctwvHEbV6n8ST50H4t8KwdAy9J1LcXBOjbh/O3V09jzzRPtWNsNityL17QniXHdyj/B9qRgBY493F8pJRYP2Uc9q9x/YjE8JErBpDCmHP3kp4CO+pD1eNDw8+MunPJB5XzC5CxLoWloVJDWedTcGyb7682RurU7/TxJc1TGxhJOxwb0/TeOLg/X3htWDn6D8wf2Be/vm6sNIHR3kuMNmpcmJ2FKd0/d2h40FdG+PCm9drfUkq3X5PV7seBwBrBdEy/931q9lFkWZX411ysGPmbzwfzGV3aVeoXUaNHd+RHb2qBSiPtFy0aOlBbh8Vk8uslWg0A6IueXzxz0iGIuGKU61deZ85VMfXBJODSi6q02bRepQqys7SqtqbiIrcZP6vZjO3zZjrcF84eUKqKOldJdKzF57oPMpLPeAzaeZOZkmyoaDQA19KSTkp0JQtLigu1kkTebJnlmqFeNfoPDGn3gtf59tlLvVhMJVqUoSgvVyvF5C818LUxfiKK8vOw4Od+LtNIKTHnx++xYFD/Ur8YXTx7GoNat8D5pKMY0u4Fe+lE4K8hP2H5n0O1lzX9sXEu0WKzWbF0+BCPPQ76Ch4sGNwfYzq/i1VjR2Dn4vke20lwf/83FphQqwuqxfBVNpuEtNkcgidOKwDgqQStrhSIl7Ys3JX+WDdprMOLsLuG+A9vXq9dh+5KgqnHpMT+NTzlyCGHr+qXNsF1vx3SNY7tLgCjL/WWnXbeIQ9xcMNqnE86goWDL1X3mfzNZw6lal3OEd35s3DIT9g+3301oPGeGuT3cbt1/rjkrlc9m8FzxdmJxO0O9xTnIJev53Guj4CHyrnjgPRTJ3Bg3SrM7ved5yq0dgl/zcWyEb9qv3MunMfkbz71uc6SgnxDzzLnj6DO1QEBYOgbr7h8iNTW4+ajxqYZk91O66l0h5QSCX/NxehO7zhsqzN3z1KLyX2QMfngfq/tcs3/ua8+AR6nU9PnrrSfc95329wZWjV95xK9k7/qgsTFC7B9/iyv97b4np4DvA5pcrOM0Z3eweYZ3j+oaPO72Z6h7V/GiI7tteCI7xd06fSfdGnWQ/8xT/1Aai5x/cBn1d1HfHVU4u542axWt22feroG9PfB9DOncGTzpby1r2f8qrHDMW9AYO2DTe/1FcZ26QizqURr79K5zTuPNU6yswJol9JeXd/ku01CwLGqm97mGVMdgllmPz40q9x9QFLvsdvmzcTZg/uUKq+6qtNHt25yqVpalJeLuT99jwJ7SS0geNV2KzoGkMKYsQCNUpXIZrPizw/e0Ibpz+9AMzy+GGkzQEppKHQ7oetHparaprdmwiiv4901qLxn+SK/1uHpoZx67Ah22ntQOeUUoDieuM0lKOiO1WLB8PfauR3n7QXDoVFXm83h/Dm1dxfOJx3F2omX9o2vDKu+qL7NYkHCwjleplYCHNJmwy//fQHLDHb1rM/QSvi4MXscdSmdG3Vf5XxmDLzwFVzQU9uu0Ld9sWrMHz579MpKPef2XBzUugVWjXXt/dBdYMTfXtHcVYNw7tZVfww2TB2PvMyLGPF+e23Y0S0bMKbze26W7lpKTWX1EtQ57SaQd8RAFarMlHMOVZkKc3Mw7rMPsHDIjz7nBYChHV7xOl5fbfH0Htc0GpWdluoxqJWfmeHSC6c/1fucq8q488c7bd0On9jtE61kmNFeTXxR23hQj6m37tadAxIZZ8/gwNqVbqsyAb4zbeoHCPVe7ukebSoq1jL0BdlZOLFrh0vpU0+iY2PdDj+wbiWmf/+1x/m0tNvvqfpgfIQuqOStLQt3bcjtXDxfe9n2VGXHV9Ag81yySzV3h6/qdke3eb4mcy9e8FnqYUzndzG1e1ev06QdP+YQOC7Ky3M4jvrr6OiWDdgwdZzLPUfA83nn65lwZv9ezOz7LcZ3/QhpJ49jw9Tx2rjpvb7CwQ1rDOVTivI9n/cqlzb1/CyqXZiTjcFtW2pt/gzv+Dpm9+/htq0qtddNXw5vWucSHHXXE5szo9UmFwzqhz0rlmi/PeVBctPTXD6YmoqLHKqzGeHueXR0ywat3UrnbQ3U9O+/whinduL0+yNpx1acO3wAxxO3+6xadyJxu8vHTE82TJvgcdzaCSOxYep4n226DWrdwme+1N2x9dqQvcsC3C+vKC8X8wb08frRx2OvpO5ON935pM6XlXoOu5c55u/9qepvNpVgY/xEh2ft7B96ah9JjNB/EHYuCewuLdJmM/whzIiRH77p+R3Hw2V75oD7tmq90ZfmNFKFVL/tUkot73N6n2N+a/fSv5QPp34EbvSlotUgmbq+jdMmYMb3X2Pspx0xodsn2vFxVy3w0Ma1OLFzB9ZPvVQV+Ng29z1bVzVRviehcHd2/1780raV01BdEfkyCiAZMf7zD/G3u+/1Os3cn74PvAvXIPG3uo4n2+crX4RSjhz02qC3qjA3B0IIVKtVWxu2ZdZUj9N7e8FY+scv2t/ODYeqDaM7vCj6qMrhb3AiI/kMtsyOh81qwf41y3H132/0a/6Lp0/6eEAomdRlw3/FbY/9Rxuqz4Rum3OpgWdPvW8Y4U/VOsB9Ri7nQprPYvKeGvx06KXJC3/PW1ORYxWrTDdfabKdgkwmN93luj03pPRYLdL5xc3Xu9K2uR4a6tZxfpnItpcOcW6cNlD6zgR8dXQQqD8/7OAyzJ97ob4tKD0jL3O+G5stvYgoz1kM5zSqL/3SZvP4ZTIQVovZoWTQ2omjcO7wAbz1ywiPJR3cGd7xdVS/rI7bcbnpF7zeL/MupmPf6uVaO2F5uvtwIL166VktZhzasMZjb2MRERFeX0Y2z5yCzTOn4O1fPbehUpSXozUs7+z3t9uUWTuAk7/qgtjqNbTf7ko+Tu/1JV7436XGTgtzPQdvTMVFHjvxAJT7qVp127nEV/Kh/W6rOAPK8a99+RXa77MH9rmdzht/zoLcixewYNAPkDYbJnzxMe5+7kUU5mTj1J6dbvdRoFU//GJgFSlHDiHlyCE0uvk2pBw75PK1X//M1n8sy8u8iPjvjJWW0RvS7gV8Ps2xtzHngD0AbJo+Cce2b8GT77kPXqu8PQfMxUUO+S7nPEF8zy+NJNkhHxcMJ3clwGIyee2MIWHBHNz/chuX4af27kKNy+ogtkYNh+H+dLQDqC/ukU6/L7GYzVjno9ptUW4uBrd5HhFR0QBcS9LYFwxACQTr269ZNXY46jW89tJk+nciN6Xg9PatXo5tc2fgzP69+G9fJc+hb95Bz1xchCk/fo8n3vkQV93Q1O363L2PzfmxF2595Anc9MDDAJSeGgHg06nzvKbNWUlhATZNn4yH272JbXMu9VIXSP7FocSb7uakD26qz/DV4/9EVso5h+dj9vlU1KrXwOs69OfB3pVLsHL0H3jl234u7wGpxw4j9dhhZLlp59ITfd4430N+Qs1zHN26CXc89Swi3eRX1LyDvhS9kfxJVSikxABSJaXPnFstFodej8rbCTfF4R3GB1hNIxScX649ObJlg++JAK2k0f0vt8H9L7VBSUG+S7evgfBWNFsVjIZtnaWfufQl20h1Kod5T5/0XlpOAoPbPA/AsU2LS/W0g8ffrz/6Ht/CmXNpH7ftNzkdA6ONvUq4b18mI/ksCrKyXCf2wsj+v3DKsaqtrxJy6adP+t0jpTdZ51M8ZiRLIxhXpb64tTHBz+04N3Ttskanlwh9I+PuGqwN5ENIZso5bJg6ziHTm2Z/Sd23ynNj2e4U5mT73/i7ncVk0npic+GhZ1F/pBxzbcBe5av3pksTOk63auwI7YNDhlOwUZ+/KOtOJPQvAkt+H+wyPvXYEYcSu/pStm55ydn7uod4cmrPTtz+n6cDmldVUmy8QV3ntkr0vSa6u3cWeigtEsxSDoc2+m5/T3Xx7Gm3vdpO+eYzt9OP/PDNQJPlMx+SlXoOW+0fnvZ7aSsLUKp8Pdi6PYrz87R7iv500pf2M9pr66k9Ow3l17zx9cFgeq8vvX5Q2zRjMu56rhVi4qphz4rFqFmvPuo3uh6z+30HAHhryJ8O07v78OHNyjHDYbNY8MzHSglV53t58iHHgGvOhTRcdsWVMJtKHEo6SSkh7QHSfauWuaxH3Q/OneQ4D3Ms1ej9g42aR0o9dhiZKedQ75qGHqdNTTqK88ePYso3n+HTqfMQae+IxvlZV5BzaZssZhNO7krAyV0JuOmBhx3yZEuGXfoocOHUCVzR+G8e1316726tV7b9a5b7bPJh04zJyE2/YKypAA+n1+5li9D8g87YZa914auwgMtidcfh5G6l4ep1k0Yjz0OA8uQu13dFKSVsVgsio6Kxevyf2LVkoRI0FsLlXp99PtVtzRmrxYLt82chOi7OZZy7Dw6GqrBVgQgSq7BVUvqIs5RWw0ViyTvv7SIFbuvseIx4/3Wf3bYbZaQUg7+9OBjh0HNbALzdmE0eMtgVJXgTDvRVMozy2K6LEyklMpJdSzSN7/qhS+PTwXi0+htQmPi/TgFtvydju3T0q2dMw4LQ60C+nz0QBfNF0qih7V/GsR1bHNpl09ITpBKp4z573+XZp5bQ2LVsYVDWUVp7Vy51acvDX85VNPQcXl7s59avb7iWXHOuxrZ72V9aupxLSamB/PLmrqfHYDLSjp07EZHeSzEYcXb/3lIvA1DyEs7clboBjF/3vtqVBODXh69g9apkxD4vvSoCjlXPvfXAqNo0fZJD6aj8LP9K4+hJKTG7fw+/S/Q407ep48xcXGyoNPYYe9B+5eg/MG9AH4fATaCBc9X+1ctxcP1q7Zmt9nKlcn6WT/76U1gtFgxt/7LWfpunaY2O07Po2vZx15aRnv5ZNO6z972W5NLnX6d8/RlGd3oH6yaPRVaK431FXy10xZ+OAc69usbmzx25VLV60pedveaP1eAR4Lu90EGtW2Dr7HjD7Ux66k1z/5rlDmnSFxbIy7zosJ/d2bdqOXIvpju8r6SfPoliL1Xfne1e9heGtHsRGSnJWiDr6LZNbgM46adPOlShVZ3euxMbpo7HajdNR7iTfT4V23TvHSd3J+L3d9p6bb+vMmIJpEpK3/uJc/frFDi/6n37qTg/X6ubX1aCVVXPk9JWx/D24LBayv8llxy7gfZKSiTtMFp9rPJ/nalISvsCEyh3jXuXNfWl2VsDod66nw82abNh04wpeOT1t31PXErZ51ORcyENFjcvGAt/8dZ2GPug8ebI1o245d+Pl3o5wzu+XuoGWvW9dAaLr3Yl/eW2+lEFVZomIty1NeYvXyU9jd7LCnNyPFe5N1qK0dc68vJQlJPl0ii0c4+5xfl5HpsR8HZ9GD0Ws/t+63siu11LHT80/Nrec0c4+rukGpD3VarR+fjoS4w6NwR/aP0aNH3gQaweOwLX3Hiz1+WWF08lUJcMG+SzHd/00ycx6uO38Pd7H4C/eUKL2YycC+exepxSOm71mOHaOE9VjT0uy2AHPSq1p8Hql9XB3+5shjn29rAW/vqTNk0VKIDEAFJV4Bztp/DlravvYPD3RlneJrrpalxVVu3QUPnzp5HyqubkroRQJ6HKG/up8baRgiEr5ZzPr7XBYDGVeOydzivGj7w6tTvRbbVLf5W2pEdFkZse/NLPFVG4Nd+g/4Cnr7YarDZKR3Rshxe6fecy/ORu12fegkH9XYb5MqHbJ4Y+YrrrkCAYgtE7V2R0tPa3cwBpyR+DYbNZsX/NiqA1AF9a7qoSqs4d8t1zLaC0W+lv9bf4Ht0celBL1q3LW4lcdwLtaGq5U9XT07p37apQAilsqrAJIZ4WQhwRQiQJIb4KdXqIyH+lrQpTpOutwpmnbnmJiILJ3yqApXU8cRuWumnfpywEUroq3D88hIO8IPVkWBVsmWms+3cqX4t0DfHr244qLgxeO2fzBrp2Se8uCHE6gPYFi/PzvPb8Wdb87SXQnU0+enkMVm/VwRKsZgGK8/z7QJx2IskhsFmaXpfPHTYW6PJLFSiBFBYBJCFEJIDfATwD4BYAbYUQt4Q2VWUvCE1dEIUVdm9JROQ/ox0vEBGVhSwPbWX95bV6KwXL9vmzfHZKUJbNaIRSytFDvieqQEzFRb4nquDCIoAE4F4ASVLKE1JKE4B4AM790lc6pak7TURERERERBVbMDv5oND6a0jlD7qGSxtIDQHou+9JBnCf80RCiI4AOtp/5gshyrbBmHJQu1rsv2rHxYXLcSCqsgpKTKgRGxPqZBBVebwWicIDr0Wi0ON1WPF0/H1cYqjTECTXuxtYoQIXUsqRAEaGOh3BJIRIyCksbhbqdBBVdUKIhMyCQl6LRCHGa5EoPPBaJAo9XocUbsKlCts5ANfqfjeyDyMiIiIiIiIiohALlwDSDgBNhRBNhBAxANoAWBDiNBEREREREREREcKkCpuU0iKE+ATAMgCRAMZKKcugX72wVKmq5BFVYLwWicIDr0Wi8MBrkSj0eB1SWBFSylCngYiIiIiIiIiIwli4VGEjIiIiIiIiIqIwxQASERERERERERF5xQASERERERERERF5xQASERERERERERF5xQASERERERERERF5xQASERERERERERF5xQASERERERERERF5xQASERERERERERF5xQASERERERERERF5xQASERERERERERF5xQASERERERERERF5xQASERERERERERF5xQASERERERERERF5xQASERERERERERF5xQASERERERERERF5FRXqBASqQYMGsnHjxqFOBhERERERERFRpZGYmHhRSnm58/AKG0Bq3LgxEhISQp0MIiIiIiIiIqJKQwhx2t3woFVhE0KMFUJcEELs9zBeCCGGCiGShBB7hRB36cZ1EEIcs//rEKw0ERERERERERFR6QWzDaTxAJ72Mv4ZAE3t/zoCGA4AQoh6AHoCuA/AvQB6CiHqBjFdRERERERERERUCkGrwialXC+EaOxlklYAJkopJYCtQog6QoirATwKYIWUMhMAhBAroASipgUrbeHMmmuCJbsYIioCtnwzoq+qAWm1IbJWDKTJCkRFQBZbYSs0I6JmNCwZxRDREYisGQ1ECNgKLYBNwlZogbTaEFE9GpG1YyCiIiAtNojoCJjO5SvDIiNgvlCIyNoxsBVZEFFNOfwRMZGwmawAgMia0bBklSCyRjSsBWaImEhE1oiC+UIhYhrVguViEURcFCJiI+3DaippkACkhLTYIM02RNSKgTWrWFlHZASs2cWIqBYNabEBAhCREYisFQNrngmRtWNgySqGiI5EVN1YWC4WwVZoQUSNaETWiYXlQiEQISCiI5S0mm2ATUKarRCxUYiIiUBEjWhYc0qU7bZJiOhIwGqDNd+MqPpxsGQqaZElVkReFgsRKWA+X6DMl29G9JXVYc0xQcREQFokYJOIqBkNa0YRYq6tDVuxBQAgS6xAhIA1uwQiNlJJh0U5XiIuErZiK6Iui4U5vRAQArYCE6KvqgFIwFZsQWStGNgKzIiqX03b57DYYCuxQkRFQMRGQpZYlX0YFwmbSTmGssQKW4kyvRCAqBYFWWyBrdiqHM8CMyKqRUHEREKarMp+BmArsCCiVjRs+WZE1IpBZG3lvLLmmiAiBUSUsu8AKMc2OgLWHBMQAYjoSG2fq/tfxETAklGMiNhIZZ7MYmWZNiCyVrSyXPXcixDKsgVgzTHBVmxBVJ1YiLgoSIsNUZfFwlZsgTmtUNmvkQKRtWMAq4Q1pwQSUPaJUIar2wwhlP0VKRBRPQrW7BJlv8RGIvry6jBfLFKOtT0N1uwSRNSyn/OxkbDmliCiRjSEELCZrNrwqPrVYMksVo59rRjYCs2ATULERUEIwJxeBCGAiFoxyrQZRYioHg1boRnWnBJEX1Ed0mKDrdCCyMtiYc03IeqyWETUioHlQiGseSZEVItC1OXVYMksAaRy3cZcUwO2Yiuk1QZZYtWOYUTNGNjyTco1GhcFa4HZnm7AmlOCiOrRyrlhlbAVmhF9RXWYzuUDAGKuqwVbkQWwSFjsabPmmWArtCD6iuqwlViUc6x6NGwFZkAq2yyLLIAAIqpFA5ECIlLAklGs3BtqRcNWYtWuo4haMZBmG2CVENERsGQVI7JmDKRN2q8VC0RUBCyZxYi6orqyTdWjYUkvRGTNGCXtUkJERihpEEBk3ThYs4oReVkspFm5l0iTco4DgLXAjMhaMcp1Z1XWY80pUdJkkxBRETCfy0fU5dWUc7tmNCABabZBRArtehFREcqxzzMp16bJioi4KEizcp1F1ohGRM0YSLMV0mRT7gslVkTVr6asM8+knBv2e6dy/zYhomYMYLEBURHK8S0wAxECkMq91ZRSgOgrq0NERcCaZ4KIiVTOyZwS5bibrco9wmSF5WIRpEXa791COc75ZkReFgNbsVW5j0ZFABLK9lttyjbozgcRFQFbsUXZV1YbpEU5VpCA+UIhIqor93KbyQZZojwT1O21FVkQEac8I0R0hHK+2O8V1lwTECGUe06UgC3fDCmByNoxyrVrtmn3FmtWsf0eKCFtUkm7xQZbsXKPj6oTC0uOcq1YsoqVe6DJCmG/59hK7Pe4YmXfiAgBabYp50KNaFiyiyFNyv0yoloUTKkFiLm2FqyZxco9t06c9myyFSnnZPRVNWArNCvbGhupPO/yTbDmmpTrHsq9Jfry6koaCs2w5Ji0dVhzSiDt9ykRHYHoK2tAWiVEhHKu2Uw2RMQqx1NER0LapHLvkkBk3VhtH0izDZH14pR02Y9L5GXK/dySUQxIqaQfgCWjCDENa0JabLDmKM9NaVHOa0RGKPem6tGwFVtgzS5BZL04mM8XIKpeHCJio5RzVkrt+S2tNmV4TgkQFQFzinLdRNaMgbTar+tqUUreosgCi3rPiRRKvqC28vwWgHKviFDSYc1R7scR1aJgK7JAWpTzJiI6AjazTble1WdKlPINM6J6FCChXE/5JljzTIi6vBqseWZE1lS2CVYJREUo22a/rm1mG6Lqx8GWb1bOm2KLsi9jIpV7k01qzxURGaE842IigMgIQE1XXCSkVK4lc2qBsrwCM2xFFkTViwMi7c+QmjGIiImEJatYe+5E1YuDJasEIkpAWiRkiQXSJhHVoDpsRRbl/hIB5XeBsi2IVKaNvCxGeXZFCOX5XT0KsErlHhsbqeSpooSSl7Ffg5aMYogIZT/Bfp8VURGwFirnj4gSyjMk0v6szi5BZM0Y5d5aKwaWjCL7fTEGIkbZXhETCREllOe+lIi6vLp2/GSxRXmmV1PSZskqhrTvc2m+lE+1FpiV+1B1+/0iQijHuealczSyVoyyrJhI2IosyvbnmpR7ik1qx00IKHkEs3JPiqpfTcubRFSLgjXXBGmTyjMx34SYa2vBlmeGrcSiPYtETKSWp5E25R6q5f/qxAE2CUt2MWx5JmX5OSUQQiCiVrSSb6kWpVyjEUI5pwotEDER2rGAlNo2R14Wo+xz9XkjBMwp+cq9MTYK1twSRNWJhTTZgCgBabIhqkE1SHveQ0RHICI2EiI6ErYSKywXCpV7gT3/FFlDyWNIm1S2P6vE/uy89B4hopVnaFQD5flkPl+gXE9RyrUKoeQhbPlm5b5bK8b+7JD2vDtgzS1B9JU1YC0wATYAAkq+sYZyzlpzSi7dxy1SOXYxEYiqXw3SJmHJLNaeO9Z8s7I/4iJhTitUzqsGyjNZfWeJrBMLc1qh8m5jfw5Y881Kvq5mjPK8MtuUZ5f9/LWVWB3yfBBKnjyqXhxMqQWIrB2rXdeQUrmHRgrlHIyK0M4PRNqfXRECFvt1bM0pUd4F7NsIG5TnVYEZIiYCUXWVe4E5peDSuZhdotyHrcr7CCKEljeUZptyTOrFIaKWPf+SVaw9+20FFkTWiVXuybGRkMXKtkmzTclzRirXsjXPhKgrqmvH2pZvUu73UQKwKvk2y8UiQNjP2zyTdn1F1omDLc+kPOerRyt5FQHYTDZluP15ar5QiKg6scr1WmJR8pr2vI2ax4WEsi/s7ymRl8XAklkCWWzP72aXIKpBNdiKzMr7QI0o7fmmvReYrQCEdl5ac01K/ifPBGmyKu+YmUp+U8lDCOU5IYTyLMozIbJOrPY+pOY3lGdItHJNlVgBq0T0VTVgySpGVL04mC8UKud5hEBUnVjluWS1wZZnz08VWhBRW7m/W/Psee7YSCUv0bCmct4WmJV02fNREMr+iL6yBmxFZkAILV8YUT0a0dfUgBAClVl5toHUEMBZ3e9k+zBPwys9a64Jqf23hToZFAL129+MjEmHQp2MkLrsuSbIWXQyqMus+9qNyJpxNKjLLK2Y62vDdDo31Mkgu8jLYnD11/chpcdmv+et/XRj1HqoIVL7VYz7dqMfH0ZKry2hTkbQ1LjvKtR9sSlS+mxRXsgCFHNdLZjO5Gm/az/dGLlLT7mdttGPDyOl99aA1+Wv2k9ej9wVbpsc8OmKz+9G+rBdSvDEgPpv3YqMcQccBwoomW0AsU3roORYttt5RbUoJeCsE3VFdeWDj7+iBGCRiPnbZTCdyPF//tKIVF7Eqv2zAYr2XSy31UZdXg2W9KJyW5+zGg9cjYItqR7HRzVQAjfhLvqaGjCnFBiePu6Weig+mFmGKfLNZd9HCjTq9xBSero+k/y5H1S/+wpYs0tQcrz8rqFaj18LERlhKI0iJsLQfTuiRrT2wu4sVNdN1OXVUOP+q5Gz8ITX6aIb1oTZ/iEvmNSPy4Fq2P8hn3keb/f7QEXWjYU1qySoy6wIaj7SCHWeaRLqZJSpYFZhK3NCiI5CiAQhREJ6enqok1Nq1tyqd1GRImdZYC8IlUmwg0cAkLfhXNCXWVoMHoUXa44p4Hlzl57SSvdR+SvYdh4AShU8AuAQPALgMXgUCrmrzgQ8b86iE4aDRwBQtNdNPkpXssHby4Rz8AhAYMEjALAoKy334BGglGwCyjV4BCCkwSMAKNiR5nV8RQgeAfAreAQg5MEjAK6BO6t0PyHgVzC5MPFCuQaPACBv9VkUHcwwNK3R+7an4BEQuuvGkl5kKLhSFsEjAKUKHgHQSup4E+zgEYAqGTwCgPx1yaFOQpkrzwDSOQDX6n43sg/zNNyFlHKklLKZlLLZ5Ze79ChHVGFIk2vmm4LAXLqHLBFRSNk8v0yW6bxEREREBpRnAGkBgDfsvbHdDyBHSpkKYBmAp4QQde2NZz9lH0ZUiVXuurFERERERJWCZICeSBW0NpCEENOgNIjdQAiRDKVntWgAkFKOALAYwLMAkgAUAnjLPi5TCNEHwA77onqrDWoTEfmDz3cqc4z9EhERUUXBvDEFWTB7YWvrY7wE8LGHcWMBjA1WWojCHl9CiSomZsSIiIiqlkreqxaRPypUI9pElQYfRGWDL/dEREREFEws4k6kYQCJKBQYPyobfMATERERERGVCQaQiKjSqKpdhlL5seV77mI43Fgyi0OdhKArPsImEj2xXCgMdRKIqIopq67rw03xkaxQJyFg5tSCUCeBKhkGkIhCgAWQiCqmzNlHQ50Ew/K3poY6CUF3cdyBUCchbFlzTKFOAhERhZmMSQdDnQSqZBhAIgoFRpCIKiRpsoU6CYZJszXUSaAwZs1lwIkoHKT9tivUSSAiMowBJCIiIqPYzhZVEiXHskOdBAoZ3sfCiTm5alQDI6LKgQEkolBgL2xEFRPfu4iIiIioimIAiSgUGD8iIiKikGAmhIiIAsMAEhERkVEsgUREFR5vZEREFBgGkIhCgl//iCoiyTaQiIiIiKiKYgCJKBQYPyIKGQaBiKhK4y2QiIgCxABSKLEh5aqLh54oZM59vTHwmSvQi1fBltRQJ6HCy9t4LtRJIAo+awW6kRERUVhhACmU+BWciKiC4X27KslbczbUSSAiIiIKGwwgEYUCS58RVUyMH1UxPOBEREREKgaQiIiIiIiIiIjIKwaQiIiIjGKBlCqGpUWJiIiIVAwgERERERERERGRV0ELIAkhnhZCHBFCJAkhvnIz/hchxG77v6NCiGzdOKtu3IJgpYmIiCiYJDs/ICIiIqIqKioYCxFCRAL4HcCTAJIB7BBCLJBSHlSnkVJ+ppu+E4A7dYsoklLeEYy0VChsSJmIqGJh/IiIiIiIqqhglUC6F0CSlPKElNIEIB5AKy/TtwUwLUjrrrj4JbvKsqQWhDoJRBQAabaGOglERERERCERrABSQwBndb+T7cNcCCGuB9AEwGrd4DghRIIQYqsQ4gVPKxFCdLRPl5Cenh6EZBMRERlnyzOHOglERERERCERika02wCYJaXUf8a9XkrZDMB/AQwRQtzgbkYp5UgpZTMpZbPLL7+8PNJatliFjYiIyLCI6kGpeU9EREREAQhWAOkcgGt1vxvZh7nTBk7V16SU5+z/nwCwFo7tI1VerMJGRERERERERBVAsAJIOwA0FUI0EULEQAkSufSmJoT4B4C6ALbohtUVQsTa/24A4EEAB53nJSIioqqN312IiIiIQicoZcGllBYhxCcAlgGIBDBWSnlACNEbQIKUUg0mtQEQLx37Qb4ZwJ9CCBuUgNaP+t7bKjVWYSMiIjLOYgt1CoiIiIiqrKA1JiClXAxgsdOwHk6/e7mZbzOAfwYrHURERFQ5sQQSERERUeiEohFtIiIiogAwgkREREQUKgwgERERERERERGRVwwgERERERERERGRVwwghRIbcyAiIgpfkezsgoiIiEjFABIRERGRO+z1jYiIiEjDAFIoCX7ZJCIiIiIiIqLwxwASERERERERERF5xQASERERVQxsOpCIiIgoZKJCnYBgMpvNSE5ORnFxcaiTYoi02GBtWTPUyaAgicy2oea2QkSUhDolRERERERERMFVqQJIycnJqFWrFho3bgxRAdoXspmssFwoDHUyKAiklMiqn4NMXEDt9TymREREREREVLlUqipsxcXFqF+/foUIHlHlIoRA3eqXwVqnUl1SRERERERERAAqWQAJAINHFDI894iIiIiIiKiyqnQBJCIiIiIiIiIiCq5K1QaSs5S+W2HLNwdteRE1o3HNt/cHbXlERERERERERBVBpS6BFMzgkdHlRUZG4o477sBtt92GV199FYWFhTh16hRuu+02h+l69eqFQYMHAQDe/ewD3Ph//8Q9zR9Es6f+D6s3rtWm27ErAU+8/DRue+Qu3Pv0Q/ig2ycoLCrExBlT0OXbrg7LfPLVZ5G4Z6f2e8+BvYi9tjaWrVnhMN2PQwfijifuxd1PPoB7mj+I7bt2aPPf9shduKf5g7in+YNo8357AMCR48fw5KvP4p7mD+L2x5rhwy87e9z+dVs24PJbGmnLeLptSwBAn8H90aTZTbin+YP41+P3YPq8mdo8+u2/p/mDeOSF/2jj5i/9C3c/+QD++ejduPOJ+zBn0TyP23vq7Gnc+cR9btNxT/MHsWrDGgBA7LW18b/e32jzDR4xFH0G99d+T541FXc+cR/u+s/9uPfphzB4xFD0+Kk3vunfQ5vmdPIZ3PTg7cjOyfa4L4iIiIiIiIgqi0pdAikUqlWrht27dwMA2rVrhxEjRuCll17yOd+P3fvgpedewNrN6/HRl51xcMNupKVfwH8/7IBJv4/F/XcrgZE5i+YhLz/fUFqmz5+FB+95ADMWzELzx54EAGxN3IbFq5Zi2+INiI2NxcXMDJhMJm2eCUNH4+5/3eWwnM97dEOndz9Gy+bPAQD2Hzrgdb0P3vsA5o2f6TK807sf4/MPOuPYySQ88OwjeOm5FxAdHe2w/Xp7D+7DV327Y/HU+WhyXWOcPHMKz7RticbXXo+7br/T5/Z7SkdsbCzmLV2I/33SFQ3q1XcYt3TNcgwbMxyLpszDNVddjZKSEkyePQ0fdngP9zz9INq/2g43N70JXXt+iV5fdEedy+r4TAcRERERERFRRVepSyCF2sMPP4ykpCS/5rn/rnuRcj4VADBiwki8/kpbLXgEAC899wKuvPwKn8uRUmL2onkYNXg4Vq1fg+LiYgDA+QtpqF+vPmJjYwEADerVxzVXXe11WecvpKHR1ddov2+7+Va/tslZ0yZ/R/Vq1ZDlo/TOL38OxZeffIEm1zUGADS5rjG+7PQFhowcVqr1R0VG4d3/vomho353GTfwt8H48du+2j6JjY3FO/99E9WqVcPAnj/g02+7YsnqZcgryEfbF1uXKh1EROQnGeoEEBEREVVdQQsgCSGeFkIcEUIkCSG+cjP+TSFEuhBit/3fu7pxHYQQx+z/OgQrTaFksViwZMkS/POf//RrvmVrV2olfQ4cOYQ7/+m5pM2shXMcqmgl7t2ljduSsA2Nr70eNzT+G/79wENYsnoZAOA//34cySnncOu/70Snbz7D+i0bHZbZofO72vK+6vstAKDzux+jeZvn8Xz7l/DrqN98VtvatH2Ltowfhw50Gb9r3278vfENuKLB5dqwr/p9p83TodM7AICDRw/jrtvvcJj37tvvxKFjR7yu31067mn+II6fOqGN+6DDe4ifNwM5uTkO8xw4chB3/fMOuPPM481R57I6ePezDzC032BDaSAiIiIiIiKqDIJShU0IEQngdwBPAkgGsEMIsUBKedBp0ulSyk+c5q0HoCeAZlC+LSba580KRtrKW1FREe644w4ASgmkd955B6mpqW6n1Xf7/lW/7/DdT9/jXGoK1s9faWhdrzz/En7tO0j7/eSrz2p/T58/E6+1fBkA8GrLVzBl9jS8+Gwr1KxRE1sXr8fG7ZuxbvN6vP7xm+j71fd447V2ANxXYevQ+nU8+cgTWL52JRYuX4TRU8YhYdlmrRSTM09Vx4aN/h0TZ07GsRNJmDN2usM4d1XYfNHvP3fDPKUDAGrXqo12L7fB72NHIC6umuF1ftDhPRQVF+GmG5r6lVYiIqqAXB8zRERERFVWsEog3QsgSUp5QkppAhAPoJXBeZsDWCGlzLQHjVYAeDpI6Sp3ahtIu3fvxrBhwxATE4P69esjK8sxHpaZmYn6DRpov3/s3gcH1u9Cv2++R8cvPgYA3HLjP7Br3y74y2q1Yt6SBeg/5Cfc+MBt+LxHNyxfuxJ5+XkAlIa+H3ngYfTo2h1D+vyMuUvm+1zmNVddjTfbtMfssfGIiozCgSPOsUHfOr37MXav2o74Pyfjg26faNXqPLm56U3YuXe3w7Cde3fjbnv7R/Xq1nOoBpeVneXSppHX9LzzEcZPn4TCogJt2C033oyd+3Z7nCciIgIREaz5SUQUErbyrcNmK7CU6/qIiIiIwlmw3oQbAjir+51sH+bsZSHEXiHELCHEtX7OCyFERyFEghAiIT093WeiImpGG0q8UYEur2bNmrj66quxevVqAErwaOnSpXjo/x50mfajN9+HzWbD8rUr8eGb72PyrGlaL2kAMG/JAqSlX/C6vtUb1+K2f9yK49sP4eiW/Ti29QBefLYl5i9diCPHj+HYyUvtMu05sBfXNbzWy9KAZWtWwGxWeqA7fyENmdmZuOaqa7zO483zTz2Lu26/E5NmTfU63Wfvd8aA3wfh1NnTAJRe1oaN+QOffdAFAPDvBx7CtLnTIaXyQjFp1lQ88n8PG05Hvbr18HKLFzE+fpI2rNsnn+Prft/h/IU0AIDJZMLYaRP82j4iIiIiIiKiyqY8e2FbCGCalLJECPE+gAkAHvdnAVLKkQBGAkCzZs18foa85tv7A0lnmZg4cSI+/vhjfP755wCAnj174oYbboDlQqHDdEIIfN25GwaN+BXL4hdi0u9j8VWfb3EhIx0RERF46L4H8dSj/3G3Cs2M+bPQ6unnHYa98EwrjJw0GrfceDM+69EN2bk5iIqMwg2N/4Y/fhqqTdeh87uoZq/SVb9efSydtgAr169G115fIi42DgDwQ/c+uOqKK0u1P7p/+iXe6PQO3vnvmwCUKnw/6NpL2rRwDf516+3o/01vvPRWa5SYSnA6+QyWT1+kVR97979v4UjSUTR76v8ghMDdt9+Jvl/1urQMextIqq87d3OpJvdpx04YPn6k9vuZx5vjQno6nmnbEhISAgIdWrcv1bYSERERERERVXRCLb1RqoUI8QCAXlLK5vbfXwOAlPIHD9NHAsiUUl4mhGgL4FEp5fv2cX8CWCulnOZtnc2aNZMJCQkOww4dOoSbb7651NtTXmwmq0sAiTzr/kNP7NiVgL8mz0VMTEyok+PWkTNJqLsgP9TJICIiIiIionLW6EfjNWLCmRAiUUrZzHl4sEog7QDQVAjRBMA5AG0A/NcpAVdLKdXWpFsCOGT/exmA/kKIuvbfTwH4Okjpokqk39ffhzoJRERERERERFVSUAJIUkqLEOITKMGgSABjpZQHhBC9ASRIKRcA6CyEaAnAAiATwJv2eTOFEH2gBKEAoLeUMjMY6aKys3ztSnT/oafDsMbXXo+Zo723a0REREREREREFU/Q2kCSUi4GsNhpWA/d31/DQ8kiKeVYAGODlA633btTcD316H98tsVU1QSjOigRERERERFROKpU/ZHHxcUhIyODL/JU7qSUyCrMQWS2LdRJISIiIiIiIgq68uyFrcw1atQIycnJSE9PD3VSDJEWG6x5plAng4IkMtuGmtvYKDoRERERERFVPpUqgBQdHY0mTZqEOhmGmc7l48KUXaFOBhERERERERGRV5WqChsREREREREREQUfA0hEREREREREROQVA0hEREREREREROQVA0hEREREREREROQVA0hEREREREREROQVA0hEREREREREROQVA0hEREREREREROQVA0hEREREREREROQVA0hEREREREREROQVA0hEREREREREROQVA0hEREREREREROQVA0hEREREREREROQVA0hERERERERERORV0AJIQoinhRBHhBBJQoiv3Iz/XAhxUAixVwixSghxvW6cVQix2/5vQbDSREREREREREREpRcVjIUIISIB/A7gSQDJAHYIIRZIKQ/qJtsFoJmUslAI8SGAAQBa28cVSSnvCEZaiIiIiIiIiIgouIJVAuleAElSyhNSShOAeACt9BNIKddIKQvtP7cCaBSkdRMRERERERERURkKVgCpIYCzut/J9mGevANgie53nBAiQQixVQjxgqeZhBAd7dMlpKenlyrBRERERERERERkTFCqsPlDCPE6gGYAHtENvl5KeU4I8TcAq4UQ+6SUx53nlVKOBDASAJo1aybLJcFERERERERERFVcsEognQNwre53I/swB0KI/wDoDqCllLJEHS6lPGf//wSAtQDuDFK6iIiIiIiIiIiolIIVQNoBoKkQookQIgZAGwAOvakJIe4E8CeU4NEF3fC6QohY+98NADwIQN/4NhERERERERERhVBQqrBJKS1CiE8ALAMQCWCslPKAEKI3gAQp5QIAAwHUBDBTCAEAZ6SULQHcDOBPIYQNSkDrR6fe24iIiIiIiIiIKISC1gaSlHIxgMVOw3ro/v6Ph/k2A/hnsNJBRERERERERETBFawqbEREREREREREVEkxgERERERERERERF4xgBRCJSdyQp0EIiIiIiIiIiKfGEAKIVuhOdRJICIiIiIiIiLyiQGkUBKhTgARERERERERkW8MIBERERERERERkVcMIIWSYBEkIiIiIiIiIgp/DCCFEONHRERERERERFQRMIAUSowgEREREREREVEFwAASERERERERERF5xQBSKLEAEhERERERERFVAAwghRKrsBERERERERFRBcAAUigxfkREREREREREFQADSERERERERERE5BUDSCEkWIWNiIiIiIiIiCoABpBCifEjIiIiIiIiIqoAGEAKJQaQiIiIiIiIiKgCCFoASQjxtBDiiBAiSQjxlZvxsUKI6fbx24QQjXXjvrYPPyKEaB6sNIU/RpCIiIiIiIiIKPwFJYAkhIgE8DuAZwDcAqCtEOIWp8neAZAlpfw7gF8A/GSf9xYAbQDcCuBpAH/Yl1f5MX5ERERERERERBVAsEog3QsgSUp5QkppAhAPoJXTNK0ATLD/PQvAE0JpRboVgHgpZYmU8iSAJPvyKj22oU1EREREREREFUFUkJbTEMBZ3e9kAPd5mkZKaRFC5ACobx++1Wnehu5WIoToCKCj/We+EOJI6ZMeWg1rX3l3vep1gr5cKaUEAOHU1ZuUUqrD9H+XJ09pq2hCtf88YXpKJ7MwG2VxLfpS1vupoh2HcGBkn1WV/ep2OyXKtARtqK5FInLEa9GLMr4PVhVBe5ZK6fHLfDg9rwNJi3odVpb3p6pg309HEkOdhiC53t3AYAWQyoWUciSAkaFORzAJIRKSc843C3U6iKo6XotE4YHXIlF44LVIFHq8DincBKsK2zkA1+p+N7IPczuNECIKwGUAMgzOS0REREREREREIRKsANIOAE2FEE2EEDFQGsVe4DTNAgAd7H+/AmC1vSjeAgBt7L20NQHQFMD2IKWLiIiIiIiIiIhKKShV2OxtGn0CYBmASABjpZQHhBC9ASRIKRcAGANgkhAiCUAmlCAT7NPNAHAQgAXAx1JKazDSVUFUqip5RBUYr0Wi8MBrkSg88FokCj1ehxRWhL09LiIiIiIiIiIiIreCVYWNiIiIiIiIiIgqKQaQiIiIiIiIiIjIKwaQiIiIiIiIiIjIKwaQiIiIiIiIiIjIKwaQiIiIiIiIiIjIKwaQiIiIiIiIiIjIKwaQiIiIiIiIiIjIKwaQiIiIiIiIiIjIKwaQiIiIiIiIiIjIKwaQiIiIiIiIiIjIKwaQiIiIiIiIiIjIKwaQiIiIiIiIiIjIKwaQiIiIiIiIiIjIKwaQiIiIiIiIiIjIKwaQiIiIiIiIiIjIKwaQiIiIiIiIiIjIq6hQJyBQDRo0kI0bNw51MoiIiIiIiIiIKo3ExMSLUsrLnYdX2ABS48aNkZCQEOpkEBERERERERFVGkKI0+6GB60KmxBirBDighBiv4fxQggxVAiRJITYK4S4SzeugxDimP1fh2CliYiIiIiIiIiISi+YbSCNB/C0l/HPAGhq/9cRwHAAEELUA9ATwH0A7gXQUwhRN4jpqvCklJBSlst6wnl5wWAkTeGYbl88nSPqsGBtk5QSNpvN6/hgrq8yC2QflcV+Lcv7S3ndu5zXGQ7pCHf6/RGqfePtXlJWvG1rKM+RcD9HS5O+cN4uIqJg4v2OqoKgVWGTUq4XQjT2MkkrABOlcmVtFULUEUJcDeBRACuklJkAIIRYASUQNS1YaQtXRUVF+OmnnwAAvXr1cjvNpEmTcPz4cVx//fV46623HMYtW7YMW7ZscZmnZ8+e+P777/HAAw/g1ltvxejRo1G3bl1kZWVp07z22muYMWMGHn74YWzYsAEAUK1aNVx77bU4evQoGjdujFOnTgEArr/+epw+fRr33HMPduzYgf/7v/9DSkoKCgsL8dFHH2H58uXYvHkzAOD999/H1Vdfjb1792LOnDkO6brrrrvQsmVLbXsjIiJ8vkCo6YiMjITVagUAxMXFobi42GG6t956C9dff732Oy8vD4MGDQIAPPTQQ4iOjsaaNWsQHR2Nzp07Izo6Gj/++COeeeYZ3HfffViyZAkSEhJwzTXX4OzZswCAK664AllZWbj55pshpcS+ffsQFxeHmJgY5ObmavtaCIGUlBSMHDkSAPD8889j4cKFWlruuOMOXHvttVi4cCH+97//oXr16i7bqR7/t99+G2PHjkW9evWQmZmJL774Avn5+RgxYgQA4KOPPsIVV1zhcL787W9/w4kTJwAAl19+ORo1aoRdu3Zp4x9//HFs2LABZrMZDz30EJo1a4YhQ4Y4rN/5/FDdfPPNqFatGg4cOICvvvoKs2bNwoEDB1CjRg1069YNW7duxdKlSwEA9913Hw4dOoS77roL69evh81mw/PPP4+7774bCxcuRGJiIgDguuuuw9tvv+1ynADg1Vdfxa233oq5c+diz549eP311xEdHY1x48YBAG688UYcPXpUm/6DDz7AzJkzcdlll+GNN94AAIwbNw7FxcV48cUXMWLECHTo0AFNmjSB2WxGv379AAC33347mjRpgvnz52vL6tKlC4YNG6adkx07dsTIkSO1c2vQoEHIy8tDTEwMbr/9do9VaDt16oR9+/Zh7dq1uPvuu3HTTTdh6tSpbqfVU8/1Jk2a4OTJk/joo48QFxeHwYMH48UXX8TcuXMBAO3bt8ekSZPw7rvv4uDBg9i8eTNq1aqFvLw8CCEgpYQQAg0bNkSDBg1w+PBhdOrUCQMHDgQAvP7669i0aRNOnjzpsP5HH30Ujz76KBYvXozExER8++23EEIgOTkZo0ePxjvvvINq1arht99+Q7t27bBlyxacOHEC9evXR6dOnfDzzz8jPz8fN954I+6++25Mm+b7Fv7UU0/h1KlT2jFVryejFixYgAMHDqCkpAQA0K5dO0yZMgW33XYbUlNTUbt2bXTo0AHff/+9No96Hzp58iQmTJiADz74AFdddRWOHj2qHSf1vgAAhYWFGDBgAACgTZs2+Mc//oFp06YhLS0Nn376qdf0ff/997jjjjvQqlUr9OnTB1arVbu2VXfeeSd27dqF2rVrIzc3F4888ggee+wx7Rrv1asX0tLSMHz4cLzxxhuYN28eatWqhXPnzrmsr0ePHujduzcAaNeeavv27Vi8eDEaNWqE5ORkAMr9Ijs7G2az2W369dPq78Gqpk2b4tSpUzCbzbjtttvQqlUr9OvXTzuHVU8++SRWrFiBxx9/HP/+978d7l/qdr/++uuYPHmy9mzSU+f/z3/+g4ceeshh3NKlS7F161a88MIL2LFjBwDgvffeAwDtOGVnZ+PWW2/FgQMHAACff/45ateu7bCc8ePHa8+8m2++Ga1bt9bG/fjjjyguLsbVV1+N2267DStWrED37t21+8lVV12F22+/HcuXL9fmqVatGho2bIikpCQ8+uijWLt2rbbuwYMHa9M988wzWLJkCQBACIGXX34Zs2bN0sZ/8cUXGDRoEKSUeOSRR7Bu3Tp069YNNWrUcDlewKVnSc+ePTFu3DiYTCZ88MEHAICLFy9q12/Tpk1x/vx57R45YcIEh/kBIDMzE0OHDkWbNm0QHx+vDa9Vqxa6du3qcv9Wrz8AaNmyJRYsWOA2jQDw7LPP4t5778WwYcMc7t/q+h944AFs2bIFLVu2xF13aQXW0bdvX9hsNu0+3bhxY7z55pva+KysLPz666947rnnsGjRIrz44ov417/+5bDsl19+Gf/85z/dpqu4uBg//vgjnn76adx///34448/UK1aNbz11luYN28ejhw5gqKiIgBAdHQ0nnvuOcybN89hGW+88QaioqIwduxY1KlTB9nZ2dq4f/zjH2jTpo32e9asWTh16hQ+/fRT9O3bFwDc5vfcpQ0Ajh8/jkmTJuGjjz7C1KlT0aBBA9x4441YvHgxAKBt27a46aabsHTpUmzfvh3fffcdhBDIzc3VzkP9uayeY57yVC+88ALq1KmD8ePH44YbbkD79u0dzjkhBIYOHYq6deuiffv2DulPTU3Fn3/+qT2TVTabTbtvPfDAA2jevLk2LjExEQsXLsSXX36JatWqaXm1Dz/8EL/99hvatm2Lv//97+jTp482zzXXXIOOHTtqv3/66Sf87W9/w6uvvuqyT9V8gbt7iyfO573q3XffRaNGjQwtIxArV67Exo0b0aNHD0REeP7+L6XE999/jwcffBBPPvmky3j1Gnnttddwyy23aMPVZ5Tz/XH9+vVYvXq1tt6MjAwMGzZMex4Cl87Nhx56CBs3bsQrr7yCuLg4TJ48Wcu3AnA5DwOhPpOfe+453HPPPdrx0F/rFosFffv2xWOPPYZHHnkEvXr1wv3334+nn75UzmHnzp1YsGAB/ve//2H37t1Yvny5Q/7UG/Wc/+abbxATE6MNv3DhAv744w80bNhQew55oj6TAeDDDz/ElVde6XFa/X3Imf6+cN111znkW8vDtm3bsGTJEpd9YVTv3r1x++2344UXXtCGebqH+OKcr6OyU55tIDUEcFb3O9k+zNNwF0KIjlBKL+G6664rm1SWI/0L+/nz592e7MePHwcAnD59GsXFxYiLi9PGuQseAdAywfrxzsGBjRs3AoAWPAKUgJb6IqcuQ103AC1zrgaLAOXhq/89Y8YMdOnSxW3adu7cqQWQAGNfn9V06F9cnINHgBI00Gd8z58/r/2tbqua3nXr1mkvVkuWLMF9992Hbdu2AYAWPAKUBwEA7N2712Hd+vUfOnQIt9xyCw4fPqwN0wePAGD37t3aPlyxYgVatWrlcXvVTLr6grl06VLtwQsAs2fPxocffugwjxo8AoD09HSkp6c7jF+9erX298aNG90+pNwFj9TtU505c0Z7ASsoKMD58+e1lyIA2j7UD1u4cCHuvvtuLXikLkelP04AMHPmTNx6663Ys2cPAGDy5MkOL8H64BEATJ8+HVlZWcjIyNCGqftaPSbTpk3DN99843Dc9u7di5SUFIdlLViwwOGc1M//1VdfIS8vDwBgMpm8tr82Z84c7eU+MTFRm88X9VxXX7xnzpyJJ554AgC04BGgZCIB5VzJz88HAG0d+hJgycnJ2su/etwAZZ+6s3btWjz66KPYvn07ACApKQlNmzbV5o2Pj8e///1vAMo+UfdVRkYGCgoKtLQcPXrU8Bc4/Qs3cOl6Mmrnzp0Ov9esWQMA2L9/v5Y2d/O0bNlSO8emT5+OLl26OJyj6n0BgEOwJz4+Hr169cKRI0cAALm5uS6BCD0pJXbt2oVWrVpp9zD98gBowV41KL1u3To89thj2nibzYZjx44BUPa72WzWpnWmDxyr155q/fr1AKCdEwBc7hXO9NM6B48AaOkClH2uvqw4BydXrFgBQLkXqeeQSt0W9SV85syZLutR51+5cqXLS97WrVsd5tdTjxPgeA2sW7cOzz//vMO0+mee/r4HXHrmpKamas8Fdb2Ach9zPteKioqQlJQEwPGeOH36dIfp1OARoJwvzs+PxYsXa9fTunXrACgfj1566SXnzXVw7Ngx7V5rs9kQERGh5SemTZuGHj16aPtHH+xVpwUu7RPnNOfl5eHixYsu57L6MgQAixYt8pq+xYsX495770VGRobb61TNQyxYsMAhgGSxWBym0x834NL9X13/3LlztZdK1ezZsz0GkHJycgAoz977779fO96A8izXM5vNDnkoVXx8PO644w4AcAgeAXDIKwCX7lX6a03dBl9pAy5d8zNnzkR2djays7MdnqvTp09Hjx49tPP16NGjuOmmmxyef/ptUM+x+Ph4fPnll9rwtLQ0AMp1ph4P9XzSb9vNN9+MzMxMl3MDuHQ9xsfH4+uvv9aG658XW7ZscQggqWlbsWIFWrZsqeUz1P/j4+Px1VdfOazH+dleVFSEAwcOuA0gFRQUAHB/b/FE3RfOpk+fjq5duxpaRiDUvOyBAwc8nr/Apf25adMmtwEk9b4wY8YMh3yzeo+fMGECOnXqpA1X85A7duzAfffd53Bf6NmzJ4BLeUg1jbNmzdKe5fp8q/N5GAj1frFo0SLcc889SE1NBXDpWjebzTh9+rR2Hh06dMjhb5XZbEbz5s1x6NAhREREuJ3GE3Xaffv2OXwULi4uNrwcm82mTXv69Gm314zqzjvv9LhMq9WK5s2bQ0qJtLQ0NG/eHKmpqSgsLPS5HcEgpUTz5s2xf/9+VKtWze/51XNUv2333HOPyzAjCgsL0bx5c5w+fdrjew25FxcXh0aNGiE6OtrQ9BWqEW0p5UgAIwGgWbNmlaqMoHOmyB2jxf1NJlPQluWL84tied2wSkPNMASDuq+NvjD72j/OwTHn6dUvn6HgfF5ZLJaQF9U1sj+MXA+A675Wt81dwLK0aSrNctR7hT/rcffy74vzftPvB+f7RyDLd0ctSRQoI/dRZ/4eX71gbbdRnkoKqUqzLaGmHrvyuKeowc7SCPQ697Vu52vA3XqMrFu/HOd96nz96q91d6UC3B0Td+ei/noI9bMhlEwmk9/bH8i9S8/TOeHtWKvc5Uuc7yVGtsfX/Vs9t/y5z6vrdU6jev6F03lWXvmz0j4nfVEDlc68nRPejoO786sstyE5ORm1a9dGtWrVIITANddcowUVr7nmGm26tLQ0WK1WxMbGOqRHP40n6vJiY2NRv359bXheXp72Qc/Xcs6fP69dnxEREV5LzLhLv8psNmsfg2rWrKk9Y4xsRzCo21G9enXUqVPH7/ndbZu37fUmKysLRUVFPvcnOZJSIiMjA8nJyQ6lQ70JZhtIvpwDcK3udyP7ME/DyUk4PSgpMDyGjkq7P8K1PRO9cElHWQqXbSyLdqVCvW3BbL+srIV6X4VSVd52Kh8V/RzzVGXJyHY5z1vR90UoBVp1LJhKc/x8zVtcXIx69eqFxXZWJbwmKy4hBOrXr+/XR8jyDCAtAPCGvTe2+wHkSClTASwD8JQQoq698eyn7MMoCHhBly0+oIjC5z4TLukgqqh4DVE4Yl4r9CrSvYHnC5F//L1mglaFTQgxDUqD2A2EEMlQelaLBgAp5QgAiwE8CyAJQCGAt+zjMoUQfQDssC+qt9qgNjmqSDfvqsLfC64iP9TK4vyryPvDqHC4bsMhDeWhMp6joV6/PypSWoOtKm87BZ++LSpVWZ1j5fV8KE36necNRQ+ORESkCGYvbG19jJcAPvYwbiyAscFKS2UVLt1+h9P6AhHMNPqbIaoI+6eyct73vo6dOn0oXwzD4aXUSBrC5bwOl3QEU0XapoqUVqJw5i6AVNEF83nGe03gwiFfUZ4GDhwY1LZPa9SogXbt2nmdJiUlBR9++CEOHjwIm82GFi1aYODAgdi8eTMee+wxLFiwQGso+o033sBHH32El156CY8++ihSU1O1xqj//ve/a71yTp48GWPHKq/KtWvXxuDBg7WG31955RWkpaWhRo0asFqt6NKlCzp27IjIyEiHBtfnzZuHxo0bu6R37dq1aNWqFZo0aYKSkhK0adMGPXv2xPjx45GQkIDffvtNm/bRRx/Fzz//jGbNmqFx48ZaW1N169bF1KlTtd7fJk6ciAEDBkAIgaioKLRr1w5ffPEF3nzzTbRo0QKvvPKKtsymTZs6HKNRo0bhhx9+QFpaGi677DIASlta7733Hvbu3QspJerUqYOlS5eiZs2a2nZarVbYbDa88MIL6NevH/766y989913sNlsMJvN6NKlC95//323x6xXr14YNWoULr/8cgDA008/jR9//FE7Jmov3KNGjdI6SWjcuDFq1aqFyMhIAMC///1vDB06FFJK9OvXDxMmTIAQAldffTWGDRuG22+/HYBjW1UAHPazczrU47N7927t3FE7AWnRogW++OILPProozCbzfjuu+8we/Zs1KpVC7GxsejRowf69euH7t2745lnngGgdLgwZswYrQftQFWoRrSrOj4wK66q9sCuypyv03C4boNx/kkpPW5LOGwj4F86grVPiMKR0QZug7H8yiRUz+pwfG74qyzTzDaQjPO1bwI9x/3d5+V1LflaTzCDR0aWJ6XEe++9h86dO2P+/PmwWq3o2LEjunfvjueeew6NGjVCv3793PYcCgBTpkxBs2bNHIatWLECkydPxsaNG9GgQQPs3LkTL7zwArZv36414v3bb7/hwQcfdAhMVKtWzaX3SE8efvhh/PXXXygoKMAdd9zh0lOpJ7NmzULdunUxZMgQ9O3bF6NGjcKSJUswZMgQLF++HNdccw1KSkowceJEQ8sDgPnz5+Nf//oX5syZg7feegsA8Ouvv+LKK6/Evn37ACi9Oqo9hqnbqW9E22w2o2PHjti+fTsaNWqEkpISl147nX322Wf44osvXIarx2TcuHHo1q2b1jMsoPT+26BBA4fpf//9d2zevBl79uxB9erVsXz5crRs2RIHDhxAjRo1fG6/p3So5467Y/Pdd98hNTUV+/fvR2xsLNLS0rBu3TqMGDECr776Kh577DFYLBZ88803pQ4eAeXbBhJ5kZKSgjNnzmgn99mzZ126tk1LS8OWLVuQlJSkdeXti74Lej3n7tODxWKxlLo3kUDt27cvoF6R1G50A3Hy5Enk5ub63dVkoKxWq9YFa0Xh7Zj46lUKuNRFfWmVV6apMrwIhJvDhw8batwv0H29b98+w/PqezHyVo3CW5e8vujvJ4WFhVqGyV9SSuzfv7/c7snl+fJdXFzs0G28P8qit1Aj97Jgyc/Pd+kpqaSkxOG8Kc0xz87Oxt69e5GYmBjwMowI9rNMPd/Lk3M+TWUkHRcvXtT+PnHihMM49d6Sn5+PY8eOlSKFxnsidXbo0CGtdypfL15GeLo/uNu+/fv3O1xTeXl5SE5O1n7r773+3nfS09Nx7lz49dVjMplw4MABv+c7c+YMtmzZoj0jne8NycnJDudaaZSme3T9eZiRkVGqZ6R+OeHAbDZr27dx40bExsZqgY/IyEj88ssvGDt2LAoLC/Gvf/0Ll112GdatW2d4+X/88Qe+/fZbLVBx1113oUOHDhg2bFhAPdrp0+usRo0auOuuu3Dw4EG/lnnPPfdo11X//v3Rv39/rRe12NhYvPfee4aWc/z4cRQUFOB///sfpk2bpg1PTU1Fw4YNtd/XXXed1y7n8/LyYLFYtABbbGwsbrrpJr+2ydkDDzxg6N7x008/4bfffkP16tUBAE899RQefvhhTJkypVTrV88dfQALUPI0o0aNwrBhwxAbGwsAuPLKK/Haa6/htttuw/PPP4+ffvoJvXv3xhtvvIEbbrihVOkAWAIpbOgzwp9//jnGjBnjMk0gJ155d/tus9kwadIkpKWllet6AWD27Nk4cOAA2rRp49d8avHQQOzcuRM7d+4MeH5/FRQUaEVYy5u7F2wjL93Tp0/3OM7dC6BzpuLo0aN+pcmd7OxsrYipyvklMlhdoGdnZzv8dn4xMKo0PdaUBSFESNKUnZ2N+Ph41KlTB59++qnXaQNJh8lkwuzZsw1Pv2TJEu3vv/76C2+++abb6YYOHep3WlT6a2bQoEEBL+f48eOYNWsWrr/++krXC9ucOXO83hu8OXv2LKxWq8s9Qa+4uBhxcXGBJq9Mpaam4tdff0WPHj20YQsWLHB4+SzNF8Zhw4YF9DHGX8F+lh08eBBJSUlBW15pzmcjeS99tZAtW7Y4jFMDJBMnTsSFCxfw3nvvISoqsCy7/p7ljqdn+/Tp09GgQQN88skn2LRpk8/1+ArkuBtfUlLikkc4efIkZs2ahUaNGmlpO336NEaPHq1NU5o2kH7//XcAQPfu3QNeRllYsmQJdu3ahby8PNx///2G51Ovo+3bt6NLly4O5xUAbb/16tWr1GkcN25cwPPqz8P169dj/fr16NWrF/bs2YNq1arhxhtv9HuZw4YNQ7169QJOU7Ckp6cDAGrVqoWjR486VBsDlCpn1113nXZ/6t69O7788ks8/PDDLstq166dVoXtySefxMCBA3H06FGt+pOqWbNmGDVqFHJzcwEAn3zyiVaFbfr06bjmmmtQVFSkVbdq0qQJ5s6d65Deq6++2uW6zMjIwJYtW/DBBx/gyJEjhvfBqlWr8MILLwBQAsCNGzdGSUmJFtDQ69atG/r27QvA9eNLfHw8WrZsifvuuw+ff/450tLScOWVV+Ltt9/GU089hVmzZuHRRx/Fc889h6ZNm+LKK6/UtlOtwta5c2e8//77aNmyJa6//no88cQTaNGiBdq2beu1avAvv/yCyZMnA1CCQM2bN3cYv3TpUm0bVY899piWl+jQoQPeeecdFBQU4G9/+5vDdM2aNTMclNOno27dulizZo02rnv37vjuu+/w5JNPasOSkpJw3XXXoXbt2m6X17NnT9x1112IiYlBQkKCoTT4wgBSGDp79myp5g91iYfTp0+HbN2HDx8O2borivIuou/tJU9f1NbI9P7Qb+fJkyfx97//3WG881cb56925MjbfaUs7zlq5sI5MBcsvl5EnLdNn45gfJUvS+pL7OnTp7UvYZVFoF/BVWaz2WsAKSMjw+FrZ7hxPm+drw/912V31+fMmTO1tiX0pJQBB49Cnfcoi5JloaaWHDl48KDLS6knzs94X/dOb8fNn5IrgVSdcnf/VT/mJCcne3whCoZgV20qLfU47dy5068Akkq9J/p6ppVXaWzn+TzlsdSgRqABrmCUZAoWo/vo3//+NwAl6OfMXRU2T/THOpAqbFJK7XzYsGED7rzzTkRERKBz58646aabPJZ+1p9Dr7zyCrKzs1GzZk0MHDjQYbri4mK3AaSBAwdqbSClpKSgadOm2rhp06ZhxIgRiIiIwMsvv4yZM2fik08+wR133IETJ05g+fLlWLZsGZ577jksWLAAV155pUsVNvXZPnr0aOzbtw8rV67Ezz//jBUrVmD8+PEe94enqmPt2rWDyWRCfn6+y/50rsKmBvT8pd+nntIBXDp3Nm7caHjZNWrUQOvWrVGzZk23xyMQrMJGRBVWqIIaRFS5VfZeng4cOIBt27aFOhlEZYLPfwqVpk2bugRecnNzcebMGYcPmV26dMGvv/5qeJl79+5FQUGB9lEtMTGx1FWy9B5++GHs2rULiYmJWvW7unXrunysyczMdAiYzJo1C9u2bcNtt92Gnj17AgBuvPFGj02oeLNv3z4cO3YMbdu2xX333Yf4+HiHamw1a9bESy+9hGHDhuGll17CqlWrfC7zn//8Jz777DOsWLHCr9LmRUVF2ofmKVOm4MSJE+jQoQM6derkdb7atWujRo0aLrUPEhMTtcBgtWrVHD7yOO9TX7p3766V4AKUxtbPnDnjNXgVERER1I4ZGECiSincvixR+DHaC1sohVPj697SEg77qqyE0zGg8lPRAkiBnKfBrqbGayV43N1Tw33/+mroOtzTT96VxfEr72Y2ysPDDz+MoqIirdFoq9WKrl274s0333QoCfzoo48iJyfHUBuqH330Efr374+TJ08iPT0du3fvxvjx4z1WoQ+WO++8E5s2bdLazU1ISEBJSQmuvfZah+mioqLQv39/TJw4EZmZmejUqRP69u2rzWcymRyqoHoybdo09OrVC9u2bcO2bduQkpKClJQUnD59Gps2bdKCWSaTCUePHkWjRo08Lis/Px9r167Vfu/evVvrIc6IrKwsrY0tKSVsNhv69OmDrVu3+qzt0q1bN3Tu3Fk7v1euXIkDBw5opa4eeeQRrYpaUVERZsyYgccee8xw2p566ilkZWVpQbrq1avjnXfeQZcuXbTAVHp6OmbOnGl4mf5iFTaqdA4dOuSxd4NwF84v4hWtcejSZnbCffvKi7ofK0JpL/Y2Ff4qyv4Ml3SGa2+BgbaJV5GE2/aUVXrKqkFpffUYgAGkcFEWVdgCPTd/+umngObzR40aNYL6UVltn8gTIQRGjx6N3r17o0+fPrDZbHj22WfRv39/l7bOOnfurJX2UenbQGrQoAFWrlyJp556CqmpqWjVqhWEEKhbty4mT56MK6+8skw/dlxxxRX49ddf8eyzz8Jms6FmzZqYNm2a25IsV111Fdq2bYvff/8d7777LtLT0/HCCy8gIiICQgi8/fbbPtcXHx/v0jbqiy++iPj4eFx99dX48MMPtWrWajtIAFzaQHr88cfRv39/DBgwAO+//z6qVauGGjVqeK2+5k1xcTHS0tJQr149dO3aFQMHDtTaKta3gXT77bdj4sSJ6NSpE7Kzs3H77bdrDZbv379fa1fx119/xfvvv4+hQ4dCSok33nhDq5oGOLaBBMDtO2337t3RqlUr7Xffvn3x7bff4pZbbkFcXBxq1KiB3r17B7S9RjCAROWurDNl4dhLGTNOxgXr/Ai3zH8oBev8q0z7tCpck1VhG8uKv21jUeVQFa+ZCxcuBGU5Fe0jU1VVXud4uFxL3bp1Q0pKCgBovYIBSs/WVqsVsbGxDm1iqtNcvHgRJpMJUVFRuOKKKwBAW44vDRs2xMKFC12GP/roo3j00Ue130899RTOnTunBWT0JWacdejQAR06dHBIo1rCx1NnQO7aGXXHOV16rVq1cghU6J06dQrnz5/XnpfDhg0DoHT00Lp1a7z99tsube25C+KoPTGq1b70+3nw4MHa32+88QYApQSSvn02tTRtZmYmiouLERkZiVq1avnVU6unNrjWrl2rta2UnZ2Nrl27auM8tYMphECPHj3Qo0cP5Ofn48UXX8TPP/+M/v37A1DOj7/++stjOtylpXHjxg7HqGXLlg732JiYGAwYMAADBgzwa/sCxQASVTrMtBCVr7K85kKVCVW/nodLJri0qtJ90bnkg6dpSjM+3FTVKqZVSTjei7x1PlGWVdj0y/ZUGi4c9xcRVS01a9bEihUrQp2MoGMAqRIK98xiuKevLFXkbQ/HKgtluf5Qb1s48pQhr8z7qjJvWyhUlP1Z0dpACpaKcnyqonA8Nnv27NH+Los2kMJxm6sqHouKb9myZfjyyy+1hrijo6PRpEkTrSe8qqBfv34ubQO9+uqr6N69e4hSVDExgFQJqV2ghqMBAwaUeVe7W7duLdPlB9Phw4cRHx/vcfyJEydcWvIPlWA2xjZx4kStLrAzfzIpFovF0HTuunlVH6DhzF2GW90/5ZWZq+pfcdV67r5kZGRg2LBhuOyyy/DZZ585jAt2Y8WVkb4KQWkZKX2Qm5uLAQMG4O2333ZpEFRdRlU0ZMgQQ9OF2/7Zv38/Fi1aZHj6Y8eOOXQdvWjRIqSlpTlUgQ+0gV8hRND3T15eHkaMGKH9DnZ1hGDwtc36a3L27NmwWq14/vnnvc6Tl5fndrjRqjmltWjRImRmZqJ9+/blsj53NmzYgP379zsMu3jxIn7//Xd88MEHhpdz4sQJ/O1vfyu3Z7qa5kCvhX379mH+/PkAgJdeegm33HJLqZZHQPPmzdG8eXOtithVV10V1J65wonZbEZ6ejrq1aun9XIWExOD7t27uw0W5eXloaioSKuuqMrIyKi0+6g0uEcqoWXLloU6CR6VdfCoIsnNzfUaPAo3wfwif+LECRw8eDBoy/Nlw4YN5bauqsg5QxfMYECoSClx+vRpw9Or3fbm5OS4dKUaqu7SK1LwL5gvBUZ6tTl+/DiklFpPOc4qQgkkfTfA3vizb8vrxTzY/GnrAlC6ZdbbsWOHS/uJZdW4tBHOxyw5OTlEKQmc8zbUrl1b+3vfvn2lygMYbYumtHbs2IHjx4+HtGffVatWIS0tzWHYnj17IKXEpEmTDC+nLHtkMsLf59HixYthsVhgsVgwY8YMv+b1VcWRjAlmZzRms7lcP6apHwDUD8hqj2qe5OXlwWKxuORfS0pKqsQ55O82MoBUCYVzCSS6RN8wHJW9yvYA8OfBXt6BhFCVuAnmMT537hzGjRvnMtzTvtQHHJxLt3lrJ4SCz58gSEUoiehJRQhylZdw2hdRUVWncL/+nuurCltFZrS0c3nzJ7AVaIm6iiQlJQVxcXHIzMysVOdfIIx+YCgv6enpQWuwPxBGz4dwepaUFyklMjIyPNYMcafqPOWIqEII1UO/LKodlKWyTmtFKr3iTaD7yVMQwtPy+MWzcgmX899oOrxNd/ToUdx+++3BSlJY4jUXeqE6BuF67FNSUmCz2dCoUaNQJ8VBuNzbysKOHTvw7LPP4vTp00hPTwegfMDJzs7W/lbl5ubCZrMhOjra4UOCOk1+fj4sFgsiIyO10ivqclRRUVG4cOGCNjwuLk77iO/rw1FOTo527gohkJWV5XFa5/Wqy1a3QaVff2pqKqpXr+51ednZ2W7Ph4KCApjNZkRGRjr0duaOmoaYmBhtfeq2xcbGolq1ai7rdJcW/f5yN0zParVq1Vv10xQWFsJkMiEiIgIxMTEuBSq8HRN1nenp6YiJiXFIp3qO+DpOFVlcXJxf9yoGkIjKQTg9sMMpLeXJ13ZXtABSKFSm/RPs6yAc9o23NIRD+sqLkW0tbS9sFWl/zpkzBw0aNAjqMsNt+6viV2NPwuUZH4zrsCIbOXIkAOC7775DZGRkiFMTuIqUNxJCIDo6GldddRUmT54MAOjRowd69+4NwLHtsKFDhyIzMxM33ngjkpKStHuIOs24ceNw+vRpXHXVVVpbU85tj91www1o3769Nvyhhx7Cxo0b3U7rTN8mbI0aNdCtWzeP0zovS/09cOBAh1JoDz/8sNZkw5133olWrVp5XV737t0RHR3tMn7KlCk4duwYrr76arz//vtet+Pnn39Gfn4+/vn/7N13fBRl/gfwzxM6UqQp0lFRUVDUiBVP1LPgndiFs5znnZye/Dw9ez3PcjYUez0464EColgQRYJ0JEBCIAkhCQmpkN6Tze4+vz+yu8xuZndndmd3Znc/79eLF9nZKc9OeeaZ7zxl4kRcffXVAIB///vfsNlsmDx5MqZNm+a1TX+/RTnd37xupaWlWLx4cad5Fi1ahF27dmHgwIGYMGEC1qxZo7otNe7vrrnmGowfP95r3vHjxyMrKyvocUokbMJGYYmVmwrFjlDPKaMf+Hhux55oHDMtTdis8gCnZLXq7GSsYOdcdnZ2lFJiDgaQrMfMe6iV7t9WG0RBy/2pra2NfZYSkV+GBZCEEJcIIXYLIXKFEA+pfD9XCJHm+pcjhKhVfOdQfLfMqDQRUWRZqZBmpbQYJdAobGYwIzBiZCeOkRSoCZuZzTLdrPKAHSvXqRWDgORfrJxXlHhi8dycO3cuXnzxRc1Ns2PxNyqZkX4j7jGRvk9pWT/vlYnJkCZsQoguAN4C8FsAxQC2CCGWSSk9QyxIKe9RzP9/AE5WrKJFSjnJiLQQBRPrN7p4Z9Tx8V2PliZs1Bn3izbxXLhORDxmscUqAVKjxMr5pyffs9oLkUSl5Z7u7jsm2MhVWkTzGJtdXon2+Rzu9uL1+jP7PEgERtVAmgwgV0qZL6W0AVgIQL3hZYeZABYYtG0yke+wt0Thcg+5qZdvx3a+HfWFc6M0oyp3sBugGQUVf9v0HWI4HHv27EFBQYFh6zOavwdV5b4xa8htM4eaBrSdk7HSLKK8vNwShetA+0t5/w2WX7S1tQXtDNVI8RDQscLxN1pbWxtKS0vDWkd+fr7nb98AQ6BRDdX2ZyRHZWpsbER5ebnm+evq6jwdL/vSmk6Hw4G9e/d6TSsoKPB7LlVVVYXVKW8kztFAI+v5Kioq6jTsuZnURprTm++VlZUZlZyAfIe495Wfn29aPhrovCosLAw6eqm7ybzaegoKCjSPalhVVYXS0tKw8yy3eLgvWYVRAaThAIoUn4td0zoRQowGMBbAKsXknkKIVCHEJiHEFf42IoSY5Zov1V8mT9H12WefmZ0EijPbt28Pabk33njD6/OOHTt0Le/bT4EyKDJv3ryQ0hRJegqORryNkVL6LTR89dVXYa/f7bPPPsOHH37YafQMq/AX3FIWTHz3R7QeRDdu3BiV7fizZcuWoPO8/PLLUUhJcMpjotY/1OrVq5GSktJperT7Mwn0MPO///1Pc365efNmTceH4tvq1avx/vvvhxXIVb6cycjI8PwthMAPP/zg+awl3/voo49CTkeg7axbtw5vv/023n33Xc3rmTt3Lt566y3Vh9vPPvvM78icSr/88gs++ugjbN682TNtwYIFXvtF6Y033sBrr72mOY3RoCePmzdvnqezcCvIzMzsVE55++23da3jvffe0xzgMIrNZvPq8DknJwcff/wxli5dGtV0BFNZWYn//ve/+Pjjj0Nex4cffujp4DyYN954A++//z7ef/99z6hr4fjyyy/DXgd1MKMT7RkAFksplTnUaCllMoA/AHhVCHGU2oJSyvellMlSyuQhQ4ZEI61EhorHN5qxQm8QRRlAMqIadzwItXZYKEpKSnQvw+vLXLF6nfirQbdhw4Yop0S/9evXm7JdtWuN15/1uYMgkaglKaUMWBs1ms1K1q9fH3KQrL6+XnV6Tk5O0GXdtV18r0tlQMlsRh8Hq+X7vrXPQxGNF1i+x0F5zrjPQWWA1grc+6WoqCjInB38nWuh1DLPysrSvYyvnTt3hr0O6mBUAKkEwEjF5xGuaWpmwKf5mpSyxPV/PoDV8O4fichQu3fv9gz/GC1sj2s+jsJGSolwTSbCb1QTqX7UrCxRjzVZl1UGE3BzD28eSWb/Ri30ptGovCXYeoxqzhgLxwCI334TlTXSot1kLJb3W6wxKoC0BcA4IcRYIUR3dASJOo2mJoQ4DsAAABsV0wYIIXq4/h4M4GwAmb7LEhnJam9M3Jj5kRI7HQ0f91f0xFsQI14L+ETRYLVr5OeffzY7CRSAkU3hzRKtGqFm9Xeo5Zo2qr8iq8vOzkZqaqrZyTCNIQEkKaUdwGwAKwBkAfhCSrlLCPGUEOJyxawzACyU3mfgeACpQoh0ACkAnleO3kZE1mW1AmIg8fZwGy2Jut+MPLdj6ToJRzR+Z3Z2dsS34ZYox42sJxbPvWBpToR7SSz8xlDTGO45GSzoYWZn3GZcb4GOQ7Bj5K9vLzNq2gdKa1KSGT3lRMfChQvx7bffmj54iVm6GrUiKeX3AL73mfaEz+cnVZbbAGCiUekgosBioYATCWzCFpv0nK9WPWZWTVcsKi0txXHHHReVbfG4kVVEe9AEI8Tr9WOV/WslWo61UaObGX1exeLIXEZ0KB1IKPtYbZlY3Ld6tbS04JBDDjE7GVEXv6FBIiIyVLw+EBCRPomQFyTCb4wH0T5OPC/ii1qQIxrHmOdRfEjU48gAEhFRnOMbU6L4Fg/XeKIWxONVIh7PRPzNZLx4OY/i4b5E6hhAsqBVq1aZnQSKkNLSUmzcuDH4jBSSJ5980uwkGOqzzz4zOwleolkYqK6u7jTt448/htPpxMqVK5GSkhLyut955x2/QzW77du3L+T1+zKrGne0C29Wqa6uZbjtcO3duzfi26AO8+bNg91ux549e6K6XeX143A4orrtl19+GUuXLvV8rqmp0bxsY2Oj12czz9V9+/bhP//5D+x2O3JzczUt8/nnn0c4VeHxl68qzxG1+4tyX2gVjbxs6dKllugMWO2eH4ovv/wypGHilX788UdD0uIrJSUFK1euBND5PGpra0NeXl5Y609LS/P73YEDB/Dee++hpaVF93rr6urwzjvvBG06980333h91hMIW7p0KbZs2eL3+927d2teV6T57ufVq1d7zpkvvvgiLjqED4YBJAuy6ghhFDr3jaK5uRkrVqwwOTWkhdlvgKSUhj2QGxVIiOY++e677zpNy8/PR1paGtatW4dffvkl5HXv378/aMF806ZNIa8/UZWXl5udBAAdD8yRPleNGnLaKPH8preoqAirVq2KemBBeQ7pGV3JqGBTenp6SMtFO9jl5nvNSSmxbNkyFBcX46effsLmzZtNSZfR/OUtwfIc5b7QasGCBbrSFor09HR8++23fr+PVt4ipTQk2FleXo7FixeHtY6MjAy0t7eHnRZfv/zyC9atWwen06l6vnzyySdhrd83eKy0atUqlJWVYdGiRbrXu2XLFuzfvz/geQIAW7du1b1ut/T0dNVyn1teXl7QayxaZVTfANHq1auxYcMG2O121NbWBgzkxQsGkIiIYojZgS2zBQqwq+2bRN9f0aTnzTqRHma/WNNTOyLWRnAcNGhQRNarTLvZx88K3PuD+8K/2tpas5PgYZUatUZTnn9685fm5mZd88fziw01/gKD8YgBJCIKWaJklInM7AKA2dsn7ayUH1gpLRTc119/jdbWVrOT4YV5T/jcQeVoP4xH8voPZ/h1IPyhzUtKSkyp4RDqPmVerF8s5T3utEbjBR7PJevoanYCiIisKJ5uVPH0W0i7WCqERlu8XRPRPtZG77/t27ejsLDQ0HWGK97OEX8i1SxESumpUZKfnx/SOrRuxyq0pCXca3X79u1hLU/mk1IGPA+sdE5rFaxfyUQQi8ctVKyBREREnTD4YJx4rQofL3iuW0OwZmJmHic9Dwbxdj4l0kNRNIRbA8ksPA86C2efWHl/+qZNS55WVFTUaZpZeWG85cFWFJu5GBERRVQs9idk9fRR+HiMiWIDr1Vv7v2h9nDLfUVkHF5PkccAEhFRnDPqZsq3OmQVLCB647VJZuM1qU0kayAFG2ZdrzfeeMMzql80mlwl0jmUCHl2LB7PJUuWxG3NMiMxgEQUBVa6UXAEkNimdxQMAGhpadG9TFNTEwDvc9es4aG1smqtqVD2vxFqampM2W40BOtvQc9xZxND/dT2r81mi+j2IjGsthmklCgrK9M8b6xqa2szOwkB2Ww2v3lkS0sLcnJyvKa1traitLQ0Ivm58jjbbDYUFBSEdD19//33Xp+DpdV9n9ci2udiJPZzTU2N7vPSZrOFfI9oampCXl5ep+Xr6upCKssZzd1HWVVVFWw2G6SUKC8v17WOUJ9v6urqdC/jPgcrKioikib3NjIzM0NePlGwE22iBPPzzz+bnYSYYNWCeyiFypSUFN3LfPfddzjxxBO9pmVkZGha1ui3oLFuz549pmz3hx9+MGW70WBksGLbtm2GrSuRRTKApPehRoudO3diwoQJhq9Xy3aXLFkS9e2GSuu9MD093evz0qVLI5EcTbQ88C9dutRvIO+FF17oNO3HH38MK03uPr7y8vICzldbW4sPP/wQgwcP1r0N36DEK6+84vXZ9xp96aWXdG8jGvbv3x+R9b722mvo378/7rnnHs3LVFdXY8mSJbj22mt1b8+9f0888URcddVVnumvv/667nVFwrvvvotHHnkEb7zxBg477DCcffbZhl63gQI5c+fOxWOPPaZ7nVVVVX7T6M6rwi2/hxP8tuqzg9FYA4mIQpYoGWWiysrKCmk5s2rcEIXiwIEDZieBgtBTU0Krn376yfB1ahGv55tvJ7rBagkYJdSap1prgRlN6/2xsrIy7G351toz62WGXpEc0SuUmi+7du0Ka5s7duwIa/lI2rt3L4COfMlfoD7UGj3BrsNnnnlG9zobGxtDSouvDRs24Mknn+QLzxAxgERERERECUXP8PV8WULxINjw8ZHappXXR/FHyzm+ZcsWAOHXLExUDCARERGFyUr9nFHiifWHwkiLtfRaCftNjLxonp+hbisaaeR12tFPU7zWUjSC0edIJJtexzP2gURECUHvTYcFGWvQcxzMPGY8X6yFx4OsKtaCzW+//bbZSaAEY4VrxKw0vPbaa1HdXizdK7WmNZZ+U6xiDSQiIguyQgEKsE463FgwIOrMatcpEVkT8wqKlkQsryXKbzYsgCSEuEQIsVsIkSuEeEjl+1uEEBVCiDTXv78ovvujEGKP698fjUoTkVXwhk1kjkS5mZM+PC+IOsT6tRDr6Y93sVKLmDoL99nFrGcfs7abSOevIU3YhBBdALwF4LcAigFsEUIsk1Jm+sz6uZRyts+yAwH8E0AyAAlgq2vZGiPSRkREFGkMEkdHrBfQYj39sSrUkbpCmZeIQsPrzJoClW8CfRft4+neHs+jyDOqBtJkALlSynwppQ3AQgDTNS57MYCfpJTVrqDRTwAuMShdRJbgb2jMWDZv3jxm0hFkxr598sknDVmP79DBobLZbPjyyy81z2/GPtu+fTteffVV/Prrr1HfdiJKT0/XNAy2nnOhtLTU73dfffWV5vVoYfQ5WllZiXXr1kU9gGml4cCXLFkS0nJSSixZsgRr164NOq+eYbydTmfA7yNxrJqamnTN39bWZngazPLyyy+bnQSPrKyskJZ7+umno9ZxcqhpjCYrvpDx15n87t27VaeXlZVFMjmor68POk9lZSWWLVvmlSf55k+B7kmNjY1Yv3596Ik0mFpaV61ahb1792pex+bNm7Fz505d292/f7/n7++++07XsvHKqADScABFis/Frmm+rhZC7BBCLBZCjNS5LIQQs4QQqUKI1IqKCiPSTUSkisEx823fvh3FxcVmJyOgr7/+GrW1tWYnI2E0NDRg3rx5UdteWlqaoetraGgwdH0AsHLlStjtdsPXG8jGjRujur1AMjIyQlquqakJGRkZ+Pnnn4POGywoZDa99ys9ATGKDr1BwFClpqaGtFygc8yo8pKVy13+OpNfsGCB6vT33nsvksnBO++8E3SeJUuWYNu2bfjhhx880xobGzVvo66uDj/99BNaW1tDSqNRLxMDWbNmDT766COvaYECkMuXL8fixYt1baO6uhpAx31gy5YtXt9Z+ZyNpGh2ov0NgDFSyhPRUcvooyDzdyKlfF9KmSylTB4yZIjhCSSi+BVrmbwV38ARBRKta6yysjIq24klDocj6tuMtTyViChUZuSxgWipieumrA0VStky1ECQzWYLablYJaVMmPuiUQGkEgAjFZ9HuKZ5SCmrpJTuOrP/AXCq1mWJiIiIyDoY5KZYkygPd0TAwTxa63nP64O0MiqAtAXAOCHEWCFEdwAzACxTziCEOELx8XIA7ka4KwBcJIQYIIQYAOAi1zQiItPwRtohlh4Sw+0olxIHz4vwWb1Zl1XFUp4aq/xd34l+3Vv997vzFF4jxjBqP/J4kC9DAkhSSjuA2egI/GQB+EJKuUsI8ZQQ4nLXbHcJIXYJIdIB3AXgFtey1QCeRkcQaguAp1zT4h4vSCLyh/kDUeis/qBE0fPkk0+G3E9SIojHayWc+6fR/Z7Fi1DPk7a2NtTV1RmcmvA8+eSTUe83jsJn9bzK6ukzUlejViSl/B7A9z7TnlD8/TCAh/0sOx/AfKPSEisS6UQjIgomEnnic889Z/g6iayGAefAli5danYSKEawg3Hj/fjjj2YnoZPm5mazkxBxWpqwxdOzqBV+ixXSEA3R7ESbiChmJMpNINbwuBBRNDCvITKG1s6Uec1FRrj7lS8oOlitI3UzMYBERAmBBRP96uvrdY30Ea5w+1RhlXRyq6mpMTsJURXqMMvhiMYQzW7xVHCP54exAwcOmJ2EgKxU6yTW7leBylANDQ0hL6tG7RpxDz9vdFnO33HQUvaxcrlSSqm6H33THO5IaVbKz2prayO6/kQbVS4QBpCIiEjVqlWrsHHjxqhtb+3atVHbFhnPSoXpd955J+D3KSkpUUpJdJSWlkZ9m0uWLIn6NsnarP6ANWfOnKDzROuB+NNPP43KdqJh8eLFAb+vqKjQtJ5A95A5c+Z4DUdvlH379qlO1xKMKCgoMDYxBsrNzfX8rdyvvvv4q6++CrqucAP40SgbNDc3mx7AtlIZKNIYQCIisiArvdWJFqt1tElEFO8S6aHHSiIRfIjksSwvLw952WA1lNyCpf+HH36wVNnIytdOY2Ojpj6QtIhmbdNAAv2OWEhjPGEAiYiIiIgoCrZu3Wp2ErxY6YHcKPHyEGelY1NUVGR2EiCljJtjS8bieRFdDCCZyEo3BiLyxpsREVH8MiuP11obI1p4ryOr4fORMYyqgWT28rEiUX4nwACSqRLpRCMiIiKKFSyjJSYGL8wT7JrjsdFH7/7yt/9DzQuNzkOfe+455OfnG7pOCg0DSESUEGLtYYAFJSIiijTea8gqYq2cZrampiZN88VTDaI1a9aoTrdSGhMBA0gm4k2biMg/5pGxhQU4iieJkv/wuk0csX6sE+WaNEo09hePibdYv8a0YgDJRIlykhERhUItj2S+SUTRwLyG4o3Vz2mrpy9WxVMNJC3MCmrF2n4KR1ezE0CUiKqqqsxOAllca2ur2Ukg0sUqw+gSGWH79u0RWa/VHjLq6+vNToKlROPhc8WKFRFZr9YmTdHmdDo1zbdx40Z069YNhYWFqt8nJcVuvYf09PSob3Pv3r0AgLa2NmRnZwedf/PmzarT/S3b0NAQ8Hmmvb0dq1evRr9+/TSktkOoZd/KykrP31JK7NixI+D8NTU1fr/Tsq/cKioqPH+vW7cO1dXVmpeNZQwgmYjV/hLXW2+9ZXYSyOJaWlrMToLpHA6H2UkgogSVm5trdhKiwmoBrUSwcePGiKw32MtJqx/rlpaWiAXXzLZ06VLTth2pIPGyZcsCfl9YWKi70+sPPvggpLR89tlnXp9ra2tDWg8A5OTkaJ530aJFnr/9BeDiUeyGcolimNa3MUSJzG63m50EIiIKUyzXHCFrsXoQLJEEK6OF8qxjRAsNVtCIPOboJmImSBQ9vN6IiIiiL5Ye6GIprYlGCMGyHAWl9xxJlGZnRmIAiYiIYgYLj0REsYX5tjXEw3Ew6jfEw76g8LW0tOD11183OxkxhwEkE/EtBxEREREREVH49Dxf22y2CKYkfhkWQBJCXCKE2C2EyBVCPKTy/T+EEJlCiB1CiJ+FEKMV3zmEEGmuf4F75IojjH4TEfnHvsKIiIgIYBM2IqswZBQ2IUQXAG8B+C2AYgBbhBDLpJSZitm2A0iWUjYLIe4A8CKA613ftUgpJxmRFiIiIiIisgbWuLeGeAi+xMNviAc8DonNqBpIkwHkSinzpZQ2AAsBTFfOIKVMkVI2uz5uAjDCoG3HLN5QiaKHI3rFBxZaiIhiSyzVJo3ne0wsHQc1Qgg4HA5D1hUrx9mqZVcr7z8rpy1eGBVAGg6gSPG52DXNnz8DWK743FMIkSqE2CSEuMKgNBERebzzzjtmJ4F0UisEZGVlmZASIiIKVbQf6MLZ3oEDBwxMSXiMDvh8++23hq4v2qSU+OKLLwxZV6wE05555hmzkxBzKisrzU5C3DOkCZseQogbASQD+I1i8mgpZYkQ4kgAq4QQGVLKPJVlZwGYBQCjRo2KSnqJiMgcag8BDQ0NJqSEiIiIzMSaJUTWYFQNpBIAIxWfR7imeRFCXAjgUQCXSynb3NOllCWu//MBrAZwstpGpJTvSymTpZTJQ4YMMSjpREREREREZFXs+sM6GMxLbEYFkLYAGCeEGCuE6A5gBgCv0dSEECcDeA8dwaMDiukDhBA9XH8PBnA2AGXn20RElIBYQCEiIiKKPSzDxS9DmrBJKe1CiNkAVgDoAmC+lHKXEOIpAKlSymUAXgLQB8AiVwR5n5TycgDjAbwnhHCiI6D1vM/obURElIBY+CAiIiKyFpbPEpthfSBJKb8H8L3PtCcUf1/oZ7kNACYalQ4iIooPubm5ZieBiIiILIBN2IiswagmbERERIYqLy83OwlEREREpBAvNZAcDofZSYhJDCARERERERERUcKoqKgwOwkxiQEkE8VL9JaIiIiIiChSqqurzU4CuWzZssXsJJCJDOsDiYiIiIiIiMhoVVVVZieBXH788Uf07NnT7GSQSVgDiYiIiIiIiIg0aW9vNzsJZBIGkIiIiIiIiIiIKCAGkIiIiIiIiIhIE45glrgYQCIiIiIiIiIiooAYQCIiIiIiIiIiooAYQDKRlNLsJBARERERERERBcUAEhERERERERERBcQAEhERERERERERBcQAEhERERERERERBcQAEhERERERERERBcQAEhERERERERERBcQAEhERERERERERBcQAkomklGYngYiIiIiIiIgoKMMCSEKIS4QQu4UQuUKIh1S+7yGE+Nz1/WYhxBjFdw+7pu8WQlxsVJqIiIiIiIiIiCh8hgSQhBBdALwF4FIAxwOYKYQ43me2PwOokVIeDWAugBdcyx4PYAaAEwBcAuBt1/qIiIiIiIiIiMgCjKqBNBlArpQyX0ppA7AQwHSfeaYD+Mj192IAFwghhGv6Qillm5RyL4Bc1/riXkVFhdlJICIiIiIiIiIKqqtB6xkOoEjxuRjA6f7mkVLahRB1AAa5pm/yWXa42kaEELMAzHJ9bBRC7A4/6ebq16/fpEMOOcSUGldSSqcQgv1gEQFobm5G7969zU4GUcLjtUhkDbwWiczH6zD2/Otf/9pqdhoMMlptolEBpKiQUr4P4H2z02EkIURqXV1dstnpIEp0QojU2tpaXotEJuO1SGQNvBaJzMfrkKzGqNonJQBGKj6PcE1TnUcI0RVAfwBVGpclIiIiIiIiIiKTGBVA2gJgnBBirBCiOzo6xV7mM88yAH90/X0NgFWyYxz7ZQBmuEZpGwtgHIBfDUoXERERERERERGFyZAmbK4+jWYDWAGgC4D5UspdQoinAKRKKZcBmAfgEyFELoBqdASZ4JrvCwCZAOwA7pRSOoxIV4yIqyZ5RDGM1yKRNfBaJLIGXotE5uN1SJYiOioBERERERERERERqeMIXEREREREREREFBADSEREREREREREFBADSEREREREREREFBADSEREREREREREFBADSEREREREREREFBADSEREREREREREFBADSEREREREREREFBADSEREREREREREFBADSEREREREREREFBADSEREREREREREFBADSEREREREREREFBADSEREREREREREFBADSEREREREREREFBADSEREREREREREFBADSEREREREREREFBADSEREREREREREFFBXsxMQqsGDB8sxY8aYnQwiIiIiIiIiorixdevWSinlEN/pMRtAGjNmDFJTU81OBhERERERERFR3BBCFKpNN6wJmxBivhDigBBip5/vhRDidSFErhBihxDiFMV3fxRC7HH9+6NRaSIiIiIiIiIiovAZ2QfShwAuCfD9pQDGuf7NAvAOAAghBgL4J4DTAUwG8E8hxAAD00VERERERERERGEwrAmblHKNEGJMgFmmA/hYSikBbBJCHCqEOALAeQB+klJWA4AQ4id0BKIWGJU2Kyvc9wFyc5/vNP3Isf9AVfUajB37d9jttSgt/QLV1Ws1rXP8cS9gyJALsG37TRg27DqUlS2B09mOrl0OQV39tk7zn5b8FbakXhF0vUcccS3KyhZh5Ig/YegRV2DLlule33frNgDt7TWez0lJ3eF02pB86iKkbr3W73qPO/ZZ7M55AlI6cMbpK7Fp84We7/r2OQENjbsCpqtLl94YMfxGFO57P+hvAIDDDvsdRo64CVu3XY+kpB5wOttw+GG/x/4D36jOf9KJ85C+488AgOHDb0JJySeq840e9VdUV6/D4MEXYG/B657pAwachZqaDV7znnP2RvTocRhqa1ORvftxJCV1x6hRf0FDfQa6du2PAQPPQHb2Y2hqykHPniPRtcshaGzK9iw/dOiVKC9fCgDo128Sxh39CGpqNyE//xU/+6gPxo17DE5nC3Jy/uWZ3q/fyZhwwmsoLfscUjpRX7cdNbWb0K/fJBx+2GVoas5Dzx5D0WarRH19Oo468h/IzXsBSUk9UF+frmFvA12SesPhbAYAHHnkvRg+bAa2p92ECRPexJ49T6Oq6hdN6znqqAeQl/ei53OfPuPR2JjlNc9ZZ/6CHRm3o0+f4yClE/v3fx1wnX37noiGhh044ojrcPRR92LtutM1peXIsfcgf+9cr2m9ex+FJNENSUnd0aPnMFRU/ICjjrwfgwefj82/XuqZ77zfZGL37sdRU7sJra0lAJJw/tRsrFl7Kuz2Bk3bVzNhwpvYuXM2AOCE419F+f6vUVWVAgAYOPBc2GwVnfbX1PP2oKVlL7akXgWHo9EzffSoWWhuKcS4ox/Cho1TAQCHHDIOTU17MHLkraitTcXRRz+MgQMmo7z8a2RmPQgp2zFy5J9QVPRfAJ3zg6OOvB95+S+he7fB6Nf/ZIwdcydycp7CxIlvobmlENu2zcARQ69GWfmSTr9tyOCLYHc0oqZmA7p2PRS9e4/WdP4dd+yzqKpeC+m0YejQK3H44dO8vi8u+R92735cddkzTv8RhYXvoax8CU47bRmysh7AhAlvonev0ViVMk51mW7dBqG9vQpCdMPIkbeivPxL2GwVGD36b+jb93js3Dkb445+HKNG3YJdu/4BW3s1kpJ6YvCg3yA//1Uc0ucYNDfnoa1tf9DfBgDjjn4Ue3KfxYAB56CmZt3B333c8xg+7Fq0t9djzdqTAXTcF4YNuwbNzYXYkjrd61wbPOh8VFat6rT+pKRecDpbPJ9HjrgFY8fOxpq1yZrS59av38mYOPFNbNkyHTZbpdd3gwdNxUkn/Qf7iv6LurrtaG7K8+R1Z56xChs3nY+ePUega9d+OOH4l9GnzzFwOtuwddsNGHf0Q9hb8Caqq9eie/chEKIL2trK0b//qair2woAGDv2bjQ17cGBA995tnn2WeuRlNQdW1KvQHt7HU5LXoJNmy/ulO4xo+/AUUfdBwCorduK3D3Po64+DYDTaz4hukJKOyaf9i32FryOioof0aPHULS1lXdaZ88ew9Cr91jU1Kz3mn7E0Ktx/PEH87efVx0FADgteSl2ZNyOtrb96NHjcBx55D+QlfWgZ5sAkJTUE+dO2Y4uXbojdeu1qKvbhqFDr0CS6AGR1A3duw/G3r2vdmy/50icPOlD9O49BgBQuO8/yM19DgBw+GG/w4QJr8HhaMG2bTfgyCPvRvbux9HaWuyV1kMOGYdhR1yH0rLFAICmpt3oktQLo0bfjr1756J7t8GwtXcc53OnbEOXLodg2/YbUVe3pdP+AIBhw2aitaUIw4Zdj527/s/ru3HjHkNu7vPoc8ixnrLAaclfYU/uc6it3QwA6NFjKACB3r1Go6Z2k2fZgQOnBCw39e1zAiZPXgYAqKj4CTsybke/fichKamnZ92/OXcntm+/Accc8wRqajcjL+9FCNEFUjpwxBHXoLW11Ov+3rVrf9jtdT5bEgAkRoy4CcXFHeWHE46fi12Z93jNNWrUbdi374NO6ezdeyz69T0J1dXrPPs1mN69j0Zzcy66dDkEDkcTzjl7E4qK5iMpqReOPPIuSOnAqpRjvJY5pPfROOOMFQCA6pqN2JkxG+32WvTqNRrduw1Ct26HevKJQw45Bk1NOarbDlSecuvVawxaWgogRFd06zYAhw25FA5nM3r1Go38/Jc98w0ZcgkqKn4A0JGP1Ndv91rPCce/gl2Z//Ca1r9/MurqvLu4cC97+uk/ANKJzb963ws8aT98Onr1GoWePQ5HbW0qyvd/5fmua5e+sDvU79Fdu/bHoEHnweFoQmXlSr+/u3//U3Hk2H+gpPR/njxpzJj/w1FH3g2Hoxm/bpmO5uZ8dO3SFz16HgEAnv3svof6OvbYZzBi+EwAgMPRjNW/TOw0z8iRt6KoaL7n83m/yUJm1r1obsr35LdnnP4jevQ4HL+sOUk17UMPnw6IJE/ZEwBOn7wcNlsFtqfdDACYcs4WrF13GkaP+ivGjv07Vv9yvGKbu7Bx0wVoayvH2LF3e/IkpX79JmHQwN/gyCPvQmHh+8jNewFAx7VRXb0eJxz/MgoL30VjU46nPKM8R4COskeXLod0yreUDhsyDYcccrRXWR0Axo9/EbW1W1BWtgjduw+BzVYBALjg/DzU1acjNfUqAEDyqV8idetVndY7fvxLKC1dgLq6g89agwb+BiKpKyorf1ZNy/jjXkRW9gNe08aMvhMFhW959kl9fZrX9717H4nm5nzPuT5wwDlot9eioeFgI6Chh09H126Hwulsw/jjnsWePf9G1679ceihp2Hb9pno0WMoHI4W2O116NdvEk5LXoKS0s+xf/+3ijytCwCH9747bBrs9oaAeesRR1yLlpYiHHvMv7D5145766hRsyClHUVF8z1lb6URI25GcfHHAAAhukHKdgAd+fvAgVNQVrYIo0bNQnnZl0HzwSFDLkZFxQqMHnUHCve945l++OGXY8IJcwMsSVqJjniOQSvrCCB9K6WcoPLdtwCel1Kuc33+GcCD6Agg9ZRSPuOa/jiAFinlHJV1zEJH7SWMGjXq1MJC1WZ5McVdSAxEiO6Q0qZrvccd+yyydz8aarKCOvzw32P//sAFBLeuXQ+F3V6raV61jDIS+vad4JXRRtvAgVNw8qQPsXHThWhu3tvpe/fDejT073cy6nwKZZF07DFPYXfOE34K2uHp1/dE1PvclLQ6+uiHPQ9SRho8+AKvgsOgQRegqsq7IHH8+DnIzLrP8G0HM378HFRXrcb+A9+qfu+bdqUuXfrhvN9s15SHqTm0/2morduCgQPPhdPZitraX0Najx4XnJ/n9Vlr2gW6QMKBrl374eyz1votYOtJR6j7Tc82ysuXeT2kXnB+HrKyH0Vp6cKQ13vssU/7DboFMmTIpaioWO43rer7w7vwmpTUC1PP24mGhl34dcvlutPg1qPHERgz+g7sznmiYyuuh2x/aQOATZsv9fvA7BbKvVrp9NN/QJ9DOoKTes+P0aP+iqOPfkDTct26DcC5U1JVt3P+1FzU1v6Kbdv/oGv7/nTvPgSnJX+J9RumGLI+o0066b8YNOhcv/ttzOjZKCh8E+4gUKzq2qUf7I56AB3ntM1WhbXrJnea78SJ72LIkN9i3bqz0GbTFsiOJV2SemPAwDP93tfMcsH5eWhs3O03sKVleQCoqlqDtPQ/BZ1/5IhbUVQ8v9P0Eye+ix0Zt+vatvvFCQD073+KJ3iSfOoSpG692jPfEUdcj7KyzzWt8/ypuViVcnSn6b4vNaIl+dRFKCh8zxMcTErqCaezNerpCNU5Z2/CuvVnAPB/nzrn7I1Yt/5MQ7er9qLXbMr7LAUnhNgqpez01tDIJmwRJ6V8X0qZLKVMHjKkU4fgcSucAmmkSOkIPlMI89ps1aEkRzeHozkq2/EnWsEhLZqac03ZrtHBIwCwtUfn/NHFJ0ivVnOmta0sWqnx0tJcEPB7u139oRoAHK6HkVDZXTWempty4XRaL49Tkq4ght1ej9h6iLROWrW+RPDmfe8w6sGhzed68xc80ivce3V7GPe/JpUXEX63o6gZqM6488b9Bt+qWgLUUgCANpu7Fpl1rqVQ2Dvl1+q/p6WlKPKJMZHD2QwRW48+Omk7T40s9wkhPH+3tPi/nlpatOdR/pgRPAKAtrYKr2cZd+3PWOFdxnKqzmO3N6pOD4dR91YjhXOfpYOimYuWABip+DzCNc3fdIobegpe2oNN4ZBSPQONHuHzv3kMrISojTD/N0eTjOkHj1hOO5mfz1mZvnNbWCCvDsTq6Ytd8blf/Z/9CZDniy5mp8B8ht4b4vMaURIifoKO/ssFCXDtA0iE8zUaonlFLANws2s0tjMA1EkpywCsAHCREGKAq/Psi1zTKAFF74HH3IxSWCiARGQqIcDrIFIsVCC0UFLikmGBeR4oJSO7eSBriKdgQKhklF7Whs5a152I+aCjcn8m+IulBHuJHSmGdaIthFiAjv6MBgshitExslo3AJBSvgvgewDTAOQCaAbwJ9d31UKIpwG4e1d8yt2hNoXBUheInhtBYgSQ+LxsPXyDr8ZahTjSi8fPP17v/sR2rUmiwGI/GBA+PV1LBJcAeSmDjkRejByFbWaQ7yWAO/18Nx9A597cKOFEqwaS+W8VWQMpcWg418w+Hf2JZLoU1yCvgsgwP5+zMp37xlIvZTpjADwy4nav+skbEiF4KBC/ASStx8/IsrZ33hOfV0w8nzMHReLaj8/zgWKsE22KUToeYhKlCZs7UxWWeCgxe18YyQr7Mxgr7e/AaYnOw0QsHLODYisok+BV1ROJJe4lMSimrmcyBK8VY2sgRWR/Wuu67Ki1Zq00UWj4ssUYhtVAImsxtnpqZ/Z27SNoOZx6RjxLnABSW9sB2GxVqt+2tBRGMS1m7wvjhDO6XlvERgvy3r9qQ7/aTBwuubWt1LRtA4DD0YK6+u1R2VZrWzm6JPVAt24DorI9fxyO6IwkoxYAbGnZF9Y6Kyt+Cmt5NXZ7g655Gxp2hb1Ns0fiVKNnP3RmTKG4unodKqtWGbKueGDFUYTC1drqf9TPSJcdrSC86yw+OBzGjbjlb6RF33uNw9Fm2DajrbXVu5wUa6OwaSnnV1amGL9VCw7kUVmVgra2ctTWpWLYEdejb9/xZicpJjGAFKdyc1+I6Pqra9ZHZL3RertvhVoE69af6fe7aA5rHu0Css1WGbF1t7erB+S02LfvAwNTouBzrqnt7+KSTyOzbQ3q6raZtm0gvGOm1/r1ZwMALjg/L2rbVJOb+3x0NqSSz9XUbAhrlVXVa8JaXk3q1rj5ecMAAQAASURBVOt0zdvUlBP2NnPz9N4jI//WckfG7bjgfOOG1w5FWvqfDF+nFe63oTpQsdzsJBhu/YZzcPjhl6t+V7RvPsaM/muUUxRdlZUrzU5C5Gi81pqa9hi4yYNBR+XLsF2Z93jN19CQbtg2oy0r+0F07Xqo2cmIqNw848slra1Fhq8zXIWF73r+Li7+BAAwZsydOHLsPRZpFRIbGECKU0a+XYiuaBU0rRcVTxTV1ZEJPlpVbPcpEdFOkCK4bmurrDL+TZ8aGSP5nJ6AkBHBo9BEo2AZ+jXR3GRuUJRiS23tZtXptvbIveAh0sqKQWe7vdbsJFCEFBS8heamfM8Lg+PHv4QjjrjK5FRZG/tAogRl9s0pkaPcifzbY43Z1wkRadHYlI2ioo80z19XF51mo9bHPI7M12arREPDTrOTQZSwlLVNM7Pux7r1U1BSshC1tanYf2B5QjTv1YM1kMhiEqcJW6JiB3axw26vNzsJcSpK14CV8jle9hFXWam976LUrdfg3ClbI5gaItJq48bz47K/LbIKC5UFYkRbWymydz/q+XzYYdMw4YTXAUgIwfo33AOUoMzNTBM6iJJoP91KD/E6RbIvrtht2hc76Y6VJmyxoLEx0+wkGK6hMStKW4qdayZh8JBYSrjBo59XHWXJDotDxxOUrOXAge+xKuVorEoZh+Ji8/ottQrWQKLEZPZDfQJ31MZqoFYS7DpgIa6zWNonsZRWIiIKVXn5V6aPMEqUCHbn/BPdug9C/34nASIJPXsMNTtJUccAEiWk2K39EPvq6hKt2QTPNTKJ2YFyIiKKCru9gQEkUsVuO4y3c+dsz99nnrESvXuPNTE10ccmbGQtUcvk4qmqL1lZLAcrWeiIbWzCRkRqYvm+RIHEy3GNl99BiWBP7gtmJyHqWAOJElJ7e43JKUjcJmyJpqZmg9lJCFlra1HE1m3ecOxAfcNO9Os7wbTtR0NlZUqngPy27TeZlBrSanfOUzhm3OOhLWzRptG29iqzk+BXSelCiKRuZicj6my2A36/s9sbo5gSspLCwvfMTgIAYEfGHWYnIa7k5r1kdhLiWmXlT/h51VGez6dPXoE+fY42MUWRxxpIZCmJ8s7BmsV8osSwZct02O2hdlpqRC4V+Rwgfcdf4JtWM4OZ7PtMm+Lij1Ba+nloC1u0xmBa2q1mJ8GvxsYsZGc/YnYyLGXb9hvMTgKZpK5+u9lJAABUVa02OwlxpUIxRD1F3q9bfm92EiKOASQiM1j0TTFRovhlzYlmJyGh1Nb+anYSYkZDnI34ZrfXmp0E0qGx0bzaoUREsU7KyI1gbBUMIJHFWPMNqvEYQCKiyGI/JwmGLyaIEprdEWrNWiIi7RhAIjIFC/pEiUrw+qdIsGgTNiKKjl277jY7CUSUABhAIotJjAIwHx+JiGJD9EcjTIz7IBEREcUewwJIQohLhBC7hRC5QoiHVL6fK4RIc/3LEULUKr5zKL5bZlSaiIiIjGREMKGldZ8BKdGCgYiEwiZsREREFGFdjViJEKILgLcA/BZAMYAtQohlUkpPT5BSynsU8/8fgJMVq2iRUk4yIi1EMYEFfSKiGMFAHBERERFgXA2kyQBypZT5sqPr8YUApgeYfyaABQZtm+KIlE6zkxAVDkeL2UkggtMZ3kgRiXkex04wQTrbzU5CzJNSor4+PcrbdER1e0S+7I4Gs5NAOtnt7ECbiKLDqADScABFis/FrmmdCCFGAxgLYJVick8hRKoQYpMQ4gqD0kQxyOlMjAfS1tZis5NAhH1F/wlr+XXrzzYoJRQJefkvm52EmJeb9wJSt14T1W2WlS2J6vaIlKS0weFoNjsZpFP+Xub3RBQdhjRh02kGgMXS+xXbaClliRDiSACrhBAZUso83wWFELMAzAKAUaNGRSe1RESkym6vMzsJJoidGkjxSIiukNIete2ZEcyJ5u8jIiIi0sOoGkglAEYqPo9wTVMzAz7N16SUJa7/8wGshnf/SMr53pdSJkspk4cMGRJumomIiCiGJCX1MDsJRERERAnLqADSFgDjhBBjhRDd0REk6jSamhDiOAADAGxUTBsghOjh+nswgLMBZPouS0REZDbWPzIbByAgIiIiMoshTdiklHYhxGwAKwB0ATBfSrlLCPEUgFQppTuYNAPAQuk9DvJ4AO8JIZzoCGg9rxy9jYiIyDIkQ0hERERElJgM6wNJSvk9gO99pj3h8/lJleU2AJhoVDqIiIgoPgnBGkhEREREZjGqCRsREVECYA0kczGA5B/3DREREUUWA0hEREQUIxgk8Y/BTSIiIoosBpCIiIg040O6uRhA8sdubzQ7CURERBTnGEAiIiKimMA+kPyrr99udhKIiIgozjGAREREpJFkDSSTMYBEREREZBYGkIiIiLSSDCARERERUWJiAImIiIhiBGsgEREREZmFASQiIiLNWAPJTOwDiYiIiMg8DCARERFRjGAAiYiIiMgsDCARERFRjGAAySjt7bVmJ4GIiIhiDANIREREFBMEA0iG2bXrHrOTQERERDGGASQiIiKNJEdhMxf7QDKMlO1mJ4GIiIhiDANIREREmjGARERERESJiQEkIiIiIiIiIiIKiAEkIiIizVgDiYiIiIgSEwNIREREREREREQUEANIREREmrEGEhERERElJsMCSEKIS4QQu4UQuUKIh1S+v0UIUSGESHP9+4viuz8KIfa4/v3RqDQREREREREREVH4uhqxEiFEFwBvAfgtgGIAW4QQy6SUmT6zfi6lnO2z7EAA/wSQjI5Xu1tdy9YYkTYiIiKjSMkaSKbi/iciIiIyjVE1kCYDyJVS5kspbQAWApiucdmLAfwkpax2BY1+AnCJQekiIiIyEAMYRERERJSYjAogDQdQpPhc7Jrm62ohxA4hxGIhxEidy0IIMUsIkSqESK2oqDAi3URERBQjJBxR3V57e3VUt0dERERkZdHsRPsbAGOklCeio5bRR3pXIKV8X0qZLKVMHjJkiOEJJCIiCow1kMzkdNrNTgIRERFRwjIqgFQCYKTi8wjXNA8pZZWUss318T8ATtW6LBERERERERERmceoANIWAOOEEGOFEN0BzACwTDmDEOIIxcfLAWS5/l4B4CIhxAAhxAAAF7mmERERERERERGRBRgyCpuU0i6EmI2OwE8XAPOllLuEEE8BSJVSLgNwlxDicgB2ANUAbnEtWy2EeBodQSgAeEpKyU4HiIiIiIiIiIgswpAAEgBIKb8H8L3PtCcUfz8M4GE/y84HMN+otBAREUWC5DDyRERERJSgotmJNhERUYxjAImIiIiIEhMDSERERBQjGMAjIiIiMgsDSERERJoxgGEmu73O7CQQERERJSwGkIiIiIhUdOs2wOwkEBEREVkGA0hEREQaSdZAIiIiIqIExQASEREREREREREFxAASERGRVpI1kIiIiIgoMTGAREREREREREREATGAREREpBlrIBERERFRYmIAiYiIiIiIiIiIAmIAiYiIiIiIiIiIAmIAiYiISCMpnWYngYiIiIjIFAwgERERacY+kIiIiIgoMTGAREREpJFkAImIiIiIEhQDSERERJoxgEREREREiYkBJCIiIo2kkwEkIiIiIkpMDCARERFpxk60EwrjhUREREQehgWQhBCXCCF2CyFyhRAPqXz/DyFEphBihxDiZyHEaMV3DiFEmuvfMqPSREREZCxGFIiIiIgoMXU1YiVCiC4A3gLwWwDFALYIIZZJKTMVs20HkCylbBZC3AHgRQDXu75rkVJOMiItREREkcMAEhERERElJqNqIE0GkCulzJdS2gAsBDBdOYOUMkVK2ez6uAnACIO2TUREFBWS8aOE0m6vMTsJRERERJZhVABpOIAixedi1zR//gxgueJzTyFEqhBikxDiCn8LCSFmueZLraioCCvBRERE+jGCRERERESJyZAmbHoIIW4EkAzgN4rJo6WUJUKIIwGsEkJkSCnzfJeVUr4P4H0ASE5OZimeiIiijLceIiIiIkpMRgWQSgCMVHwe4ZrmRQhxIYBHAfxGStnmni6lLHH9ny+EWA3gZACdAkhERERmkhyFjYiIyIsQ/dC3z53o0nUUBAf5pgSXlZVldhJ06dmzJ0aMGIFu3bppmt+oANIWAOOEEGPRETiaAeAPyhmEECcDeA/AJVLKA4rpAwA0SynbhBCDAZyNjg62iYiIrIWdIBEREXnp2+dOHD70ZPTv1w1CCLOTQ2Sqfv3Gm50EzaSUqKqqQnFxMcaOHatpGUMCSFJKuxBiNoAVALoAmC+l3CWEeApAqpRyGYCXAPQBsMiVseyTUl4OYDyA94QQTnT0yfS8z+htREREliDZhI2IiMhLl66jGDwiikFCCAwaNAh6+pc2rA8kKeX3AL73mfaE4u8L/Sy3AcBEo9JBREQUMZJN2IiIiJQEkhg8IopReq9dNlIlIiIiIiIiIqKAoj4KGxERUayqr08zOwlERESWtj3tFtjttYatr2vXQ3HypA8DzjNgwCSccMI42O12HHPMkXj33WdQUVGN66+fjU2blnrme+65t3HIIb1x11234I47HsO6dano378vpJR49tn7cN55ZwAAtm7NwGOPvYwDB6rQq1cvTJo0Hi+++BCWLv0R27fvwpw5j3jWedllt+Lpp+/FKaecAADYsSMbU6ZchyVL3saFF57jme+ll97H4sXL0aVLEpKSkvDqq48jOflEXHbZrSgvr0CvXj0BAGPHjsQnn7yCPXv24u67n0ZdXQPa2mw488xT8Prr/1T9/WvXbsEbb3yEL754E5999jXuvPMJrFu3CBMmHAMAOOOMK/H5529i9Ojh+OSTpXj77U8ghIDT6cTjj9+FVas2YPPmNNhs7SgsLMG4cWMAAPfddxuuuOIi/OEPf8f+/ZX4+efPVPel0rBhp6O0dLPXtOeeexvPP/8utm37FkcdNQoA8Pbbn+Dhh19CSsoCnHLKCZg48RL06dMbXbp0AQCcddapePHFh3DHHY8hJWUT0tO/R48e3VFVVYPzzpuJhQtfx1//+igAoKioDP369UH//n0xcOCh+Oqr9/DQQy9izZrNEEKgR48e+PDDlzBmzAjV/ee77ZdffhRDhw7B5MlXYNy4MbDZ2nHyycfjzTf/hW7dumHt2i34wx/+jtGjh3vW8fTT92Lq1DNQXFyMO++8E5mZmXA4HJg2bRpefvllVxo+RGpqKt58803Pcueddx7mzJmD5ORkjBkzBn379vWk49xzz8Xrr7+OW265BT/99BPy8/PRo0cPVFZWIjk5GQUFBQCAnJwc3H333dizZw/69u2Lo48+GnfeeSduu+02pKeno1evXq5z9TLceOONmDlzpup+0IIBJCIiIo3y8ueYnQQiIiJLMzJ4pHV9vXr1wLp1iwAAf/nLQ5g/fxF+//sLgi739NP/wBVXXIQ1a37F3//+FLZv/xYHDlThj3+8D/Pnv4jJk08CAHz11Y9obGzWlN7Fi5fjzDNPxuLFyz0BpF9/TceKFWuwZs3nniCIzdbuWeaDD573BKDcHnjgBfztbzfhssumAgB27crRtH0AGD78cMyZ8wE+/PAlr+klJeWYM+cDrFnzOfr374vGxmZUVlZ7tlFYWILrr5/t2ZcAUFtbj7S0TBxySG/s3VuMsWPVgzDBnHDCOHz55Q+4//5ZAICvvvoJ48cf5TXPt9/Ow6BBAzot26VLEj75ZCn+8pfrFes7xpPOO+54DBdffC6uuOIiAMDixd+jrOwANmxYgqSkJJSUlKN3794B0+e77cLCEowdOwLr1i2Cw+HA9OmzsHTpj7juussAAGeeeQq++OJNr3VIKXHVVVfhjjvuwNdffw2Hw4FZs2bhgQcewGuvvaZpP6WkpGDw4MEq+6AL5s+fjzvuuMNremtrKy677DK88sor+P3vfw8AWL16NQYNGoSrrroKzz77LJ555hl89dVXaG9vDyt4BLAJGxEREREREcWJM888Bfn5+3QtM3nySSgr6xgo/IMPFmLmzMs9wSMAuOKKi3DYYYOCrkdKia+++hFvv/0MUlI2obW1DQBQXl6BQYMORY8e3QEAgwYNwBFHHBZwXfv3V2DYsMM9n0844RjNv+fii89FdnYu9uzZ6zW9oqIaffsegj59OoIpffr09lsrx+2bb37GJZf8BldffQmWLFmuOQ2+LrvsfHz3XQoAID+/CP369VENFqm5444b8fbbn8Jut2uav7y8EkOHDkFSUke4Y/jwoRgwoF9oCUdH8ObUUyeitHR/wPl++WUzevbsiT/96U+e5ebOnYuPP/4YjY2NIW8fAO6++27MnTu30z743//+hzPPPNMTPAI6ajVNmDABTzzxBBYtWoS0tDQ89NBDeOutt8JKA8AAEhEREREREcUBu92OlSvX4fjjx+labuXK9Z5aOJmZuZg06Xi/83755Qqcc861nn/bt+/yfLd5cxpGjx6OI48ciXPOScaKFWsAAOeffxZKSvbjlFN+j3/84xmsW5fqtc7bbnvIs77HHnsZAPC3v92Eyy//C66++g689dYnqK2t1/x7kpKS8Pe//wkvv/wfr+kTJx6LIUMG4cQTL8Xf/vY4li9fHXRdixcvxzXXXIprrrk0rABS376HYPjwocjM3IMlS5bjqqsu7jTP7373Z89+eOutTzzTR4wYijPPPBkLF36raVtXXnkRfvjhF5xzzrV49NE5SE/PCrqMe9vnn/+HTt+1trZh69YMryaJGzdu8zoP8vOLkJ2dh1NPPdVr2X79+mHMmDHIzc3VlPapU6di0qRJmDRpEubOneuZPmrUKJxzzjn45JNPvObfuXNnp2269e7dG3PmzMG5556LGTNmYNw4fdeFGjZhIyIiIiIiopjV0tKGc865FkBHDaSbb74K5eXqQ5MrR516/PFX8NRTb6C0dD9++ukT1fl9XXXVxZ36QHJbvHg5rr76EgDA1VdfggULvsH06b9Fnz698csvC7FhwzasXfsr/vSn+/Hkk3fjhhumA1BvwnbjjVfgggvOwsqV6/H99yn4738XYf36xZ5aTMFce+00zJnzAQoKij3TunTpgi+/fAfbtu3E6tWb8fDDLyEtLRMPP/w31XUcOFCF/Px9OPPMUyCEQNeuXZGZuUd3gM6toxbTD/j55w1YtuwDfPbZ117f+2vCBgD/+MefMXPm33HxxVOCbmf48KFITV2GNWs245dffsXll9+Gjz6a4+njSo3atvfuLcY551yLwsISXHTRFE+fUoB6E7Zg/I14ppzurwkbADz88MOYPn06LrvsMs3b/P3vf49DDz0Uf/ub+jHWizWQiIiIiIiIKGa5+0Bat24RXnrpYXTv3g0DBx6K2toGr/lqauoxaNChns9PP/0PbNv2Df71r7tx551PAADGjz8KaWmZutPgcDiwbNlKvPjie5g48RI88MDz+Pnn9WhoaALQEbyZMuU0PPLInXjppYexbNlPQdd5xBGH4aabrsSCBa+ja9cuyMzUVosFALp27YrZs/+IV1/9r9d0IQROPXUi7r33L5g//0UsW7bS7zqWLl2B2tp6nHjipZg48RLs21eKxYtDr4V0ySXn4vPPv8WIEUPRr18fXcseddRoTJx4LJYu/VHT/D16dMdvfzsFzzxzL+699y+e5nN6uPtASkv7Dmlpmfj++8DrOPbYo7B161avafX19SgvL8exxx6LQYMGoaamxuv76upqvwEjX+PGjcOkSZPwxRdfeKadcMIJnbbpKykpydOcL1wMIBEREREREVFc6dOnNw4/fDB++aVjRLDq6jqsXLkeZ5xxSqd5Z82aCadTYuXK9Zg1ayYWLFiG1NQdnu+XLVuJAweqAm5v9erNOOGEY5CZ+RMyMn7Azp0rcPnlF+Lbb3/Gnj17kZdX6Jk3I2M3Ro4cFnB9K1euQ3t7R0fb+/dXorq6DsOGBe43ydcNN0zH6tWbUFnZEbQoKzvgFRzLyMgOmI7Fi5djyZJ3kJHxAzIyfsAvvyzEkiU/6EqDUu/evfDkk3fjvvtuC2n5++67DW+88VHQ+dLSMj19WjmdTuzalYORI48IaZtAR59VTz55N155ZV7A+c4773Q0Nzfj448/BtARVLz33nsxe/Zs9OrVC6eddhrWr1+P8vJyAEBqaira2towcuRIzWl59NFHMWfOwUFd/vCHP2DDhg347rvvPNPWrFmDnTt36vmJmrEJGxERERERERmia9dDDR2JrWvXQ0Ne9r33nsV99/0bjz7a8cD90EO348gjOz+sCyFw//234bXX/otvvvkP5s9/EY899jIqKqqRlJSEs846FRdeeHbAbS1Zshy/+935XtMuv/xCzJv3BY477mg88MBzqKtrQNeuXTB27Ci8/voTnvluu+0h9OrVEwAwcOChWLbsA6xatREPPvgCevbsAaCjttThh2urqeLWvXs33H77H/Dggy8AANrb7XjssZdRXl6Bnj17YNCgAZg793HVZQsLS1BUVIbTTjvRM23MmBHo16+PJ7g2Z84HeOedTz3fZ2WtRHNzK8aPv9Az7c47b/Za7zXXXOo3vb/73Z89Q9ifcMI4vPfev72+Hz/+aJx44njs2BG4T6PKymrcdde/YLPZAACnnjoRs2aFN/rY7353Pp5//h1s2NBR28fdB5LbfffdhiuuuAhLly7FnXfeiaeffhoVFRW4/vrr8eijjwIADj/8cLz22muYNm0anE4n+vTpgwULFnjVDpo6dapnH5x44omeYJTbCSecgFNOOQXbtm0DAPTq1Qvffvst7r77btx9993o1q0bTjzxRM2jvuklpJQRWXGkJScny9TU1OAzWtzPq44KPhMREREREZEFDRzwHo466vDgMxIlgH79Jnr+3rBhA2bOnImlS5filFM613yziqysLIwfP95rmhBiq5Qy2Xde1kAyUWXVarOTQEREREREREQGO+uss1BYWBh8xhjCAJKJnM42s5NAREREREREMWDlyvV48slXvaaNHj0cn332qur85O388/8Am63da9p77z2LE044xs8S5IsBJBMJdDE7CURERERERCGTcEJK6XeIcjLOhReeHbQvJvJv1ar/mZ0Ey9HbpRFHYTOREAwgERERERFR7HLY96Guvl33gygRmUtKiaqqKvTs2VPzMqyBZCIGkIiIiIiIKJY1NL4FlN+JyspREKyfQAmuZ8/YCrH07NkTI0aM0Dx/bP26OMMAEhERERERxTIp61Hf8JzZySCyhAvOzzM7CRFlWIhYCHGJEGK3ECJXCPGQyvc9hBCfu77fLIQYo/juYdf03UKIi41Kk9UxgEREREREREREscCQAJLoiIS8BeBSAMcDmCmEON5ntj8DqJFSHg1gLoAXXMseD2AGgBMAXALgbZEokZUE+ZlEREREREREFNuMqoE0GUCulDJfSmkDsBDAdJ95pgP4yPX3YgAXiI6u+qcDWCilbJNS7gWQ61pf3EtiAImIiIiIiIiIYoBRfSANB1Ck+FwM4HR/80gp7UKIOgCDXNM3+Sw7XG0jQohZAGa5PjYKIXaHn3RzHXZY11MPPZSdzRGZrbbWCV6LRObjtUhkDbwWiczH6zD25OSIrWanwSCj1SbGVCfaUsr3AbxvdjqMJIRI3b9fJpudDqJEx2uRyBp4LRJZA69FIvPxOiSrMSqcWQJgpOLzCNc01XmEEF0B9AdQpXFZIiIiIiIiIiIyiVEBpC0AxgkhxgohuqOjU+xlPvMsA/BH19/XAFglpZSu6TNco7SNBTAOwK8GpYuIiIiIiIiIiMJkSBM2V59GswGsANAFwHwp5S4hxFMAUqWUywDMA/CJECIXQDU6gkxwzfcFgEwAdgB3SikdRqQrRsRVkzyiGMZrkcgaeC0SWQOvRSLz8TokSxEdlYCIiIiIiIiIiIjUsUt3IiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKqKvZCQjV4MGD5ZgxY8xOBhERERERERFR3Ni6dWullHKI7/SYDSCNGTMGqampZieDiIiIiIiIiChuCCEK1aZHvAmbEGK+EOKAEGKnn+/PE0LUCSHSXP+eiHSaiIiIiIiIiIhIu2jUQPoQwJsAPg4wz1op5e+ikBYiIiIiIiIiItIp4jWQpJRrAFRHejtERERKH5dUIrWuyexkEBERERHFBav0gXSmECIdQCmA+6SUu9RmEkLMAjALAEaNGhXF5BERUax5IKcYAFA+dZK5CSEiIqKY197ejuLiYrS2tpqdFCLD9OzZEyNGjEC3bt00zW+FANI2AKOllI1CiGkAvgIwTm1GKeX7AN4HgOTkZBm1FBIREREREVHCKi4uRt++fTFmzBgIIcxODlHYpJSoqqpCcXExxo4dq2mZiDdhC0ZKWS+lbHT9/T2AbkKIwSYni4iIiIiIiAgA0NraikGDBjF4RHFDCIFBgwbpqlVnegBJCDFUuK5CIcRkdKSpytxUERERERERER3E4BHFG73ndMSbsAkhFgA4D8BgIUQxgH8C6AYAUsp3AVwD4A4hhB1AC4AZUko2TyMiIiIiIiIisoiIB5CklDODfP8mgDcjnQ4iIiIiIiIiI0xctxMV7XbD1jekW1dknDPBsPURRYLpTdiIiIiIiIiIYomRwSM96ysvL8eMGTNw1FFH4dRTT8W0adOQk5MDAHj11VfRs2dP1NXVeeZvbm7GDTfcgIkTJ2LChAk455xz0NjYCADo06eP17o//PBDzJ49O2gaJk2ahBkzZnhNu+WWWzB27FicdNJJOOaYY3DzzTejuLhjRNypU6dixYoVXvO/+uqruOOOOwAAlZWV6NatG959912vecaMGYOrr77a83nx4sW45ZZbPJ+XL1+O5ORkHH/88Tj55JNx7733AgCefPJJDB8+HJMmTfL8q62tVf0tq1evRv/+/T3zXXjhhZ3Wcfzxx2PBggWdfqt7mbPOOsvz3VdffYUTTzwRxx13HCZMmIDFixd7vjvvvPOQmprq+VxQUIAJEyaopmPSpElYuXIlgI5mZu7fBgBz5szBk08+6fn88ccfY8KECZg4cSJOPvlkzJkzB48++igefPBBzzyFhYU48sgj/e4HrRhAIiIiIiIiIrI4KSWuvPJKnHfeecjLy8PWrVvx3HPPYf/+/QCABQsW4LTTTsOXX37pWea1117D4YcfjoyMDOzcuRPz5s3TPGS7mqysLDgcDqxduxZNTU1e37300ktIT0/H7t27cfLJJ+P888+HzWbDzJkzsXDhQq95Fy5ciJkzOxorLVq0CGeccYZXkMZt69atyMzM7DR9586dmD17Nj799FNkZmYiNTUVRx99tOf7e+65B2lpaZ5/hx56qN/fNGXKFM987qCNch1ff/01/vrXv6K9vd3rt7qX2bBhAwAgPT0d9913H77++mtkZ2fjm2++wYMPPoitW7cG2KPq6UhLS/MEs3r06IEvv/wSlZWVnZZZvnw5Xn31Vfz444/IyMjApk2b0L9/fzz22GP46quvkJWVBQD4+9//jqeffjrgftCCASQiIiIiIiIii0tJSUG3bt1w++23e6addNJJmDJlCvLy8tDY2IhnnnnGKxBTVlaG4cOHez4fe+yx6NGjR8hpWLBgAW666SZcdNFF+Prrr1XnEULgnnvuwdChQ7F8+XJcc801+O6772Cz2QB01LwpLS3FlClTPOt8+eWXUVJS4qm15Hbvvffi2Wef7bSNF198EY8++iiOO+44AECXLl08NZqMNm7cOPTu3Rs1NTUB55szZw4eeeQRjB07FgAwduxYPPLII3j55ZfD2n7Xrl0xa9YszJ07t9N3zz33HObMmYNhw4YB6Ag23XbbbejVqxfmzp2LO++8E99//z0aGhpwww03hJUOgAEkIiIiIiIiIsvbuXMnTj31VNXvFi5ciBkzZmDKlCnYvXu3p1bSrbfeihdeeAFnnnkmHnvsMezZs8ezTEtLi1eTqSeeeCJoGj7//HPMmDEDM2fOVK0xpHTKKacgOzsbAwcOxOTJk7F8+XJPWq+77joIIVBUVISysjJMnjwZ1113HT7//HOvdVx33XXYtm0bcnNzNe8LAJg7d67nd02dOjVgOteuXeuZVy1YtW3bNowbNw6HHXaYZ9r999/vWcYdmNm1a1enNCUnJ6vWoAqWjkmTJiEvL8/z3Z133onPPvvMq3kiEHg/TJs2DQMGDMAf//hHvP3225rSEEzEO9EmIiIiIiIioshZsGABli5diqSkJFx99dVYtGgRZs+ejUmTJiE/Px8//vgjVq5cidNOOw0bN27E+PHj0atXL6SlpXnW8eGHH3r10eMrNTUVgwcPxqhRozB8+HDceuutqK6uxsCBA1XnVw6u7m7GNn36dCxcuBDz5s0D0BGQuu666wAAM2bMwK233urV30+XLl1w//3347nnnsOll16qeX/cc889uO+++zTNO2XKFHz77bedps+dOxf//e9/kZOTg2+++cbru5deegnXXHON5vQAHTWzAk3zlw4A6NevH26++Wa8/vrr6NWrl+Zt3nnnnWhpacGxxx6rK63+sAYSERERERERkcWdcMIJqv3pZGRkYM+ePfjtb3+LMWPGYOHChV61g/r06YOrrroKb7/9Nm688UZ8//33IW1/wYIFyM7OxpgxY3DUUUehvr4eS5Ys8Tv/9u3bMX78eADA9OnT8fPPP2Pbtm1obm721JpZsGABPvzwQ4wZMwaXX345duzY4VVLCgBuuukmrFmzBkVFRUH3hZHuuece7Nq1C0uWLMGf//xntLa2Bpz/+OOP75SmrVu3Ijk5GQAwaNAgr2Zw1dXVGDx4sOb03H333Zg3b55X31PB9kNSUhKSkowL+zCARERERERERKTDkG7GNubRsr7zzz8fbW1teP/99z3TduzYgbvuugtPPvkkCgoKPP0LlZaWorCwEOvXr/cELWw2GzIzMzF69Gjd6XM6nfjiiy+QkZHh2c7XX3+t2oxNSonXX38dZWVluOSSSwB0BLGmTp2KW2+91dN5dk5ODhobG1FSUuJZ58MPP9xpnd26dcM999zj1QfQ/fffj3//+9+eEeicTmenUdyMcvnllyM5ORkfffRRwPnuu+8+PPfccygoKADQ0dfTq6++ivvvvx9Axyhsn376qadm1kcffRS0eZ3SwIEDcd1113lqbwHAww8/jPvvvx/l5eUAOo7xf/7zHz0/Txc2YSMiIiIiIiLSIeOcCVHfphACS5cuxd13340XXngBPXv2xJgxY7B69Wq88847XvNeeeWVWLhwIY444gjccccdkFLC6XTisssuw9VXX61722vXrsXw4cM9nTUDwLnnnovMzEyUlZUB6AjqPP3002hubsYZZ5yBlJQUdO/e3TP/zJkzPekCOmofXXnllV7bufrqq3H99dd36o/pz3/+M5555hnP5xNPPBGvvvoqZs6ciebmZggh8Lvf/c7z/dy5c/Hpp596Pn/11VcYM2aM7t/t9sQTT+APf/gDbrvtNs9vVabn119/xaRJk/DCCy/g97//Pdra2lBQUICUlBRP87FZs2YhOzsbJ510EoQQSE5OxnPPPedZh7sPJLfHHnusUzO5e++9F2+++abn87Rp07B//35ceOGFkFJCCIFbb7015N8ZjFC2S4wlycnJMlD7TCIiSmxDU9IAAOVTJ5maDiIiIop9WVlZnuZYRFo89NBD2Lx5M1asWOEVSLMatXNbCLFVSpnsOy9rIBERERERERERGej55583OwmGYwCJYoqUEv8prsTVQwdgoMHtjomIiIiIiBLds88+i0WLFnlNu/baa/Hoo4+alKLwrVixAg8++KDXtLFjx2Lp0qUmpSg2sQkbxZRt9U2YtnUPhnbvirSzo9/umIhiB5uwERERkVGysrJw3HHHqQ7FThSrpJTIzs7W3ISNo7BRTLE5OwKe5Ta7ySkhIiIiIqJE0bNnT1RVVSFWK2AQ+ZJSoqqqCj179tS8DNsAUUxhvJ+IiIiIiKJtxIgRKC4uRkVFhdlJITJMz549MWLECM3zM4BEREREREREFEC3bt0wduxYs5NBZCo2YSMiIiIiIiIiooAYQKKYwiZsseW3W3bj09JKs5NBFBELy6pwcepu9oVARERERAmBASQiipiMxhbct7vY7GQQRcTd2UVIb2jBdxV1ZieFiIiIyBSlrTa0OpxmJ4OihAEkIiKiMJS1tZudBCIiIiJTnLIxE5dv22N2MihKGEAiIkpgN+7Ix3FrM8xOBhERERHFqB2NLWYngaKEASQiogS2sqoetXYH8pvbvKZX2uwobGnzsxQRERERESUaBpAopgjBbrSJIsEmvduuT1i/E6dvykKbk23aiYiIiKzCISUe31OM0lab2UmhBMQAEsUUho+Ioiu3mbWQiIiIiKxiY20jPiiuxLm/ZpudFEpADCARERE4Ej0RERGR9bnLbI0c+YxMwAASERFRGNiyloiIiIgSQcQDSEKI+UKIA0KInX6+F0KI14UQuUKIHUKIUyKdJopdfE4jIqth7S0iIiIiSgTRqIH0IYBLAnx/KYBxrn+zALwThTQREZEGDNoSERERWQffW5GZIh5AklKuAVAdYJbpAD6WHTYBOFQIcUSk00XG+7mqHiV+RgNosjvw5f6aiG7/x8o6lLe1a55/Q00jcptbDU1Dq8OJL8qrIeOsSkJmYwu21jXpWsaofZDe0Iz0hmZD1hVMm9OJz8tCP35FrTakVNUbnKrE8s2BWtS0281OBgDg+4paVNiC5yl7W9jROOlTabPj+4pas5NhGUbfO1Oq6rHPdV1+UV6N/xRXhLTuNdUNKFS5vr/cX4MmuyPsdMaTunY7vj4Q2XIeBeaQEgvKquCIszIoRc62uibsamzRPH9OUys21TZGMEXWoXz2+Wp/DeosUja1Aiv0gTQcQJHic7FrWidCiFlCiFQhRGpFRUVUEkfa3bAjH2duylL97sGcYvwtsxDv7jsQ1jYC1Ya4OWMvzvKzfTVXpeXinM3Gjl7wXH4Z7srah2fyygxdr9nO37Ibl23bY8qQ7hen5uDi1JyobOuF/HL8PXsf/pVXGtLyUzZnYeaOfNUHDgqurM2G23YVYKoFRhWptztw684C/EZDWuaXVKLKxoIFaXfTjnzcurMAqxlwBmD8vXPmjnycsSkLu5tacVfWPjy2pwRP7CnRvZ7r0vNwuk+5Ylt9E/6WWYhpW/cYktZ48X9Z+/DXXYVYUFZldlIS1ocllbgnuwi37yo0OykUI6Zt24MLtuzWPP+5v2bjiu25qE+AALr72SezsRm3Zxbit1F6FokFVgggaSalfF9KmSylTB4yZIjZySEVNj9vPUpdNYM+Lw9UGS18zSYEOJT2u2orLIrw7zRLvN8wDoR5/FqdHef/hjh6OxPNJmxtrv1XboFgjN2Vl1W3azvndzcZW5uR4ltha0eQ+asDteYmxCIice90AmhWjFC0yKBa0E32jnXuNrgGc6wrdtVAX1zOWkhmqXTdO79h7UaKMOWL0nhrdeGrwnVd7fPTyiYRWSGAVAJgpOLzCNc0Is2sknmxv5iDjD4iVjnGFDm8fihRuLMznvOxh6MuEhFRIrNCAGkZgJtdo7GdAaBOShlf7X/IOH4KblYLLVgtPaQNjxuFSvLsIR3cZwtjEZHF/UtEFFnxXvqJ998Xiq6R3oAQYgGA8wAMFkIUA/gngG4AIKV8F8D3AKYByAXQDOBPkU4TUaQIvpqMGAk+DBBRfHAXSJOYqREREVEMicYobDOllEdIKbtJKUdIKedJKd91BY/gGn3tTinlUVLKiVLK1EiniQJrczpRYFInwE12B4ampOGmHfm6ljM7OrzsQC0ezSk2ORXhe2B3Ee7KKsRDBvyWcI/J3IJyzC8Ov7P8olYbrkvLRYOO/psa7E68Ubjf83lhWRWeDbFjbaPTFoxR+02NzenETTvydY3YYVX1dgeuS8v19NuhxyM5xfgmgn3XpNU3408Ze2F3el9FX5RX42mf89DmdCK/uXN+/X9ZhVhdzQ6arcpdY833ncOrBeWYF6HrNxGZ+U6n2eHEzPQ81etTK6eUuG1nATYH6Vfv2bxSLLRQ59W/1jbiLzv3wmlC0/NQ90Wb04kbd+Qjy3V/m1dcgVcLyjvN982BWjxi8fJeIsWl/R0nrRrsDpSybxvdEukcM/0h04Ks0ISNLOae7CKcsSkLe03oIPIn14g0P1XVqz6kCotmWbN2FWBeSSVqY3yIx49Lq/BFeQ0+LKn0DF1plhf2luMRxag5oebfL+4tw5qaRtygIyhpkxLP5pfB5uqU/e7sIryx7wCKDC5khJK2YHz3m5GymlrxU1U9LtQxYodVLTtQizU1jbgohN8yv6QSt+0qMD5RLndkFmB5ZR1eyPduzX1X1j68te+AV+eVj+0pwVmbs5DR0Ow176LyGsxIN+68ImP5e65+fm85Ho3Q9UvRtaa6ASnVDbhgS+ijStbaHfimohbTt+cGnO+NfQdwd3ZRwHmiJaepFZdvz8W3FXX4IMRgqFNKPJdfhgpX5+p6hLov0uubsVJxf3t0Twme31uOJp8XPLftKsD8kkqk++S5VpCIz7n+jpNW5/2ajVM2ZpoyynC8iPfzLt5/XygYQKJO3G+tXy08YGo69LwRsEr/yi2O+LkBGR0sMdueEAKiDp/zqtrgAKH7vM2NsdF8InW5mREerrbwyIL+RnmqVIxSt7amAQDw0t7Q38CSeVgIiywzXzm5a5m1OC1SQImSCsV9cndjaPe2DbWNeK1wP37za+jBt1D53hHa/BQwS+KsjBQpN6TnR6QGty9/xymYEtco0Ztq/b80vSurEP/I3hfS+uMVu+xIbCy7WNDDOcUhvRU3iruWjxmjXjE/ih9Gnz6hrs89jLORzcRI3a7GFgxNSfM0AbCyeMtqOEphbDnYiXa8nYnGcjdrX1RWbXZSKIrcL2+q22Pvvl3UasPQlDRscAX3o8mKd4Gfq+vxxj5zX0iH64vyGvyPeVDC4iApnTGAZEH/LanEjsYW5MVYrYRo8FfUtsql7Y7IM7Oxjn0tHW8J7SEckng9ir9UN+DdCBToPncVsG4MsUke32iFLl7PVbcdDc14Lj9+BmiN9+OlJquxBU/lluoKdha4ann8n4Xe/kczl7JqjphW39ypia2aRDzPU1xdMcw0sGk6kZVF+/1Vha0d92UXsdmhiSI+Chtp55ASXRQPUM0OZ6dpeknZEcpI0rGOSBdYnFJCAKrpCvVtrFEBG6eUuvaVXg4pkQT9D8pSSjgB3edCuOdPm9OJLiEfk4PcHWmq7Vut56hyfaH+rmD7Pxr3QLVjGe2b7/XpeQCACwb1M3S97l9UYTO+LzB3vuEJ0oaQt3mtx/AUhsbp/h2IrQCa7/EIZflAx853/Zek5sAJYFLfXrh0yKF+j3+4eV64fNPlL52eS15nUs3+feG4ansuauwOHNm7O24cNtjvfMrfGMlfGmoeYpRwryF/1M4R323pPY86XY9bcwAAp/Y/BBcafB+JF21OCSllVPP1SNVEVTtXo5UXxXKeZxVa70tmUS8X+0/jE3tKsPRALcrabPjspKMABH7OCDt9hq8x9rEGkkUUtrRh+Op0vKOoFbCtvgnDV6djVWXoI+n8YUc+hq1Ot1TzhmGr0zFx/S4MW52Oj0oqzU6OR1p9M4atTseScn3VVPdqHGGl3u7A8NXpeDKEtuCvFOzH8NXpujqUXFlVj+Gr07E2jJGYLtqSg2mugmI4ztqchaPW7FD97sW95Ri2Oh01GvsXWnagFsNXp4fUyffw1el42OTRUz4rq8bw1enIUTTzqrE7wjpOodIyAlk0yxeBNjVsdbpXzaYHcooxbHU62nX2LzL6lx04c3NWWGlRE2oOO2x1OoavTscFOpotq21rZXVDVPP5YavTcV6ITa2zGlswbHU6Piv1P1LSsNXpuDYtz/PZ/Z5xh6vj2vt3dz7+yys68oZNQUasiqS7svdh2Op0zwh6f9lVgGGr0zuNRuX+qOc8y2pswfDV6fhfgP1mZQ7XmbuzwX8T1xanE8NXp0dlBEG1cyiahq1OxxVBOsfW69faRgxfnY5vfUaJHLY6Hde4rqefXWWDNTr28bDV6ZiRntdp+k4LdiRtJX/M2Gt2EgwxbHW612Afe5paMTwKZfhvXOW9LQH6J0pUenKtW3d634eSN2bimLUZkUlYCOYUlGP46nRUK14++rt3Agd/e4biXnLUmgxM3pgZkfRZ5wnaOhhAsojdTR3N1f6lCC78WtdxY749syDk9aZUd7TBXq+jQB2NB8ZKV7DgQZ+H+WCb9pc2Iy5u90PH7Cx9VeWVo8UFSr87+PNekf5RST5xPTA8l689+PRjZR0A4G+ZoVf9393cih0G9GdT0GJDi1OiTiVI9KGrADInSCfA7lpm31bUAgBmZxWGlJYPTX74WuwKUN6b4z1KTDjHyTIinHf8XH2wTwn3NfGpzuGa26VEQYvNOlWQXDKbwm+yvD3KD3O7Q0zz9vqOdN67O/BISesU9y334XLn9e7j/pni+H/vyvPuzAwtbzDCovIaAMCS/R3/f1fRkaYfO70I6vglek7Dra799o8g+83qkgL86CZXn3W37+o4huFepoGWVzuHtK0zcKrq2u0YmpKGtzU0E94c5EWI3t/vvmb+plJudJcD3aPd3qHznvNLjXmB2Vj1Y1X0XwwBkbm9rVLcf92BfN8yvNG+UynvTVi3E+eqvASy2C3dUpa77o0rXedjSVs7Gh1Owwb+CfcZ7KOSjjz4+b0Hm8W6750/uNKupHasW5xOFLfpH7WRQsMAUgxoNeDtmC2EdUQi4rovBkatsHKkucV3WDANmkO8QbxcEN6oTmrNCgOlXu+NLNZHvGv2OZahHqdE18b95uGu9WKlGqeqDCzpq/WB0KyxX4RXCsqDBq5D5Zsum28NpIhstbNVVfW4aUc+nBboK8K9C7pqeEvVGpH0qu/1VoPzkHLXW/Qt9ebVzrEFOMHce7/FEXsdVFNg0cpX1LbzSWklHs4xNrh98Fw9eI1WttuRo7HmP3nzfRYM53zxl4s7pMSMtDysrdbfibxauT7Q82vUzneLF6nMwAASdRLJKH5TkIJaqNs24uJm/uBtj8Vu0GYcH3aGrq9fskjWFjBaLL+tVJ6ViTKKl28NpIA0XrYv7i3HnDAD5eGL7PH7w458/FRVjy99mjSZyWr9mRidy1vr10VWsPwnknfQolab5qbv4Uik4xmO+3cX478lVShoMb7syLKYtSmPT027A6trGnCtSpNXLdqd0mskX7UjH0v9RcYrBpAopjDLICIKzOpF7XDy8Xh5E+j+GZEuB7tXv8eAJpLhcv/mLhbpVy0Wtskyj3+nbczEpA27zE6GpUQrewx0XlZHIainhtdK7HLfBwWAp/NKMVVz/4pxUiCIQQwgxQAJiZ8DtKNedqDWU1WwsKUN2U0tyG1uDamTYaXqdjtKo9zkLNTCtG8Wsr2+2dPnUGpdk6YbmhHZUKC35Dt19iWU2diiqZNjpZSqeiyvqI1qE5YGuwMbVPpGUEtBgz30KvPx8uDoFs3CTr3dEXbHwoUtbV593mQ1tmCfnzeNoR6q8Mf7i/S29Am0j/QqMiAvrrC1Y1sY94V9LW1ebwajyX1vkAAyQujrKb+5DbnN6kGUSOSXaveyZocT62oaXNt0zedn07saW1ASxjHPbW5FfnOb5zyPRgO2dTUNaNLQLEpPDSQts26vb8YBDX1f+DvK7U6JX3Q0twiWJiODgmppllLi2wO1qA3hQX1tdYOhzQPd106lzW5IP25aKMscbQGat6jlvW1OJ36pbsCa6gbDmy66+aZod1MrCiNQKweA53dUt9uRGmaZX6u11Q34tsK7XxplHlrXrp4HrAlwjUkpsbKqvlOHye6aJu068mhlXl8Y4j0r0P0iVrjvAVqVtNos0Sn+Fp/zWLUGko71Nfp5RqHwdDU7ARRcuwRu2JGPlNOOxfg+vTp9P2tXAQAgd8pEnL4p+OhCwbgvzJ+rG3DKxkyUT50UdBmz+9zw3fqlW3PQM0mg4Dcn4Xfb9mBQty7Ydc5E1WUb7Q706dol4mn86y59Hbue74rAa9n/ALC1rgkzXaNk3HDEwKg1E/jrrgKsqm7A0pOPxpmH9gk47/Ttudh21glhbS+So2N1Oo+jeFpHsor2nzL2Yn1tI5afegxO7tc7pHX45i1TVc5PM94ALiqvwe2jDjdhy8Gp7aNAClraMKZXD9XvTtMxuoi/M+nSrTkobm3HtjOPx7Ce3TWvz22y6xwoOPdE3csqhXue/DZVfWTIQOs9y9Xpatl5J5lW/f3e7H1YeqAW8yaMOVgDyc+8F+g8d3ydszkbgKu2j4x8AKm41YZr0vIw/pCeSJl8nOo8nhpIuprFBp/30q056JEkUPibkzovr+FYL6+sw7/3luG140bi+iMGaU6bP0kRzgmzm1rxl10FmNyvN5adeozXd8G2HGqzkmCMGK1VK3eZI5jJm7I6XT//zC31DNyR3K83vvXZf5Hwm187rsVQr2V/djW24Lr0PJzWrzfqHU7sbmrFTa7zN1JnYF5zq+o5tFzR0fEtO/eqXovXpefhzfGjcM3QgZ2++/pALW7PLMS1hw/AG8eP9kx3/45au/YcTJnXu8sthb85ET2StNeZ8He/kFLGTPMp9z1A63l3qquMsWfKRPTV+UwUyaJyoOdLLdv9665C/FxdjyWTjsLZA/qGloaQlopvrIEUQ5a7RiPwJ9sCVdTDFXQUNh3rUnY+XuXnjQgAZLn2m5E1kMxQpXgb+VlZddS2m9nYsf8+1jCca2mAt8TBRisJ5fj8Ut2gu+ZXPHLvg/+VRXbI3XCFUi7bFWK+F+zB1IxrebHG6zbUgH1xa8f1F+7IQMVt0R8MwXM8wsyo1d5kR6tw6K7BN6+4whMwjtZ5pvWUuXlHPj4r1Z9PuGuXZmm4HgONwhaqQDVRgnGPCvt+sTH5o5E/T+1XtbhqEP1qcCfd31XU4spte0LKX/wNkNLqdOKczVnYbeB92F3mCEWu4vxMNbGTcyO4+3/aUt/syVsiXWumzk8t8nJF2S7QtfhBsfooxGWu5Re5Rq80gjLkVBbi6Fx2g94pztpVgPl+frvV7NJ4rUbq3qVlH+vZdlZTx+/5KIT7mhv74OqMAaQEoediC6VTVrMvrXAu7nYDRrmjzvSWQSvb7VhdHf6Qt60OJ4ampGF+cQX+nqVvmGJf0TwzItkZsq4OiP0sq23e2Hgzp0Us5wqRrhAafmfpoa8h3J9m5nFVBkil2sRIbFPn/D9W1ePe3ZEZmjvS+U+oy+sNmARbp94A2bg1O0yvxQ0Af95ZgI11TVhqYIfr+1ptyG1uw2Xb9hi2znDESOURTUz5KX5O00idvfFyuJYdqMUje0rMTkYnVtu/qk12o54KfY5aswMv5peZnYyoYwAphgS7iAJ9b/UL0M3IGkhaOWSMDH1tcUbsvdJW/2+JtK7fXRPLiJt1JM4If+uM5BsOo2pvaBULV5IVHyTMH2hdGzMChXq2WWN3dOpLw03tfUH0Op4Vnu1F63bj3qZTRvbssuL1pJXZ+VWDw+k3aGNG2vbqqcUS7Li7fkBjhPob0iuGT9NO1PJEs87laGxXbxk9Enms2XmF0Yz6PeHua+Hnb8Aa+zzQ72tyOPFK4f7oJcYiGECyMLNudKEUBE2/wP29FdGQq9kNvMvEciFaCz27KvLnRJzv7BgUT+e/GXma06CtRjrtYdcKCWMFWgOtC8vVmwOq7WMz3x1E+pKJVifaWvZhKPs5GlmK0Yc/lDRX2dQ7xOZ7LbISM09HK4QgE+F6NLMYp7d/qQQ4HJbFAFIMUV4oTXYHHthdhMYwRrUCgBfyy7zau26oadTVVvhfuSWYsjlLNVNtdTjxwO4iTzvtUPxcVY+P/PSt82RuiWqAKNhoFysq6/BZaZXns7tPDGXb6wd2F+Hq7bl+R5R5Ib8MmRrbCVfY2vFQjneTgBdUqjtmNbbg+fyyTr/p0ZxiOFxH/4fKOnxSWolFfh6Ooq3J4UC5LbS25R+XVOKnyjrUaDyHAz04rqisw/8Ux9TNX9o+KKrwjIYUeJvqDrR1HNN2p8TXB2qwJITj0e6UWKw451qdEr/6jJQmpcS/80q9Rj8DgJf2lmFoShre3nfAa/pGlZHWpJR+97GylsayA7We0R4/V/TFs7q6Hostcr4BHSNZXb0919B1flB0sG+ClKp6/NdPnlPUasPje9Sb9zikxL3Z+3BdWi7u2FXQKd8bvjoNQ1PS8MSeEv+1YzSmN9KFJoeUeHxPMTIamjE0JS3gKDaP5hSjLEifSBkNzXhpb3hVvP0VKz8uqfKMuKlU4+r37sW9ZV4jy7hrICnP6f+VVeFHRSewoWi0O3BLRn7Aedx9kUl58Bgqf5cjyNPJPI19aHyh+G1aAkjb6prweohvUOfsLcdXQfotsTmdeCin2NN3j9bz94X8MmQ2HTz3VlbV47n8Mmyvb8YDu4tQ56dssUNxvH3Pm7I2Gx7JKca7irzTPUqrU8qA6wUAu1PiUUUeUNNuxwO7i7C9vtlzXw+lk91I1kD9Lkj/mb70pGRFZT32h9i/zOuF+z2jQr5fdEDTPTlc4dae/CZI874vyqt17+9AGlxlfbWyaLDTTEqJf+WW6BqJK1oKWtrwz1z1e+HHJZVYqdJPn97gje/srxXs1zQK6bb6yI1mZ9SorL5CfdbSku/UufK4JrsDj/kp/0SyTOLOn785UOu5b2vJYv9X6n1fD3b+bKpt7FSm9iyrLal+n0XiEUdhi1HvFVfg49KqTsMd6tHmdGJu4X7MLdzv6aX/qjR9D2bvuB68/lfW+YL5orwaH5dWYVVVPUb5GVnIl+/N/QbXqGIXD+6PoT26eRXM3i2qwCFJSbj/yCO8Lu4prpEHAPWL/o8Ze70+uwvtyof0j10ZwDXbc7E8+Viv+VscnfebL2VG9UhOCb7xKVDMLdyPYw7pgSsPPzgaxRXbc1Fnd+DIXj1w3REHp89TPMy2OCXud/VPcflhh+oaVSKYUJrwzQ+j09EHcsLrZ0N5A3Ef02lD+mta9vHcjuZtwUan8LdPHt5TjO8q6lBla8c3ruFsLz9sgKZtu+31KUg4AVy+PdcrTVXtDry+7wDe2HcAZYrpLxd0POw9lVeKKQP6YGLfjpHVrlQJrNQHCNC9VFDu+Xuu6wGyfOok/D37YN9RT+SWav5N4b650nIKflJaifUqgTK9lGl9PLcEUwf1xdG9e3pGMjxNZbS62ZmF2Ownz81sbPHqvN43b3a4ftv7xRXoKoAnjh7eaR1G1dAI92F0W30zPiiuxAeu63vqlt3eo+0pNjqvpBJflFdjT4CR2S5OzYETwMn9DsGFg/qFdZ74/rK8ljZM/XU3dp4zodO8TinxSsF+vFKw32saAMxW9I/mzovCGSXp3aIK/FCpvQ836fM/oB4AXlfTgHNcI8do6aAaAO5S/DbhGoUt0Lk1zdU/zeT+h2hav9IcVx6SctqxfudZXlnnGflKj7k+Qa0bXdfma67pa6obsOnM4zstd5GfUfoA4B/ZRUjxGcHLPeDGfls7Pi6twtqaBmw8o/N6ASCluh67FJ04P59fho9LqzxlhmMO6YHJ/QOPRqrGX1eMRjyY/XlngQFrUbe9odkzyphe/3YF3MqnTvLcZ4weqcxot7lGPfbnrjD7XfT11r4D+Li0CmkNzfgx2f81pia/pQ3vFFXgg+IKFJ83yZD0hHs+uvP+23YWIKOxBT2TBB4+cpjXPP7y43C68QCA5/aW4bm9/s8x931z2tY9PtMUo7AF2UYwU37NVh2hLlzuZ63UMEc5VvNKwX58XFqFlOp6FAXoZsIIQmUP/zO3FH8deZjn2vv9YYce/FLlgGyvb8bJ/XrjH7uLAADDenTTtO0rXOXncwf0wYS++kcrLmq1eT2LHNotvkMsrIEUQ5SFbndhQ2uBMtK2q4xm4X7jWRzi2ykltTfMALDN9aZRmYfYFCXlcDP7DJU378p1/qxhNCN/zVLS6r3X7W5Kt71BW1DQ6M6/Q1mbMgkRb7fss0K1ByJ/I4SEuAm/3L9bed7rbQqpZW53gSbQvLk63i76HqO0hkiNUBe591GR6vN+X4t3LZoKlSYlgbbt+1WgfG97g/roP1apHq83mNwQpH8T97fb6kIP/AV641jp582r2q8IL4fwz7f20PKKOk15tFfH2iqzZ/i5RvXm/1pmj1R5otPvMug8L/Az8lcgwWp5AcDeFv/rDfZT0upbQgqQ+quVaMboP3q3WBvgvmu1Vs1WS08w7vTuaGhBi08+q/7yoPOXviOJmck3cP5rkJfg3gMP6C1jhf/DO1/v4a0znNEigylua8dz+WVoc3qfJwHv5xqS424BEepIdm6fllYhw0/Zx01LLex2pwx4Hef4uY8FKkN8ohihTa1MreWoKWtihvssEgsYQIohVmj/CwD/zC3BYxpqj4RyozajDxW9VZqVNxB3DamA82u8X6g1aYgmbQGN8JY3QjT3j57fpEzXJ6VVeL3Aep3qRfoYGXlsHthdhH/nda79ZNRvMDp/MiL4Y9TDotWPs5E1kLzXGyQag8gFIH2tqm7AX3buVf1OeS8PdeCIYM3lDi7v6kRbw1kRaw/XZojUPjKqfKcnff7OCAvFGyzBzP3RVXHTuVZnC4FIMGpfuH+XPUiGrPbi3J9IxKkf3F2M51TKIVb1WuF+T01NN+V+iNQzlpZ9fd/uIvw2QO1QrSuSfv4Ox/0+I4/+LbNQdxk+0QIq8V2/Kt5Y5K7+nqvZ2jPHjPBMMzt44LcgFImEBVinMaMTmVOMD6n5TBST6pu8aGxbzy5Rzrutvhnb6ptx15jDw1unAedvKP1xGKnJ7kDvLkma0qH8ue4mIY8cNUx9ZoN1Sp3Kzg91T/q+AXR/8q1FYpEsPmLCyR9DGUlQ7fqJZo2ODQY0tfRHrbmbmoN9IFkngGTV81zL79ebj2nlrwaSKQxMirRYVDKU22G7U6LV4UTPLtF/ROyWdDDBqa4az012B3p1SQp4vgpoz2/bnRIOKaPy+9xpctfY1lNz24wrxHcwBgtdpX7vZZtrtXdtYpXfo/eyjORIsEIAXwbp1099QePTYmWJFjCLa9Eehj4S2/MaytGAB99wU2iVzDUaQqmBFOgImVH1PtJi8f4QzTT7bqvKZsdRazM6dSJv5DaMWo+WszXkAJKf6edv8e47JNxOtKWUcEppmaZwvtxBjGiNrKXahC1C+0Zttf421axjSPNwAwvu26iW1cRi/qaH3hCaljKOUfvM3xkRyWtZ7wu5kFg0L9Jj+vY9GLNmR6fzIRrXSxefcnBte8c91V8fkl61TTRu4/wt2aq/z7NOZbcQfufRuDEX94ACwZrXKQMFek+lSFw7Vr23BhKpJJtVm0m52Uj8ttUauiZREzikG38YQIoh1XY7hqakYaqfDgsv1zkykTIj/K/G0V38UV42Q1PSMCfMEXd8uUeVURuZAYh88GxoSscISk4ZOCzim32cvSkL32sc3cf9EwQ63jDpdbNP5+B6RSvgE+qxOmBrR4WtHV8FGQUlFDtdo0359uUVahM2Xxdu2Y1pW72r7rZr2A/LNIzm4h5NyObT7t3f6IXBrNA5GtVdWYWdprl/2QFX32UflVZ5rqHp2/Z0mt93uUB2+hkR7Pxfs/E71z5+vXA/hqakBVzPnUE6O9VdWA3wnW+nvTtc/Z/t8Wlrr/XSaLQ7PP0c5Cs6Y5+elodhq9PxueKt6b3Z+zA0JQ0jV6d7prU6nBiakoZ7dHT4quw75vRNWZ2+H5qShmyNI1Pqsa6mAUNT0jwdHYebSwUKyCjPISP425QygOTON94o3I9r0/M6zftUfplqU063NdUNAUfKa3JtSy1AcfamLFy1/eD1GM4DwdQtuz1/u6/15/JDb/rRGkJbQ/e+8Kfe7sSaGm01t4ampHnVjhiakoaVVXVBHxHeK64IeI4OTUnDA67OXZV8f+6EdTsxLCUNJ27Y5ZnmvncqO/kNZGhKWsCRmaL9LHzFtj0YuTo9YBlgvkpZ9DZXU9BvDtRiaEoaKtv998Xib2TioSlpHSPa+tYG9ZOWYkX/WgWuPrEC9Tf4hoZ7DtAx+uPQlDSU++m/a9TqdNyZefCe2tXnhKt2jS75aWkVpquU+f31KbSisg5DU9Kwt7lz/zDu+1COn9+npcmQb/nRfW+ZFaTTcX01kALP67uqMWt2aF53JPi71tucHfffV/aWqyxlPL1dIPnL4/wF+27ckY/TN2bqTRYAoNJm97omtZwNH5VUepVxgin16buptt3eqZ8opQXlgWsf+fZF5paUWPEjBpBiibuTV6M6ulReqA/vKQlred+Lfo7B/b+4RwP6ROfwiGEHRXwW963OGkxeiEN2+mZ40aCtBlL4Rc5V1aEN1fv4Hu/h7I3Mq1e4Rk8qDKFTVrdAe2ZnYwu2qXQ0H4xyeHl/neamux4c6+3eN7UHVd5Qar056/GF4marpdagv1HMtFrip2pxZlOrp4r/c/neAWyjahIkhfiE7TtKZbOfwovW2iY3ZuzF71wPkWpLKI+9e2Q4ZcDySVdAYoGf/EztON4e5EEACP6w4N7L/s6TdqfsdKwWBSnM+dNRA6nz3glU90d5DkWLe1f8O9//S5fX/QwtDBy8JwUbHUrtRMlracMGRXMHo5sFvFboP92RoOehQo3vr19Q5r2+P2Xs7TSP2rnsb9APt49VyjG+2Xtlu73TuRrKvfNfIYyiGamXSZvqmtAuJVZXN/jNkx9RKYu6RzqdX9JxPwxUayVQ2WleSSVafKogutftS+1+HWivvKDxpam7C4iH/AyHbpPS6x7nW6tBzxWqPDXdoyD+X4CXBv6Oeyhng/vesizICz89NUJtPjOH++LY96WbFlq36L6Xq13r7pFxXyyITgApECOu9JVV9agIEKj2p67djgnrd3oFTLWc328GuB8GImXHOXPcup24JFhfTD5sigx68ib1YFmiBVQS7ffGFN/+E1pCyOwiSQb4BESmeq/eG5zRTdjq2h0aAy365zG5qxrjq+b6WV9DiKMT1Njbo15B1Hef5DW3ojDEoGC4tIz4ZwRDHiKl139+lbbasK3+4ANspN6Iv6jhTZ9TSvygeJjQ82Yu2Hda6fn9aiNEGkWtYO7vQUuptj3wtR3owbTKZsfIX9LxjE9tm1BHd7Q51Xv96WjiZ/yZpt6ETcN2QkyK+zp175/aYAV4DSdooveB5Mt3JJ12qW0faald6suhoQFrk46mj25BzwuFaB3/RoeWHrlCE7T5i8+P9FdjKdI1svc0tQWsBeEvHaGWE92nZE2QPDrQsh3p6ay8rT1yzaQUf49fv9Nrn/luU08alu6vwahfdmCLjv6C9GzjCp0tQowU6j1Tr3Bvo+7RG5WtCkJd5VaNLyY/cgX09FbEuF0R5FIboRcI/QVjrIp4AEkIcYkQYrcQIlcI8ZDK97cIISqEEGmuf3+JdJpihe+blA06M7pgrFiIM+Py03PNOxG5zi6VTdjMyIc0Bb18ZgolmeHsvUh1nOdvf/um9Y7MfarNd9TmNYJynYGqx74WoMZfNK9zvQWX0zZlYtrWPagO4e2VnnTMLQxeI3J9bSNu8TNqlr/1KgX6rXpHYox3avux3FVr460i7yYsoeaFr/i5JiQidK2qHGQt2xE+/2veXgT6k4r14m800u97PqptM5QighmvB/29xDL0+vBzUEIZDTGSHedGW15LG2aoNFk1ktreCmUk0WCHKnnjriBzhM43vR8qakiHc55+6+oe4O/ZnZvgG8FfU0IzBAqGRrvvXH+U13awq1wtxZcF6BrBs17RETg0knL/xU/upE1EA0hCiC4A3gJwKYDjAcwUQhyvMuvnUspJrn//iWSa6KBw37Ao8x2z60b5rYFkcN7oVHmrrdyPRgR+zOp8OpStBmqy5G99lhptxkCRPm5dA+zr/5b478PMqwNMLd3IGngXDFY4cddIT7VAYatWQ824kN/+apwvcu/l9YnUyH2Bfp3WLWq9zhwI/YEo8pSFTmP2dbDfpOk3x2EJWM+x1hIA9z1e6gGkEGogaShExeTAFH6SHKm8Lpb20UYNL4W1nG9ahLNXlPtUbT3BOsIOh+/vbQsQeQzl2Ovtay0mzq8YzsdjYO/6xRpIxpoMIFdKmS+ltAFYCGB6hLeZELbWh/7A1WR3YI+O6ns17XYUqDTbUV7oauWl9IZm1b8DUTZxrvOplVDWZkNxq3etrDq7A+1OiYwG9eYcWjKj3U2tfkfFkQC+VVSvdGpcp9aOAQtb2hS1LxQ3aR256J6mVtVOt4MN81zcakOFrR2FLW3IamzBfg39Lkl0NDUJ1IzL7pTYGeB4O4GAy+c1t3raiPvaZXCzHfe14P9BM7zbWX5zG/6ns9+uA67jUNjShirFNVDaagvYufraGvX+MfT+gnBugQf70OjoKFjrtt35i78HL72dyhtRCFGuw915/04/+Qzgv3PvjnVpS5GUHQHWvS0H++LKb27TlV+bKdivbHY4UdxqC3qOKZu56jkf97Vqa16aE8b+3FbXhB0NzdjZ0Ay7M/CDlW+HvWq01vrwDbz7Pli6v/W9b7pVKardSymRptLHi3KNOxua/fa75lbWFnqfcf6E96AbnjaffdwaQpOxUNOhJbfcp6H5tJ6ApPvw5viUIaQEvq+o9dyLlEpbbZrKCm422Xkf2pxOZDb6vwb9jvTlZx+5yxv1dgfyVTqCrlSc+zaNAYNslfT5q1WS29yqOYjiO5t7f+5va9d0PWl50QF0Pg/c/UcKdJQt1tc0dDq//XUOrOWnqTVfVntuALyPb7vTibp2O75TGTDEX3rcttc1q+Zjeigfgp1Sep0rajbWNKLW55lI67HzJ7e51W9Typ8q65DX3OrV/2cwvjmAsjzd5PDezo5AZZqGZmQ1tnh1KK9UqvE3N9odyFXpvF2VhpNNOYsTstNzgYRULTOGUutRT1oSrU+grhFe/3AAyi7oiwGcrjLf1UKIcwHkALhHStm523oAQohZAGYBwKhRowxOamzxHdVHjxsz8rGxtgmbzzhO0/zj1+0EAOSdOxGHdOnime79VqLzlfmZogNKrW33/5l7sANF31GSTt7QueOybfXNGLMmXVNHfNXtdgzs1vmU/3d+GTb5CbZIAH9RdE7qkNraXTdo+L0SEqdvykLPJIGC35wUdH61tAHAlF+zMbZX907f+47w5Cs5xFETkjfuQotTovA3J/oMp9mRohf3luH1fQfwxnHq16hTqo/i5Hb25mwM7d75ODXanXg8V39n74HcsCMfm+qa8LeRQ8JfmcqJcNbmzr8z2DPliRt2oXzqpE776L6cYrxTXIH1p4/vtEyL04k7FG20/SZRw3USSgDpmwM1+P1hAzyfnQAu37YHc48bqWn5J3JLcVj3bjilX2/V72/YkR9CqvTx/d3Kdvk37sjHC8eMQE2Awnug0QG1llskgDd8Oh5WO4fcrFabL1hHmh8UV+KD4kq8Nb5z3qDc/79RjDS6tc5nZMQAP9n3jb7arDan9BoxTI+6djumKarKXzK4Hz6ceKT/bRl4eN7y03GoUEZtAVzkp3PQH6vq8f2BWkw77FB8VlaN+1RGB1IegwtTc3DRoH74+MQj/aZJ7Z6sRcAmFTrXVRXkgU/P+nxfXLynMiKY78sRtfxyZZX+8pmWh5tn88sxpHu3gPPo6X/JJiVKW20499dsHN27h+e37G5q9XTcXj51ktcyp+gsN+xUCcR8WlqFjQFqnT6UU4xpQw7VvI0LU3Pw6cQj8Wx+aae+TVZU1uJPGQWez2kaX2aqNXtWu2YA4JzN6iMjq/EdFS/Y/vSt1HCxjs5/lYuWKzp2d5ctJvc/BMtOGeeZ/qede5F+9oRO6/HqA8nP6aW2v87Q0Nx/b6sNx7qeMXxdtT0X4/v0VN8ggN9t1zYaYUCKnTRn735sD3J+3JixF4d374r9NjvypkzEIV274CTXSIll552kWns3JUD/lY12B87ZnI0xPbtj05neDXQqbXbcpBhdedPpx2FMb//7wx9lh9H3ZRfjuqGDPJ/VRv4EOoJaFwY5127YsRcF557Yabpv/n59eh62ag706XttW2d34gKV+/kfVUalXl5Rh+T+h+hYu38VtnYM6d7NK60JVgHJEgGzbwCMkVKeCOAnAB/5m1FK+b6UMllKmTxkiAEPfAnKXche6DPCSDDrAwx/a1QTtlBGwQoUPFJ+9WWAtq/rg9TWcXNKGbCgF8rznG8V2lCeOZQ1FiJJAmhxpTezsVW18OwuoL3qp98ZLW9ay1UeCgJVXQ7VJlchNtBbGCvJ8xMUDPT20+sGpyE8FMpN8Pn8zp1U72xs0XUuv7C3zO/8m0xo4rbYJ794Q0M/Sv5ozRecEsho1P5G1V9NPasL9hZd2f9fXkvotYXUdnuwWjWB+L4I+aEyOh3bA/7zKJ/4UcB76AuuUX+ym9TX5VsF/8coddwfjkD39XCpvfha6hMoVssv5wdoUuyP1rPy+QCj9QHaar0p/dfVp4xyiPoqg/uk8xXs5dZHOmvtAsBLBWWqHeO+kF9uehcLSo0h1mrTq6Mvzc4np3KKb42q/X6CsV6tDcKs56eneLG9obnz/Aa/NFGOcretoVnTr3Pvp7U+z0T+ymFzAoy2tsZVc7xAJd9u9Kkt9J9ifSPkuhUr7qc2TbViRdCaWG47NARk/QWPQj2SwZoISwDrVJ7pjCwtfaqSR/mOmBjvIh1AKgGgfAU9wjXNQ0pZJaV0303+A+DUCKcpIaldbuH2vRCsCZsVKG92Ad/Wa0y/HRLlPtU2jR+9TPjt5d9rNoM3q1e3TqePtvPJiueK39H9dKTVgj8LQOfqvsEY2TG6VfeJGivc+iWkrnw5lvZvMP4Cl0Z3nKttHM3Yo+VXBSvwBdrTFbZ2ryZ7scIqncRalXL3xFMn1VZlfh86+o+x4UVcg9fnWa/WcrxTBq25qIXWl21GXVda1xOLV7HRHfhHbURRZe0806/t6Ip0AGkLgHFCiLFCiO4AZgBYppxBCHGE4uPlAPzX1ydD6T3VOzXdUkywSuevnSjTGH78CDlNbUGrdYZrQ20jrkoLPgSoGQXjxeUHa611Ed63M62Zp7/+poKJ5K/1d27o2aaWeaN9zLbVN+nuoDqUwo5ER9X8JT61AeIhAGcEtd/mb9QuPTXAYnWfhVO403dNqswdoZ1m1rGIxkN/k8OBiet34c9BRim0okgfl9JW7f0BBRKph49gtbqVZTff2myJINq/VW8RYEOAmv/BqI7CFsJ6gnWirXt9Jp9gD+YUeWo1mzFyY6gCjcRrpIyG5oB9OkaSlu5Ogp0+Etr2VaUt9Lw71FFX40lE+0CSUtqFELMBrADQBcB8KeUuIcRTAFKllMsA3CWEuByAHUA1gFsimSZSMPBsj4UXk0b0F6LWmZy/Gh77gxTc/KUmX0NHmWZ5fu/BqrhdhQjpxvhPg/sxMkKgW1a5jg5Dg4nYZeJnxdO2+vYREKkSiMQduwqxz+ecj1a2YExgLnKlM9UAkso0Z0RTYW0RCYSo7ORwaiAFWjLUUzDcEe/0LO1uouYvrf7eKLa42omvUDRp09tUSsnsB8jweCf++8o6E7eu9r33HGrNupSs1LwrEqx2qund30afX77ZzVot/akavBP1rM7fYAF616ssIyj7ZzXyrtNx7QVuNhiu7ypq4ZTApYP7G7hWb4/s0V5Gr1Zp7hpK/u5eZkVVPSb17dwX5s+Ke4+22rYi6L1+bkE5nj1GWz+dvqTP/4ko0p1oQ0r5PYDvfaY9ofj7YQAPRzod1NH3w9zCgwGADJ8I85YgNRV8MwUjm7BlNbZgW5ijKaj5n+JG0SolXvDTf4CWdsGA+sOHbztlt8kBOr8FOvdfojdDktD24NzkdOKdfQdwx6jDIKXExVtzcOeowzRuxb+PSirRr9vBTtWzG1s1pSfUdsha+i6RUuLtIu39Twh07Ed/wcUZ6XmqBfDlrkKdsm25luNWYWvHFg0jKAYKdobz4NbkcPjtjNdteQgF1gM2u2o/XHsDBEN929i3O2XAztUDOVXREenWuibVY/HS3jLcPtL/ef9zkP5eisMIJKodMt/81z2fsrAZbOSVJ3UU9PwpbGnD6F49PJ8LWtrwH5XOg7VaU92AVqcTFwUo4IYTNFkRZr88rxQE78tKSok1NY1oc/2O4lYblh2oxeWHHdppXoeUmFuwHw1+7gNq8kPos259rfeDnm+t30aHA6VBXloEbcLm57hUth8890tabfjqQC26qM6p7n6fzodf23cAZxzaB9lNrShva8etIwbrWJt/vjUgAaDA4P4BtfTFpzZHekMzTlI8GL3i0y9KaRj5i7Jpod7fq5Y3KSd9V1GLHknGNlao9HnovFJDZ8gv7S1Do11/uKvVGXgZ9299v+iA6iArRvqwpFLzgDJAx70sHEtVrgff/q38daKsZGRZXwB4LYz+BI0WTq2eJocDL+09+EzxeuF+dBECNw3zzs98NxFolObqdjs+cJVhf+9zv/m2otbTsb8A8O4Jo1XXEc2XUH/eWRDw+/kqZYkX8stw1+jD8XHJwX6EgtXA1DWQinQdV5VVblZcU4bUplPWzkuwaFLEA0hkDVJKfFFe7VV4XlntXRD//bbAN3HfC1z5aa/G4ZP9CXVUnGCUo3atr2nA+trwbshqZcfHFQ9xygwkWEHzi/LON3c9JLRngP/KK8XRvXvgyN49sKOhBX/dFXzErmD+U+LdoV9OcxvmhdB5qFZlPtVN1W6SxW3tmFeivaNBTwDJz/fB3t4qaQmenaRx1KIHdxf7/e6nMDru/aGyHt9UGP/G3F+h+G8BRobzLdiXhPEApXz4usxPPvZywX7VArWb7/llJLXCkdpoOlJKr/M6WPOTLwzoQPiczVkoOm+S5/NV23PDepi9zvVAUvibE3U9eGot9BbpGGhB7YrU2jH09a7fMe+EMXhkTzH22+yqw7p/V1EXsJPUYLQ2G6r2GSbbPZiBO+Zjlx0jcgYSbKhpf3nY3xUjot6ckY9dja04qW+vICk+SG1U0pmKB4L/llRi2pDIvFG/TTGKqhGCdQDtz8WpOV4jmr241/uc+TbEfPmr/TWoU7yMCjQapBplIFLt6Ad7QDSC7+iJal7WEPhVE2yAEQmJ6nY7nsgt1b1uAaGr9utDOf7v62r83cu0sEmJZ1VemGrpX9OX8he+Xxz4BVQwdXaHrvxS77sGf8cjEs/2C8uqsUbRxHCO6xz1HUnVt5nrfdkHA+q+6X0kp9hzDfsOEFDi88Lybp+RqpXfRYvaaxPl9tVqM80t3I9fahpCrjSg5fdFOoimtVZ5PGMAKUFIAG1B3sRoWYc/u1SGarUamwHt7NRGfGtxBi6A6aWnLwQ921tf24hRipoGkbCmOvT2+kD4TZH0NlNMEh1BQas1wfylxn+18jYZ+nWsZ4jnSDMjJaHU/DCC1t/qgAy7SZNe7T6JM2pkt1aH028AKWodXBqw3J8VAYhNdZ3zt/Yw76vh7gvl8sFqN1S2h3Zslf3Wue/1+9uMG6lLaw3gWOE7smok3R4gSK+FWiewcXY4ggrncMV7E0DAOz/MDrOsr3dX++aPwZqwfecnEBuJU9rfS+Jmn3tCs0/t1C0BasEo1xnsBVKLn+3HQjN43+CRkcenoyGhnypICuE0m2cTtsh3ok1xxPdCibUe54240Qf7zdHcIx1N2LTPH5XOAsNcPtpnlHvYVSPO5di6GszH0ZE6C2eIeavxHRI+GH9zm1EY9ncUrHjKGrl/9Kwr1u7/8cLovW7VAMjd2eq1K4wW7jVtxTzBaMp7dZco9tkWijqDXoAYSc8p0iUWoj9BhHJJKJcJtguCvShpczrREuaLnWDUimoJkBV4YQDJIh7WWbVVL0NqxnSOIMUUI5Ib7PnOmBpIGueT+rYXjcMVawEkNyOe22PscjAd91dndp8mbGYwavsCwIKyKgxNSYvYNoIJuQZSFE9Os4+3Fmpvann96mfFoLny3uc+zlYIDpYZOHhFIOH+0kiNQLygrCr4TFGi/IVdo1xD1lfgGkj+75+ROEpa94RvKEP6+RswaP/Gwk3Fh3dNyPBkNGgbQe5gjcsQtuh++axSgzNRMIBkEeH0/6FFJAIbsXapGBMkCFIDKZyRaTr9YSwhrZ/BmVUBw6pvYdUE6/SUrEdrtmCXMVn28+t1HZ2lmvxc4sVvDaQIbCv8Jmz616C7GYnKJpjnxAe1MgGPrXaRKrPck10UfKYoUf7EcGsgRZwFk6en3G12gM4IoTxnmJnnhFtjKlGxD6REYcDZ/o/sfdinGFXpVYNGUgg2KpRRjAieBCssbAxz1AxA+6G6Yvse/HzasZrX+0lZFa4fNjC0RGkU7r3vJR2dKx6wtePS1Bz876QjPdNC7Zhcb99JaoKNYqjHvgBt30uDdIQbC/QEWq341l6v1QH6tFLab2sPe5SxUPxfViEWhdmpv6+j12b4/e5BRY3boSlp6Jkkwu43Zp/KiH9z9qqPuhmMv3uFWqefKzUer1l+OnN+q+gA3g1x1LuhKWk4vf8hupYpb2vHfD8DDTyW27nD0611TarPZFo74708jI6AtXhCJc1WNWx1etB56u0OHBPg2lEbNjscH5UerOni7iMvXeMbfCsJNc3vFh3AxtrQ+m58dE8xDoTQKXWs+GduCd4rqkBvRV92+8IcMEevj0u9a2J9ECCv9B3FVOltP88Z4fSLqLkGks/tJFANJCMCdMHWcEGQwRbCNW1reHl+WkN4I3IvKK8OPhOAHWHkc5vrGnHu5iysSD74DHberwcHg/pHdhGWnHx0yOuPBQwgJQgjHsEaHE48rRjV4U2DAj9P5+kf/SIUhjRhM2AdRtnT3IZNOkaVa3Q4kVoXXsYcjPLGFcr+9h3eN5B2CWxvaMYyxagzi0MclcqI4zqvWPvob+F4e1/kRrqLJs1NNSOaCmvJ1jHqn5GMDh7pFSh4pLU4/b1K56nvh3hN+kuNb+eoALBU56hXvjp+e+hn+WYdgetjevdASrX/gJfvSG8AcF1aHkb16h5S2gDgVwMD62piKX/QktbMxsAPNfZY+sExYG+LLehIbf5EuuWA2d5zDSevzPf8ddwcLWp5lJK/+8X/yrQFFSJhTK8eyFBc1153EZ/dGY0+kHZFuJwRSvNTM1pHpLpeCIWyZXdlgfV+Xg6uDzEoHUvYhC1BWL3pUqwwoqaKP+5V69lCTbu+jLrO4LeXVqA2tHY8a3RYr5NIvfR2AJ8ouEsokib26a17mSan04qtQoiIvEiEN7JWpBzW3aeuRoD+fuKhCVusCacsanSN0FjCAFKC4IOJMQ+sVtuPVkuPGbc+vaM9qTHi3OBtXzs9dS6sdo5T/GNw09ue5ug2WyEiCkU04y9at9Xg85JT+UJ/rk9XIEYEkGxO7U2rrcKse+77RQfCKmNmmVRr3ArYhC1BhFdJPj6UGNB3TDTqukTyOEX63ipMeHuSZMAmjaihxxdH2ukpLPBhnrQw8jThKectkjVviYiM0FEDyXp8m/Eqc1Nls/Vn80oNCSC1S4kbd+SHvZ5oMusO80RuKZburw15+XeK4qNLiVCwBpLJilttaFPpV8Fo7U4ZVodh8SBY22lt64hMdcXiAJ0mB1Jv13fu1Nhjv/mTr0oDOrFsNqAZXH2U9q09Dh7mFpRVocKmrflltParFbSZ3L9ELDOyaWeo+bH1Sc2dX3svFXklrfHdn4wWjXYH9mvMF4kiYV9LG9bXNKA8Qv072WRkn3dqotikqNjgPOuNfQcSqrxjFdvD7LQ7UYlYHeEmOTlZpqammp2MsKyvacDVaXlR2VavJGF653cU/34/pD+21TfHfeeSVtM7KUm1g1+iWNddCNhitJxiNVcfdiiWhNnpNxGRFW0583ictjHT7GR00lV4d37fI0n4fVl0xWGH4qsEzKP7d+2CujgLnpVPnWR2EgwhhNgqpUz2nc4aSCaKZttJBo8oWhg8IiKjMHhkHO5JIqLoGte7p9fnQLc0KzbBiwYO9BR7GEAiIsMIRGcYUiIiIiIiALBqixrf9/fWTKW5LHroKAAGkIjIUA7eCIiILIdZMxFRdDl9ct5Aga5EHYyF96bYwwASERERUZzjW14ioujyzXaZDVM8YACJiAyT3xyvoxdZGzvQJqJgZIK+3Sai+Oe0aIQ8t7nN63OgrqKZRVOsYACJiAyzs6nF7CQQEZEKdlRKRPHq3aIKs5NggMQMIbHri9jDABIRERFRnLPoC3oiorB9U1FrdhLClpjhI+vWHiP/GEAiIiIiinMsohMRkdXw3hR7GEAiIiIiinMspBNRvIqH/O3L/TVmJ8EUiVrzKpYxgEREREQU55oc7GyfiMiqEjWHbmMTtpjDABIRERFRnFtd3WB2EoiIIqK6PdD4ZkRkJAaQiIiIiIiIiIgoIAaQTORglT0iIiIiIiIiigFRCSAJIS4RQuwWQuQKIR5S+b6HEOJz1/ebhRBjopEus9mcDCARERERERERkfVFPIAkhOgC4C0AlwI4HsBMIcTxPrP9GUCNlPJoAHMBvBDpdFkBayARERERERERUSyIRg2kyQBypZT5UkobgIUApvvMMx3AR66/FwO4QAgR96P62RhAIiIiIiIiIqIYEI0A0nAARYrPxa5pqvNIKe0A6gAMikLaTNWvSxezk0BEREREREREFFRXsxOghxBiFoBZro+NQojdZqbHCOKQPkd2GT5ygNnpIEp0zrpaJPU/1OxkJB4JCYG4r3FK2vFaJLIGXotE5uN1GGPsDpvIz8kwOxkGGa02MRoBpBIAIxWfR7imqc1TLIToCqA/gCrfFUkp3wfwfoTSaQohRGr77sxks9NBlOiEEKmO8lJei0Qm47VIZA28FonMx+uQrCYaTdi2ABgnhBgrhOgOYAaAZT7zLAPwR9ff1wBYJSU7CCIiIiIiIiIisoKI10CSUtqFELMBrADQBcB8KeUuIcRTAFKllMsAzAPwiRAiF0A1OoJMRERERERERERkAVHpA0lK+T2A732mPaH4uxXAtdFIiwXFVZM8ohjGa5HIGngtElkDr0Ui8/E6JEsRbClGRERERERERESBRKMPJCIiIiIiIiIiimEMIBERERERERERUUAMIBERERERERERUUAMIBERERERERERUUAMIBERERERERERUUAMIBERERERERERUUAMIBERERERERERUUAMIBERERERERERUUAMIBERERERERERUUAMIBERERERERERUUAMIBERERERERERUUAMIBERERERERERUUAMIBERERERERERUUAMIBERERERERERUUAMIBERERERERERUUBdzU5AqAYPHizHjBljdjKIiIiIiIiIiOLG1q1bK6WUQ3ynx2wAacyYMUhNTTU7GUREREREREREcUMIUag2nU3YiIiIiIiIiIgoIAaQiIiIiIiIiIgoIAaQKOo25lUhv6LR7GQQGa64phm/5FSYnQwiIiIiIkPlHmjAr3urzU4GmSxm+0Ci2DXzg00AgILnLzM5JUTGuuDlX9Bmd2LtA1MxcmBvs5NDFHXt7e0oLi5Ga2ur2UmhGNCzZ0+MGDEC3bp1MzspREQUxIWvrAEA7HjyIvTryXw7UTGARERkkDa7EwCwMb+KASRKSMXFxejbty/GjBkDIYTZySELk1KiqqoKxcXFGDt2rNnJISIijfZVNWPC8P5mJ4NMwiZsREREZIjW1lYMGjSIwSMKSgiBQYMGsbYaERFRDGEAiYiIiAzD4BFpxXOFiIgotjCAREREREREREREAbEPJCIiIoqI5Gd+QmWjzbD1De7THamP/daw9RERERGRdqyBRERERBFhZPBI6/rKy8sxY8YMHHXUUTj11FMxbdo05OTkAABeffVV9OzZE3V1dZ75m5ubccMNN2DixImYMGECzjnnHDQ2NgIA+vTp47XuDz/8ELNnzw6ahkmTJmHGjBle02655RaMHTsWJ510Eo455hjcfPPNKC4uBgBMnToVK1as8Jr/1VdfxR133NHxuysr0a1bN7z77rte84wZMwZXX3215/PixYtxyy23eD4vX74cycnJOP7443HyySfj3nvvBQA8+eSTGD58OCZNmuT5V1tb2+l3rFixwvN9nz59cOyxx2LSpEm4+eabsXr1avTv3x+TJk3Ccccdh/vuu8+z3CuvvIJbb73V8/mzzz7DZZdx5FUiIqJYxwASERERxQUpJa688kqcd955yMvLw9atW/Hcc89h//79AIAFCxbgtNNOw5dffulZ5rXXXsPhhx+OjIwM7Ny5E/PmzQtrWPmsrCw4HA6sXbsWTU1NXt+99NJLSE9Px+7du3HyySfj/PPPh81mw8yZM7Fw4UKveRcuXIiZM2cCABYtWoQzzjgDCxYs6LS9rVu3IjMzs9P0nTt3Yvbs2fj000+RmZmJ1NRUHH300Z7v77nnHqSlpXn+HXrooZ3WcfHFF3u+T05OxmeffYa0tDR8/PHHAIApU6YgLS0N27dvx7fffvv/7N13nBT1/T/w1wgqJubnN1GTGInBmMQWlBiipmjsPfYae4kxsWuMRLCLYkEQBBQEQTrS61GO3g7v4ICDg2sc3B3H9d5vd35/zM7e7OzU3dmd2b3X04ePY2dnZz47O+Uz7/l83h9s2rQJAPDcc89h+/bt2LRpE2prazFo0CCMHDnS3oYkIiIiz2EAiYiIiJLCmjVrcPTRR+Opp54KTjv//PNxySWXID8/H42NjXjvvfdCAjGlpaU49dRTg6/PPPNMHHvssRGXYfr06XjwwQdxzTXXYMGCBZrzCIKAF198ET/96U+xbNky3HnnnViyZAna26UWVoWFhTh8+DAuueSS4DKHDh2KkpKSYKsl2csvv4zBgweHreOjjz7CwIEDcdZZZwEAevToEWzR5LTjjjsO/fr1Q0lJCQCgZ8+eGD16NJ5++mn897//xWOPPYZf/vKXMVk3ERERxQ8DSERERJQUsrKy8Pvf/17zvRkzZuDee+/FJZdcgv379wdbJT322GP48MMP8cc//hGDBg1Cbm5u8DMtLS0h3bzeeOMN0zLMnDkT9957L+677z7NFkNKF1xwAfbt24cf/ehHuPDCC7Fs2bJgWe+++24IgoCioiKUlpbiwgsvxN13342ZM2eGLOPuu+/G9u3bkZeXZ3lbAMCwYcOC3+vyyy83/V5GampqkJubi0svvTQ47U9/+hPOPvtsrFq1Cv/973+jWj4RERF5AwNIRERECaqouhkjUnMhiqLbRfG86dOn495778VRRx2FO+64A99++y0AKV9RQUEBXnnlFVRXV+MPf/gDsrOzAUgta5TdvN555x3DdaSnp+Okk07CaaedhiuvvBI7duxAdXW17vzK303ZjU3ZfW3mzJm4++67AQD33ntvWFCqR48eeOWVV/DBBx/Y2h7KLmxr1qyx9VnZhg0bcP755+PUU0/Ftddei5/+9KfB9xobG5Geno6Ojg5UVFREtHwiIiLyFgaQiIiIEtQ/vknHpytz8NWGA24XxRPOPfdcZGRkhE3fvXs3cnNzcfXVV6NPnz6YMWNGSCDm+OOPx+23347Ro0fjgQcewNKlSyNa//Tp07Fv3z706dMHZ5xxBurr6zFnzhzd+Xfs2IGzzz4bAHDLLbcgNTUV27dvR3Nzc7D10PTp0zFx4kT06dMHN998M3bt2hXSSgoAHnzwQaxfvx5FRUWm28JJl1xyCXbu3Ik9e/Zg/PjxyMzMDL735ptv4oEHHsDAgQPx4osvxrQcREREFB8MIBFR0vL7RTS1dbpdDKKYae3wAQC2HqhyuSTaTjr+mLgu74orrkBbWxvGjh0bnLZr1y4899xzeOutt1BYWBjML3T48GEcPHgQmzZtQk1NDQCgvb0de/fuxS9+8QvbZfP7/Zg1axZ2794dXM+CBQs0u7GJoogRI0agtLQU1113HQApiHX55ZfjscceC7Y+ysnJQWNjI0pKSoLL/N///he2zKOPPhovvvgihg0bFpz2yiuv4P333w+OQOf3+8NGcXPK6aefjgEDBuDDDz8EIAXslixZgldffRVPPvkkCgsLsXLlypism4iIiOKnp9sFICKKlQ+X78OX6wqw9X9X4KcnHOd2cYi6nfRBV8d1fYIgYN68eXjhhRfw4YcfolevXujTpw/Wrl2LMWPGhMx72223YcaMGTjllFPwr3/9C6Iowu/348Ybb8Qdd9xhe90bNmzAqaeeip/97GfBaZdeein27t2L0tJSAFJQ591330VzczMuvvhirFmzBscc0xUUu++++4LlAqTWR7fddlvIeu644w7cc889YfmYHn/8cbz33nvB1+eddx6GDx+O++67D83NzRAEATfddFPw/WHDhmHKlCnB1/Pnz0efPn1sf2/ZU089hU8++QQHDhzAv/71LwwbNgy9evUCAIwZMwYPPfQQMjMzQ74vERERJRYhUfMm9O/fX0xPT3e7GBSBPgOWAAAKh9zockko2V30/iqU1bfhjgtOxdC7+8V8ffK+/dGd5+Hu/j+P+fqILvt4DQqrmnHl2T/G+If/4HZxkJ2dHeySRWQF9xkiosQg13MXP/sX/PbUE1wuDcWaIAgZoij2V09nFzYiSnodPr/bRSAiIiIiIkpoMQkgCYIwQRCEckEQshTTfiQIwkpBEHIDf38YmC4IgjBCEIQ8QRB2CYJwQSzKREREROSEwYMHo1+/fiH/Dx482O1iRWX58uVh30ndfY6IiIi6t1jlQJoI4HMA3yimDQCQKoriEEEQBgRevwrgegC/Dvx/EYAxgb9ERESUYERRhCAIbhcjpgYOHIiBAwe6XQxHXXvttbj22mvjus5ETaNARETUXcWkBZIoiusBVKsm3wJgUuDfkwDcqpj+jSjZCuD/BEE4JRblIiIiotjp1asXqqqqGBggU6IooqqqKphom4iIiLwvnqOw/UQUxdLAv48A+Eng36cCKFLMVxyYVgoVQRCeBPAkAJx22mmxKykRERHZ1rt3bxQXF6OiosLtolAC6NWrF3r37u12MYiIiMiieAaQgkRRFAVBsP14UhTFsQDGAtIobI4XjIiIKAF5pcHP0UcfjdNPP93tYhARERFRDMRzFLYyuWta4G95YHoJAOV4170D04iIiIiIiIiIyAPiGUBaCODhwL8fBrBAMf2hwGhsFwOoU3R1IyIiIhNJnrOaiIiIiDwgJl3YBEGYDuAyACcJglAM4E0AQwDMEgThcQAHAdwdmH0pgBsA5AFoBvBoLMpERESUrLzShY2IiIiIkldMAkiiKN6n89aVGvOKAJ6ORTmIiIiIqHtZn1OBX578ffT+4ffcLgoREVFScSWJNhERETmHXdiIujw0YRuOEoCCD250uyhERERJJZ45kIiIiCgG2IWNKJSfxwQREZHjGEAiIiIiIiIiIlNs9dy9MYBERESU4FiZIyIionhgq+fujQEkIiKiRMfKHBERERHFGANIRERERERERERkiAEkIiKiRMcubEREREQUYwwgERERJTp2YSMiIiKiGGMAiYiIiIiIiIiIDDGARERElOjYhY2IiIjigCO/dm8MIBERESU6dmEj0lTX0oEhy/ahw+d3uyhERElBZJ2jW2MAiYiIiIiS0kcp+/DFunw8PXW720UhIiJKeAwgERERJTo2JyfS1NYptTzadqDa5ZIQESUHdmHr3hhAIiIiSnRsTk6kifc5RETOYhe27o0BJCIiogTHuhwRERERxRoDSERERESUlNjVgoiIyDkMIBERESU43iMTERFRPDAw370xgERERJTg2IWNEl1TW2dMliswvEpE5CjmQOreGEAiIiIiItfM21GMc99cji15lW4XhYiIiAwwgERERJTg2MaCEtnqfRUAgJdn73K5JETUnRRWNmFLfpXbxUg47MLWvfV0uwBEREQUHbYmp2TQ6fM7vkze6BCRnss+WQsASB90FU46/lh3C5NA2IWte2MLJCIiIiIiIuqWskvr3S4CUcJgAImIiCjBsZEFkTa5BZLIdnpERI5gy87ujQEkIiKiBCUEanG8NSYywYOEiIgoagwgERERRehAZRPSCtxLwCkyEQGRCSnIKvCRORERUdQYQKKEsGZfOZbvOWI4z/iNB5Bb1hCnEhERAZd/shb3jN2KmqZ2V8vBe2MiIiLnLd9zBKv3lbldDCLPYACJEsKjE7/DPydnoMNghJZ3F+/FNcPWx7FURESS/S4Hr9kQiYisKKltwe2jN6G6sc3tohAlhH9OzsBjE9PdLgaRZzCARAlFL4Akd+PgPRQRERHJ2Dov1Bdr87H9UC3u/yrN7aIQUYLiQ6vujQEkIiKiKLldmeJNMpEx3u9I5HPFwepmdwtCREQJiQEkSgpu37wREbmJ50AibYytEhE5iw+tujcGkIiI4qi8oRWfrtgPv593/EREFF+87yOiaPGhVffW0+0CEDmB5zHyEqOh1V/5dhfW5VSgub0Tg246N46lomTGp4FE2oLHBu94iIiIosYWSJQUjG7YE50oimhq63S7GOSQlg4fAGBzfpXLJaFkksSnQCIiIvIQPrTq3uIeQBIEoVAQhN2CIGQKgpAemPYjQRBWCoKQG/j7w3iXi+Ivq6ROsxtPXXMHDlUxuaNs+rYinPvmcuw4VON2URJWbXMH2ju1R/AjIqLkJbDTVgiBd35ERBQFt1ogXS6KYj9RFPsHXg8AkCqK4q8BpAZeU5K7aeRGDJi7K2SaKIo4/50VuPTjNWhut97qJpkfvq/cewQA8OrsXSZzkp71uZV45OttbheDiIiIiIgoYXmlC9stACYF/j0JwK3uFYXiaVZ6ccjrDbmVwX9vLWAXH6V2H1vQRCOeXcaSOaDplslbDyKrpC7q5SzZVYoNuRUOlIiIEgpb3gDgZiAioui4EUASAawQBCFDEIQnA9N+IopiaeDfRwD8ROuDgiA8KQhCuiAI6RUVvAFIRvWtHRF9jvk/iJLb6/OzcNPIjVEv5+lp2/HgeLZGI+ouGDAh8rbqpnbcOWYzDtd6O31FMudbJbLDjQDSX0RRvADA9QCeFgThUuWbonR0ah6hoiiOFUWxvyiK/U8++eQ4FJW8Ru/cLSZxm4/k/WZEySOZz0Gx0N0HBpiWdgh9BixJiu1w1xeb8eD4NLeLQUQJak5GMdIP1uCWUZtdLcenK3Nw9uspuoGiZIkfnfX6MgxesjeqZSTLtqDIxD2AJIpiSeBvOYB5AC4EUCYIwikAEPhbHu9ykTcw2SUlPV50qZvLKqnDuW8ux9cbD7hdFNd8vHwfAGDk6lyXSxK97wprQrqfe41cq2DrAQnrWclLFEVHunq7paKhzdX1j0jNRUuHD8uyjrhajlhr7fBj3Ibue/2l6MU1gCQIwvcFQfiB/G8A1wDIArAQwMOB2R4GsCCe5SLvMGtqrlf9S+Z6oZtVvaySuoSujBDFC2/KrNtzWDqnvL04uiegiUy+ZFU3tbtaDuq+krja1G0t2lWKm0ZuxPCVOTFfV8bBauSVN8R8PfGivI+oa9FOp8Fjpgu7Bndv8W6B9BMAGwVB2AlgG4AloiimABgC4GpBEHIBXBV4TRSmOz5BdPMb3zRyI24aubFbbveY4UU3KbELm3UMtnXdrHBLxF53Gra+tcOHIcv2oaXdpztPN9ocEfP5RXyyfD9qmxMrwJtX3ggAGJ4a+5aNd4zZgqs+XR/z9XgJ68JEkrgGkERRLBBF8fzA/+eKojg4ML1KFMUrRVH8tSiKV4miWB3PcpF3sF7jTf4YXjO3FlThsYnfwdddRplj/SPh/W/uLszfUeJ2MRIXT/RBR6nu5j9dsR9j1+e7VBpKdBM3F+KLdfm4b9wW3Xl4+JlblV2Gz9fk4YbPNrhdFHsY4HBEdztGOnx+PDg+DTsO1bhdFEoQbiTRJtLFLmzhkv1C9tSUDKzeV44Jm7T7Yz84Pg13f6FfGfaiZN4fCZi+rQgvzMx0uxgJK9nPaVaIOk2QRqzOw/tL98W/QJQU2julBzGZRex6Ho1On3R8Hq5rdbkkiaGwsgl9BizBhtzkHiE7Wat2ByqbsCG3EreNdjeJuVpTWydbfXkUA0gJJqukjgdTN+OFXzse+5zc9FptQ24lthUmUaNE3j1Tgmtq60R+hfbxStbwMh47rCMZi6QLW2FlE+pbtfPCUPeSXVqPDlWL8fWBwNHjk9LjXp6KhjaU1rU4uszu+LA6VhrbOlEQQX2hpLYF5765HJ8s3x+DUlG0GEBKIJvzK3HTyI14fX6W20WJIeOajd7Jm/lHYssLWzdpbgoUX6Ot04d5O4qT57uRa+IZl3x4wjZcOXQdqhojGzGnO+WkMcNNET/MvaVi47Jz2SdrccUna2NWFHJIjE8oRdXNuP6zDfiHKlAkV2HkFnDx9IfBq/DHD1bDH8tcCxSxh8an4Yqh62wPGHGwqgkAMGotu3R7EQNICaSouhkAMCXtkMsliR1WpsN5YZN4Ib4RjzLUtXTgo5R96IxTPqZhK3Px4syd7LJCEZODMVYOj72H6zF5S2HU60w/KOVJmJ1RHNHnoz2nfZtehIyDiZ2rQf69GNRwnvpaIdcr+KBJEmkAt7IxsRJKRyNh95UYV5TkIMDaHO91VdMbOS0SekdIwu4XLtp+qBYAMMdmfYHXRm9jAMmDpqUdwrvdeHhjQ3otkJL4nJ7EX80WJ7bDY19vw9aCKt33hyzLxui1+Xhu+g4H1mZGQFm9lF9hdkZRHNZHychO67UbRmzA6wv2YGdRbewKFAevzN6FO8Z4K1eDXWx1SLHAWy6KJf2uXTyfkbPYoMDbGEDyoNfm7cb4jQdQXNPsdlHizux8oRf956Urtrzw1MWJCsrq/RW4d+xW3fdbO6SWR2kH4pFzqev78EKZnG4csQFPfhOfnBCr95VbnndXiXGC3brmDvQZsMS0hdG3EQY+ub8rWyCRWnun39GuMFpPsls7fJotTZvaOh1br1dxnzPH1g+kJVnjZMn6vSh2GEDysNrm7pewkLkxwnlhi/DiEhtyUIz7vTflljWgtcMX8ef3HK7Hir1lDpYonHLf2XO4KzCUX9EY8c1wbnkDAOA/3+40nC+vvCmi5Sfq7t7h8yO7tN6RZXn1nOqFZMl//nA1fjNoWcSft7Jpz3o9BX/7fGPItIyDNTj3zeWYsS36NAH7jzSgrTPyc0dMJejxR+5jSyOKF56mvI0BpATCJyIGSbST+KKWvN/MnkTaDtZabAnBuY5y8NhOzS5DZYTJjalLc3snrh62Hnd/ucXtohhSnvta2rtuWK8cug43jdzgRpFMJeq17P2l2bj+sw1Y70D+D/kc4bVg2mWfrMWVn6xztQwVDdL5qy7GD9GySxtCXmcGunYOmLs7quWW1bfi2uHr8ejX30W1nGQgiiLm7SiOqEXZop2H0dye/C3CnJRI9SQv89J5eVNeJUpqnR1lLhHwwaq3MYBEnsLTBelJvhihGPF3WpdTgZSs0rDprR0+PD4pHVcNdfcGMFKiKGLUmrzggAFuagt0Z9xVbNzdy8sOVLq/HZPJjkAy0E9X5kS9LC+fzyoiDEA7/SDHqa7TXUm0TeZzZG1AfSCZ7+Z8/Xx7bopnAHfF3jK8OHMnHvl6m63P7ThUg2en78CdCZ7rjJKLG+ft+79KwyUfro7Jsn1+bz7IIO9jACmBeCEPTTQmbjqAj1KMR5syO4npJvCLrEhx1enz45EJ27D9oL38OnbO65WNbbhzzGaU1Tn7tCLSi2ZmUS0eGp+Gdgea8if6/q8lmAfF5sX74Qnb8NSU7WHdq/yBH6rWwdFI4qm4pgUfL9+Pqz5NwACYS7tnIj6lc6rIz03f7syCLHJyUysyoDm3UAIQGshq7/Rj/MYDlj7n1O+bOIdk7E9acisyu8G0xkD3272qVmLxkoj1jXHrCzBydV5M1+FGHXzUmjyMWRvb72WVW/uFP0ar7YjTiMORcOI8Omlzoel9J0WGASSKm7cW7cXotfkxWbYTTwUKKhrRZ8ASbMmvDE67ffQmPDZRuxm6MtGnlWbWRTUtWJtTgdvH2OsSY+erTUs7hPSDNbjd4ad2kV40X56VifW5lfjQgRN4XJ/8xOEGQIAQvNGJ9Mm9ssuSVc3tnZ7t8ikXq03V3cEXq9qThv/N3YW/frQmbuuLltZv6dXf12kLd5YiNdtajqlHv94WdWuGowI1Wie3bqxPNeM3HkCfAUs0E0Y7zendzonl2clZdZRjkZ/Y/qrnvpGCwUvsjdTb/72VGDgvtGteNJt33PoCnD5gCfxm5+aECaYlvsFLs11bdywvOR8v348PU/bHbgXdjHadwZ31Gon21NHW6cObC/dg9Np81DS1R7k0UmMAKclUNrbhcAL3lTVtgRTDs5w8itFjE7tGTdp+qFZ3dKNz30zB795dgbzyRpzzxnKMWmP9CUleeWyfqpXUtjq6vGg3e255o+57SZks3uL2kmeraGzH6mzro2hFqrqpHee8sRxvLdoT83VFQu/4HzBnV9TLziqps3T+mL6tCAerm5FnsM9qcvBGqa3Th/1Hus4RPr8YkiDbjNfjR1ZaTRVWNqHOQku6A5XWEnmv2V+B9IM1UT1xDZbaiQ2sMQybcuRVeV/NiTKR+7uLpUDD5K0HI16GVV7Z7ZTlUO5qZntdorRAamr3YdwGa62qZJWN7ZiaJiUHd6J8g5dmQwQw/TvthOOtHT7kljUkbPwoUfO0yRK79F3m7yhxuwghvHZt3Xu4Pi4PBxLRmYNSgv9uYi41xzGA5GE+v4i524vNn/Ao9H9vFf40ZHXCnlAivmibbKIOnx/zdhSH3EAeqWvFOkUyVPmtFouV9Q6fiKY2qZIESE9JjHxX2NV17apP14fcLBjxQkUgp6whmGDULV67cDtC8Z2enpZhO1Gi3U1S3iAFFidtjv3NpJO+NRlO3kxaQRVuGrkRr82znhy3ucNmhcPB/XPQvCxcO3w9MgM5dz5fnYcbR2zEwszwyrRWMCYZDpXLPlmLSz9yPu9DNOcRdS6d0rqWsITah2tbsCHXPMm23KpT2brzYJUygATUtXTgmmHr8fdxWyMvdEBlY+yfwHqx5ZuyTqFVOmUdIN7tj7YWVOFQVfzzlDlZp9B7sv/izExcPWw9jtRF9jDLg7uSbRtyKxL6ga4XKB/gmp1f4tF11KlROJ2QW9aAG0ZswLPTd9j6nHIziiKwq7gW+47E/nvZPaQTpytw98QAkofNzyzBS7N2YsBc46fvEzcdCHlaDQBH6p1tgeIVkdYpvlyXjxdn7sSg+VnBabeM2oiHJ2xDfoXU0sDvcI2lub0TH6bsCz49/u/s0N/x603GTxAXZJZgya5SrNkvVXDlkWnccNvozbh11CZXhyV2MydBWkFVTJ6EKb9TS4c/6kSJZkG+aJ6qbsytxJJd4Ym7nRSrCkNxjVSJn76tyHpZbK7DyZtnOdg8ck0uAGB3SS0A7SB1LLqwxbriZnXxdS3OPzWM5jwvB+vkRfxt5EY8NGFbSCuo64avx4Pjt5kGBuRl6B2TIrq6qG4PBBKjkYg5XWSNbdK1NJLWY2b78sMTtqEgUAdwKp+Y1eXcO3YrLv3Y2e6yVlatN09uWQMmWMwXJdM712wpkHIerXNgxEI7RFHE1Z+u80TLlQfHb8Nfbf6+fr+IYStzgg97IiVC2hafr871xAhe5fWtGL4qx343JsW+avYsPR5Bxzu/8M6orGX10j3Bsqwjtj4nhvxbxM2fb8LzMzItfdbouvb1pgPIKdPvXWH37JqI+R27EwaQPEzu2mN2IXxr0V5cO3x9PIoUe6Zd2HSmm1SOywPBl7nbu1oyyCffNYEnHE5ce+SKKAB8sa4AY9bm4+EJ9kYfkT0/IxNPT+tKEtvU7sP0NHdbjtTH4IZO5oXbG73KzT1jt+KFmZmWK3Vj1uajqNpa1xolu6l+1IfL38elGc5/VBTX4wfGp+Hpadtx39it2F1ca+kzHT4/Hp6wDZmHaizNH6sKg9ZinR8xyjucLMt7i/dimsPnnVjVCw9VNeOuLzajrkW/tU1UAaTgv6RlyK161u3vekpe3yqdIzfkGd84a/RgC7E6uwzPzbD3ZNlQHPKIOb0GEVKuwd++uRxj1ubjn5PTTT8D2L+RlFs5ONaFzZnF2PLe4r2Yvk27O5nSA1+lIatEu7XBzZ9vwjuL92JzXqXm+xGJcGNE+lscqGxCbnkjXpiZaTjf8FU5GLtePyenUwHXDp+95Ww/VIPPUnNx7bDo6/QHq5rxyYocXOngqKz6dXBjL3+7E8NX5WKIzXyYyt3A7JrtbG46/R3Qiy0tI2X3qzwyUf9+5u1Fe3GNwX5ruwWSzfkpvhhA8jD54BEh9Se323rgi3X5OON/S211gbPiwfFpuOdLKQo/Le0Q+gxYghaT/qVWT7jKb7ghtxJ9BixBY6t5HgyzxRttuaNUT5UBoM+AJZho0kIouG7FaVGZN0V+Wpp+0NrNsxXyU71EkV/RFURpafcZ74s2ni5ZSVo+Ne1gMEio1trhi6ibZ1mdtVZgRTUtuGnkJtP5YlkP0TrmnLhB2lJQhZs/N/9uAFBQ0YR1ORW4dbS15MVWAlz5gWT3W20cC/F4kFXf0oE+A5Zggc0n31b2RdEg2qAMusktBJ3cr77aeACvzcsyn9GGWOUXGZ6ag+8Ka/DY19oDHwCxiaNYXeTiXYfRZ8ASVDW2dSXQ15n3H5MzsO2AvRE7jbR7OIl2S7tPN7CXr3gokxbB9rBz7Gvtl38YvCok+bQoiqbXH+U6+wxYgmW7jVtu9hmwBLXN5l0M1esdt6Eg+O+vNh7A/+aad9HdmFep2ypI7r6fsucI+gxYgvRC8+1t9pPbOdKdGODBaoB4+KpcvL/Ue6MzyS1caqLMDSmg67eJJodauMh+n+ZAa8otefbqsMrrm19VRx+2Mie0ZA5e+ORltXX6wlo+Wl2NcqCdWFCeZ64YuhYvqoKmeutXbietr2I0OEtTW+QPkd2MuyVT0M8rGEDyMPnk0OETcdbrKfD57Z2IhizbB58o4tsM6902tOw5XBdy478htxJpB6ohiiI+Wi5dgD83GTr0my3WnmArLxZzt0s3Yp8qLhKRPhUy+lSPo+SRdULnemuRtVFO9M5LZhWnSE9n5Q2tKIthF8X61g4crLLfesaIXwTOfiMFL3+7E4CULNbuqAjy9pq3oxjnvLHcNIDw4TL9yuFZr6fg5s832lq/XWYJgEWIUV9QG9r012F35DtRFJFVYi1Rs9Vi2z1erQQW5FG39EZH1KI1upLZtrf703xXKAWKnzd48t3h84flGjjr9RRc99kGS2XR2jrK7lP3f7UNOw7VmI5al+yVqQKDxNrRjOinN0qXvD3NHtaMWiO1eHhz4R7TFkhO+2pjoeWWg5GK5Prc4fPj7DdSNLvHiqKoCgDZ31pWzimiKKKysU3zulrR0BZMPg1Iw0Kf88ZyZB/WzxmiXue/pm7XmbPL4CXGI2jN3S5d95RBRbPPREruhvKopXOs9va1+0uVN7TinDeWOzqSWK6iO01TW2dIC/HuwEstOMyuOdk6OXiUx38wb1xgWZ+l5oauI4ryqcnLOnNQCv48ZLXme2Yu/iAV57yRYj5jhJSbtKCiCfNUD6/6vrUcv3tnRci0rJK60C5sGr/L2W+k6DYKCMkpZ3ODW613yPUkJ1ukj1lXYD4TrA+2QgwgeZvq2NkQYbPi6qbIn2RsP1SDG0dsxKsaoyApj7HKxvCWGaIoYt6OYnT4/FiWFXnulCoLyT/Vh/v2QzUhlQel3LIGbFd0qZFbPTh9zohVq4cLB6fiovdTHW9ZJrt55Eb89eO1aIziSYOafNMmX+D+8uEaXPRBquFndhaFJvaTT+qpgdHK/hMIRukxu/jsLY3tSHhWRNtM/kuDi+IXmu/pb5OZ3xXhppEb8dUGaxdaK2J5HW42eEpmhT9wftJ9Qmiz7F9vLjSd593Fe3Hd8A3Ykh8a/DQb8c1Ohea20ZvxvJNdn2LAyXOj3cqecv6skjos212KNIut2dRJtNU+V4zEmXmoNqxs8teuaGjryoEUxzwP6hYqC3cedrh1gn1GT+hFRNZaze551e+XBiBR35BqWRrIN/K/efq5KSP5SatNWiB1XfcyLS9z+R57uVHUGlpjO3LR3sP12F0sPbQoDYwc+5XB6HLN7Z1YvOuw5eW/saBrtNGHJ2zDFUPXoaSmxXAZS3aVorGtM2FGYVu867Bui7h4ppDROw8v3S1tT6M8brllDcEHxmpaAQu9XI+xqm+Uq/KPWm3lVt3Ujk6/aNiiJ5baOv1oCqy7qLoZ7yzai5tGbgx5uKj3TezWA50Mury/NBvXDd8QMvBQtKalmXfvTck6gptGbjQdEIkkDCB5mPoCtnR3eGUgVpHSzfmVeOTrbViYKV1otUZBMlvzkt2leHHmTjxuo6WA5vUupBO0teXcPnozrtbpi3v1sPW4XdGlJtqLrN5PoPe02inNJhV/OfGo3Sa0hYEkeWv2RTesvNm+2d7pD6ngqiv9t4zahOuGb1C8L5FvuMy+VzSbv6XdhxVRVr7NCBAsVXhu+Xyj7sXP7m9rtE32HQkdTXBrQRUWaIz6ZYftJ1QxyiSkdZO+cm8ZXpy5E49+rd2n3+mSrNxbFmyJOWylfgWltrk9eAyqtbRLo0maWbG3LLJCRuDTFfs1HyAYcfLMqPyd5JsQo/1O2QLpppEb8a+p23HP2K2osvAdgruRavnyIncVd7Xg+zajGG+rWrEeFahxKcsXz5s8ZVeMtIIqPDd9B+52MClsJNUR9fdXBrT8oohtipsIedb2Tj8+TNlnqTvFIQu56Gw9LBG7yuAkrfrCmn3lWBk4luW320yve13L+efkDNPuc6GftTxrkJ1z9s6iWsxQ5Gm6YcQG/O3zjfD5rS3l9fl78My0HYaJvpX7oHJ/l1MJ/GtKBp6Zph1gzy6tx9PTtuO2UaFdtNVdmDKLajHzO/MbUqesz6nA0t2l+Da9CBmKlAi7i+vwzLQduG2UdhfxWNdBlfZqjE6WU9aAf0/djqtMcjCpAzRKIS2QAr/tbRa7xNtlNUl/IjZQueSjNZgQSMuhDNKKOl+5rVP7S+rtUk4+z5aDjTNtDHrihIJK6UHe6LX6udGoCwNIHmbl1G/lRBZJkOnv49Kwdn8FJho8VTeLwst9uNfnWm85pXVystoEXbbLZjP9md9JN2SRtujR+5RpF7YIVrd6n/URTT5dkYMxa/Px1BRriUfVYhVYU/rn5IyQ13MyivHWwj2a83aNWhT4a1K+aCpPze0+PDk5I6JRf+ww20TVTe3YWVynO/y8lW3s94vo9/YKnPfWcog29vF7x27F8zMydW+shyzbhylbCw2XYTcgFKuKmdaeIN80bsrXbn3iZHC+sLIJ//im6zjcW9qAJTpPwd9ZrN91tqKxDS/O3Ilnp21HShStOqP5ajNUiXpHrM7DdTYHcXD0vsbmd9E7BLRugNSC+fLURdDZoHNUD17ka1nI3HG8GTlKkWRMbl2yy2K3VT3K7+5Eq9V6ZasXEXh9fmj+rX9OTsdLszIxZm0+7tC4kRy9Ng+jFS3Bnppi3n1s4U7rrVpkevWSg1VNuHfs1rDp07cdwgcG3bO0KuOPTvwO//gmHT6/GPH1bK6NnGzyGrYW2Hjyb2P/vWXUJgyYuzusxaXV62xxjRRYn5Ue+Y1lvUFOTTkgmVveGHLtalS1xLp11Ca8Omd3SH4utWgfwMmGLNuHhyZsw7+nbscrs3fhjjFd+3xToOXRfoORr5zy39k7sWx3qe61Q9mCaOVe6eGb3Eo4mlGhlXu92T1HtA+gXgvJdQZs0un1Ybte4/IQG0Z1Gb2y2b2vsVJfsr0VLJzy9hyuw4Pj09DaYX7tMcs1Gc+AazJgAMnDrOzLygOy39srTOdxktb54p1Fe3Hx+8Zdk6wvP3wFet9FOd1qgl/Z7pI6zMkoNtxO6rIom6TqXhyC/R3snaCNGFXQWzt8IU/X5YS66sSjVhNVRvuE1e5oR6IojdQxcXOhdpeeYJcPa8tz4lLQaXMEFbu0NpGyMm22Df2i3zCha2uHD7UtHaht6UB9a6fhzYResFjv6eAX6/IxaL52sE+mLr5WQsqQ+Q2Xpu39pdn4w3urgvt0p88fbMVw8fupeG3ubs2KwTE9rV/+upJTmyfQ1fLxitAWR41tnXha5ym4VgsD9XZZtKsUT03ZHlFZojVAI1FvpYVuxmb+O3snrhq6Luw8ZsbuPhPNKGx6K7U6MlFX/EbZBMn6aouqm9FnwBLTodHv/mILHvgqLewcHs0ojHo6Fb+VHCQ1GzDhwfFpuP8racRIO+MqiKKI5XvKsDiQL2lf4MZZmYj+o5T9+CxVJyejqH0Mm7XqCV2EVCqfKIZdRzt8fry3JFtz2PT/zd2NL9cXoLROe0h1o66M6gCGk0RRRJ8BS/BZak5E3SnlLTAyNRdnv54S3CYtBi2k9x+xF/D47+zw7upa9RifXwz5LbW+jZNdRnPLQuspNU3t6DNgCWanFxnmjzIdUEThi3X6rSHMbniN3laW4T/f7sTVnxq3EpqVXmwplxcA/OObjED5LM0eRllPUH4HrXN3yLUiylO7etAVvRGUrVxCOkPqccCfPpDqIm74KEW/xbPVka2b2zul30Vnv3UrRPa/ubuxIbcSZ72+HG8sMB7swyxXbyyuj8mMASQP2Xu4PuRkaNbyJqukLuSEWquTtLfWYDSHvPLGiPvn+kUxbNkTNh3AkfpWbDIZwliP1ndWXkB8fhF7DZJXRurlb3diskGi7zWKYZo7A0k/ZeoTcHl9K8rrW4MnI/0YhIii6mZLo69YcdbrKZo5HJT7VG1zO855Yzne0Gnlo/TSLOMcQ2aUX9vub1ahEbSQL2hWz/FVNpN0azlSp/3kLLu0PqJR3MKF7xx/VOSGMquoFFY1BxKKaz8pO+v1FDw+6TvF/F3dOYqqtbtJqUXzVEZZ/qySOpw5KMUwwFxssUxKY9cXoKKxLfjU/K4vt+Cs11OQV96AI/WtmLbtkGZF+ugexpc/5aY/c5B0YzRhk5RA18yrs3dFPFqJnYTfVsqixe0nolpH8az0YuRVNOKs11Pw0Pi04HQ7yd2t8Isi8sobIrruCTotkPyQggl7DoeWU32DW1Ib3eAHMwLdZp4w6Ra+rbAaG/MqccG7K0OmxyKvi/Ir7jhUi5b2Tpz9Rgpe0bjpl23IrcSmvEqIGkEYvWUbOev1FNyj0epHy5S0Q2HHTSTHw74jDSEDfLS0+/DrgcuCXc707D1cr/kgSH3zosxBcv47K4KtpMy2yazv7LXOkZc3bGVuVDdQQ1fmoKXDh4U7D2NrQRVaO4weFIjILlXmNzRe9qx0qSWffGps9/lxzhvL8b6qRdez07fjppFdg2N0WBh4xsmWpvJ3+s9s/fxYDa0dOPuNFN1WxVbklDWgrdNn+jBNL1hWHyjDwPlSGWZnFCO3vBGHdLpOm9HLN6p5vtGY1KBqFXbmoBRcGej2FpIDSWMdTyjqN1Z/ydYOH/LKjYOYomB+XvL7w8/5stsVLcV8fhGH66S6iBvGGAQhDW5PglKzy3DOG8tx5qAUzbo5YO3BTCxamCv3cbPBmnIDv/nh2hbNbvdm18d9R+o1H6zXNLVbrk8nEwaQPCKrpA43jNiAl2ZlBqcZXRwW7zqMm0ZuxGerzJM+jttQoFlZ7vT5cdWn63DbaHstdrSonza9MntXRFXVFXuN885M3FSIG0ZswEJVbhYnTkwVBjkwlCNqdZi0Srnw/VRc+H6qeWVdlPol//GD1cbz6X3c4pdu7fAHR5eRT/7KYFlaQRUOVjUh42A1Jm8pNFzW0t2HQ5+s+EVM2HgAKVnhv5vygmI2Ipkd8gVDuXVzyxqwQ5EY3Y6NuZU4rPHEGAAuH7o27ElhTlkDrv9sA56zmKjY75eSNWsFnLR+QmVrDrMbm8OBG9JXvtWvsO5QJK9Uru+Sj9ZYuom2c1PR6fNj7vbi4DZTll+u2BsF9qzcBOrt9nLXBPn7XvVpV7cqs6+glURZvZ7CqmbL+URmphfhepOR1QDt5NlxeQqm+G5r9pXrVgpjxezGR9mtcOLmQtw0ciOmbdWuHFo5DypHX2rr8OGqT9fj9jH2r3vyb6M1rPOiXaUoVQWc1SWTK62R5kCSR3HTewqspg5UHOXAzlXX3BHMXbfvSD12qrqMy/kr5ii6tGQcrNbs7tPa4TdsgaS+KTHaVsrcMEaWa1yr1C0PjCiLNFLxRPvpadZaZzw+KR3XauRnVAeO39MZYc1sfz+ocSOjHvmxa2FSSyqZVp3F7EGJujh1LR0hXfi0SusXERJAyqtoCPleeqOlybPIXaPGbTiA9TkVGBl4cKbOE5pZFH5zr/4+8jJX7S1DteLa5GSwdaci6bP80HWGzUCf0jXD1uOhCdtMrxV6+4o8Au50VY6Z1k7z+oDWEvXyjWqnpAin1c30UGA/Pkpxl6qVr2fN/q6H1fLX3XO4DruKazFvR7FmS68XZ2biqk/XG47KV1rbGtK6Ukmu14zdUIAbR2zEx8v3IaukDlWNbcFRYpX58OI5qpfed9ajVzbl1A0W0pBY+YoHqpo0W2dGtLAAO5c0eX/805DV6P/eKt33tZTUtuC64RtCUhHILv1oDS75aI3rA1LEGwNIHiG3dFiQ2dUX32hnHhG4YCpHfVHaqDrgt2lks5crDvtsNieWKSt3C3eWhlyYD0fwpLW4pjkkgiwvXdlqQh7qM95Z8o3OZ8oTsPLfyt/vE43yynMaNfU2Yidlk1GOknvGbsVfP16LO8ZswesLjFsmvblwb0hFeVZ6Ed5ZvBdPTcnAM9O2q7aF9fIBof34tfZ9dQ4kWUFFI64eth63jd4c0Qn8gfFp+MuHq/Fhyj7N30I5Oo7PL+KVwNNFraT2WmZnFOPFmTvxjOoG43Bdi/kTM8UMWkNMyxWZ9k6/pSCd+jfROi+omTX5nxhIzAgAX208gJdm7cT/5u7SXJ8TlPu9cjQRI5oVWcW0e8ZuDXsi1al6eu0XRVs34IcsPJG6SqPbgGYLJMtr1aZOXisvr9Pnx6MTv8OVQ9cCkAJaRqOvbM6PbCRQNTu3ZvKN5ofL9+FAZRPGrQ8tn5X9/gpFElf5AUB2BKMwyjdeuarAnygCeTbykIRcJ8SurXGg0jzhczTstCYctjIH5Q3h55xnpm/HPydnICWrFNcN34C7VEm4KxSfkW/Q7hizBVcOXYePl+/DdMV+2NTeabhz293vrYy0Y4feaE9a9PKlaNG6iYpl+g3lYBRqIUE6jTL8c3KG4zfAoiiih+Jc+reRocHcK0ySLitbBj80YRuGrswxbEGupO4eK0I6hzzxTTqeVOVkNKP+zfS20i2jNmF1ILDgSBdaAGkF1VD+YM9ND3+gpVzVrwcuxXPTd8Rs9F4tcs4qLQ2tHfgoZZ+F/Fdd33FqmvFvLNeHbhyxETd/vgkvztwZMoL05C2F2Hu4HlsCD4zGrte/1o006O4kb1e5ZeyoNfm4aeRGPDxhGx6flI7vVGkjtLpkD1+Vg6enbnc86PDizK76lxUjTLp1AfrXDaNd+Yt1+ThYFXo9m51RjD8PsfHA3MKuqi6Z2T6ivqYp90Ojuq6cC1Sr+3hD4EHNnhj0jvEyBpA8YoLiJkxm9AQkp8x42GetPBVK5Q2tYRU/WbrFoRPVJ4+XVcOqD5pv3B9VTa/J8w6D4T+DZYlxlwzld1VXAJSvNioqkcpzkVagL+oS21hAjUE3RruW7+lqoq9sTbJ4V6nh6ChmdpcYn3zb5YqGnFoqMF35tDPSlhR+ERizNj/ku8lCumgU1YQ8TbRC3kYpqmXXNHeEXWCNaB0HyrJZ6VKn3nfbLFReBCF8+G8l5QiNlYHtPzO9GOe/vcJWLhur5itaH45RjJah14oM0A6CvazqoqlOePzB0vDglDp+9G0UyVzVpgUqPspVyD9XtDdwcvJa2fKsI5iWdjAYjJMTF982ahPeW5KNnRpP7qsb2/D3cWlh02NNWXm958stGKzqtjJmXYHhk2Q1dWBQJkDAiNRcwwBau6L16TWKp+56N4WWbtYUP7ida2ZGBEMcmwUplPvZZ6m5+NMHq/HIhG1o7/RBFEU8NSUj+DRafbzIXpjZdVxd/Wnog4tRa/JDziWvzd1teEMdvt8bf4FougVpuXVUeCu1ZlWrzZLaFtz95RZbeZS0VFvsyu70GdUkfoTUfeXGD9BMSqT1WVFESAAJCB9QQ4vR/hvpuVgURe3WwYrvNTujGEOW6SdAt+KxSVLLBScvicpNqJUIXrntO3wiFu48bJgnZtsB7XOK8jyWYmNUP6ME9p8s34/Ra/Pxb5O8Ssrf/KPl+zVbC8u09rV5iryPry/YgxtGbAheU1L3lUeUikA+Z6nrFfIDgG9ULfnVDyarGtswfFUuluwuxd/HGbe61rr2N7Z14t6xW1BYpX3dm7fD+qAAk3RyX+4K1HOfn7ED63ONU5JM3lKIjxQP82qa2jFk2T7d0feiDZptO1AtDS6gEfQZOC/LMGXGfxSt9fPKG/HpyhyMXpuPpyZnhNXvNuRW4Jph6/D3cVtDUhKc/XoKtPQ4SsA3qm2RzBhA8ojNOiMBOUUURRysakKfAUvw1OQMXDg4NaSJpay5vRNPTbH2FEZd8Yv2O6gT1jVoJI6sDzxtLq5pQZ8BS4JPhI3qMK0dPt2mqFa1dfqD3QGMKryTt1p/App+QL/JvZXkuHI59JLOTnX4aawW9ZOJzQVVwfLobafROq3mlLRuvOQbermiLgdYtbphRZrXS4vyAq7VVe+JSd/hri82697ktyh+y015lSEV0/wK7QCS/PsrN0Onzx+2XXyKrmJmXSul5YXOM2TZPvx39k5cM6zrQu/zS0lVZaKIkFYDansO16OkphlfrMvHV4oAYl1LBxbrjDSmJIoi/j01A9eqWsnllTeiz4Al2HYg9Lyil4BVPWS6ktZ9h/pG8INloRf9Qo18EOr+768Y5LpQshKoe21eoGKvUVink7lvPVCN1+Zlhe0P8pM0rZHgLtBo8q1FeT5auPOwlKB3VS5OH7AkWFm3k8hWrtQ1tvl0E7or854AUj5Av18MJggOLZ/2DcOwlTn4dGVOWNchOVlvS7sv5KfJUbQ4+mRFju71T5nUXabc6la3RJ3qIcAdX2wJuU40t3fC7xcNz31HmaxN3eWt0y9ibU4FPkrZj7ZOf8j5z8oe6TMJfK7YW4bVBqNVxbHnhyl5W6tH6xu1Jk/3xtuOTXmR1Z9e+XanZpc4q5R1B6vJ4JVGpOaFtNQKzxES/uncsgb0UJ0DjIZyNysfABystvgwRnUI6FUNlcHcwUuz8cW6AjyjE+wwq/PIRFEMq6v9fdxWPDheOzBvVo8xy7PXpFGPXJtTgb9+vFZzfr0AtvI4Hr+p0HCdVskP1r47YLzfq89YW40CSBrTOv0iFu0MTXkht3qqaGjDiNXmaUDU5O2qDjjI61fvBsqHjt+mF4Xsc9tVDwY35Fagz4AlwdZbWrtUanYZthZU4w2dHgNONGbclF+FPgOWYEHmYe1BbRReX7AHExT7hXwcdPhF/PXjNWHzn/V6iubv3t7pD2mRpg5Or9hzBH0GLME9Y7dg5d4yTNh0QLMLm15eKiC0Pr7vSH2wPpC6rzykDrk5vxIPjt+GnLJGbM6vwvuKB4otHT7NUXR7HiXgjQV7MHptvu7oxcmEASQPc7pJs9z0LmVP+E1wcU0zNuRW4Jw3llseUSfsiZvBxXOPSesSQLtZt5p8UyevycoTx7NeT4m6aftr83bjt28uR1unD+oH2JFWco2GjbbSBVBe7Vmvp+BJjX65Wpzap6ZuPYiDVU0hJ2NAunCd9XoK/vhBqu52+chC90OtYEBeeQN8fhFLAiPwdPql3E7qbkVLdpWGJDk3YnShkSm/hnpEu31H6rEquxzfFdZoBuyKqptDmgg/ZpL8VnbOG8sxdevBkIvpM9N3hAV35UpYeUM7LlYk39aTqrpZK6hswqz04pAWjepg67PTzXN7/GNyBoYsC3/qctBCUs5Z6UVYuvtIWGBIHrHE6jYDENa9SebEyDsFFY1hlT2rVmVbH9JZGZSV/7nFoNIcDXWS82jIx9JZr6cEn6rKweJhq3IgApiyNbyVlRn5tzNqzaYOBgLA8NQczc/cpjH0OwBkqHKolTe0Yv6OEpzzxnLcMmoTzn4jxXAI8HSNHDx+UcTjk9Jx1uspIWXRejhi5vx3wkdZPeeN5ViQWYKUrFKc88Zy3Dp6k+G5T5lPRN31L7+iEX3f0h7JNbe8AYsiGOreCqPcdeprSLTdfzr8fsuji6ofCJzzxnLNekSOw0Oo17cat0xVb4JvM4qjGsZd2XVXd0hvxUrzyhvDHnA9+nXXwz91ADZLo+43am1+WAskNbtdrepa9I8pZfnVwXi976w1+MxindY38jnviUnG9bA1+8vxpSKhsc8vYnN+lW6OGbN6zAPjtUcJA6R6i1YevuY2+w/XImlJbHSuBBAcSdHo2tza4Qt7SDnMJO+r1nXs2emZIa+V59/dEVz3Ln5/NcaszbN8HVN2Z9d76FTbLCVinrRZukY+MmGbNMiAwXL1fpY2RwZ4MWel54deHVBukZdT1oDWDh9aO3z4zaBlIbmJ1A9Y5WTg8uGcXlijM/CS9i+jPvaNdmt1gwb1fqKV0095TtOqkySbnm4XgPTFI5eq7C8fhkeJ1ZrbO/G9Y7p2GatBC6DrybaW4ppmy6M/qOscy7KOoLWjU/c0pnVTG42pWw/itt/1DpmmW6eNqq5rrTWJXDFSBwZibaBJV4vyhjbThOhGtCrEze0+zNmu6C7V2I6L3k/FD793dHBaVWOb5WSmgNRX3oxRazBlbolV2eHd3wpUOU3aOv34rlD/hklp4Pws3ND3pyHTVpiM8GMmkvsvK7li9JoM6+2XoihCEAQcqmrWbTkk52dqtFHhVXdvklk9l87bod0tBwD+ZdAc3ynlDa2h57gYt8DYUdS1L6pb8dh144iN+Piu8wB0BVq/f2xoFSP7iJTs3k48z+qs6hvOEal5OKZn5M/ILhzcFZCVW+vqjcqop90nBh/cKEfnUuZQkrdFpN1vX561E3f+vndIOfX0VESQ1F3Oi2v0H+DsOVyPdTmhN7lO7ZpTDB7uqHNuRVspb+3wW8r7BoR2zZVpPbCy26VZptXlCJC6keq1THVah88f0hpFuhkL/2WVU676dB1+85PjQ9436iKv17Uv1SSornVzl23w0E3P9G2HcOVZPw6+Vrd0qmvpsJUbbKoimb/yU+qHS1rqWjpCulS9NDPT8nqdEknOzUgCSHrdl4DQgJ5RXsG/j9uK3556guV1ao2EaaY0wpExP0zZj9t+d2ro+gN/1YFu9ehgWt0tL/9kLWqaO3DtuT8BAORVNOH9pfvw6nVnBucprmlG7x9+L6Lyek1Dayeqm9pxzbD1uPD0H+HHPzgWgHFOQ/U1fvneMtNAtFLKnjL8oc8Pg6+NUgOYtejX6glvpyzJgC2QvCyWWRUj8NbCPfhC8fRE/TTe6AmQkas+XYe/f2Utt4ZWReWs15eHlEtJb3qkyhvaMHRlaAuamVGMpqF0oLIJY9fno665Ax+lmLfSSSuoxqJd1vujA7HvEqDcY0emmndVs6Ogsgn/1Xh6o3zaEMmTfTO367RYUIvFxSNdI9hklJgyUchPgq77bH1cntRoJT7U8uLMnbrvRdsN1opRa/JCbmYOVDbZrhCrbTdo4eF0TqPBi7sCeJ+vzg0bGWvmd0W4bfTmrnxmFlj97Yanhj+ZtjJKqRbdkWmi2AX0ci/JizTLhaG/XBFHNBLsa+nZQ/scNTXtII42OH9VWWyVrGXudv2grBmzXI6xZJRHQynSfUIr6TGg3605uL7IVqcp7B5JZxdQf0ezHJxWzDTJWaS+Cf94+b5grjY7/jd3Ny58X7917tJdpbZ+wzcXhnYbshNcWbe/IuQ6skARROywMAKaE9QBpLHrzevIkVz7jLokKhen7sqotP1Qra0H6VJuLe3b2iadfSfSQYSA8MNFr8uhuuWL1n2JfG+jrMOO21AQcrxPDHQT80rX3jU6DwjnWDznNwRaqW07UG3YNREARqbmavZS0Tv+ynWuicoHuJHkvwquV+NH8NYde+yxBZKHTdEZtjgSToz8MCvd+KRg56ZASS8nhR1fW+yXHe094PRtRWERcqtPNM3c9cUWVDa2YVV2uaWcCnZa2gCAX3UD88aCLLxzy29tLcOUojIQr2ucskvC4yZNyCNhNQG5VrVF3QzWLq1KmJXWgl7337m7cMmvTopbM9/JDp5LY2lXUR3OOuX/BV8XVDZZaiVnxGoA1Am1inPjJytydOcbNM96smirQ6yP0AggWckLpkWvUhrNYA3LNbqOA12nzDwbicDV1u63FmTredRReHFmZkgrCEBKPPqbn/xA93NHHSWEbRMrg1sAwEuz9IOyTlDnuHLKRJ3ksmrxCCyHsrc+o6TDVv1m0LKol2HXQdUolqPWOPswULZib5lhC3k19e9tPopYl/mZ+t1AL/14Le6/6DTLy3LK+6rBIu4ftxU39/sZ1uyvwKj7focePY5ydDAMvyjioQldDy5qTUbRtNv9vIdOs4hJqsTWTtArmzohvvrhQZNBvaenKpCvvHVbl1OBQbB2HRqpcT102rBVubjnD+H7rHqf0qOXz1Lr2w1dqV+f0GLluhPNuAcLMw/jpat/E7IPxGLQGC9jAKmb6G47tp5oR0qxMmS0zM4JT1kJLozRUM6/fG0ZJj76h+Drb7YcRK7D+RvcoEz8GmkQ0wlO5NnpLjbnVWLe9hLzGbsZURQ1k0ImG+XojX0GLMEJxx1tMHf86SV/juYyumindmvRxTtLMfCGcyJfsA1HCQgLHsmMcvlo7ZLVTZG3SqLI2X0WaKfVjtX8UPHwjsGgCE7anF8V8QAw63Iq8KSF0eOsKK1rNQy6x8um/CpsCmyPrzYewEN/7GOarNuOxrbOkBF3zfY5OwOiiKL+gBNWcm/apdfSZmtB6APgn/y/XiEPItX3Y2cqArQ9VK1El+zuCjrmljcivbAaTRa69dsNuERq8JLIj9PQY0fx8DnK29Wmts5g6yYj07YdxBknHW86n5aD1c1YuPMw/nbez4LTrAwEkEwYQHJZVkkdTv2/42K+Hp9fjKj/OMVfLE9C6hY6WwqcaT0lq1M8eYl2qM5EU2iQ+JRCeaUJttdkFteh2MJgAsnGTmA+Hlrb43cjXVrXiveXZMflmDB72q/HbDQ1csbM78wH+2hzoMU2OSMeI9266YNl+8JGJ42WnZyGgHlXRyURouWRUeNJ3apITflgu6eqC566W/22A9UxCYZFym4aDT3KTRRJYnMldTdTPTuL6rCzKPJ17ThUi+t/e0rw9UOKHgfd4ZLJAJKL1uVURN3Fxarth2oxfZszuXooccW6Jdo2Rf/iUpsJZxOdE3khuovu9qTGDqujYHYXTnS/tktrxLNYGrtBe/RAp6lzUlnVHSrDXvDqHPOcT83d7MEMJZdIBwuwwqvnqSyL+dQA82CTl4JHTvLoT2do4uZC/Pon2i2Y3Ki3xJtnkmgLgnCdIAj7BUHIEwRhgNvliYdYdVXSMlZneGsiIiKvin+OGSIiSjTJ0FJyWVbkoxcnslgGFmNpoE4+RydzGHuVJwJIgiD0ADAKwPUAzgFwnyAI8UkKQERERERERAnpyqHr3C4CEQApf1iy80QACcCFAPJEUSwQRbEdwAwAt7hcppizM3oDEREREREREZFbvJID6VQAygQ9xQAuUs8kCMKTAJ4MvGwUBCHhO4Me9b0Tzun5/06OfRZtIjLka65Dj++d4HYxiLo9HotE3sBjkch9PA4Tj/DhTc4M0ei+X2hN9EoAyRJRFMcCGOt2OZwkCEJ6W1Ntf7fLQdTdCYKQ3llXzmORyGU8Fom8gccikft4HJLXeKULWwmAnyte9w5MIyIiIiIiIiIil3klgPQdgF8LgnC6IAjHALgXwEKXy0RERERERERERPBIFzZRFDsFQXgGwHIAPQBMEEVxj8vFipek6pJHlMB4LBJ5A49FIm/gsUjkPh6H5CmCKIpul4GIiIiIiIiIiDzMK13YiIiIiIiIiIjIoxhAIiIiIiIiIiIiQwwgERERERERERGRIQaQiIiIiIiIiIjIEANIRERERERERERkiAEkIiIiIiIiIiIyxAASEREREREREREZYgCJiIiIiIiIiIgMMYBERERERERERESGGEAiIiIiIiIiIiJDDCAREREREREREZEhBpCIiIiIiIiIiMgQA0hERERERERERGSIASQiIiIiIiIiIjLEABIRERERERERERnq6XYBInXSSSeJffr0cbsYRERERERERERJIyMjo1IUxZPV0xM2gNSnTx+kp6e7XQwiIiIiIiIioqQhCMJBrenswkZERERERERERIYYQCIiIiIiIiIiIkMMIBEloqp8oKXW7VIQERERERFRN5GwOZCIurWRFwDfOwn4b77bJSEiIiIioiTV0dGB4uJitLa2ul0UioFevXqhd+/eOProoy3NzwASUaJqrnS7BERERERElMSKi4vxgx/8AH369IEgCG4XhxwkiiKqqqpQXFyM008/3dJn2IWNiIhIS2cb0N7sdimIiIiIXNPa2ooTTzyRwaMkJAgCTjzxRFutyxhAIiIi0jK8L/D+KYAoul2S5FKZB7Q1ul0KIiIisojBo+Rl97dlAImIiEhLY5n0t6HU3XIkm89/D3x5qdulICIiIiKbmAOJiIiI4quaAwAQERElpI9/DTSVO7e87/8YeCXXueVRTLEFEhERERERERGZczJ4ZHF5PXr0QL9+/fDb3/4Wd911F5qbm1FYWIjf/va3IfO99dZb+OSTTwAAjzzyCE4//XT069cP559/PlJTU4Pzbdu2DZdeeinOPPNM/O53v8MTTzyB5uZmTJw4Ec8880zIMi+77DKkp6cHX2dmZkIQBKSkpITMN3jwYJx77rk477zz0K9fP6SlpQU/f+aZZ6Jfv37o168f7rzzTgDA/v37cdlll6Ffv344++yz8eSTT2p+9+XLlwc/e/zxxweX9dBDD2Ht2rU44YQT0K9fP5x11ln4z3/+E/zcp59+isceeyz4eurUqbjxxhtNt7UZtkAiIiIiIiIiIk867rjjkJmZCQC4//778cUXX+D22283/dzHH3+MO++8E2vWrMGTTz6J3NxclJWV4a677sKMGTPwxz/+EQAwe/ZsNDQ0WCrL9OnT8Ze//AXTp0/HddddBwDYsmULFi9ejO3bt+PYY49FZWUl2tvbg5+ZOnUq+vfvH7Kc5557Di+++CJuueUWAMDu3bs113fttdfi2muvBSAFoz755JPgstauXYtLLrkEixcvRktLC373u9/htttuw5///Gc899xz6N+/PzZt2oRzzz0XgwYNCgmiRYoBJCIiIiIiIiLyvEsuuQS7du2y9Zk//vGPKCkpAQCMGjUKDz/8cDB4BCDYKsiMKIr49ttvsXLlSlxyySVobW1Fr169UFpaipNOOgnHHnssAOCkk04yXVZpaSl69+4dfN23b187XynMcccdh379+gW/Z8+ePTF69Gj8+9//xoUXXojHHnsMv/zlL6NaB8AubERERERERETkcZ2dnVi2bJntYEtKSgpuvfVWAEBWVhZ+//vf6847c+bMYJexfv36hXRf27x5M04//XScccYZuOyyy7BkyRIAwDXXXIOioiL85je/wb///W+sW7cuZJn3339/cHmvvPIKAODFF1/EFVdcgeuvvx7Dhg1DbW2tre+kVlNTg9zcXFx6addAJX/6059w9tlnY9WqVfjvf/8b1fJlDCARERERERERkSe1tLSgX79+6N+/P0477TQ8/vjjusPPK6e/8sor+M1vfoO///3vePXVVy2t65577kFmZmbwf2XXs+nTp+Pee+8FANx7772YPn06AOD4449HRkYGxo4di5NPPhn33HMPJk6cGPzc1KlTg8v7+OOPAQCPPvoosrOzcdddd2Ht2rW4+OKL0dbWZmu7AMCGDRtw/vnn49RTT8W1116Ln/70p8H3GhsbkZ6ejo6ODlRUVNhethYGkIiIiIiIiIjIk+QcSJmZmRg5ciSOOeYYnHjiiaipqQmZr7q6OqT72Mcff4ycnBx8+OGHwYTS5557LjIyMmyXwefzYc6cOXjnnXfQp08fPPvss0hJSQnmTurRowcuu+wyvP322/j8888xZ84c02X+7Gc/w2OPPYYFCxagZ8+eyMrKsl2uSy65BDt37sSePXswfvz4YK4oAHjzzTfxwAMPYODAgXjxxRdtL1sLA0hEREREREREZO77P/bE8o4//niccsopWL16NQApeJSSkoK//OUvYfM+88wz8Pv9WL58OZ555hlMmjQpOEoaAMydOxdlZWWG60tNTcV5552HoqIiFBYW4uDBg7jjjjswb9487N+/H7m5ucF5MzMz8Ytf/MJweSkpKejo6AAAHDlyBFVVVTj11FMtf3+1008/HQMGDMCHH34IQErKvWTJErz66qt48sknUVhYiJUrV0a8fBmTaBMRERnSbiJNlJBqCoHvnwwc8323S0JERInolVzzeeLkm2++wdNPP42XXnoJgNTi5owzzgibTxAEDBo0CB999BFSU1MxY8YM/Oc//0F5eTmOOuooXHrppcER1fRMnz4dt912W8i0O+64A2PGjMG5556LZ599FrW1tejZsyd+9atfYezYscH57r//fhx33HEApATbq1atwooVK/D888+jV69eAKTWUsruZ5F46qmn8Mknn+DAgQP417/+hWHDhgWXP2bMGDz00EPIzMzEMcccE/E6BFEUoyqk5kIFoReA9QCOhRSkmi2K4puCIJwOYAaAEwFkAHhQFMV2QRCOBfANgN8DqAJwjyiKhUbr6N+/v6hMaEXUrbx1QuBvnbvlIEpm8nH2Ujbw/37mblmSCc9fwLZxwNL/AP8rAY49Pr7rfusE4Ee/BJ7bEd/1EhFRQsrOzsbZZ5/tdjEohrR+Y0EQMkRR7K+eN1Zd2NoAXCGK4vkA+gG4ThCEiwF8CGCYKIq/AlAD4PHA/I8DqAlMHxaYj4iIiCj5rP0g8Nel6k51gTvrJSIiooQWkwCSKGkMvDw68L8I4AoAswPTJwG4NfDvWwKvEXj/SkEvrToRESWH9ma3S2ARL0cUIy1VbpeAiIiIPGL58uXo169fyP/qbnNui1kOJEEQekDqpvYrAKMA5AOoFUWxMzBLMQA5S9SpAIoAQBTFTkEQ6iB1c6tULfNJAE8CwGmnnRarohMRUazlLAem3Q3cNwM483q3S2PC+a7e3VYMus0TERFRbImiCLbviL1rr70W1157bVzXaTelUcxGYRNF0SeKYj8AvQFcCOAsB5Y5VhTF/qIo9j/55JOjXRwREbklXxoxA3P/6W45iIiIiEhXr169UFVVZTvQQN4niiKqqqqCibatiPkobKIo1gqCsAbAHwH8nyAIPQOtkHoDKAnMVgLg5wCKBUHoCeAESMm0iYgoGcmVEF+bu+WwhE/ciIiIqHvq3bs3iouLUVFR4XZRKAZ69eqF3r17W54/JgEkQRBOBtARCB4dB+BqSImx1wC4E9JIbA8DWBD4yMLA6y2B91eLDHESERERERERueboo4/G6aef7nYxyCNi1QLpFACTAnmQjgIwSxTFxYIg7AUwQxCE9wDsADA+MP94AJMFQcgDUA3g3hiVi4iIvID96LsnPhsiIiIiSlgxCSCJorgLwO80phdAyoeknt4K4K5YlIWIiDyIgQQiIiIiooQSsyTaRERERETdjigClblul4KIiMhxDCARUfJaPRj4oDdbuxB5Bo9F6gYypwGf9wcyJrpdEiIiIkcxgEREyWv9R0BbA7BvidslIV3MhURESaY0U/qbMsDVYhARETmNASQiSn6ttW6XgHSxRQoRERERUSJgAImIiIiIiIiIiAwxgERERC6QWx6xC1u3wnxkRERERAmLASQiou7C7we2jQM6Wt0uCRERERERJRgGkIiIuos9c4Gl/wG+udntkoAtj4iIiIiIEgsDSETdVUMZMO5KoL7U7ZJQvLTVS3+L0twtBwAmz+6u+Lt3S34/MPUuIH+t2yUhIiKiKDCARNRdZXwNlKQD469xuyQUN2z1Q0QuaKsDclcAk29xuyREREQUBQaQiLorOZlt3SF3y0FERERERESexwASEVF3IbAFErmMo7BRd8D9nIiIkhQDSETdFiu4ljUcATrb3C4FERERERGRaxhAosiIIlCwlk/ZqHsYeiYw8Ua3S0FuYcstIrKD5wwiIkpSDCBRZL77CvjmFiD1HbdLQhQfxd+5XQIHePCmxoNFIiIiIiKicAwgUWRqCqW/Wz6PfBkVOUBdiSPFISKiRMBWq0QR62gB3v4RkPGN2yUhIqJuigEkcs+oPwDDzjGex+8H0r9m/plYYPfD7ofdKoiIEldDKSD6gEXPul0SIiLqphhASkRNlcBbJwAr3gB2zwa2jAaOZLldqtjYMxdY/AIw+Va3S5KEulEAicEy7+FvQkRERESUUHq6XQCKQFGa9HfzZ6HT36qLf1lirTXwnQ5udrccREQUPQYOiYiIiBJWTFogCYLwc0EQ1giCsFcQhD2CIDwfmP4jQRBWCoKQG/j7w8B0QRCEEYIg5AmCsEsQhAtiUS4iUkiEG7nDmV1BxGiw61YAtwMRUcwlwvWViIgoArHqwtYJ4GVRFM8BcDGApwVBOAfAAACpoij+GkBq4DUAXA/g14H/nwQwJkblooTDSli3JYrA2L8CY/7sfjmIkgkHL+i+eD4jIiKiKMQkgCSKYqkoitsD/24AkA3gVAC3AJgUmG0SgFsD/74FwDeiZCuA/xME4ZRYlI2IEkxdkdslSB5siUU7Z0iDF2TNdbskRMmL51oiIkpSMU+iLQhCHwC/A5AG4CeiKJYG3joC4CeBf58KQHmXWByYRl7Fp5gUa17Zx7xSjmRSsR8o3Oh2KaxLpn3g0Bbp76Lntd//8lLg/d4xLEASbUun7J4NrHzT7VIQERERmYppAEkQhOMBzAHwgiiK9cr3RFEUYbMmKQjCk4IgpAuCkF5RUeFgSclzDmcCbY1ulyLJxehGriof2Px5bJbdHVXlA5tHul0KZ426EKjIDrzgk3p36Bz/pTuB9gagkdfYuJnzOLBpOFCZG/t1JVMwlIgSU0MZUJnndimIKEIxG4VNEISjIQWPpoqiKLeVLxME4RRRFEsDXdTKA9NLAPxc8fHegWkhRFEcC2AsAPTv35+1oGTV1ijlvjn5LOAPT7hdmuQVqxuJr68HGsuAH/4COPtvUSzIK4e4y+X4+gag8QhwwmnAubdEuTAGa8gi0ed2CbqfxjLgpF+7XQoiotga+hvp78AjwNHHuVsWIrItVqOwCQDGA8gWRfFTxVsLATwc+PfDABYopj8UGI3tYgB1iq5u1N10tkl/K/a5Ww6KjNxyrHCDu+VIFu3y9kygLl9JxyvBzCTAFjBERAQA5XvdLgERRSBWXdj+DOBBAFcIgpAZ+P8GAEMAXC0IQi6AqwKvAWApgAIAeQDGAfh3jMpFRIkiXjea2YuAVW/FZ11ERK5iAI+IyJaWGuCtE4C1H7pdEiJPiEkXNlEUN0K/r8SVGvOLAJ6ORVkoyWwaAeycBvx7q9slSSIOd2tKtNFnZj4g/e17F/CTc8Pf90yLCQfKkWi/DVHS88r5hRzlmesGkYclymFSVyz9Xfs+cNmr7paFyANiPgobkaNWvg6UZwN5qW6XJAk4fOVurgY62x1cfJxrFvWH47s+Shy8GXQQt6Uu7mdERB7Eh29ESjFLok0UOQuV6Oaq2BdDKfUd4NBW4NGl8V1vIvnodODnFyH5LrTJdFOXbL8NEdnCIFV8sLUnERElKbZAIrJiw1Dg4CagYr/bJXFOLG4kitKcW5aT5bO6rDXvSzmRvIj3fUSUqBi4cga3I1H8MSBMFIItkMjbvFZZamtwuwQJxGO/nRXrAgkS36qT/s58EDj2B+6Vh4iIiIiIyCMYQCIiZzn2pMbBAFSkZcpe6FwZvIBP0SKUgMFQr4rFQ4GmSuB7J3pz//Z1Am31wPd+ZD5vXMrPfTkuvPbwi4ii4MFrC5GL2IWNPI6VsNjhtk0MrLgQ6arIAT4+A1j1ltsl0bb0P1J+uMYy7fd5GiaibosnQKJExAASxVbhJiDlNXuf4ZO7BBcIeET7O3I/iAEvBqO8WKZuIi9VGiAgkVXnS383DXe1GLqy5kh/133sbjkovrzQGm75QKkORkTR8cLxTOQhDCBRbE28Adg6Cshd5XZJSE0O0Dh9YZQXJ/qdXS6RnvHXxPYGPVmDmVNulwYIKM6IzfIn/Q1Y/Z5qYpJuSzNeOR+6tS8n6zGkxwvfd8vnUh2MiKLEABKREgNIyW7nTOCtE4DqQnfLUZEd/TIK1ke/DEogHqiAx1pLrZQjhaJTlAasUQcq4uzwDulcm5vqbjkiUV2gMdGBCvOB9cB6trwx1g3Oc0RE3dFXVwNDz3a7FESOYwAp2aWPl/4uet7dckRK+RRv/UfulcNLvPBk01DgxtPNJr/LXgW+fdS99Vv14S+AqXdanNmBFgxshh07uSulv7MedLccROQ+nmuJkkekx3PxNqDhsPSwkCiJMIDUXbTVul0Cfc3VqgkWAiSeD6IkghhvQzdzIKV9AeyZ61xZYqlgjdsl6N6K04HKXOeW19Hk3LLiJZludsOuJxTKrXOhh8/BiSSZjlW3bRwG7E+J7LPffQXs+tbZ8lDy8koXZiKHMICU9BKgsvHR6cCOqTpvdtNKZ14q8Ok5QFuj2yUxV1sEbP3C7VJ4x+g/AukT3S6FjgQ4H8TbV1cCn/c3mSnJz0PxDLDGcl3FGdL1ZPPnsVtHpLwcxCZKRqW7pDQOela9BUy/J7JlL3kZmPtEZJ+lLglzXmTdiUiJASTyhoXP2pvfK0/h9i0FWuudX+7y14D6EumvmlMXXKeWM/UuIOXVrtfB3ybK5R/cHN3nleK5v5TvBRZb6DJqe/snSkWrm0qYinASO7JT+rtioLvlSESZ04AdU2K3/O52fHS37+tFX14CzHsSqMxzuyRE4ZqrgZwVbpeCKCIMIHUXokcCLnpEn/k8XgkayaoPADPuA8b+NXbrqD0Uu2U7pbUu9LVjgak7nFmOV9neTh7b/yl5eO3c2l3FI+igt475/wIWPM3AByWfst1ul4DizdcJjPw9sHu2M8uLxTVyxv3AtLuAfKYxoMTDAFIyeesEYN5TodMS8cYgUSqwHS3SX80RjBJQ7ipg02cOLCjw+yXK7+ikWH7nzjYgZ3l0y0jE80G8bPhU/z0rv2sib9u4Hqvd8LyQSLxy3m4sl+o0KwYBS18B/AmWQySRzwda3joBmPuk26WIjFf26dZ6aTtuHO52SZJfSzVQlQfMedz6ZzpapHpWvFQFWsbtmhG/dSYKX4d0rKS+43ZJSAcDSMlm5/TYLn/R81Lf75hSXOxFC/92i+DW4ROj7z71DmDlG/abe6srynLxvPAbyeJ182HrO1ucV96+uSuAaXdL3SbJeWvej+7zXtrfyUOSLJAQMZvHR/le6e/mkcC2sYk3Cmuszgdunmd2GeQTInP1h6W/q950txyeEqv9OYLz7uCfAp/82rnlWcW6Q7j2QP7XDUPdLQfpYgApWVXlS9HbQ1ucXW7GRGn0CSvqSyNbh+7JVLAwj00lGVIixUi4FkCKsfpimx/Qu7AGfiNfJ5A1lxdJNbvbo7VW+rtjsuNFoW4u2VpLeIrJcR7386LZ+lw6Tx9KA2oO6r9fuqvr3+X7gGUDnN922YuB9mZnl+kWXm89iL9J3CivaQueATrbrX1OnZIhlnjdpQSWpHfAhMINoa/dOE99eWnXvx2vzNhcXnuTFFRTG3dF5EO5RnvyX/gcsOxV8/lixanfRL0dBNX0raOA2Y9K3RDcEslvVfRdBCtiBTE5ebwL286ZwJd/jfyYjsXN5qE083U1HHF+vRQdt1rOTLgG+Ow8a8uacjuQNsahLtcBhzOBmfcDX1/nzPLcvjlkAMl7tH6TvFTgwPr4l8Uz4nCc7Jgs1UGjEZPjObBMHqqUgBhASlZhFyoXKjNN5V3/bq6y8cEYnE2n3g2MvABoqtR+/8gu7elGom2BtH0SkPaFtXlj+lQkRvuGvA/KLdGcajnTUBZ4omSjr7poswtb9QFgdQR9r2PRhY1io2Cd1EozGcx7EijNBPbMdXChUe6fE64xn2fomfG90T2cCax8M84314n2lDmBzkulmc4tq60hsMydzi2TPMLD+/SU24FJf3O7FC5y6Lc5sAFY/0nXa3X93IvHtVMjFhO5gAEkio9Nw63Pq6zct1R3/VuIogvbwY3S3+2TzNfpNQfWA0NOA7YHhliOeVnt3vCo59f5vNVi75wJVOzXfz9lgBSMmvWg9LqjBajMtbhwi0b0Q8xv/GL9O/p9Uuu6tsauafF8Kt5aLyWYPxLHEXDsdJt1Mp/HrllAxT7nlhepOhvdT5X7n5utJfyd4dP2LgTG/EX6Pla7TFvx1VXStWjPfOeWqeb3q/Z5j11bYnneaa4Gaotit3yywWP7HYG/SQxNuglY/S5weIfbJdHX3iTVyfwWRp0m8riYBJAEQZggCEK5IAhZimk/EgRhpSAIuYG/PwxMFwRBGCEIQp4gCLsEQbggFmXqdtxuPh0VxUV2/cfm88TKkd1SUmm9Cne8ciAVBbqCLHwmPutzirzdrO6LO6YERhJ8Ehh1odGCpT9yTozZjwOf9wdqDul/JJLjIaJjKML9MhaJsffMk/J7jb/a+WVb8fUNwIjfAV/8BcjQCdw67eAmGzM7eI6c+w8ga45zywOANR9E2I3SonZFYFHrHOdGUL2jFVj4rBQcLtsNjL1cGrQh02BwiEha/TnZckVt6yhpn98xRXvdXhfN7z7yAmD4b3Vah8bg+zu5SCfqTBmTgL0LpH9b2Y6DTwFmPxb9erV4+aEYkWz81aEth6KllarCK1LfkepkwdGy2QKJEles7oAnAlB3JB8AIFUUxV8DSA28BoDrAfw68P+TAMbEqEzdW7wCSqIIHMkyny8STRVd/3b8+wRO4DMflJ4QAMCE66QcC3pDbMY9ibbNi0xTFTC8L3BYr+muUzmQ9N4QQ2cw+8kizWdRsFb6u2VkZJ8PstiSykikXdjqS7r+3dYgbYtoR47rbJX+yqMZAYhrd5oyRSsML446Y2dTxOJmbOrdwJZR+u+vGwKMv8reMhPiptGgjHvmAdu/6XrdFui6m7vc4rI98OBE7ioRHJzBoTwXDUeAxgrz+aIWRUFbaqS/JRnOFCWuHNh3Fj0HzHpI//3sxaEtJDqanQ88U3xVHwh93Vqvf/1OiPOzC1a/69yyvLyN5W6yeSulvwn9oJ+6u5jcAYuiuB5AtWryLQDkx9CTANyqmP6NKNkK4P8EQTglFuXq1kRRulnJXy297my3lkOmrdHejeyuWcAXfwY2jTCeb+0Q47JqUd4Id7ZJT6r1chrZJa8ye2FXxV8uR8l27c+4dvK3eIHMWwnUHgImXBub5Qepk2ibvLa6nFh576fA3H+az6dV7oXPAe+falBJsbHt9Jax4nWp5dui56NehXd4saLkcplylwPLX3N2mUa5vraNk1r4WR5lKk47mtETYys3AyHHqQcODlEVODf/gLXZhp4JfPKrSEpkb33JOPy8FU5fz7WWN/N+YOxlzq5Hl8e3dzzFct8b0Q9oqe16vfw16fq95CWtgsSuHBSQiNs4EctM3V08m1D8RBRFOUHFEQA/Cfz7VADKTvPFgWlhBEF4UhCEdEEQ0isq4vEkLsksfw2YfBuQvwZ472TgvR8bJ2durgY+OBVY+h+NN02CPKlvG5dl7QcGb1o4mRZtk55Uf/EX6bWvE9g4XOoCYcRORUKuAPoT5OR+cHNXgBBA8Aams0V7/phVquQn7nHaboKFJ/zKIGhni36rMjPbJ0ldfw5ujuzzVrTVS3+ttLrYMQWYdHPsyiI7khVd3hhPxo8iDXR6mNExJ3cHLknX+FyUrd2iMfqirn+rfwMr55CIzjNunNMT5Dpi5Mhu4LN+UutWJzRWSIMi2GaxVWsky3SKcr/c/g3wzW3OLt/O+p3k1EO7ZKIcvEC+fudoXL+9HkR1WluD9DA52tbUepqqgM/OB0ot5Fn05LZPgjoHdVuuJNEWRVFEBLUpURTHiqLYXxTF/ieffHIMSuaijhZnE6sZnSwn39r1b6Pm1nKXsfTxGsvX+Uw0N2H7lgSWbeWmIXBBapBH+PpG6ibzTaQ301rrlAMTCZLw7uvrpQCh3LLM9Ldwqgubej1i6N+Y35g71Y9c9fkOncAbACx7pevfb50ALAkEWR0Zhc3G9lrwNHBgHZC3ynzeA+u7upjY9cWfgW8fBmoKI/u8JytKtvqwxawUzjIqZ+D7+to1PqbxudXvSi0Y1RrKogugGh4j6t8kRjceRmX4+FfA53+QWhseSovN+j3NYNus+xCoOWBcb7Cz3E9+BQz9jTdu7mJ5nVr4LFCw2ny+RPDxGdEvw9dh/rAvEsXpHkjibrQfxWg/b2uQ6iFbPZYBZPlrwMrXgaVarbEckLtCqpMoR/yUzyVOn1PMlmfWq0Pr81YefhJ5VDwDSGVy17TAX3mM9xIAP1fM1zswrXsZ/NMYD+Wpc1GrLjT4iNHuoVexj6ISNuPvga5tEZxN5W4ZRWYVfp1l+zRO/MGTu853davSa7beDrmLSoS/hZ2RrDTprNfXAZRnR7lsrdVZ+J6R3Bwc2qL/Xtme0NffjQv8w4EubHplNfrdzX4zX4d0ftFsVm+D+nt7TSK2IircCIz+E9BuELC0ymgfMaqsam22zGnA5xrJ7MddLgWrx17u/DkwkhZIdcobRou/v9FymyqAyhyptaHyxsQyReBcFLvyOHmF2Ta1ss0jDiTrUCZ01+WxropmXD8XxWkbpX8NTL3L3me+/Csw+CdSvrDsRfY+W1citTqpKgh/76srpSTuiSiac6k8+mbKAOP54q010Bprv9UcdjbJx1iHslu26gFm2PQYGXaO1KtDl9FD6gQ4nxGpxDOAtBDAw4F/PwxggWL6Q4HR2C4GUKfo6ta9yCMIbf1C6mamx9dhvJyagw4VyIUKUCRDNm8cZr2ypneelhNnhzBr2eLQSd/OxcPv0++SphZpBXb+U1IlzTKD9Yhi15NG0QeMvlh/WPeIK9xOtUByYH/X+i0724D9y7RmtrnsKFpjuNlFCUDMziX5ayJ/6qrbci7OlrwMlO8BVljMh1RTCCwboNMtwErrHo159M5BWucaOeH74e3A3vkG64uEOoBkYb9d9l/lBxwtTdQOrFe8cLlsOcsttvqI5AFOk/Y+VJkLrBgUw7xKTi7M7YCPw+J1U7r4BaklyEGDBy5q5YEHEV9eCsx8AKg/bP2zO6dJ58Cvr7dTSkl7c2TbZdVbwNs/1P/s4hetJbg3WjeDCPYZPeR2fHsaLK/2UFePjdY66XyoVR7d/Hj87cPwePC8mASQBEGYDmALgDMFQSgWBOFxAEMAXC0IQi6AqwKvAWApgAIAeQDGAfh3LMqUUFJeDe1mpvbtw/rvAapRl6Jg5Ybe1x46ypfRZyydEAT7J45VbyEmlb/g/ZZOFzanTnCiCEy5E9g+2Xzehc8CQ05zZr3B9Wt8Pzs35Xq5ZFpqpC4PwdY5AXLeqvAFWV+n1se8esFZ9TYw/V5g8+f684SUXedGX/6d5LeVrbniOcpiRGJUvsm3RvHU1WM3jOrRfNQqc4Hds4E5TwBpY4DlA+0tP+pzswbHHlYE6La+c3Y1MaXclla6P1sZzCJaJRnAtLsDrZwj3JgttdqtReqKgfd/BqRqjKQ09S5g80gpP6FyuxR9F1kZYsnOOdTvByr2x64s0XCrbI1HIv9sZY71eeV6kp31iaJ0Y//+KVKwx66Nw6Rg9t4F+vNE3fpH57isOSgNZhNPFfsdyluk1xrIIVoBJDfqgcP7dv27+DvpfLhjivnnPFYF6TYajkg5fikqsRqF7T5RFE8RRfFoURR7i6I4XhTFKlEUrxRF8deiKF4limJ1YF5RFMWnRVE8QxTFvqIoamT4pKCFz1qbL+Y3lIqT9KLnlCvW/4hmKx/1Yv2RXeCX/y98WmdblHml4pVEW5RGTFv4jPmsmVO1p392fvg0s33A8GmYjcpDtUZTcgDYv9QkWbpTrOzr8apUaKynOjDKlDqXmHr7iyKQ+g5QIQeGBNXfAL9PGu589MWKiWa/tcXf0++Lzw1tyDo7Is/NFA2t46M8WwrUqMWlUqooj9b6Pu8PzHm86+nm4cClcvVg489pLV/rrbxU+zcqXg3ayjZ/LnURDBOncvc4xnyeSFtxFX1nvbtxc+D4Kt5mPq/eb6rX/VXOk7VxqMayAtffkgwpV5vMaj3GqzZ8Aoy6ENin1bI0INpjw9cZ2bl4/cdS2XJSolu/XXrftzijK4G/E2ojCVqLXTeMGV9Hvm7DQWesJJaPYJ/47DxgzJ/sf04pYyKw3+L+ULpL2n8WefgY3TIKOLBBp46rE7SK9pRv9XguDlyXFzytXoDGzE61nk9CTtctlKPPDj0T+Oh0Z5ffDbmSRJsi1FghjeYRiUjiScqT844pod2alMe2spJjFLTYv9R8nS3VQIFB9z073vsx8M6PgPnKE7mNwEgwZ4heEMqFLmx6tHJSHMmKYoExvqBpNXePNOgpeOgirPVbytOOOlr9RujLtnpgw1BFFz+d75O7XMo7ocXvByo0nuZaDSBNvk06bpweNcXot/W1A2P+7Oz6LFGXSZCCcp/3l142RPFE3Q5Ro8JrdE6QA0jyLOs/Urxp8LsZHSeNFcCU26UcIrZYPOYq82wuN1Kq33TFQGDijeGzxfRUoeimoAwgOV0hHn8V8Flf8/ls0ymnbpDXSkvlNmD+v0Jfh6zS7raJxQMyG8ssCgTiVg7Sft+J33r81dK52O6y5CCh2Ui48fLVFcDq96Qbfqdt/tx4sAuZKDr0UNXot7CQcyfSLmwRBc0UFj0PTL/H2rxyQNhKCxpTgW0ezUOp8n3SoAbKkR+XvwZMugmax2yskmhHe9EwTKLtgbprMivOkFofZkx0uyRJhQGkRPLJr6zPa/mEZDDfiN91/XvB0103VmGLUN60yK12DG5k4n2yzIz0QhivJNpRLOetE4BV72i/t/HTyJdr9bu11GpMtFBRC3s6EwF1f/J471erBwPvnGhhxkC5evS0t3yjr6NuVSFXRNZ/DIz6Q/gQwla3jdxKIN4jBtU7NW6CjZsEsy5dQ8+Mvjh2hBTHwu+lF6zc/DlQGMin19ku5VhqrFCvIFRnIDdOxT79eTaPjHz0tU6LIy7ZucnLS9XINWG23eIcbD6qh+JFDNZplg9RFpJ/2uTG1u55VKsbia8dyF3Z9drJEWZjxc6+Z3bjJ/qjD1gc3h74u0O1bBduNq2s0+z76uU+VJPPWU2V0uvG8q6AndqKgcDXN2i/F3JsiIhZjkMr74WUI5L3POTjXwHz/mU+n1JLFN2F1n8kdXGc8ffw9wy7sHlxewbK5PdJdffgg18vltVtEW6Tpipg8UuhQcviQJfpRc9HVyQrwepuhAGkZGSngmHnGNUc6UAlWInwUAApZN025jVtgWRTVb52hT/aBMdhXQesVpQMNsbub4GyQC6t2kPAzhna82ld1K3QfCJls4LXeESqbFppgSQHNK3kmbJq/UeAv1M10UYLpGhu2vS+q/z0eflA1fJt7mO6N3wG5exokZqWx+tmsXRX+DRbN20G867QaVlg14z7I9vnojlHrhgITAzcVO1bJA1MoOwCodmS3sJ2WzEoPHGt1f1KufxIu9kpVRdILabGq0ZJa7LSjcSA3S58WXOAKXcYzCDo/BsWu7wE+NTnGQPF6UC+IgDc0dLVqkCPldbBSvXFXf/WuonbNg6Yeqf+esP2gQj395xl9oeDn3E/kKHVktvCvld7KBC0VFxzag+Fdo8AEJIwN+quM6pjTO4SHU92z0d1JVI3qNoi83nVsheGnrPGXia1xtIb2EMOtKnJI4ABzrVAkn+LnBX67ykd2tqVSP/AeuCQwSjBXmmFotxO28aHv99UISUyj7eaA+HTNJNo612T7NwXWWg9tnchMPtx68tUrt/XbuNzScrvl+qL6nOnLNLjYeUbUrqISO9N9GTNkUZLP6DVJb57YgDJbX5faFAh7k/qnLhoKZfhpXw00a7bQmsqq7LmACMvAGY9pFEkjzW1BYDmyq4hrMdfC8z7p3blp0yjm1w8hy+efFtXbgOzr91UZS3PVDQ0f8vANMNRv4z6x1uhzpek7v8fh1HY1n4gNS2fr/F0MtJ9oqNFehqt1dLty0u0P1Ow1logwKhMWwwSntuxb3HXPtfZbnJ+D2kmYjCbjWTY8rmrqVyxeAe7Vsj7VWWeNJiB7rwWf3+r+4l8c6g+/6x5z9rnIUpBqLdOAHJXdU3+5maLnw+Y/RiQt0pnlEWNdZopVQxIkb+6a1RSZd4Ws+vFV1dK50U5l9esh83zCoZ017T5G2r9ZnXF4dOMqL9TzgprQbPO1vBgb/6a0JZpBeuk37kyR8oZtW+xdn4XK7ve8L5SQEN54zq8r9RNS2nB0+GDR5jJWa7zgEmxbepLpWTosdJaJz29D3vSrrNP7J6tPT3jaykRs17rICPy920sk/7KrVPt5nRSXvPyUx3qQhco27ePaLyl2kYNpcCEa6XE9b5O6a9Wrk71st2m/B5LA3nPNn0mHUN2709iXRfUWr58zYumXm3ls7MeBLJmSw9bQwtlf5l2yrpzpvRb2HkA4UV75kr1xYl654gIfz9/4ByqbrkZLblV//x/OrvcBMYAktvGXwO8e1LXa2W+huoC603UlTRP2jonteYq6cZGrcrkKVc0TfmceAIdD82BJtR6iUetnPQrcqT5Zj8mvdZ60hvJcLRGrF6MlPPtXRj+fluDNBpbQ2CI3VyNp25uO7gRXRcak5vuuAxlb3RzbnffjuACKt/YhH3UwcqpKGonmpYTjGq2ZrDw3bXOQ5lTpZvosX+1VrbmKuCbW8Jz+eyebT7KWay9d7J082mF0TEsb6cjGi2wDH9ng9/AqKXAnnn678nlnHqHNEjCllE6q7a671ucz8qx3NYQPs2vuJ7KrXSm39s1rSTD2vrVjmR1BTnlbWIUMN6hMxjCakUAbPJtUvC0tghoVwRErZ7f5RYcuarurGbnAnn5VfnWbhgNE9la/Izy9yzcCEy7Sxoe3nQ9CB3Bq/qANDKjsmWaHHyb9UhXVwbtQhmXWbm+YOvkwDTliJgAsEunxa6e/DVSYGjG36V8HcoWZEpODzaQu0qqf8i/87qPpKf339wSOp/ePqfslqY1T10ELZD0fmfbN8yK8uz+FligGODZaBsbkYMTmi1fDPZ5dc4vLV5ogbRtnPYDoJVvSH+jSUAeE1o5kORzSTTb0+BBoFpIjtUo1psxSequaWbDJ9LfZUbBSAsObQ0NqtYeim8XLblHi16gJ9LjIfj7Ox3ecCCfV5JhAMltJapB5w4pkguP+B0w/T4gfYIUcY6FjqauJ1qDT5G6vlTlS61ljKibB8vMbhSq8oF3reSNiRWDk9KQ07Sn6+ZnMTnB7Z4t5aNJ+8J4Pr0m2EE2Aw+aow6ZmPWg9nTl0LT+zthWcoz2nZVvmgc1zcoWko8knuQbyqNCv4eyvHvmOXNhClZs1S2QLPxuloY1FaRK5Of9gUwbzditBBCaApWnjcO7RjKR932tJPFa5G2ozuUz53Fg5O/VhQp9abSN6oq7Wqt88RdgeoTNozWDPhqMAiRyQFfrpsToOxj9BpkG3exaa/XfayoHPjqj6/cpTteZ0YHWVSEs7M8f9Db4uOLz/gge0gChD3fWvAcM/U34PCHfJ/DvpsrQm1kz9SUI2X575lqrD0TcTULsqgPMe8rC/AaJbK3aPKLr33IgTiv44PeHB5pbaqTtUZIhDUQAqFqmBcrX4uQTe4cfdMn5fnJXSK2ZJt+mWJViXerARcV+IPVdnS43FoKs3z4s5TVLGxv6mcOZ6oXpLEA1PWuu9L/mrFHWHdYMNh4Fzc761NvY8jINAkjB9yLdN2xsn70LpH2+3uGBHpb+p+sY0hJtF2GnaSb61muBZGP7LnwOGH6etXmtBAfN1t9aJ41mPeoiC8sJ7F/NFV2T1n2k3aXfyIRrpUTkckvP4X3Du4THlOI42fy5cfdOO4IpIxwOb8SzZ0WCYADJ6/JWAqtiPJqGPOpZR7PUdUNuOmxIr/uNyUG2d4HNwjlMNCif1cpJa730pMasQiRH1qPOp2Kz4mXWXSFSm4Y7OxyvmlZ3OOW65YurUeJSN7U1dt0IKMnl7WgO/R7K37VoKzDzgcjXLV/c9C5yWtumsQKoP9zV3WviTeFlDl8QUBIIeC59JaKiImuO8fur3uxqQWQ36GfYvUvVmsJOhUDuqjH9Xump+/4liuXGIqgai2XGINn8d191tdQ0XHW0LZDUAVGLi9PTWhv9dhh8SuhrdQDY1xn6RFdeX1jeNCWdYIzyhnXjMFvFjEh9IEi5e5b0Ny81tHudktHNtB71ts9e1PVv5ch16s+sGCi15FMG/eQHPNPuNVmvyT6o3Ed9HcCE66Tub4bzKta3doj2vFYClFa7parn++ZWqUWC1uhCloLugeVVabQoVbL0cAHA7Eel/426cpsWyWBb2MknZ6c+UH1AuwVs+EKlP1pljLb+oexKa2ZTIOC65AXj+aoL7OVPM+WBVlJKORpdh/0OlDFzijTynbJlYSQt+61MB7oGL7GUbFzj4eCawfpd+s34O7rKZvUBlxOU140VA7tSZgRF2QLJ8YAPA0hqDCAlAsMKp0WxbDmiXLRZZcmpoWUrss3n0aQobP6ayBax9BXpSY1ZRT6YRyWCE4+cWE6rq5CZ5kr9xHTRWjNYegocSddKLZs+A7681NqQ6VYq4qIotfIJmx6H4NKnZ+m03FN1YZO/h7pFldYoNc3VQJuVwKYgtVYMdh9TVzI0vv83twCfni0NkQsA5Xu63tNrxaY8j7Q3aucm0jrVKG+u5e6cWopUXUyOsjlynfqSlvou8IFOy8KwFkgG3XV2BJLuau2DUZ9bVfvH4R1dN/AAULbHegtUo/3cSrL5aB0lSC20ZqpaNCori5+eo/953QCo6YT4MzsfNVdE3j05T3EzKfpDA6nRnsvMbpS1Eg5PuV07UNhYrt291PYxoVhfj6N15hGl1thAaCsJeXu0VIeuVw56hHwXg3Ipz0t1RVJrcL2cWFqjsK39QHteJ+pvwfWqzm/yPli01Znl6VG3rutsl87Vei1SNB9CWt0nDOpLtnLw2NgHR/QDZtynWpdfysUV0lrR4OZUnq8iR/89tYOKHgezHpAShVvpWievv7FCf566EqkXw+xHzZdnVTTHtZn9NnNc6dLrwiaG/567ZgXyCdVo12U6YlSPdjqlQNTLcLh+7Oswzx1rFuCJ+HvJnztKY1oUgukhPFD38AgGkBJBu4WEsNEq22M+TwhVpezgZulmzaiFitEQ0cFFWawg6D0NBaQnh1ZGZpl8q7V1qclPCeSnBmYiiYTLT1XrbSYjlRl1OwmK8ES46Fkpb9faIdqttuycYFe+If2WdoZM173JFIGqPKmVj+b7MQ4iqXOuyK1WgjlRVKdbdVJQre0W1u3KQFjuIcXytJYtj2rScDj8vS0jtdehXo6c5Fe9XnVwrKVaCrguN2mNpx5hSIiiBVLKa9LTeb0AnFEeFivmPy3lLbB7HKmPmUrVDcfYy0IDkXvm6y9r02eqCUbN9uWbDistTBXqNfYPXYIUCM1W51QTpErl1jEmTf6t5kCKshIX0zqgzsIbSoEJ11vrWqYc2S1vZWhujGjPY5/8KrrPK4V1dQowK2OrqpuM8tzY81jz9eqNYKn89xeXSN3a5FGwzFQXdP17u8YobaLGsRTNDabyBstqIEd9fMif8/mkYGX+mtDgo9XF2T2e3jsZGH+V1FJDyw65pZDJNUizTIptsU91TbMzIq7d40S53aoPAO/8UMrFJef/kde/Z752Lqr2BqklXblWXVrju3e2A19fFzot5VWpa53W/qdk5WZWDviGnYujoXN+Llgn5W+NprXT9Hu0p8sPnzpapK6WygT5WvSSaDeWB35PxQNGOei79D/ANK31Www+h9CZL+1Li583Y6HeUp4NjL0caLHw8FH0WztW6kqkc2p9qfm8754k5UXUU5Vv4Xyg835diZRIXPdjBq0Eo8EGSGEYQEpGWidxs4NJOcyzJaqKwdfXdyV30xOrVjFqh7ZIuZw0uRCJ9kLEWuvJnebNvwVyv3O9J66utQ7wGzyhFOL/O8x5PBDolC9oqvetXLQtNWkGMO9J1bLF0OWbratws7X1wB96LhFFqVvBWyd0BbA6msNbYv3gFGmULr3AlB51C6SDm613Nd2qk9A5KMoaQeYUKW+B3f1q2LlA2V7r8xv9dsqbG8C4LJFWqNZ/bL28eus4slsKHilzqtn5fNhDlGiP5QiCMO1N1oMRWgrWAoc2A+tNrpNqG4eFBsWdPI/J3VGVrR6UQ9Cb0Qt8mN3oq1vltCuC73pd2AQBXa04FcsPOT4U5a4vBsZdIQ07Hnzb4vfSal2sXI+8P5rdzBpR/qaWcsRVSl09QgQ+11ojnRvtPhSTWxLr/V4F65xLrCv6pRtbo9aUpbukvEyysFZBBvuVPEqSlXnNKH9/ZX4u0R9aPqXybP1u6Ic0WohpbXN5MIOtYwLz6OyverkOQ5bv0HlCmddOb5lznpBaLSv36f0pUr62aFTsl0ZNBKRWh8tesZCnR6cFknz8bh7Z9XvIQeOs2RZykVqkt402qx/26LDUlRJdX0+rfrDqLen7WGl9ZjWAtG2s1MXNaqtavZZ0cn69SHujfHOzVN/V60GizFMmt96Otmuer0PRndkD93MewQBSMgqrZAAozXR2HZHcjNh5ehQt3dFWLB78Wt2JZFoXb6MuXXaTtOYsj35bqS9iy18Lfe30aC62xSCcn79a/0KoDqjES96qrt9CPcJG2Khgqt+sycKIHHraGkK7g5l992l36r+nrNCoK+WivyuIIX8/rXWdYJDQWDb6j+HTlF135jwhVV6+MOrrb2O/cuoJlVYg1WgY87YGexVrs/wkIYzOb1F8X6ujKWUv0Z4++xGg7pCFBeiUMV/VqsKNY3nhc9JQ3Hvm649at9koQBr4bawmhNddjIPffdzlQFtT100aICX0V47EZDR4gd4xpD5PaHUPUVK2cjM6LjsDwQzlNdVOoFxp0t+0R+rTo7ymWmnhbEY5YIrhsSlKrSqm3R3ealXeVmatjmY/Hv6bVBd0taDSSnydMVG6WXNqlFjRb54D0yyPi1F3QHkwmOD6oqhD6e1HZt1y9Ew1uL4alkPvfK7aX2I5Qu4ORd4pn2K/V/ZakPfDiv1d0/RaFNmh1XrKKFcmYCFw6JcSSJerekSYfc5qQM5Kq8ROg/PHeyfrX0cBoFLexqLqr4JcVnWLbi16AaTyfVIAXt1atDZwHa8p7BqhtbO9a7rWvEoNgRZMZi2h9ba33AJKK/+V9EHpjyB0lW+nzVEx1dYMjmxEySTHAFIyqj0YHtBwsh8+EFoRcHR0E4fodZOw+sTwi7/ovycHkBoUTTnVOT+ioa4IKYd2tqr2YOhrebjORS9IOW8+7BNJyayJZUufku36lbvGMmnYay2drdC80NbpjbDnEF9H17GnvGBu/SL6p3NGmitV3QtMfhOj42LePxWLUT/V8xlXhuxoqw+v1CkDSLu/lf6q920lN5oZa7W8NBtRTyvgnJ+qPa+dgQfU+TqUlZ54jCLSadBaQXlzocdqGaM9x2iNrKnXHQuQugpmBbqkfvswMPy32vOtGGShG0eUrcScDp6pg15LXw7db4xGZLXaAulwhupzBt9z3BXa0/XOM8F9wayVqWqdB9Zb6yK8/RvpKbayFVzw+zl0rTP73TcNk7rjhX3OYhU+a7YUgN89G9gXuDlVHo/tGoG0Rc9Lf/WG2VYza+3g90Wed1JmJ/dipMEeAPq/q4PHntFxLKcg0JpHbskISK1MVrwR3hK1Ikc7N5meEb/r+r2NKIMsyl4L6jqxEwFW9fqsWvm6lF7B7Bqh7n5pGnBULE9rsBRZMPdpFOY+If31G7Sql1tim10PMiZJ+4werQDSyjeB0RdJ55xgizvV9hx7OfDtI9LD9kXPS6O41agCRsP7SgEfXwQjOA/TyZUYzD+n8znl9SA4Lcrj1mwE6G6KAaRktSzCEZIiYWdo1XjRuyHeYtatxcSSl7VzWOhGw12ifmoo39BmfB2ec8VpRsPAyiIdOnvc5cY31Id0umKteC38InJkN5D6TmTlsGrtB0CRxvCkKa+GT3MqEKMlkgto9mLpYqwMdPl9ofkZ0r6w9sTNqMKlpEzUO+7K8FZbsjU63SfXvG9tPfGmHiVJL6CvdZNoh/JG8OvrVPu3y534jfLWbf5cqixb7VYbSfdb5X5buFHKeyHbNML4hkt9g2Zkv87TY/kYjDb4ZRRAjURnFF3L9QIY0XQf0qO33ToU13rT85w6L4qFfGALn5X+anU9jKZ7l1ZOJU2C1D1N8y0bVfh9S6Ru1TP+bv+zTqgp1E/2bblr4VDr64ukBZJe/pzg+w7u10b7av1hYPIdCNtfm6ulwS+UtLpG7VsUPg2QupWV75MCPMqHZ9UF2iP5hRdaZ3pg/y3cIKU4GPwT/UXotVYBgL2qFkeR3viv/QCmwV0ru5xeYPfjM+yWyB65Ljjpb8A7P+raH5VpQORWm8ptVFci1ZuU9a1Fz4XvM+lfd/27vUVqkaWk7IqoDp7I20ROr5C3SsrTBwDrPgwfTXDN+8C7J0rd6hwhd2PulAL76pEZY5EDKWQQC+cWm+jsDnFD3YFXb8LsMGpuWJnb1ZrBrtJM4Nj/Zz6f3OLHrl2zIvucGcPEtQ6z0tqt8Yh5twanqSuFRq3MHF2vC91t1CIZNW/m/cCVb4ZOO6ganc1q8FhO2G1K8RuVpOsn3l+nM2S2la6Zvk4pcbgTTwr17FsC/Pm5rtfqp7t6NyJtUQ6YoKwYqgOXlRZaAOmJZDRINaN9ZcVA4PsnW08ALLcGsqpwU1cgQMvK1+0tLxpG54POVvNcgU63Jo60pUZLTeQBpM42+8EXvRZ6SmbnWr1AjBXRdCk2YxjMcSivmboOoF6n1ZEeI5WtE9RwgtY+HEmw58A64IzLDbrCxymABEjddpVdC0XRPIecTK/Fidyt7FdXSefa/xUDx/7AeFnK7ag+9/h90n6k3Je2jdVeTvl+4MdnSl209Mx6EPh3GvDjs6TX0QTbzT67zUJS66JtwE/PB2AjL5yT5PpW8XfAzy+UEqzLtBLgbx0t1ZvCZlJZ/ELXvw9nGKfsaG+UWjHpfX/R3zXYiSiGd7OVA/ybhkv3N1qDtsi2jAL++HT49KJt0vcHus55cm67hc8AFyh7gGi0QNKjNeKolngH2xMEtwqFK4ww+JEoPu8vRcojpdfCRs4VU7EfmHST/ueNTtZz/xF5uYzUFYUPke62D38R3/WZPW1W9/X2MrtBKa1uKFZuRNcMDn0dTdJYK9SVFKdHoFz3kfQ0bHhfZ5ertvJ14+4aei3wvFpR0QvYOcnSyJERmnhD7JZt18FN+u+JvvCnxWaKo2y1Fukj1cq80CezSkY3CYDU1XHwTyNbry7RPCisdXO74VNgjc3922q3LkOK7W50E1O4Uf+9SFsVdrZFHrSKlN5omIBUnmi61Y+7LHxaJA9u5Gui3mejqTeqWSmfMjfZ2iHALoPRp2SHd5gn+5cD9d+NN1+eMgeSuszv/EgavUy5L+kFGmbeDzRZSHehTK5sdaTjSFgZDXPZf6XR+N77sTPrtByEEkKDovtTpABvSAs+uSuXYj6j819lrtTSdryqtZG61Zd61NXmKqkVk/xwS/SHjljZVNn1+1flaAz8ojhHmV0X1LlaZd/cHL48vQCxPJiLpe7gVgeL0LnOtdYD28bp50RMch6trRIloPdOlp4ej7rQeL4v/uJcH3E7xl8V/3V6ybjLjd/PtpFrJhlYqUCpg0yxTr4ei64vSuqAWCzlrtR/T69FmFcDSHaSDUfKKLACSBXo9ImxL4fbirfZm/+rK6QnxED48bNltPnnI32yvu4juN4tUsnf2XXzYEfq28A6vRFFFZTbycq50xaD7Wg0WlGkrVu/utL4XOP49zOx5OXori1a3WMj6sLWKbXeiUdrEyvrUOZqsxrEr8yzXoaGI9bnBbSvz7mq0e/09snqfODjX5qvY/9SYGGgxa5W93/LLPVRs7Yof6d5gnct6tGgd1lN5qxKHaDVdVPQCCAZ+by/9GBL3Y10t6rXw6dna39eDiSKfilnlmzr6K5jrfg7IGtO6OeqbOyPgPZxoWytGmx5pdgXp92r8SBF57cNOc/o7CNT7wamBBLf1xwMDZhB7Mpz+Ok5Ulf4kRdIrc7lFoPZi4GcGCa29wiP1laJEtTQM63NN/Wu2JaD7Ns73+0SeF9BlElQzViuYCWArQb51nQDSB66IY83K8nCF1tI9Oq0aEdNi4dFz0n5wtSt3pb/z8KHI7xZrsr1bsBTS7SHVvleR4rRRVEgK93ztEQ6MtCR3d767eoNRq2MRGtdZA8jpt8rtQCM9XUO0L7xV4+WHElOPL0uZFrSxtjLYarX3VU5wqbeKGl2gp3bJ0q5eaKxP8V8nlgntIm0m7wIkxE9lfPGKUWCUd5SoxQJdkcAV+djChM4byq7yuUskx6kWPG54gG/6JeCQeqcXLnLpbxOogh8dl5ot8C2BqkVe+6KrpyTvnYpt9zsR6VtsWGotaT0Cc5DVxCiJGAlgTQgReqJqHvaOc3tEiSueOei+Oz8+K4vUjtnSt0N7IokPxog5TXTG7TAi6IalQvmw4fbsert0Bs/s6TwVnOD2eGlAJLTpt8X3Y21nF8llmLV2tZuV+Ahp1mfV3Q4/5qRRc+Zz2PEUvDcq/zmgRdRlPahPIPgc7O6O1mMOJmXrygNeFejy+DHvwrkLLJ43qrWGTlNmctOFKWRU4f3lfLWrh0CDFOMsKqVLF0OpOk1Aji8QwoomXXXSwKC6EZiMAf0799fTE9PN5/R62KduJCIiChZnHK+8YhuRIngmOOdz/Fmx6+u7ho9KRl976TQUT295rx7rOU08pJfXyO1vIiH750YWUCcktf/623cWvGhhaH5ko7+fugonfFy4q+lFrpveXCE8ggIgpAhimJ/9fQkfgSRANTJyoiIiEgfg0eUDNwMHgHJHTwCvB08AhIveATEL3gEMHhE4cy6uoYk24Y7wSPAeMCAJOKZAJIgCNcJgrBfEIQ8QRAsjlWZ4OLRTJaIiIiIiIiIYqex3HyeJOCJAJIgCD0AjAJwPYBzANwnCMI57pYqDuocThxIRERERERERBQDngggAbgQQJ4oigWiKLYDmAHgFpfLFHtle9wuARERERERERGRqZ5uFyDgVADK8UiLAVyknkkQhCcBPBl42SgIwv44lC2mTjtB+P3J3+vGQzcTeURFs4hkPBZFQBSiH8SaKG6S9VgkSjQ8Foncx+Mw8WS8LWS4XQaH/EJrolcCSJaIojgWwFi3y+EkQRDSD9b6w7KbE1F88Vgk8gYei0TewGORyH08DslrvNKFrQTAzxWvewemERERERERERGRy7wSQPoOwK8FQThdEIRjANwLYKHLZSIiIiIiIiIiInikC5soip2CIDwDYDmAHgAmiKLYXTJMJ1WXPKIExmORyBt4LBJ5A49FIvfxOCRPEURRdLsMRERERERERETkYV7pwkZERERERERERB7FABIRERERERERERliAImIiIiIiIiIiAwxgERERERERERERIYYQCIiIiIiIiIiIkMMIBERERERERERkSEGkIiIiIiIiIiIyBADSEREREREREREZIgBJCIiIiIiIiIiMsQAEhERERERERERGWIAiYiIiIiIiIiIDDGAREREREREREREhhhAIiIiIiIiIiIiQwwgERERERERERGRIQaQiIiIiIiIiIjIUE+3CxCpk046SezTp4/bxSAiIiIiIiIiShoZGRmVoiierJ6esAGkPn36ID093e1iEBERERERERElDUEQDmpNN+3CJghCL0EQtgmCsFMQhD2CILwdmH66IAhpgiDkCYIwUxCEYwLTjw28zgu830exrP8Fpu8XBOFaxfTrAtPyBEEYEPW3JSIiIiIiIiIix1jJgdQG4ApRFM8H0A/AdYIgXAzgQwDDRFH8FYAaAI8H5n8cQE1g+rDAfBAE4RwA9wI4F8B1AEYLgtBDEIQeAEYBuB7AOQDuC8xLREREREREREQeYBpAEiWNgZdHB/4XAVwBYHZg+iQAtwb+fUvgNQLvXykIghCYPkMUxTZRFA8AyANwYeD/PFEUC0RRbAcwIzAvEREREXlAc0ez20Ugoij5/D60dra6XQwiSmCWciAFWgllAPgVpNZC+QBqRVHsDMxSDODUwL9PBVAEAKIodgqCUAfgxMD0rYrFKj9TpJp+ke1vQkRERESO21a6DY+veBxDLhmCG395o9vFIaIIvb7pdSwqWISMBzJwTI9j3C4OdSMdHR0oLi5GaysDmF7Tq1cv9O7dG0cffbSl+S0FkERR9AHoJwjC/wGYB+CsiEsYBUEQngTwJACcdtppbhSBiIiIqFvJKMsAAAzaOIgBJKIEtqhgEQBg5v6ZePCcB10uDXUnxcXF+MEPfoA+ffpA6pxEXiCKIqqqqlBcXIzTTz/d0mes5EBSrqAWwBoAfwTwf4IgyAGo3gBKAv8uAfBzAAi8fwKAKuV01Wf0pmutf6woiv1FUex/8slhI8oRERERUYx0BhueE1Ei6/TzWKb4am1txYknnsjgkccIgoATTzzRVsswK6OwnRxoeQRBEI4DcDWAbEiBpDsDsz0MYEHg3wsDrxF4f7UoimJg+r2BUdpOB/BrANsAfAfg14FR3Y6BlGh7oeVvQERERERERESexeCRN9n9Xax0YTsFwKRAHqSjAMwSRXGxIAh7AcwQBOE9ADsAjA/MPx7AZEEQ8gBUQwoIQRTFPYIgzAKwF0AngKcDXeMgCMIzAJYD6AFggiiKe2x9CyIiIiIiIiIiihnTAJIoirsA/E5jegGkEdTU01sB3KWzrMEABmtMXwpgqYXyEhEREREREVGCumzmZahqrXJseSf2OhFr71nr2PJIn60cSEQkDYG6r3oZmT9DAAEAAElEQVSf28UgIiIiIiJKOE4Gj+ws78iRI7j33ntxxhln4Pe//z1uuOEG5OTk4LjjjkO/fv1wzjnn4KGHHkJHRwcAYO3atTjhhBPQr1+/4P+rVq0CAPTo0QP9+vXDueeei/PPPx9Dhw6F3+8Pfu6mm27C119/HfzcMcccg759+6Jfv34YMGCAZvkmTpyIZ555Jmx6nz59UFlZCUDqcvbAAw8E3+vs7MTJJ5+Mm266KWQZgwcPDq5bLmu/fv0wYsQIi1tVm6VR2Iioy5idY/Dlri8x9K9DcU2fa9wuDhERERERERkQRRG33XYbHn74YcyYMQMAsHPnTpSVleGMM85AZmYmfD4frr76asyaNQv3338/AOCSSy7B4sWLw5Z33HHHITMzEwBQXl6Ov//976ivr8fbb78dnOfRRx/Fo48+CkAKAq1ZswYnnXRSVN/j+9//PrKystDS0oLjjjsOK1euxKmnnho238CBAzFw4EAAwPHHHx8sa7TYAonIpqyqLADAyB0jXS4JERERERERmVmzZg2OPvpoPPXUU8Fp559/Pn7+864B4Xv06IELL7wQJSWag8Lr+vGPf4yxY8fi888/hzR+WGzdcMMNWLJkCQBg+vTpuO+++2K+ThkDSERERERERESUtLKysvD73//ecJ7W1lakpaXhuuuuC07bsGFDSBe2/Px8zc/+8pe/hM/nQ3l5uaPl1nLvvfdixowZaG1txa5du3DRRRfFfJ0ydmEjipCI2EeXiYiIiIiIKHby8/PRr18/HDhwADfeeCPOO++84Ht6XdjcdN5556GwsBDTp0/HDTfcENd1swUSkU0CBLeLQERERERERBade+65yMjI0HxPzoGUn5+PjIwMLFy40PbyCwoK0KNHD/z4xz+OtqiW3HzzzfjPf/4T1+5rAANIRERERERERBQnJ/Y6Me7Lu+KKK9DW1oaxY8cGp+3atQtFRUXB1yeddBKGDBmCDz74wNb6Kyoq8NRTT+GZZ56BIMSnscFjjz2GN998E3379o3L+mTswkZEREREREREcbH2nrVxX6cgCJg3bx5eeOEFfPjhh+jVqxf69OmD4cOHh8x366234q233sKGDRsAdOVAkg0aNAh33nknWlpa0K9fP3R0dKBnz5548MEH8dJLL0VdzokTJ2L+/PnB11u3btWcr3fv3njuueeiXp9dDCARERERERERUVL72c9+hlmzZoVNz8rKCv5bEATs3Lkz+Lqurk5zWT6fT3c9l112GS677LKQaYWFhable+SRR/DII4+ETVd+trGx0XB9WsvQ+kyk2IWNiIiIiIiIiIgMsQUSkU1Mok1ERERERESR+Prrr/HZZ5+FTPvzn/+MUaNGuVQi6xhAIiIi6kaGZQzDhKwJ2P7gdhx91NFuF4eIiIi6AVEU45Zg2useffRRPProo24XA4D0u9jBLmxERETdyISsCQCAGftmuFwSIiIi6g569eqFqqoq28EKii1RFFFVVYVevXpZ/gxbIBEREXVDTR1NbheBiIiIuoHevXujuLgYFRUVbheFVHr16oXevXtbnp8BJCIiom6ITwGJiLonnv8p3o4++micfvrpbheDHMAubEQ2se8uERERERERdTcMIBERERERERERkSEGkJJUc0czaltr3S4GERF5lAh2YaDkUdlSiQ5fh9vFICIiSmoMICWpv83/Gy6ZeQn8ot/toiQv3nsRERG5ThRFXD7rcvxj5T/cLgoREVFSYwApSZU3lwMAsquyXS6JttWHVuNw42G3i0FE1G2xBRIlm4yyDLeLQERElNQ4Cluy82i+5+fXPI+eQk/seGiH20UhIiIiIx6tS8gYDCUiIooPtkAi13SKnW4XISKC12vSRERWJOE996vrX8X64vVuFyP5JOG+QtSdMehKRJFiACnB+fw+iCIvAhR7oigypxYRedrSA0vxdOrTbheD4oz1ICIiovhgACmBVbZUot/kfhizc4zbRaFu4O7Fd+P8b853uxhE5BA+gaZkwX2ZiIgoPhhASmDFDcUA4GgAqcPXgW2l2xxbHiWPfdX7AAAljSUul4SInLS/en9w4AUiIiIiIj0MIFGIoRlD8fiKxzE3Z67bRSGP8vvZjY0oGcj53O5cdCeu/PZKl0tDnubx1H9sgURERBQfpgEkQRB+LgjCGkEQ9gqCsEcQhOcD038kCMJKQRByA39/GJguCIIwQhCEPEEQdgmCcIFiWQ8H5s8VBOFhxfTfC4KwO/CZEYIgeLyqkrzya/MBAJP2TnK5JN7FJNqRq26txkfffYROf2ImUCdKJrzpJsu4qxARERGstUDqBPCyKIrnALgYwNOCIJwDYACAVFEUfw0gNfAaAK4H8OvA/08CGANIAScAbwK4CMCFAN6Ug06Bef6h+Nx10X81igSDIxRLH6R9gMl7J+N/G/7ndlGIiChZMMBFREQUF6YBJFEUS0VR3B74dwOAbACnArgFgNxMZRKAWwP/vgXAN6JkK4D/EwThFADXAlgpimK1KIo1AFYCuC7w3v8TRXGrKA2j8Y1iWWRR30l9UdlSib6T+mJF4Qq3ixOUciAFfSf1RW1rLQBg4MaBuH3B7baXs7dqL/pO6ovsqmw0tjei76S+mJvb1c2usK4QfSf1RfqRdKeKTjHQ4e8AAGSWZ7pbECLiTTdZp3i2dPO8m90rR5SqW6vRd1JfpBxIcbsoRK5iC1QiipStHEiCIPQB8DsAaQB+IopiaeCtIwB+Evj3qQCKFB8rDkwzml6sMV1r/U8KgpAuCEJ6RUWFnaJ3C3ur9gIAXl73csh0v+jHwfqDES3zSNMRtHS2RFymL3d9CQD4YNsHAICF+QuRW5trezlLCpYAAJ5JfQYHG6Tv8ubmN4PvryteBwD4d+q/Iy6rkYb2BlS2VMZk2ZQ8cmpysCBvgdvFILKENxDuau5oxpGmI24XwxrFrnKg/gAK6wpdK4oWq/tydlU2AOCV9a/Esjie0NLZgtLGUvMZiYiIbLAcQBIE4XgAcwC8IIpivfK9QMuhmNdERVEcK4pif1EU+5988smxXl3i0fgFBAgYu2ssbpp3EzYVb7K9yKtnX437Ft8XddFqWmuiXgYA1LQZLyeaYJeRm+bdhMtnXR5sQUOk5Y6Fd2DQpkHIrbEfJCWi7uUfK/+Bq2dfjeaOZreLYlusrrWRYjA03LOpz+KaOdegob3B7aIQEVESsRRAEgThaEjBo6miKMr9hsoC3c8Q+CuPAVwC4OeKj/cOTDOa3ltjOuno8HXgmz3fwCf6LM2/o3wHAODD9A9N59XKX55fl2+vgApSbFFqBTV933Td+RblL8LhxsP6y4mgctjY3oip2VODZYhGdWs1gMDTS6aJIhNZlVluF4GIPG5XxS4AwNIDS10uiX1+dM/ROEVRxNTsqWhsb3S7KKbSjqQBQEh3f6IgxlyJKEJWRmETAIwHkC2K4qeKtxYCkEdSexjAAsX0hwKjsV0MoC7Q1W05gGsEQfhhIHn2NQCWB96rFwTh4sC6HlIsizRM3DMRH6d/jCFpQ0LfcCCwEask2llVWXg/7X3N90RRxGsbX8NN826ytCyrZfxg2wcYsm0IhmYMtVxOIiIiMuGxm0+rD4qireNsLd2KIduG4L4l0bfMJiIiSkRWWiD9GcCDAK4QBCEz8P8NAIYAuFoQhFwAVwVeA8BSAAUA8gCMA/BvABBFsRrAuwC+C/z/TmAaAvN8FfhMPoBlDny3pNXQITVHzqnJCZnuREubroWFvhy7ayze2/peBIuRFmTU9cvKPDI7lb+6tjoAQOrBVEvzV7ZU4pb5t1jO7XCw4SATcXZTm0s24/4l96PD560ujXNz5+LFNS8CAFIKU/DkiiddLhF5kXweTeRuP8MyhuHT9E/NZ/Sg2Tmz8dKal9wuhj2qS69f9FYLpIX5C+OyntbOVgBAYX1hXNZHRETkNT3NZhBFcSP027ZcqTG/COBpnWVNADBBY3o6gN+alYUksWolFFg4gPAbi5E7RgIAnv3dszjh2BMsLarT34l2X3tgsfpltlIRVeZbcDRQprC0YCkK6grw0LKHsP7e9ZrzqL/HK+tfwXWnX4fWzlYc0+MYHCXYykuvSxRFtPpacVzP4zTfb/O1oafQEz2O6uHI+pzkF/1o97WjV89eUS+ruaMZ3zv6ew6UypjP70On2Iljexxraf7/bfwfqlurMSFrAv55/j9jVi67319OLL+9bDteWScliU09lIorT7sSzR3NOK7ncZrdVL3G6ePJCWbHZKzZ3UctiVH8SKusThzLHb4OQACOPupoTMiSqhIv9bcfiGnztaGH0AM9jzKtAsXE21vedmxZLZ0t6NWjV/C4jsl+AoTtK17rwvbu1neD/+70d8Iv+nFMj2NcLBElM+W5KFEl8gMEInKXd2rnZJsbFTj56ZsV9yy+B8WNxabzmV3EUg+lYnbO7OBrq6On2A20yRVws0Tdas0dzfjD1D+EjAoXrXG7x+HCqRfiUMMhzff7T+mPR5c/6tj6nPTRdx/hD1P/gPq2evOZDWSWZ+KiaRdhft58Zwpm4OnVT6P/lP7w+a3lFZMdqtf+fZywtmgtLpp2EdYeWmv7s59mdLXMKGkowZGmI7ho2kXBQLCXtXS24A9T/4A3Nr3hdlFCjM8ajwunXuja6FOvrH8F/af0T4hE/s+sfibkeNpQvAEXTbvIcmtQPRdMuQDXz7k+6vL1n9IfDyx9IOrluK2sqQwXTr0Qw7cPD057fs3zEZ3L7IrVgxwnPL78cfx+yu+1H055P35OCeCCKRfg6m+vdrsYRESuYAApiXjtaYKyi51hMMek2JtLNoe8Lmoo6nrv8Gb9EUYUq6xurUb6kXTjFSnYSYLc2CEl03Qy0LG0QEqq+tG2j3TnkZOje42csHPcrnFRLUf+fq9vej3qMpnZVCKNULi2aK2l+eWbp1i25tl8WNrv/7P+P7Y/u7NiZ8hreajwcbuj+01ioa6tDmmlacHXTR1NAIAF+d5KhScnOh6ybYjJnLGx8uBKAMCSgiWOLVN9zUg9lOpIYGBjyUYAXcfT1tKtAIDXNr5meRlppWnBbshKZc1lup+xU/Y9VXssz+tVh5ukgSfk1lgAsK54HQBg1aFVzq5MdarzWn1DaXv5dgBARlmG48v28vd2SruvHeuK1rldDM+raq1yuwiUhIrqi7Cvep/bxSAyxABSAoppFzYXRFMh++fKf+LuRXdrvqfcTo+kPIJHlz9qucXIfUvu0w1MxXP7y10AE1G7P/HK3iF6r3VHm68Nc3LmRLUML3fleG71c3hixRPILM8E4O2WDQBcz3vV6e+Mehl6gc8X1ryAoenODTrQKYaW1WrrqeaOZjyx4gncvvB2x8riZZFeA42uRW2+tkiLY4nXciBpsTpSbbKze04dmj4Uz6x+BpP3TI5RiRLTkaYjMW/ZR3TDvBtw16K7bPX4IIo3BpAS0IqDKzSnOxHYMFtGpC0ujD4XbUXUSje5A3UHAIRuu0X5i/Dxdx/rduvZX70/bJqV71/TWoO3Nr8VVQXejaecdW11eGvzW2juaHZmgVF+BVee9FpcZbzLNmP/DPhFP4ZsGxJRtznH86E4KLc2F0BXCz6vPuH3SmAr2u1T21preM6dlTMrquUrRVpWOdBU3lxuvg7F7+LVfccNTgQajXjleIi13JpcfJr+abf5vkBXK+8Z+2e4XBLvqGypxNWzr8aADQPcLgp1E6VNpW4XgUiXOxkkKSrKLlxKTlSe3WjdZFbuaLsJ6S1f2Z3i/JPPD/vuVrenumL52fbPMCd3DooaijD+2vE2S+uesbvGYk7uHOTW5GLqjVMjXk4yjPBkVdyOF1G6kZmaPRWz9s/C9ge32/p4D8F7ydZlYcedx2/UEiEJuZGQgHmcv4rVc0Kib2MvaO90uAWoqH7p7ePUKU+seALVrdX42fE/w71n3et2ceKiu/y2dtS21gKQRjf9+K8fu1sYIiKXsQVSAng69WlcN+c60/m0bmb1bnD3VO5B30l9Y5IjQItyFDU1oxvGbaXbMHP/zIjWaefm3mp/YyvLlCtf2dXZltcfyXoA87xLR5qOoO+kvlhSsAQFdQXoO6kv1heFjzB32czL8M3ebwAAuyp3oa0z8tZTiXzzZzloGIcKtnIfECHiP+ukXEiRJFHW+01yanLQd1JfjMkcg76T+iK7KvJ9NlryNu1uNy9FDUXoO6kvVh2MPGdNRlkG+k7qayl3W7SDL/xp+p/w0pqXcM3sa/DUyqeiWpYVfSf1xejM0eg7qa/m+8myv5Q1laHvpL5YlL8IQOh+8e9V/zatA3y47cOQ123+8HP45sOb0XdSX+TW5Fou1xWzrsDTqeED63o90OsU+XvayYtIySeR6zWUmJLl2kbJiQGkBLC+eD1KGkssNee3Sk6w+fzq50Ome+kiWdNag7G7x1qaN9rKrFbAxuoy3TzJKxNMV7ZUIq00LaTf9K6KXQCAARsGBBPavrD2hbDlqJNBysEkTSa7SKQtkDp8HcirybP1GUAKTspdFJ1S2lgafOJoSGdbxKLpcWF9YUSfK28u192XNxRvAACM3jkaAPDi2hcjWkc0vHTOMRJMnO5wsx05iG9122utX066r17GofpDwaTkmjR2C7Pv19DegJWHVqK0qRSbDm8yL3AE1GUYs3OMpc8lclAjq0oKUMgtY7eXSa0MX1z7IjaUbNCsAyiPnSnZU0Le0wo0z8+dDwB4ZZ21kUwBoKKlAuuL14ed64wCkVUtVShr0k927qZkyyEZS9xWyY0BCiKKFANICcTJ4ZvlinZDh84IZnGkvIgpW9RcOvPSkNGZAP0KjXwDHDKvjRvTowTrh4LlSlWcr82Xz7ocT6x4Ao+mPKr5/rCMYQCs7Uf1bfWOls2KwWmDcdvC27CzfKf5zAr/Xfdf3Dz/ZhQ3mOfCMiMfF9fMuQaXzbrMdD69fWHMzjH4dv+3UZcnuL4odqZJeyfhg20faL6nPka0Rr2KF9EfaIHk0SCAVyrbWuWQf0f1cXvjvBtx58I741IuTXHYZF7dX6Kldf1S5zWKdHTTuvboj3O/Xz+AdNmsy3DV7Ks8mXA4Vl3ivSxZjxGipMbDljyMAaQkYqdiE4tRXyKlTOg6PGN4RMsw6iJnhQAhrGIZ7TYSIWLsrrGmozYV1hVibu5cw3WLoohJeyahqsV82Fj5SbbWcqyKppJtZx8RRRETsiagrq0u2BJDq7XB5L2TdSvBaUekIKP6CbyW6fumo7TRWusgoxF8rGzXz7Z/Zmk9epTDjEd7A7D58GZL87lxcxRp7jHXJNhDeeUgA00dTZidMzv42vPb2ia732dB3oKI1pNRluHKMOe2zq0e+G2rW6vdLgJFILifJdi5Tsus/bN084bawdZYRERdGEDqpsxaUMSz8hnXdenciGu1QNIsl406RHNHM0buGInnVj9nON/di+/Gm5vfDHY305JdnY1P0j/BbQtus14AuHsTYWXdaUfSMCxjGO5adFdwWjAAp/itPvruI+NudRZUtVTh/bT3cfP8m3Xnsby9ArPZablm184Key2xIuGlSrHcJcYLN75avFouO+RWiPESj20WzToGbRqkOdqmmUdSHsEzq59xbsTKCMX1+E383Z+6mTZfG97d+i5unqd/zbfMO5dKIiLXMYCUQMxaITy7+lmTBSj/GRpAqm6txmUzLwupTButr66tDpfPuhw7yncAAL7Y+QX6TuqLGfukYV9XH1ptXJaAvpP64s/T/2xpXrvsVK5tzatuqaSzneRtvLV0q+Hy5NZT3x35TnceuetCTVuN5XIGChF/gc3T1NGES2dcaniD1u6TRgpS5gwSIGDlwZUYvn14yLzri8OTfyvtKNthGKx7Yc0LAIBWXyuGbBuiOc/XWV/jy51fGq5HKdKb18b2Rlz57ZW4ef7NeHfLu6bzGw27Ho1Y3ID6/D7cPP9mLClYYmne2rbakGnx7m5x16K70HdSXxyqP2RpfrdzNh2oO4Crvr0KjW2Ntj+rDnjEOyhmdX+LtFyRfC6nJieidQH6XT7zavJw6YxLLedC09rnvRTcjdTW0q24bs51UQ3KEI2YnEsSIJA2cONAfJDW1W05GYLfkZB//06x02ROc8lwPBIROYUBpG6goT08z1GwYhW4Jm4q2YSq1iqUNVtLfLntyDZUtlTisZTHAACjMkcBkPLYAMDLa1+OqKx+0W98sxzlNVyvEqB1U+hY5VNjlR2+DjS2W78BNGrp0uHvcDTBeqTafe1o7mgObuND9YdQ01aDh5Y9FDav1vZWJv9+Y9MbYe+b/R57q/diTdEalDSWaL6fWZEZ/PfU7Kma8+yv2Y/PMz83XA8QfYU8qyoL5c3lOFB3ALNyZtn+fGtna0xaP8jbuL69PizfipJf9OvePDd2NOJA3QEM2DDAdH2NHeHHgNG2be5oxrzcecFytvvadZNEd/g6DBNIN7Q3oNPfGRyB8ckVT5qWNxbsnmcW5y9GWXMZ3k3rCjxavblxO/hllZ1tEu2x+P2jvx/xZ/XKOSV7CmraavD0qvDRy3SXE8HXsP17RvPzqz5rZbuP2D4CJY0lGLF9RBQrThzNHc1o87kTLFNamL8Q0/ZN032/ob3BUi7EaIImbb4211voEcVSXVtdTB94ddfALyUGBpASSCQnk9bOVuyu3C29UNQFrCzLKFmrTOvJzuaSzRE/8alpq8Ebm8ODB5HQDArpfG/LXdgiXK/av1b9C3+c/kfdSpy64mZUkXt1/au48tsrbZXR7KIXyXe/d8m9uGjaRWGjsDV3NuvmC1GWI7jPCEDPo3raXr/McNSpJHHFt1fgomkXRT/6oE6i3j9P/zNeXKM/Kti4XePwlxl/0RwOPOoktQbf6f209/HG5jcwOlNKmv/gsgdx8bSLNZP1PrHiCVw87WLdQNifpv8J/1717+Drshbj4LlXEtHKrRAPNx4Oe6/bVzgj+PrRdEP9YtcXhu8faTpiaTli4L+Yc2n3KGnSDurHWrwDphdNuwiXz7w8ruuMxJ+m/wn/WPEP3fed2Bevn3O9I9cor2ALJFI63HgYf5nxF3z83cduF4XIFQwgJblWX6vmdHnYdr2LolbLAACWRlWJNndLpIlN9VipDGluBxGoba3F2qK1tpavDqBoLVtO/Kzu6lfaWIq00rTwMhvUXVYeXBleJlHEkoIlugEqs22ibA1klRxM0Eo+/fqm1y2XQ4CAHkIPS/NqLlMUsbV0q+Wbt0gY/bYyJyuc6lGT5FaF64rWobihGPur92PVwVWOrEveZ9YWr9V8P7sqO5joXGt0N63vLYoiUg6kGD6dl280jH5n+by17MAyAMDeqr0ApBaRatvLpWHQtYKXKwpXAAC2lG4JTvOLft3Wa0peuZGI5ObYTsLyvVV7o+reBUQedLPzuWUFy6K6SfX5fVhSsCSibqLz8uZpTg9uV8Xm7vB1YGnB0qjKqv7NjfZFLwQTvdAaR82oq7gTvDCyrRXyoBWxUtFSAQCWu3GSC9w/RSQsua4wOXuyyyVxTmN7o2P1SEp+kT/mp/iL4GQ/ac8kzelyfhK9AENlS6Xmhf+tzW9hzNVjPF9xtU0zfiTimdXPhATEnL55VD/9vnn+zWj1teK0H5ymKp699a48uBIDNgzAD3v9UPN9URQNg1Iz9s/AwIsH2lpn2DoU+4HRiGZqgiCgx1EaASQbN17/WPEP9BB6IPOhTMufiUS8nq5WtlRqTn92jUnesxi4e/HdwX9rBZS19tX0snS8sv4VnHfSeZh6o3b3QXl/iWSbGp1z1O/tqdqDl9eFd7H1i35cN+c67H54d8g0ILbJ0uMpLOhksKnvWXwPAIRsj3ixcw0ZuGkgdpTvwJt/ejOia8+aojVYkL8A245sw9t/etv25w0pijN652h8tfurYJfJmNPaFHGOfQZz9nmoSjB219ioPp+I9Rt5gAIicoZXHiQ5adCmQUg9lIr3/vwebvnVLW4XhzwuOWrFCWzlwZX4avdXluaN5MZq0+FNIa99fp9mfhktU/aGD4u+8fBGAMCnGZ8Gp5kNU+825Yler/KnFXUXIVpOrGt1/WrqljZyizE5sXakFyk5MXFNq82k2xYcrD+IQRsH6bZGC5ZZY1Or9+GQ18GH9gKOPurosM/urd5rK2+UnaCVXcFRDCPsIuGVyodWixTltPG7xxt+vrGjEUsLluoGqmX17fUAgF2V+iMNKsugR926zwr1d2xqt97F8bYFt+GCyReETRdFEe+nvY/M8kzLy4olq/thvPc7K79TcUMxXl3/ash1RJ1Y3cz8/Pk2S9ZF3jcX5S+KeBlWlDVJXSS1Wi2JYoRd2Fw8jSRiICUSiZI3zFAS/VQjd4zExpKNcV9vUuwHHreicEWwVbHXxWN/iHf3T7lV1bxc7Za1REoMILnspbUv4bPtn1nqOhFJsl21g/UHwyqwWZVZmvNOyQ4PIMmKGoqC/x60aVDU5YolKyfh9LJ0dPpCc6WIomjpIhFNRdpqrh+7N36xyHEkez/tfSzIX4DPtn+mPUMwfmQvz5by31rft6WzBY8tf8xeYck25e8wfPvw4I2vlpyaHLy64VV8kv5J1MHKYAskowBSJJU21UfsLKOgrgA+0YfKlsqQbot+0Y/p+6bjwWUP2i+Pi6x8dyeDTFbOve9seQdLDyzFaxtfC04zC0iqyXmuPBfUiGJTRp1LzKhVXpLkpaHuZ+yusfjXqn+5XYyk4LXz5cvrXg62fKX488qDTUoMDCB5xHVzrkPfSX2DQ41rya0NT1hrl1aeh+KGYlvL6Dupb8jrpQeWhrx24iT015l/1ZxuJafCXYvuwtWzr9bNa6RHnfh73O5xpusCwivjdhJgKwNIWpV6ObeL3ZuJ99LeM3zfiYrDvup9+Gr3V+g7qW/YPgFIXYXM6OVA0itffm2+6TL/P3t3HS9HdfcP/HOSYPUiT5+W9PnBrz/6ECA0hRRpabHigeCEUry4WyAESEpxtxAIhBiQhLi7e3LjcnNz3d1t79r5/bFyZ3dHd2f1ft599UXu7MjZ2ZEz3znne1aUrAj5+8HlD+LMb880XM4st9eNDnfo6DLzC+ar7oNFhYvQf0J/FDQVmF7/a5tfU11XPJjp0mS2NUigJUe0D77B3zyKQ3P0rtGan9lxPbrwhwtR3FIc/Fvv/Gnuakb/Cf3x1Z7Q68eG8g3oP6E/9tba0yXM6vUNAGbmzgybPXIBre+mdZ7r0VrX1bOuxqCZg0Km5TTmWFq3kZ01OwH4urP+6ds/ac63qnSVLdv7YvcX6D+hPzpdnaqf6+VNs3o9dnqc6D+hPz7baTxiJNB9HVLmhRu1axT6T+iPLnd0eYq8XvPdouL9oJqo6yWQnIduo7qhkVQIFFS2VaL/hP6YljPN1vV2ebrQf0J/fJD1QcRnyu898NuBMW2HD9eklIjjIWmt3jL8UK/pqEH/Cf3xfbb2SJVkjAGkFBP+8KvUy4afKzgim4LdFyk7KisNjoaolz3YcBBV7VXqwQmd71rYXBjyd+ABJGR5///0RGxDZ3aj3CqBoJbtNyuTP1FxS7Fm/h0hBL7Z903k9CjLGvi9jPI1eLyekLxUge5+AdMOhVZQN5RvgNPjjFhPm7PNchekRkejamLhGYdmRM4sgBm5vukvb1RPIq5mas5US2VKFcEk2IpAaFFzEeo7662tx0QXtnC7andZXiZaQmgHOIHukbc+2Rk6dHkg0D503VBbywNoJy5PNrWWtYsLF6OopQjFrcUqS8RG+Z0Dea42V26Gw+PAxvKNmtcyOwSuhWP3jo0uj5fBiwilwEiTel15qtqrgt0CA4HDYGtjgWCAU6+lsW55Ldzn1UZCzG3MDQ4GkGoq2ypR2ebLAWnneRTLd9arG8aL2jHY3NWMvMY8y+vKbsgGALy6+dWYy6UU2J/j9o/Tna/L02XpRU5PV9BcEJcUCFZ5vJ6U6SqeaMm6h6dC3SGe8pp81y+1QWDIPAaQ0kmMz0FOjxOvbIzMf9ST3qzoVXrn5Ec3+lsqvN2zymyZB80ahIt+uCh0Wan9Jj2KggQFWrCsKVuju+6v936Nfy78J37I+QF7aiNz6ph9SDx38rm4fdHtmLh/ouniDpo1KKSJtW5OHsWk8Lw7EbmHknTDtrW7kso+uHr21fj7tL+b206gAZKJfWEpB1Ic3uKp5fLS6gocvkw0IxwaUfuO0V6X7DwmRu0ahQN13TktXF4Xnlv7XMg8ZkY0jEb4OffA8gdw4Q/aQ6zHuv3A79vm1s/TpvVbaY3mqboOE2WdnjsdD60I7eqj1mVYayANO60tXxsx7fq51+O6OdfFfdtKZkaRBYBLZ1yKS2dcavt1+fq51+P6Odfbus5Eu33R7bhu7nUpEVwwEv77xXKs96R6MgAMnj0Yl824LNnFwDf7vsHti25PuRdrmZgTKxO/E8UPA0gpaHv19uAw1UqxtkDSyrNU0FQQ0Q0tFomokJqhNrx9rJaXLI8cRcegjmm24qH1wPfVnq/w/NrnTa3DrI0VGzFh/wRM2D8Bc/PnWipXWZuvy6NWayy1aS6vC8PWDcPK0pWa61Z7Sx3OIz3Brpyf7/octy28zXAZIx9u/9DUfPlN+cEgV4DeyGGBhOhKNR01eHPLmxi9W7vLVSKFVxgkpOaDQWlLKcbvG6+5rmALpLDjxS3dWFsW+QDZ4erArQtuDf4d6F5rtgVSoBWG3cJbtIVr6WqJSDI5r2Aebl1wK26Ye0NIfjilwPfqI7Tznn2842Pbhj5XHpMrS1bqzBlK7biNxfPrnlftOh2u3dUevO9FE/zaVrUNS4qWWF5OTYerA5/s+MTUABFTD2o/2HilF6N3jzZOkh320fRD080WVdeWyi2G8wQGLFhbtlb1PNWiFkT9eu/XId3kwj+fsH8CSlu6z4/qDu38anb4Pvv7kK7U68rXac4rpcToXaNDWkzurdvbPZKcYj4javOsKvF1lazqqEJOg7numuvK1oV0O52wfwKeWvVU8NpX2qp/TY6WXlA30FLbaosorXrQ4qLF2Fa1zWIJY+P0OPHJjk+C1/o9tXswJy+6F4iZzOhemAiB+l6q1JkCEhFQTPTL6Z4WJKXYmMvgSwl11+K7AABn/fdZOLz34cHp8YoOj9o9ytb1mR1VLh2EX1DVhgCOx0Veuc7wrjB2eGylDcO/ax2OKtM73Z2YXzA/5k16pCf4m9Q7rHWN0hKe+0rLjfNu1PxM7QHZ4XFEPBi+sO4F1cpy+OhnyfTqptAuBoFj8b5l9+km+9c7DwJd+ZS+3POlarBF93xS7KJh64ZpzxeyiPmcZIDv+jt1kHZQYE/dnojR5AIPVYcaD+Gp1U+pLhcMIOkkzv9679fYUb0DE64wTiJt5X7wxKonsPdOldxLKrvaIz3YVLHJ9LqNFLUUobazVvUzZWCluqMaQ9cOxdm/Pjuq7YQn2LecV8jb3c119O7RGL9/PLLrszH6Ev0Hl9e2vIZTjjlF9fdod7Xj812fo93ZrttyM7ys/970bzx5xpOa27RaFwhsUzlCZqA8gQDSIyseAQDsuWNPVINHFDYX4uMdH0fk/gr4fNfn+GLPF/ho+0fYeUdk9/B4WFW6CqtKVwWPfb2ROXfW7MTnuz/H5IOTg9OifUGhdj1/fNXjwX/fOO9G9fMxzMMrHg75+72s9wAABQsKMOfaObh/6f0oayvD0UcejWv+3zW65UkWo+vtc2t8LRLN7A+7TD44GV/t/QobKzZiyqApwd/5jF+dgd/+9LfqC6XG7bnHCbbyzvBuVakkHXtVUOKxBVIKq+moMfXmluInmoq01QfWdNULvVT3T3NXs+l1aD1s60nk/nx0xaN4ab1vlEG9FlJaOXgCx0azsxnnfn+u5r4ZMHFASJLmZApPEB5g1OJHqwWSFq2WNmYqimWtZRHJjw81ROamAkLPYbfXjbuX3K277miGEdZ7MA0IfC+jvGdm8z0YBSJiqQSaDc6ZpfUmO68pL6KVTF5jXkSy73BTDk6xrWxqAuXNqskyNX94QDF8pNPNVZstl0EtWBvNte+c789Buzvy3A0cH71Fb3S4OkKmLyhYgL9M/otud8vwXHWBQLzW9SOrOitkvljcMv8W3DD3Bpz93dm25VEKnMPhLY6M1HTUYMDEAciq6j5WzNbbxu8bj0GzBll+OC5o9uXyCezrwGAbZrZtaVu29FL3B06T0D1G6xoYCMSFD/RR1FykuS6tc8/u1uEUKnC/ZAAp/pQvGIiMMICU4tpc3fkUMjUQkcrM5NOxemNTVsqVy6Za1H9zpcFDT7IOxwRud03ZmqhzYynVddahzdWm273pkRWPqI4kk0gSMuIBxOl2anZLCV8WiL6iZ+b418s59cDyB1DfWa/b7She3d6MAh5A9Od3u6s9outkuGhH9tKaR9m6z+zvabTv1YQnvAfMjd74+pbXLW0nWrbdcw12oVoOJN2unBYexttd7dhf59unat3LvfCGXJe80os3t76JFmcLxu4bG5wekQw/rHhGx4mdD4AH6g/gUOMhdLg78O62d21Zp1FgNyD8d9lUsQke6cH9y+7vnsfkd31/+/sobinW7VpnVnNXMzpcHaoDRijVdNREtf5GR6PqdcjMvaG5qznq3G+tzlbT122j+pqVl1tm2Zn+IdFSrc6pJhhASrGyZlq+oFZna/BFA581yQwGkFLc5TMuT3YR0l68bzzK9atV0MNvNHcsukN12RS7P6LJ0aT7eU+6yWjlErH6UKT3drimo8ZwJBk7KMtsJvBw26LbcMn0S9DU1aS73lhbSwYDUCZzIIWr76zHBT9cgH8t/ZfpZeyi9WCyuHBx9x8aX8vo+nT+1PPxl8l/sV6oBF9PLvjhgohuZEaU3YUCzD7IGzF6kNYTS7BDSIMk2WqHo9rmVKZF+9BipoVc92a7u1/VtHcHG8KT2Fq9r8brPIw2IBIu1tFDlfd+o5FEw8Uy6mzAeVPO064v+n+qqvYq/H363w3XpbYv/jb1bxHXoRUlK3DJ9Esw85B+AP28KedFJM8368+T/4xzvj/H1LwX/nBhSEAr/Dy+d+m9Ia3twumdX6kWwLCDmbyTKSPzdr+hRB5zf57852BX/Ew81sl+hjU1IcQ3QogaIcQ+xbSjhRDLhBC5/v/+0j9dCCE+EULkCSH2CCHOUCxzp3/+XCHEnYrpZwoh9vqX+URkWljXRuf1PS/ZRUh70XRPMbK3rrvv/rqydYaV/MBwtoDOg0oKXL/1hkYHfJWteD0UBBJ1q243CYGr8LxAZim7FqSKwpbC4L8jkmhLGdcWREpqAwUA0QeiAsfFjpododOTeEtRHjfRjjam1dWvtqMWdZ11WFy4ODgUu1d6g4MHmG2BZNQywMx6ylp956vRNcOM8K6J0bISNAkXCABEcyzurtut+7nZ1mJq07ZWbcWqklXBIebtoDcipJVrgdFxovxcmazb7XVj2qFpSX+YtfM6ERwQQErMyp2lG7Swk1H3O7MjlJoVGAX11c3a90e1493sb63VYhfwtfwKdOVT+mznZ7rrjHo0L53De2HBQsMXbmbVddbZNhiAkfH7x0e1XEVbBVaXrg7+XdpaaikBv8PtwMzcmaauL4Hjx2pQNt6iqYdKKTHj0IyYXm4AwOrS1ahoq4hpHXokJDpcHZiVOyszuw5m4FdKBjOv+sYDCH+t8QKAFVLKkwCs8P8NAFcAOMn///sBjAZ8AScAIwCcDeAsACMCQSf/PPcplmOTG7/wCs3hvQ7XmJPMWlGywtKw7WYMXz88+G8Bgfym/JDPzb7Vsit/iV2+y/4u2UVQlUox5miT2SaTURmiDiBZWK68rTzirbuZHEq6+1vxUTy6KkRDWem1O59dcWsxBs8eHPJm3+l14unVT2NntfkkxR/t+Ej3czO/6/Vz9Ycmt/Ldt1dvNz2v3b7eEzoAhJUR8QJ5k5QvFCwxcfoMWzcMj696XDehv/XNyqjuPRFd7oy6sCnmDyTsBnz5rF7d9GowmbJVdt0rDa+LFrYT2BdZ1Vl4ZeMruH3R7TFtO1aB65Dd24m2m+wzq58xtf5rZnUnBl9SGBpUuX/Z/Rg8e3DEMoFrjVd6cd+y+0yVJ1bPr3ve8Bpo1sPLH8aza57F+vL1tqxPT7Qjft4470Y8tvKxYABv0KxBeGTFI8EXCUY+3vExRmwcEcxFpceuFqmpYEnxEozcNBL3L73feGYdj618DFfNvMqmUql7L+s9vLLxFXy689O4bofSl+GZKaVcCyC8fe1gAIFhYiYAuFYxfaL02QzgF0KIXwO4DMAyKWWDlLIRwDIAl/s/+5mUcrP03XEnKtZFYTIyEpwAle2hb2vj+XansLnQUqsT5duy2Xmzg/+2a4SxeBKIrQWS2aGMwy0oWBD1NqNV0a7+tqfB0YBHVzya4NLEJr8pH4+seASbKjbhjS1vRHwe7Zs+CYmajhpT3ZjUWr2sL1+Pz3d9jrF7u/Ou9J/QHxP2d49Ipnu8KS6PyopsL/TC+1nvx22YZrMJp5cWLwUAlLSWBKetLl2NERtHRMzr8rrw6IpHDdetlRvp5Y0vR+QwG7pmaMR8lW2VhoFiCWk4zHYqDPes5rXNr1maf0HBAryz7R3Mz48cMXJO3hy8n/V+VOU41HhIs8WdlkS9RFhXti6kbqEM9i0p1r5XSq/E1sqteHbNs9hVsytklDE1Wg+rga6xy0uWA/B1SfvXkn/Z1qJDKfz68d629zA3f67vM4OXAYGgtJnfJbAPA/f0Q43qCf5joTXanbJlSEC9ox4PLnswZKRBNYF9H/iuhvd3lV3h8Xrw5KondRdbWbpSf71+yoTri4sW68wZqaWrBfvq9kVMj1cLW7WRJl/Z8Irq76EnkDz/pfUv4WDDwe7tS4mha4daHiHzg+0fYFbuLOMZNXy0/aOIaYHE9YGyBI73nTXmXlwE6rcLCxdi5MaRWFGyQnPewHlpx/NPh6sD/1r6L5S2aLdsMyuaum9Ll+9+vb1G+yWJ2e9px2AEmmWADOa8S1aOL6/04unVT4cMTmCbKB5bWpwtuHfJvaZyvvUU0YZ2fyWlDDyVVwH4lf/fxwNQnpll/ml608tUpqsSQtwvhMgSQmTV1qoPC5xJwi9QqdaEM10d3jt+LbmsNglWJozV67aViaLtFmaFXa0+tJrcb6jYgDVla0yvJxValn2y4xOsLVsbkvRVKZYK9vj94009LKn9Lh3uDozePTrYBSvAzFtKIPQBMGQ/C995+dKGl0ytx6r5BZHBhnDhyfIDFebHVj6mOn9xczHWlK0xtW7V5VuKQ1p5AMCiosgAxrKSZRHTwkkp8fDyhw3nS0VWu6tISEw6MAkOT+hAB1JKvLThJYzfPx7FzbGNlqjWjUgtiXY8R2BVvqDYVLkpZCQz5bGqNaIa4KuPPLj8QSwpWoIHlz9oWLE2e38bv388tlRtCQlEK7vW2vkibcKBCcEWxEYPhGvK1vi2bWLzgbpaIDhlJJpWtZ/s/ER1n6jlGlpVsgobKjbgkx2fhEwP35cT9k/AlqotplrRSdl9zCr3XYOjQTcgEG9GLVntOH7Mnpuz8maFXOPLWsuCCe2N1DvqcfO8m4N/S0gsKlyked/WMm7fOLyy8RVLyyiN3TdW89yOdl8qR/uakTtDN+CoN3BGeFmMyrOmbA22VG4x1YLTaH3xagmvzKWWqEYDattJ9uh3rc5WLCteZjhqbqIsKFiArVVbccu8W5JdlJQRc9tAf8uhhBxhUsoxUsqBUsqBxx13XCI2mVJS4eEzE8QzgNTqihxSOBW6LcVDrzTIwf+HiX+I6/qtjjoVbZNxOylzIIVTe5A1TfqGBDcj2kqB2UpbKrXWrOmowekTTw+ZVtAUmbsjVT29+umQgIoRo9ZKqSy/OT9i2ukTT8fIjSODfw+aPSghZVFrBWUk0HrBKuV1SZlE20hgPo83+nxT4cH5Pr36AOi+TjU5mnD6xNODrXVvnn9zyPxWW2RoGb17tOE8p088PSRAoxVIkFJiY/nGmMoT3hVejVHOo3DhrbHDg/O9e5m7fgcEvr9bujX3hdYAFFZpHZO7anaFlskfvNMMIEV5fwvp5hnl/eWKmVdgyIIhpkeVs2ObdtBqYfr2trejGkk42KrIwm9hFLR7fu3zOH3i6aaCe3qB8YDLZlyGv079q+nymWEl51Miqf0O0fxGdoprqooovlLgeaehK/YBDzJFtE+A1f7uZ/D/NzAMRjmA3yrm6+ufpje9r8p0UuH2uE0NcUz6+og+cVt3IhKB6iWWTKR99fssV2ADGh2NcUlonmh23lxjTaxol2grql7pNXXT31O7x3KOou+yvzNMHKyseClba0YMP25CXmOebUGe6YemR0yTkJpdOFPtRcHqstWW5t9QviE+BUmimXn6o0zFSu2ci6aLgpmgg5mymLmuSymDXaLMHLNa53xuU27I34H7s9frO4erO6oBAGP2jgGAkG49Zrft8XoMA03R5JxZVbIKq0oik74XNhcanjfK81/toTGQoNoOWvto4oGJIS0ewutGeonow182rClVb4m7oUL7eqD1sN/ibMHe2tBWUA6PAyUtJRHzhnfDNrp/Wa2jtTnbsLs2NDF+rNfowGhXSqWtpShuiWzdGGjRm8z7gt5L1z116sfpwYaD2FG9A3Pz50a8OFMdSECjG214DqSC5oJgXaC5qznYoivQwnZlicnukV53MLhZ21EbPB/31u5Fi7MFle2VaO5qRnFLservZTXQk9OQE9LNUe24Auz/nR1uh2FeQbVzRuv7KfdbPNkZSOtwdYQEmsNfos4vmB9xX4koj8mAVmVbpWpy/0wUbQBpLoA7/f++E8AcxfQ7/KOxnQOg2d/VbQmAS4UQv/Qnz74UwBL/Zy1CiHP8o6/doVgXhRm9ezSGzB+S7GKkPatv2VLNlTOvTPg21W4wgYp9NBweR1z7cKejWEaNsouUMqausmZaIN228DbL631r61u4dMal0RQJL65/0fIy1829DoPnRCZotcrtdau2bPBKr2Yz+lQLIBkJfwhMpST3iRJr64BUajFn9vy36zgNH73psN6HBcsRS8smpYdXPIz7l90fUy4YNRMPTFTN53P7otsNW0LYnQjdYAYA6g9lj6/szl11WK/DQj4rainSXafyuNXKr6TXUnnKwSmq0x9a9hD+sfAfIdPWla/DVbMiEwdrjSKpdU5ZGS0MAJ5a/RT+ufCfyG3sDnTGeuyrle3KmVdi0KzI1o03zL0B7a72pN4X9O7rWq2wb5p3E+5cfCeGrx+Oe5fca7iNQI5AIDSvYCCAFLguDZ49OFgXuGvxXRiyYEhIFzu9fHzK/f75rs/xr6X/wnfZ3+GyGZfhxnk3ormrGf9Y+A9cP6c7IfqgWYNwzexrQgKtACzn0blx3o34cs+Xwb8fX/V4xHEF2H//f23za7hr8V263UrVthnswhb22ejdo/Gvpf/Ctwe+tbWc4ewMID2/7nncvuh27KjyjdD71ta3gp9trNiIYeuG4aZ5N6HN2Rbzti6dcSkGzx5suXdCOjIMIAkhJgPYBOB/hRBlQoh7AbwF4BIhRC6Av/v/BoCFAAoA5AH4CsDDACClbADwHwDb/P9/1T8N/nm+9i+TD8BapskeJNrWHhTp7a1vJ2xbTo8Tc/PnYkvlFszMje+b7HiJZz4OSh1u6Y6o0JglIeM+Ykp4fqQQivqG1sNDoh/UtbosZlIrnfB9mupdds10VbIqlmA64MtZpdZSLVGUD11mzxHlg4Wd9wdlEKPNFXuFHvA9JAC+fE922lGzQ/Mzs92UABsCkEb5YQK5ilSCu8qWV1Zerqlt82DDQYzbP870OrTyYmm1aom2XErhya6N9n2g1X9IEm+dRRodjXhv23u2tkZ/ecPLmoEyper2any4/cOE1td21e6KmBYeXAhvaaN2j1AGgcwmbs5rygMQOjCO2RdxgVZF4/aNCwaH9tT4jju163lDp71dlwIJ3sOv+3bXUQIt2NRGn67pqMEH2z+IOF6k7O7GHH4+Bfab1XyvVtn5Iiq7PhsA8P3B7yM+q+3ovh7sq49Muh9teWKtE6QDw748UspbNT66WGVeCeARlXkhpfwGwDcq07MAnGZUDiK7FDYXYlVpZLPzeHF6ncFEnekq3VpFUHKYzYGULKlyHKtVutNVquxTsz7f9bnt64y1Mj0jb4Y9BYnS65tfD/7bdAApitwnZigDSOn84sJKINUjPfho+0e4+7S78fMjfh7HUumz8gJA7Te/ad5NEdPi3SIxvByBv83mQDI7qpLyWNQ73t/a+hYWFi5EVYf2eq2eL8uKl5kq54vrX8TWqq1wepx4/qznLW1Dj9414eMdH0dMe3ub/gtaK8eEMuG2GXrXjJCcUioJ4K20vrbrRUn4vk3kNe+VDa9gQ8UGtHap5G4V1va73VKpVS6Q+i/GkiH1s+AS2SydK6XJEo9hiCmz3Lbwtri07jBLeYNXNodX+tvUvyWqOD3GHyf9MdlFoBgpE4NurDSX/HnY+u5uJnY+ZASSaAO+8/XZNc/atu5EPgTMK5hnet799fsxdt/YkFG3rDBq7RR4WNbKn/j06qdxxqQzVIMBIzaOUF1m8sHJ+DY7tm4skw5MCv67/4T+WFgQ+5DhUkrcNO8mvLRefdTN8AdTo67RagEMvQBQoOXRzuqdJkprnnL0tvuW3qc6TyCP4s4ae7dtNuA1J28Orp51ta3b1upKpSWw/10eF/pP6B9yjCnXodalK9png8dWPIZ7Ft+DRkcj+k/oj8WFiw2XMTu6nJ7+E/pjefHyqJcPtLwKf6ElIaNOov3mljdx1czIrqZWqW23rrMO/Sf0V807Z3VdVjGAFIkBpBTW4TIeKYCs0+qrT9qeWPVEsotAZJqy0kiJpZs3hVLe1INTLS9jZwuk8GTbyuOp0ZGZ3fgDD/4V7RVocDSguasZW6rMJ6o1esFjtN+WFS+LzPHip9XtPjxRrNYxYOXB6/l11lvNqHW/OdhwUDN5t96xKiBQ2loazL3V3NWMFmdL5Do0WkeUtJSgqavJVy4TrVk6XB2obg/t6mKm5cXmys0obytHTUeNavkC61FLOq6mtqNWNwhp9vzeWrXV1PU/EBTSOuaUrLaECQSQmp2+68g7297RnT/wewHRt0BaXbYa26q3BbulPbf2OcNgVOB7eeENJk9v7mpGg0O9q1zguhB+fDy1+qmIY0irvOFJ2vXOTaNRlgPLdrg6QrqBfX/we5S0lmBr5VbN72KG2jG3u8bXFfLxVY9HfBZvPTG3oxEGkJLIaCSiB5Y/kKCS9CxmmyxTt8bOzKy4U+bIpDdE6dx/XjdPFaW8eOcxM6LXijFTWxDOyutO7n3+1PNx3pTzsKBggenly9v0By9OxAANLV3qgYzVpavjut3wIdkN80HpBGhqO2px5cwr8dIGX+ul86acp74OjW1cNesqbK3aqrt95fL3LrkXf5/+d93Ez1oun3E5Lp52Mf46WX2o+ckHJ6smHVdz0bSLdFuN2N2dKHCv1gp+qc1rdp5AUMpopLcAZa4qK0n7jQIK32V/p7+8v3zZ9dkYNGsQlhQuwXlTzsMVM69QnT9wXVA79vSOocD8dZ11GDRrECbsn6AsRMg8ymXMBu5uXXArLpp2UcQowv9a+i+cP/X8qFt12XnM2VE3zKT6pV0YQEoio5tGNDcVIiJKb1/v/TrZRaAeKqs6y/IydrVAijaBv1laLR7qO+vjut2eYPLByarT293qLVvmF8yPSzmMHlj1WpkEWq3ML5gf0fLqQMOB7nV47UmDEEjau7Sou8u11XNJ7fu0ulpVh4iv7ajF7LzZquupd2ifAxISs/Nmh7Q0iYVa8EXrpYmyK5VyKPaQ8imCDVaTlyvLYiVoUdNRo1uOr/eYu4fXddYBAP6z+T+R61M5FrS6oS4tWgqnx4lvD3yrug+KW32tj97Lei84TSu/lPD/T6sMSoGWiOvL14ckelcGrkpbS01160sVXunFd9nfmUpc35MxgJREzMVDaYPBd6KEieYhnihZ7HpbfP3c641nioFWS5zLZ1we1+32BIERscxSDtWutKgwvgMxmz1Ww3M/KVt5mRkEQW87s3NnmypDtLS6rj268lG8vOFly+trcjTh5Q0vY/DswbEWDYB6aw6tbufKrlS3L7o9+G/lSKbKIFAgeGK2y5GyLB6Yb4H0yIrI8aKUwRatEVi1lgkEL43o5Un7Zt83eHvb2xi6dmhwWvi+Vv6tFSSKdkTdUbtGRUyTUuKWebfgubXPIachR3PZ8G62yUyivaRoCd7a+hbuXnJ3cBq7sEViACmJEtGsmMgOZm+GRERE6cTh4ZvmVLGiODK5sRVGLSb0XtweqD+g+ZmSmTyaeuUI7+ZrpeuUmjsW3QGH2xES2Arf/py8OarfTxmI0RIIyrS6IkfrijetZM5rStcE/638bHFR9C1dYg1aKMvRu1dvrCxZifuW3qe63mDwxuI2w7tsKrU6fb+PXrfRQGDo35v+jU2Vm0LKElI+jf2uV161tCwSMnjcbK7crLrcxvKN+NvUv4W0+ovH6K5u6caNc280nC+QfziQ0wpgFzY1DCAlUaoNU0hElK7SbTh5IrslK9DPcy+zWe0WFAsriYzVhOdiCadX715YaG4UOJfHOPmz8pxwepwh3WHCu1I2djVqfmbGzpqd+GD7ByHTwpNiB/I6hXtw+YPBfzd3NcPpceoGtGLp1uPyuOD2ui1dLzQf3IX6PHlNeahsq4zcttelehwrlzXbK0RrHyiXFxB4YtUT2Fy5GfPyVUZkNBGPsPqMqLZfw4Pjge87/dB03eXCWydF+7sr97nT41Q9PwPdLUduHKlbJiUz50ngeAuoaq9CTqN2K6gAtdZGbIEUqY/xLBQvbIFERGSPaCreRJnk6dVPJ7sIlIEumX5JwrYVaxJ+rdHXAuxoRfPMmmcM51F2yTnz2zNDPutwd4S0oFEGMbSCwEaBtfAcVGvL1hqWMVwgafhZ/31WyHTlw/yfvvuT5fUGnPHtGfj1j3+Nc39zrvmFNBI9K4UHWl5c/yLO/FXoPv/blL+hzdWmuX7AXACpsLkQ18y+xnC+3qJ38N/DNwyP+DwQSAm0GlITbWA+cDwdbDiIwubC0M9UAiFqrYyCXdgkUNBUgMFzBuPZgc8GczZVdVRhffl6w7Iouz1+svMTfLLzE+y9c294gSPKYRQ8O2PSGdhzxx7dwM4Z356B3/z4N5b3o2qLLLZAisAWSEnEHEhERERElKoCD41kn2Hru3NApVrrhoiR5GwsXmV7paWWNcEcSOGJnqV2obKqsyJyaakGj8LolSvwG+kl+lc+0x37o2N1t/XrH/8agH6XtFh7qSi7YAWYDY4oWyAdbDgIwJeAu6K9IjjPpopNuusA1Lt75jflhyREVx0xz0TQp7I9sqVZOGV5yV4MICURA0hERERERD2HcpTllG/dkMRHFa1kziGtVVSSPpvt4aFM0h1r90llwOfnR/xcd97Dex9uuL5YnxHNHlfhgSoBETo6nTKYoxHXsdLK554l9+D2Rbejul195D2z4vUMrXbMpVqQNxUwgJREDCAREREREfUcytwsai1FUsmdS+6MeR3KLuZmgg2BFipz8+cC0H9eEkJEPPQrR83rP6G/5rKdnu5A3vaq7ZrzfbrzU5S1luG9rPd0yx0skw1BQQmJqQenmuqOuLBgIUpbSo3LZSIQIiGD5W9wNKCpqyn4WU1njeZys/JmGa47sE6gu7upWsBGtfVVlLu0pkO7zOE63Z34z+b/BP9ud7Vj5MaRwcTa1I05kJKIASQiIiIiop5pSfGSZBch7qzmZLp90e3Ye+deVHf4WqlEtA5SBBMkJHqL3nAjtmTvcwvman42O2825uXP023ZZKUFk5nnP4/Xg9e2vGZqfRsrN0ZMU00GbaK7WF1nXUhQ591t7xpuP5aAmekubAkYq2Fm7syQPGTfHvgWM3JnxDS6X6ZiC6QkYgCJiIiIiIgy1ZOrnrS8jF7LoZAWKlK7q5udjLrFfbLjk+C/I/JIWVwXEPvoliM2jjA1X/gIa42OxpD9aaqsNo8qbmZ9VruVmVln+HN54DcIH9WQ2AIpqTgKGxERERER9QQFzQUxr8PlCe0S10ck/3G2pLXE9Lzho6Op2Vy5OapyeOHFzpqd6p9JLwqaQvd/s7M5YnkzwattVduC/44m2FXeWo68xryQQNDBhoMQEDEn7lfmGAtSiTeVtup3+4u2ZVWswb90kPwzrgdjCyQiIiIiIuoJ9tTuiXkdPaHb3+jdo6Nazu11445Fd6h+5vQ6MXjO4JBp4S1z3F43vsv+znA72Q3ZmuswY8zeMRizdwyuOvGq4LSb5t2kvUBYLEdvm2ZbvH2550vdz9VatjV3NRsmSV9Vsgp3nKr+G2QKdmFLIgaQiIiIiIiIzGlztQX/ndeYh1ZXaxJLk94cHofxTAZiaVWWVZ2l+/mE/RNQ31mvmgOpwdGASQcmRQSTNlZE5oSKhlo3udl5sw2X+3jHx7ZsP5UxgJREDCARERERERFZp5f8mhLj012fRr2sUTex97Lew41zb4xcTgi8sPYFvLPtHYzdO9ZwO3blaeKzuw+7sCURD0IiIiIiIiLqaXr36m04T52jDluqtoRMk1IG8zd9vPNjfLzT1+rniN5HqK5D2eVOTVlrGd7Z9k7ItE93RgbG1pSuwd2n3R0ybcL+Cdhc0Z2zijmQKK6YRJuIiIiIiIh6mvBR4LRMPjg55G+3x606OlqXpyuqcvx7078jpqk19Nhesx1tzjb85PCfBOd5L+u9kHl6QgCJXdiSyO5hD4mIiIiIiIhSXb2jPqrl3sl6B8UtxTaXxpxzJ5+L1i5f3q0xe8ZEfN4Tnu8ZQEoitkAiIiIiIiIiMmdd+bqkbv/J1U8itzEXo3aNiviMLZAorpgDiYiIiIiIiCg9bK3aiuvnXq/+YebHjxhASiYGkIiIiIiIiIjSH1sgUVwxgERERERERESU/hhAorjyggEkIiIiIiIiIkp9KRNAEkJcLoTIEULkCSFeSHZ5EuH3v/w9+h/TP9nFoCQQEMkuAhGlOV5HiIjiq1fqPCoR2Yb1B4pFSlwVhRC9AYwCcAWAUwDcKoQ4Jbmlir//87P/g5N+eVKyi0FJ0BOaNxJRfPE6QkQUX+wtQJmI9QeKRUoEkACcBSBPSlkgpXQCmAJgcJLLREREREREREREAPokuwB+xwMoVfxdBuDs8JmEEPcDuN//Z5sQIicBZYur3j/u/fvDjjvsp5B8xUGUMAK9ws85T6tH9P5p78x9JaPynSlGwv8SJp77NRHbMCtBx1DGn4uUKQQEREqcm3HSI89FEfZyPV1+31S6V5CteuR5mL4EBIS4S2xPdkFs8n/UJqZKAMkUKeUYAGOSXQ47CSGy3G3ugckuB1FPJ4TIctY7eS4SJRnPRaLUwHORKPl4HlKqSZUubOUAfqv4u69/GhERERERERERJVmqBJC2AThJCHGiEOJwAEMAzE1ymYiIiIiIiIiICCnShU1K6RZCPApgCYDeAL6RUu5PcrESJaO65BGlMZ6LRKmB5yJRauC5SJR8PA8ppQgpmZOLiIiIiIiIiIi0pUoXNiIiIiIiIiIiSlEMIBERERERERERkS4GkIiIiIiIiIiISBcDSEREREREREREpIsBJCIiIiIiIiIi0sUAEhERERERERER6WIAiYiIiIiIiIiIdDGAREREREREREREuhhAIiIiIiIiIiIiXQwgERERERERERGRLgaQiIiIiIiIiIhIFwNIRERERERERESkiwEkIiIiIiIiIiLSxQASERERERERERHpYgCJiIiIiIiIiIh0MYBERERERERERES6+iS7ANE69thj5QknnJDsYhARERERERERZYzt27fXSSmPC5+etgGkE044AVlZWckuBhERERERERFRxhBCFKtNZxc2IiIiIiIiIiLSxQASERERERERERHpYgCJiIiIeozc8y9A5YiRyS4GERERUdpJ2xxIRERERFa5q6vRNHUqfv3vkckuChEREZngcrlQVlYGh8OR7KJknCOPPBJ9+/bFYYcdZmp+BpCIiIiIiIiIKCWVlZXhpz/9KU444QQIIZJdnIwhpUR9fT3Kyspw4oknmlqGXdiIiIiIiIiIKCU5HA4cc8wxDB7ZTAiBY445xlLLLgaQiIiIiIiIiChlMXgUH1b3KwNIREREREREREQaevfujQEDBuC0007DTTfdhI6ODgCA2+3GcccdhxdeeAEAsGzZMpx77rmQUgIAPB4P/vjHP2Ljxo0YOXIkhBDIy8sLrvejjz6CEAJZWVkAgBNOOAH9+/fHgAEDMGDAADz++OMAgLvuugvHH388urq6AAB1dXU44YQTsHfv3uC8Rx99NE488UQMGDAAf//73+H1evH444/jtNNOQ//+/fGnP/0JhYWFMe0H5kAiIiIiIiIiorRw6Ly/wlNXZ9v6eh97LH6/fp3uPEcddRR27doFALjtttvwxRdf4Omnn8ayZcvw+9//HtOmTcObb76JSy65BGPHjsXYsWPxr3/9C59++ikGDhyIP//5z1i6dCn69++PKVOm4KWXXgIATJs2DaeeemrItlatWoVjjz02spy9e+Obb77BQw89FJzWv3//YLnuuusuDBo0CDfeeCMAYPLkyaioqMCePXvQq1cvlJWV4cc//nG0uwkAWyBRknQVFsLT1p7sYhAREREREVEasTN4FM36/vrXvwZbEU2ePBlPPPEE/ud//gebNm0CAHz44Yd48803sX//fnz22Wd4++23g8tee+21mDNnDgAgPz8fP//5z1WDRWqefPJJfPjhh3C73abmr6ysxK9//Wv06uUL+/Tt2xe//OUvTX9PNQwgUVIUXHElCq+9NtnFICIiIiIiIjLF7XZj0aJF6N+/PxwOB5YvX46rr74at956KyZPngwA+PWvf40nn3wS5557Ll566SUcffTRweV/9rOf4be//S327duHKVOm4JZbbonYxoUXXhjslvbhhx8Gp//P//wPzjvvPEyaNMlUWW+++WbMmzcPAwYMwDPPPIOdO3fG+O0ZQKIkcpWVJbsIRERERERERLo6OzsxYMAADBw4EP/zP/+De++9F/Pnz8eFF16Io446CjfccANmz54Nj8cDAHjkkUfg8Xhw1113RaxryJAhmDJlCmbPno3rrrsu4vNVq1Zh165d2LVrF5566qmQz4YNG4Z3330XXq/XsMx9+/ZFTk4O3nzzTfTq1QsXX3wxVqxYEd0O8GMOJCIiIiIiIiIiDcocSAGTJ0/G+vXrccIJJwAA6uvrsXLlSlxyySXo1auX5ghngwYNwnPPPYeBAwfiZz/7maVynHTSSRgwYAB++OEHU/MfccQRuOKKK3DFFVfgV7/6FWbPno2LL77Y0jaVGEAiIiIiIiIiIjKppaUF69atQ2lpKY444ggAwLhx4zB58mRccsklusv+6Ec/wttvv43f//73UW17+PDhuOqqqwzn27FjB/77v/8bv/nNb+D1erFnzx6cfvrpUW0zgAEkIiIiIiIiIiKTZs2ahYsuuigYPAKAwYMHY+jQoejq6gqZrmbIkCGan1144YXo3bs3AOD000/HxIkTQz4/9dRTccYZZ2DHjh2626ipqcF9992Hrq4uAMBZZ52FRx99VHcZI0JKGdMKkmXgwIEyKysr2cWgKGWf3A8A0O9gdpJLQkREPQnvP0REROklOzsb/fr1C/596Ly/2joSW+9jj8Xv16+zbX3pJnz/AoAQYruUcmD4vGyBRERERERERERpoScHe5KNo7AREREREREREZEuBpCIiIiIiIiIiEgXA0hERERERERElLLSNXdzqrO6XxlAIiIiIiIiIqKUdOSRR6K+vp5BJJtJKVFfX48jjzzS9DKmk2gLIXoDyAJQLqUcJIQ4EcAUAMcA2A7gdimlUwhxBICJAM4EUA/gFillkX8dwwDcC8AD4HEp5RL/9MsBfAygN4CvpZRvmf4GRERERERERJSR+vbti7KyMtTW1ia7KBnnyCOPRN++fU3Pb2UUticAZAP4mf/vtwF8KKWcIoT4Ar7A0Gj/fxullP9PCDHEP98tQohTAAwBcCqA3wBYLoT4vX9dowBcAqAMwDYhxFwp5QELZSMiIiLqMaSUaPz2O/xs0FXo88tfJrs4REREcXPYYYfhxBNPTHYxCCa7sAkh+gK4CsDX/r8FgIsATPfPMgHAtf5/D/b/Df/nF/vnHwxgipSyS0pZCCAPwFn+/+dJKQuklE74WjUNjvF7EREREWUsx779qH79dRQOvjbZRSEiIqIewmwOpI8ADAXg9f99DIAmKaXb/3cZgOP9/z4eQCkA+D9v9s8fnB62jNb0CEKI+4UQWUKILDZfIyIiop5KupwAAHdNTZJLkn48TU3wOhzJLgYREVHaMQwgCSEGAaiRUm5PQHl0SSnHSCkHSikHHnfccckuDhFRCHdDAxwH2PuWiCiVHTrnXORfeVWyi0FERJR2zORA+guAa4QQVwI4Er4cSB8D+IUQoo+/lVFfAOX++csB/BZAmRCiD4Cfw5dMOzA9QLmM1nQiorRReMONcFdW4qQN69HnmGOSXRwiItLgrqhIdhGIiIjSjmELJCnlMCllXynlCfAlwV4ppbwNwCoAN/pnuxPAHP+/5/r/hv/zldI33t5cAEOEEEf4R3A7CcBWANsAnCSEOFEIcbh/G3Nt+XZERAnkrqwEALStXpPkkhAREREREdnLyihs4Z4HMEUI8RqAnQDG+qePBTBJCJEHoAG+gBCklPuFED8AOADADeARKaUHAIQQjwJYAqA3gG+klPtjKBcREREREREREdnIUgBJSrkawGr/vwvgG0EtfB4HgJs0ln8dwOsq0xcCWGilLERERERERERElBhmR2EjIiIiIiIiIqIeigEkiitPSwscBw8muxhEREREREREFAMGkCiuiu+6C4XXXgdXTU2yi0IJ0rxgAXIvuhhelyvZRSEiIiIiIiKbMIBEcdV1IBsA0DJ/QZJLQolS+dLLcFdUoHHSt8kuChEREREREdmEASQiiguXf0h7IiIiIiIiSn8MIBGlIW97O2SqdhETItkloAzjyDnEgCQRERERUZIxgEQJJ6VMdhHSXs6ZA1H0j9uSXQyihCgcPBh5F16U7GIQEVGK8TockF5vsotBRNRjMIBElKYce/cmuwiqgu2PGCgkIiKiOPF2diJnwB9ROfylZBeFiKjHYACJiIiIiIjSire9HQDQPGtWkktCRNRzMIBEqjxt7XA3NsZn5WyZQkRERERERJRWGEAiVfl//ztyz/1zxvcrd1VWomXJ0mQXIzMxUEhERERERJQxGEAiVZ6mJgBAV15ecgsSZ0VDbkX5E0+gc//+ZBclc/hHYZMcjY2IiIiIiChjMIBEukQ8ggAp1DLFXV0NAGhbsybJJckgDBwRERERERFlHAaQiCg+UihQSERERNTTSY8H3s7OZBeDiNIYA0hEFB8MIBERERGljIphw5DzxzPg7epKdlGIKE0xgEQEQCY52OGur0fdF18mvRxERERElJla5s4DADRNmZLkkhBRumIAiRKPQZIIFcOGofajj1DzwQdJLYd0OpF9cj9Uv/NO9CthDiQi0lF0221omjM32cUgIuqxpNud7CIQUZpiACmFSZcLjVOmQno8yS4KRUFKiY5t20y1KvK2dwAA2jdsjHex9Mvh7xff8M246FfCABIR6ejcvgOVzz+f7GIQERERkUUMIKWw+rHfoGrkSJQPZUU7HTVNn47i2+9A7ccfJ7soycGWZkRpQXq9qHr9DTiLipJdFCIiIiJKYQwgpTBPUxMAoG3p0uQWxAYhrXBUAgsd27ahc9euxBUoXByCHa7iYgBA/Vdf275uIiK7OPPz0ThpEvIHXZ3sohARERFRCmMAqYeSbjc69+9PdjGCim+/A0VDbk12MUyRUsLrcCS7GERE9mJODCIiIiLSwQBSKotjF6CaDz5E0Q03omXZcoMisBtSuKbp05Ez4I/o3Ls32UVJTcyBRERERERElHEYQOqhHPv2AQBqP/0k8RtP86BU69JlAIDK4S8luSSppSMrC02zZndPSPPfmYiIiIiIiLr1SXYBSEc8W3KYXLdgaxJNXqdT93NLrbcyINhS/M/bAQC9fvazJJeEiFIVW7USEWWuzr37cNhvfo0+xxyT7KIQUZwwgNTTJaou7/UmaENR4kONfVL9tyYiIiIi2xXddBPEUUfh5J07kl0UIooTdmGjhGj8/vvgv+0M1XTu3g1vR4eNayTbMChHROF4XSAiymiyszPZRSCiOGIAqadKcNc0d2Wl/etsbETRLUNQdOs/bF83EREREREREXVjAKmnyoDURtLf8qgrJyfJJbEBc00RpQVXTQ28fLsaPbZAIiJKOuajI6JoMYCUxsqffQ75g66OatmMSI5t43fIgL2ROgK/S0+unGTC+UWq8v52PgquvS7ZxUhfPfm6QJQGHDmHUPP++wwwEBGRKgaQ0ljL/Plw5uXBVVER/UqSUUGwa5sZ/JDeOGUKsk/uB1dNTbKLostZUoL68eN15+nYsRPZJ/dDx65dCSlTSmDFO6O5iouTXYS0It1uNM2cBckE+0Qpr+TOO1H/1ddomj492UWhHk5KaTjiMRElHgNIGUBGdXHN3OBLJmj49lsAQPXrbyS5JPqK77oLNW+9jeaFCzXnaVm0CABQ9tjjiSoWEaWQ+nHjUPnii6h4cTiDq0QpLtDyqHPvviSXhHq6us9GIef0P8BVndovU4l6GgaQeroUrsy7amrQNHOW9gwp3gIplm6CgWU9ra12FScuvG3tAID2zVu6J/rLHmz+7t8N3paWRBYtuVL82KTM4qquRsk996bs9cJT3wAAaF2wIMklISIiACld/w9omjUTAFD93rtJLgkRKRkGkIQQvxVCrBJCHBBC7BdCPOGffrQQYpkQItf/31/6pwshxCdCiDwhxB4hxBmKdd3pnz9XCHGnYvqZQoi9/mU+ERmRoCfFmdzFcekDb3KdZQ8+hMoXX9Ru3WLzYeJpaUHJAw/AXVtr63qjkyZ5hFK9fEQ9QN3o0WjfuBEld92d7KIYy+BrRueePfC0tcHT1oaaDz6EdLmSXSQiy4I1qww+Vyk9iMDR2MVubESpxEwLJDeAZ6SUpwA4B8AjQohTALwAYIWU8iQAK/x/A8AVAE7y//9+AKMBX8AJwAgAZwM4C8CIQNDJP899iuUuj/2rkSkpVkFQBqzcdXUAgLaVKxOy7aaZM9G+Zi0Kb7gxIdvTlW4xVJ3yZlo82NPaikPn/RVtmzYnuyg9nuPgQbQsW5bsYiSf/xzrKipK2CYbvv8erStXJWx7qc7b1YWim29B4XXXo/ajj1E/ZgzKHn9Cc37m9qCUlWH3bEpjCRiUxdPWzi5yRBYZBpCklJVSyh3+f7cCyAZwPIDBACb4Z5sA4Fr/vwcDmCh9NgP4hRDi1wAuA7BMStkgpWwEsAzA5f7Pfial3Cx90YOJinX1ONn9+6PsqaeStn3p8cCRcyj4d1If/oM3DK0yxKdsbpsSV8fUeitsv3va2uBtb4+xRCZEW2bd5TKrMtq5Zw88dXUovVuntUeKBWZTjbu+Hrnnnw/H/v0xrafw2utQ/tjjcFVV2VQyMqv61f+g7OGHLS+XsWeG2w0AcJWWQnZ1AQA6tm3TnL32gw+Qc/of4K6vT0jxMl1XQQFaFi9JdjEoRXlaWuA4eDDZxSCrEvAMUnjNNcg7/3wG9IkssJQDSQhxAoA/AtgC4FdSykr/R1UAfuX/9/EAShWLlfmn6U0vU5mutv37hRBZQois2pToZhQHLjdaFy2O/3Y0ovq1n36KwsGD47ttvYfrZD14G2y39pNPUJyM7iH+ch0a+CfknHNu4rdvlto9Pg2CKNLjgbezM9nF6HHaVq+Bu7oGRf+83Zb1deXn27KedJVWrfzS4LoQlV7WUko2TZ8BAKj99LN4lKbHKbjyKpQ/+SS6CguTXZT0l4HXk5K77kbhtdexpYlSOlyLAzk147iJwEjWegF/IgplusYjhPgJgBkAnpRShmTD9bccivuVSEo5Rko5UEo58Ljjjov35pIvCRd3x549Cd9m1Oyu4+js7rrPR6Nj82Z0FRTYvFENahW4BOTTiLrVlF6FM4Uro5UvvYycP54Br7/FgG1S+DunhEClkME7yhTKcz7wb73rgP9aK502X3t6uLSqw6S6dAgwmOQ4cAAA0DJ/XpJLQkSU/kwFkIQQh8EXPPpOSjnTP7na3/0M/v8GwvrlAH6rWLyvf5re9L4q0ymeNCu2odPdDQ3IPrkfWteujX+ZAEsVlmS8dfcmapSjBPT7jpvw3yWFgynNs3yj/DV++535hcz8JEn+3ZpmzIAnlUe9S+FjoieKy2AJ2htL3LYSSfm90vn6TZRG1+eEXrso8XgtJUpJZkZhEwDGAsiWUn6g+GgugMBIancCmKOYfod/NLZzADT7u7otAXCpEOKX/uTZlwJY4v+sRQhxjn9bdyjWRfESuCaHPw2HVRwCOUrKHngwEaXybfPAAUivt7tsiarMmNlMom5i6VJ/U9kfIg1v+NKfvyQTdO7fj8rhL6Hw+uuTXRTbtS5fjuyT+8GZwGTR6SFdLhg9hJmfI40e0qmH4bFJqYKHIlFKMtMC6S8AbgdwkRBil///VwJ4C8AlQohcAH/3/w0ACwEUAMgD8BWAhwFAStkA4D8Atvn//6p/GvzzfO1fJh/AIhu+W4/kLC6GIyfHeEatCoLWdDuDATrr6ty1C4XX34DK4cPt254ZUtraCTPWfvYiCXfNzr37kHvun+1fcRoElCy9xTTx0yTzmwYS+LrKUrghZ5SHd+PUHwAA5UOft7EwlCgSSOnrQEyi/l58QiKKmsXTji2WFNJpX6RTWYl6gD5GM0gp10O7hnOxyvwSwCMa6/oGwDcq07MAnGZUFjKWf9nlAID/3bMbvQ4/3HiB8Gtykt88uSp8edmbZ81G7+OODU4vuf9+eBoaceL0acFpSakImNg/TbNmo3LYMBx5+umml9HcTgK/Y1S5AUzk+AhePeJ0bDX+8AOqXv0P/nfHdnPHvBpWThIq6u6n/sXcNTVMeJmuLJxrnuZmdOzciZ9ecEH8yhOm8uVXcOSpp+KXQ26xtqBaFzaz85NtGCCwQRq89IlaJn6nDJaMl6lEZMzasCGUNjzRjlIXdq22szLW+MMP1hYIbFoItK9dB8e+ffA6HJGf20AKYduL4I4s34OtY+/e6FeSLk3I/ceHqYBAnCpu1W++BbjdaBg3PvqVWCmbzV+jffMWZJ/cDx07d9mzwnSoIMd4fLurqlB8+x02FSYDpMn1wmopy554EmUPPoS2ROXgA9A0bRqqRo60vFxo/Cg9fg8iVZl8+KbD/ZG68VpKlJIYQEplcbxwBqP64TfTOG6zacZM9W2GbN9gJV6v9e3Ono2OHTuNZ0yl5Mg6v0MqvmGVOr9LtA9THTt2wlVZaXp+d11dVNuJC5394WluRsO33wV/x5bFvh675U8+mYiSpRx3Y6P5mTW72NpTFoovCWnpGur0D8ne5E92T2QkkcG7tjVr4KrhsPDJZbkPW3yKQfHF340opRh2YSOyjakbgJXKn7kbSuULwwAA/Q5m66zKzuZM9q0qUVzVNfC0ttmzMq1R2CxW7Iv/8Q9ACPTLPmBPufTYnANJT+VLL6N12TJ4Ghtx3GOPBqd72mza/+lAcSyU3HUX/u8cc+Mm9PTm7NLjAbxeiMMOC/0gXd7SpuG10Tzll0uT34NiUvrAg+j14x/jf7dnJbsottJ8wZgJMvE7RSsd9kW63NuIehi2QEoDcbnEa1yUk/6ApixXeA6dnkQvB0Ecbvp555+P5pkzo15e9a1veDmjKXc6VHDU6FR6PE1NAIDWFSviXoz2jZvivo3odO8fZ1GxhcW0kv/HWJw0UfyP23Cw/+kp2QpRl+J3i6ro6fAQYTUHEsVFos6NwHa87e0J2V5CpdPxm27XQrImnY5Foh6EAaQM4GltRfO8+dEtbNCFLdrm4K3Ll6NxylTVbene71U217lTo/uZ3RUHu4ZetuN+l273TKs/aorpystL3sbjWEEqueeeuK3bNla+v8G80u1Ov+CKBZ27dwMAHPv2h35gch92FRbC3dBgPGOUvJ2dwQBpiAz+TVRlchJi8omiO326ychraSZ+p0zGaylRSmIAKQPUvPMOKp57Do3TZ5hfSPNNvj0Ps2WPPhaZiFTlBpB9yqlw5OcrCxAxj6ukVH0jdt9QYsiB1DRjJsqfeda2onS3BEtMC6S4MjimvF1d1vLgxEHrokWW8i3FJN5v1NLh+LB7H/i/8sHT+qP8qaftXXcq8npC/xYh/9FUcMWVyLvgwpg27aqqQldurupnhdffgEPnnAvpduuswfrxmWpJqaWUaJz6AzytrcqJ3f9Ocnm9XV2ofvsdeNoysHWMgXgeK96Oju5jOx2us9FKsfNNl9XfIYN/NiKiRGEAKQO4a33Jg1vmR9EKyejmG+9KkteL0n/d1/13GtVblCqHD0fLggXoVBt5LZp9mC4VOLXvZvGNUck99yL33D/D63Sqfu6MZ2BHsZ+1HoqjopsoPmz/ZPKDiJZoD28TyeVbFy+OcuU9g1Q5z8Ifur0dHci//Aq0bdkSMW/eBRei4OprVNcdSHrdkbU9fAOKAlgZ8TDQjTm1roeO3btRNWIECq+/oXtiSAAp8WVSapo2HQ3jxqFoyJDkFiQJ1FrNtK1bj+yT+6Fzz56Y1p1zxpkoCdRXMvm6ncGtPrwy81uOmZYOv29qXfqJyI8BpExlVOGOcwskVcGbVehNy11bq5hHbX6NaRZvfk0zQltotW9WPBzZdB912zUii/93UC1WOtz0oajIGxxTndt9D5utS5aofl588y22litENMd7rLtfcySx9Phd7RASsLDjmiPQo/ZfrPusYtiL8HZ2an7uOHgQzqIilN55V0zbCYr2t0nR39Tr6AIAuErVW8c2TpxkvJI4fjfpdgEAnMnsmpskaiOCtixcCAAos6F1YsfmzXBVVaFyxMiY15Vo3s5OX2B448ZkFyV5UvSaQuq66wr83YhSCQNImcroJqn1hklrBK1EMdicNAowKbQsXoLsk/sF/64c/hIavv02+HfJXXdFUT4T+yO8WNHswuDvE7bqVKv82PimUrrUu72EBBh1V6BfBiklaj76CF0FBabL1DRjJlqXLzc9vyl8oxY9zeAbekROEi1Wu+00z5rV3ZIiHvTKk2rXMLtk6vdKNzqtYr02jXRZOWKEpUEnpJRoXbFCNbiVSF15eb7A8D33mlsgHY5pRRnzBw1C1Wuv6c6eybfflmXL0Dx/QbKLYbME/mJpcLjHW8viJSi88SZ4e3B9isxhACkDeLu6ND9zVVai+s23fMM/mxHPa7WJyojxKHDmr/DNKkODtyzS6t5icr1mA3NRrFp9PSojmZms1Gl1CbOVvyzNc+Zqz2PymPK6oiyvyf3hqatD/RdfomDQ1d0TDR68K4cPR9mjj4VOjPIcqX73XXTs2KnaXajHiTYwrReXCKvw1Hz4EXLPvyD1gq7xZGG/OnIOxrEc4X9n8mObT9THWU86PhNANZjay+bjz2vtN2uZPx9ljzyKiuefj2mz2Sf3Q8WwYTGsweR+SNPz1ZmXj8Zvv0vY9twNDTF3i7RT+WOPo+LZZ03X/eJ95Ql0He3KyzeeWUsGd6dMReVPPgnHvn1onjU72UWhFMcAUhpy19WFtKxx6+SIqRj6PBomTEDVm2+qfi4TGnI3sS1lvcWgC5vh/UStEpSkipG3qwvuurrolnU4LC/jOHAAOaf/AY1Tf4hqm1ZJnSCm2X0uXa7gv6NJqm10OAQf8KJ8s9KyeAk6d+2KalkAaBj7DYr/8Q8oD/LmBQvQMnde1OtUlaCKVldeHuq//jq6hePRhS3sd63/8ku4q6vRsXlz1Kt15OSgY4fGKJAZytvZCW+7zUHNKLsedz8IpecDra7AcZ+iD+vezk5UvvwKPM3NyS6KJWqtfGxPrG3xGhvo2t4S7Wi5CjE92JndD8H3Vwatep3OqOs1trH4W6gdH00zZ6Fi+HDLmy668SYU3XwLXNU2pS6wiXS6jGeK17YVv0fT9OkAgPJnnklKOarfehuOnEPmF0rNS3FSaHXPJgpgACnNdO7ejdZVq0zPHxgxpH31GnidTlS/+SY8ra1oW7FCdf7wilZc3t7Hss7QPmz689r91tEslc2WPvAgcs/7q/lgkKIBUvXbb3dPN9kCKfBWrGrECHPbs1O0b4wUQajS++63f3tqH/cyfwksf/JJFA251dYcSO1r18a4MuscOYdwsP/p6CopUf3c09qKhm+/Mzz3i4bcipr33kfjtOkRrSC9DodBUvLozk3dB0GNwKCnpVV1uhmFg69F8T/+odvKs6ugEO0xBKnsYd9b2tzzL0DpfbF1b9P9nawEkNIseGGJYj907NiBgmsGw5PE1oju+nq46+uDfzfNnImmadNCE4WnA9XjKz3zqNR88CGq3ngDgD11MWFznahi2IvIPe+vcDc12bbOjh070OVPxm8rjbQAAFD54otonjETjuxsS6t0VVQAANos1MkTI0WOc/8x62luin4dUQZ/PfX1aBg/HoWDB0e/bSLSxABSKlOpMBTdMgRVL7+iOrvem3ZXWRmaZ85Cw4SJKLrpJsU2wufUvli3mXzYbZ6n3qJCs/6j7F5ndLOwUIlKpaGfA79N86xZpuYXigqvu0LRwiydmvEKgYZJ36J+9BemZvcqhv62kqcoFnE7Qkz+Tq0rVsarBCE69++Ht903pHfT1CmQLpdmkK76tddQ/dprqHn/A911BoIqVS+/jJKwZMsVzz2HgquvSdjvCKn+Ztkueq0wCq68EiV33R1Vq7mk0jhEvS0tsa/b5lx6zpLimJZPiBiuzdWvvY6uQ4dQ/ep/bClKNPe+3L+ch9y/nNcdqPD/x1VebkuZEkZvZFD4curVvPee/duIg/oxY9A4cZKvda4d2zR5XAiVgHTznDkRrTla/ANf1H891nCd0uNRHQEyXPE/bkPBFVeaKmdYEfWZSMZs2yAoPZnd50Yi6/FpVL2Ou3R61qCkYAApU6lcdKXH94DuLFJUxo2SaCuEjFqmwdPUhIrnhmp8qnFBCmnyOkN1utFyMdNYl3Q6Q7pWJUxgFDaJ0FYy0r5Oh87SUuT86Sw48tX7p7sbGmJ7KPZ60Th5soX543zDCju0O7KyovptS//1L8vLhLw9VpxjdiV11ePt6EDRDTei8KabQ8qiVVn2NPmCJa1Ll+quVyiOy/Cufe1btgIA6sdP0Fg4yi5sQueWpRFA6ti+XXW6FaJPH8N59FtcxVmM3aHinicqpOux+r91qVwbGn/4AflXXJk6Oa5syIHktNBtQHo8prrjWr6GB0fPtLaYkiM7W3eUv7gy6Lpe+dLLpgIeqURKabnrdfOCBcg+uR88rYoWmKa7sEXOV/H8CyGtORonTwbc6gNfqCm97z4cPP0PSU8krneeRn3MptDLSktSrYeB7mrjf51X5qOsev0NVLz0Uty3mY7cjY1w6aROoZ6BAaQU0b5pk6WuaUaklGiaMSPkjY+rzMSbxCi6iAR07NiBQ+ecq1eo0P+qrWPrVt1tuKqqUD50qLkkgWoPmxa7Vhw8/Q/IvfBC423ZTfm2LE6Vk+ZZs+FtbY1oPRKQ++e/IPfcP1tfsVYwzij0FWWeFK1lHAcOoGnW7O4Kq+JjZ0kJiv95u/VtRMvmyk/n3r3o2LbN1LwVz78AAHCabQ3Uu7fvv0YV/cB8aoyOWaH6TwC+a1fVG2/AkZNjfr0qOZACGidO1C+LCYFgmV4l1qPo/pMslgKS8XzmMXvNiuG8qHplBJyFhWhdtCjqdeipfPlllD78SFzWbYeDp55m6hpWeI3FLhzBAFKUXUfa2lB43fUo+sc/olreiLuuTjfwrxqgUHwVaTBYg7OkRDWQIGO9P8XK4jZrP/oYAFDz3vvdE60GkHS2WfXvVy2VrX3jJt9/N20KmZ53yaUoNjsqnCqT+yX4Uk57/ooXredBIjNiuNkkMIl2xdChaPj2O3QVFqJx0iQ0T58RTANilnQ6Lb0IiEXLkqXIv/xyeOPxkltnf+ddcCHyLrzIVItCylwMIKWIkrvvQdlDD+vOU3TbP02vr33NGlQOfwmO/fuD01S7lhlclJVN4aVXfyS3lgULTZcvWjXvvYeWufNQ/vTTxjeUGAIv0uMJVjQ8dRYfDO24z/nLLoQI/R4WRmEzIqWvou2JJQmmlbIYzOpU5j2w4TsWXn8DKocNw8FTTvXl9pDdDxaeZuNuOu7a2pjLEKR8qImhQtQ0YwbcjY0ouulmFN9+B2o/GxWStwTwPcAptS5bpr4yjfND9PYHSwx+ML1uMoqrhqVtA4CnoQGNEyehcPC1utsPEecubGbefpY/9XRUCe+j5SwpgdfphJQSLYogil6+pqi3VVpqLSG/2S5sNpzn8Upg2zRtOtpWrjQ/SqLVZL4Gn7uqqlSPJ8ehQ2iwEBS1fB3zf49ou4BLf5m7sn2j/HkdjmDAp23t2phatXq7upB73l/1A3setQCS+e+Sf+llKLplCADfcR/Mb5bElm6de/ZEvX13nfL3t/abmt6ilbKFPZC7SkvRsXGj+eWjFQgg6SSYllHmIEuZVpABySyP7V3Y7F2dHulwoPq111Bw1aDuiRbrFZUvv4L8Sy6Fszj+3a4rhw+Hs6gYDePGx31bSoFBc7ry8hK6XUotDCClkU4LXTHUEseaihaHV7QUlTHp0Q8g2UJx8/GoJWb0f+w4mGN8o1JLGKl5MwoN1Bw89TSUPvigSvH0t9m+aROaZ87UL5cF0uUKfXtqesHuOVsWLkTLokXIPrlfaKsOk13GElU5atHInaUkpUTV62+gc/dutQ81l6v96KOoKgJ2cNfVhTzgB9NLWFxPV0EhKoe/FNKioO6zz1Bw9TUh8xkFor1t7fob6hVogWRQwrAWSMoHQ0sjN+kEGyKOvRhaSIbr3LvXN8RwSQlcVVXmFjJx/js1kpPbyetwIP/Sy1By991oXbYM7urq7g/jcJ0u/uftqBoxAm3r16t+LqWMKt9Vy9KlcBYVGc6ndw2ycn1y19WZzuUXXL/a/lQ7Dm2+TuZdcCGKbo1sxVN43fWofkN9VFVbBM4jG1q+etvbkTPgjyi4ZjC87e0ovf8B5J77Z1T6W6/kDxqEQxZauQbqMO3r1mnO0/DNNxHTzAbDAkHorkO+XD/5l1yKkrvu9gUpk/hQXvLP29GyfLm1hVRzQZlcNhOHTvcHrhonaHSrtkh53WlbuTLixU1SpcjvFmgRq1qXN0lEW2GKRQwvowL3yNrRo+0qjSFXRRzy1KXIMUSpiwGkFFX+/POxrUCavABKibYNG1D25FO+ZJlhFYya9xXNn71edO7dC8eBA9EVSYb/I6q1mJ7T8hvUsHK1r7E+QlbjpG8tL6PG7X+gdezZG/o9omiBVP70M2iYOAlAd3cmAOZvkv7t1Xz4EcqeeNL0/LH8zlKjJYd0OtE4aVLwDbFZXkeXqRYqzrKyYAsO6exuydFVUKi1iDrFdy994MHQvGAGlfPWlauQfXI/dO7dC8A3Ek/9xEnBrhfhLQo8DQ2mi9W5b79moE46nXDX1wdbIBm2Tgwbwc7rz7VR//XXipWqr0P33FR8VnzHnbplUDLbAkl6vaj5+GPUfvqpbxu3DEHeBReiaeYsnYXMHdOOffuRf+llqPtyjKmyBLgbG1H+9DPwGAX3/FrmLwAAdG7fAU9jk6llAnmpohF4AGjfoN5SoHHiRBRceZViikDzggWo/2Zc5MyKfVjx1NPIv/wK4wKE7feQBxIL15mSu+9G6f0PmJ7fCivN+aXH0z3CnE75u9RGhTITIIyl9W33SqJeR0Dx3fcA8LUuVZ6fTf7ceM68fHgaG4MJ/u3gKitTmWryIVSju0rnnt0hv5O3y1xLw+b5C4JDmceq/osvo1vQfyy0LFqEdrMtfWKoO3Vs24bKl1+Gu6HBfGBeRcvixeZaU1qtZ9jUUrV5Rne+zva1a1HkzzGYEizW7bQ4cg5pdhetH/uNektAxTq7/Pk1tepz1iQnoJFyrcvUxCXNhX3f21VTY/7ao0NKaalLoXQ6UT9ufMQxXHj9DSh96CFL23aWlSP75H7oyIo9p2amYAApRbXMmRvbGw0LF73Se/+F1sWLkX/1NQbDZEsU3XRzxLC+ruoaVDz/QsgDt16Z2rdoJ+M2eghsX78hYn3aIr+L5vczub+EEPZ2bdKg7Log3foPDK7ycsOuM4FuTiEVdbNBRv9vUv/ll2hdssT4+yf6hmtme0IYVqpK738A+X+/BEVDbvUv0315LLjS/Kgw4cJHMRIGD2YtC3zBgfJnnwPgG4mn5o03YMcDnWPfXkVButfnqqxE6aOP+kZhCrQ8iiIHkru+PjTnhsejfsPX6/6m+KwzPM+T1mI6OZDCde7cifrRX6B9ra8VQyAYUTVihPZCJtcd+K1rP/wQrStWoPazUZrztixcCMdBXzefutGj0bJwIYrvvMPUdpTdUuq+DH2wzDnjTNUHr8ZvJ5lat6pAsFDjmtGxY2foBAFUPPMsat55J6KLZeP3FhLrB4Sd405lPj8LLa66CotUp3va2tE8Z471cgHw+Eeta7Dw8iBkH9hc+XfV1MTWndzGFkiOPXu6/9BZn/LndVVVIfvkfmiYMBEty5ahzdI9X4PZFkhax1LYixvpUK/rNM+di3pFd5KKZ59F5Usvaz70VDz/PBp/mGaqbFaFB9LKn3oaNW+9bW0lZve3Yr7i2+9A07TpyP3zX5B3wYVRt1wvf/IplNx1d1TLJkLr6tUhf4d0wU8Ct+JFkpWgR9OMmWhR6ebuLClB4eDBKHv8CdXlat59F20rV0YOHhGnUdiSFsfR2LCrogKNU6YkuDCpxexxVjRkCEruuddUa2M9TVOm4OBp/U23dm6Y9C1q3n4bpY+EBjodBw6gbdVqS9tuW7sGAFASxSA6mYoBpBQWS6BCRtE9yaj/t7Ii4PC/GXVVVaHollvQPGcOmucad0ECgHKNGxIAS6N6aF28nEVFvrftqt0MTK9eVUdWFrr8D32exkZrXXXgj6B7vSh58CG0aUTkO/fuDemSEpJYXKUFUt7Ff0fRkFvhrqvTzgfiz1+lzGtj9hipG/NVyL62I8eKq6LCUrPmYPeosAd5KaX5N/ImgwBd2dm+fC+94nR51GyB5P/bv11vWxva1qwJfuoqi19ixrwLLwoGVAJ99w0rB2pdRMP2cfPMWSi87vrg39LjCbasCgo7T/W2qx0Ajty2VbrfN5APzXCI++51lD3yKOo++yykslP16qto+O47AL6WgYXXXheytDM3D44DB5D7t/PhNpmbzF1RETGtYVxky5+I893ktdDT0hLc75qtbML2vfJ3Ct9ndZ99Zm7DChH5uJTXI/99S7rdqP9mXFTXp+r/vIqK519A9sn9LC976KyzfeVoN//CR+/a52lrCwn0u+vrUXz33SEPiHpK77tfvYsvfEHpimEv6q8gsG/Vzm8blT7Q3UW89tNPgsHUwIiO1W++ifLHHo9q1MsIJgNIuue3iYeliqHPo+bttyN+X2XdSXk9aJ4zF1WvRN9VumLYi8g+uV/EizdlEt9EpJAJ2TNh+9od1grJSnCjc+fOiGnOsrLQeo7O+prnzYNLY7TRTKN1XT14xpko0km2Xzl8OMofezxiutuf+7PNYHAfx8GDcFVUdOcKU7IjOJ7s7pQa9YqSe+5F1ch/o2XJUrhqauKWiy9Z7Nzd7grfiG2tK/WPJSOBZ8xKvZd9CoH7aKBuG4tgHSiBeS5THQNISeZpaoJL5QEA8DWLBQC4XKFv4UyQam+KTV3MzeUYKbzuerRv3oKCwdcGKwiGQ6JLifbN2q2PYtGpeNOZf/kVKLnzTsPRViKY2D8Of2JQAPA2N6Mg7AEwhMoVWEoJb3s72levRqli5BFlfquGCaEJUkP2q8ZVvevgQeSe91fknX8+pNcbUUlTbdll8oG77pNPUDfq8+DfRl0DzVQQ8y66GLnnX2Bq+wC6R4MLK3P1m2927x+d7TqLi0L3gcF3qBoxIn5D8+oFQQCI4IObREdWVvDjskcejUtxNH8vwy5sKqOwqXw35RvKutFfoOimm/UrElHUXLxOp+mAqNAbPU5DYB8ZNcNWq0QqH6Aav5+M6v+8plM4gbovx8BdU4MylUq9WaoBiigDbHkXXhT8XVs13trFI4F5gSLwKLwydBuK+1v9F1/A296OppkzUfPOOyi5+x40zZhp6Z7pqqrW/lAZrHI6UT9+POCJfNGhdh5pnluK4Iz0ersTdUuJQwP/hJyzzwl+nvuX89CxabNqPiQ1esMrt8yfj+ZZOl01geBxEm0SbaP1BiiD440TJnYHU/UC93FugZSnuCd17usegARChIUw9cvh7ejQrA9Jl7mXZOEtXJTat/paZgZ+y9aw/EjK4HP7tizokR5PSP3J09bePZpjFC2Q4j2kff7fL0He+ecbzudpaUHFc0PDutYaa1my1NYulfHWvGCB/36q2O+Kc012dKAzS/8YsEJ6vah+863g3xXPDUX+VYN8ucIqK0PPDDuiECaPJ1dFRWg3bbsiIBrr8fhfaratW4e8v53vq3unQ3c3s+LwXezaP1JllExVBi+BLb1sUhvVu4fjHkmyvL9fgryLLjacz/JbOLUKvUrrHm/4W00LSWprPvqwO4+DSSV33WVpfl2Ka1HRzbegee7ckOFgPa0qb4Q1LmAdO3ag5m3j5t3hD0ruykr10e00CJ0ymCG9XtSN6c6vonZBDuSiCeFPhu5tau5+I2e2CxuAtlUrg/9unN7d91/3m4SXze0OGbVBaly88y69TGN1MuL7Nk401y3HsWs3aj/tfkNX+dJLxgvZVBGOeLgOrFez5ZQiX4fJm1buBRfCE+UIMprHo1FQQO3mbLDPHAd9LRdDRoYLfF2PB/Vffw1vh3blQGoEuMsffjjYyg6AfpfOKAJIZs/ZjrAhqgHzLf0A/znh34dd+flw1dRASonO3btDj32DdYZvs378eP03yTqr87a3B3/r8NYE3TNpHOMxUOb/6crJQemDD6F11Sp07NgRsb36iZOCQZjOHTtQOXy4PS1XAEBKX4DS40H9mK9Q89bbqH73vbBZrF3Tw/OHBZr2B5I3q92rXSaTs3sNW8npcwdyaqn8hl5FC7T6sd+gc+8+8ys2sY887e26Ad6oA5XBmLzG/X/79ojuKEU33hj8t7OkRP2+qrk9gfqxY1U/8voffoweXtpWrAhdThHUCD+29d6KG9XR6kZ/gaKbbwnmgMv9618t5dWLYHPL3ZbFS/Rn0PhNAwE8r8VUEOVPPIFCizkWleq+HIO2deqDDcRDxTPPouzhh0P3ezSBP5Mc+w+gISwReeCBXi89RdRE9ws1PflXXImSO++Ey99638p9V4+la7vRS/R40Smjp6nJUn6+kNW63THnLmoP70GRSAbVkJw/DDCfUynOLXLTEQNISWb15mZ+xSqBBZW3KhFvyXQq/o6whJ5d4cm0jS4Otl88QtdXMfT50OFgVb6LVglMv6FReegPSZBsQvAhAaFvYc1onDQJ9aO/6J6gVaEO39f++bytrcj72/mQLpelG6y3s7uCWm9ydImWBQvgVPZVlhIFg642rDhrPih5vTGNMNWuGH0p0A1Rj20vUsPL7F+xq1qj1YOyImjypuWuqkLNu+8az6h2DmqUT0qJ6rffCekO4e3oCHbzCH8ItiRk5/qTvC5YgJr33kfp/feHzKp8aHWEd39TcCpacub+9W8hnykrgREPqIHP9CoSwSTa3ZNCWijo8LS1Ifvkfmhe2D0Sn15ekEAAwNvSgvzLLkfL/AUoumUIyh59TFkgU9sOqP34E93PS+68U38FwRxIGg9rXvVjCEDoNSqGe0D72rUoe+hhFP/jNpVrlzTXYiaK7UuvFzmn/wGFN94ET4vvYVx5DQ+uV23dmi2QFMegotxxqw9YUHTTTf5/he7P9q1bkXP6H9DsH1Gy5t13FfMqaB4jxsGf8iefjEsLJOWxofZAWHzbP1E18t+ay9e++x4Kb+z+ru4ag/QCQsBdq94FtfS++wD48nkoOUtLUfmydr4kZS69aB8I1dR/9RUAoNbfBSrk7b7WQA/hI8Ipr69GLZQtBgHLn3wSrSr1pM5duyLyq4VsR3GNzb3wIkvbdOblQbpcqHrjDdNdRwNqP/ww+Btnn9YfVa/ptDgF0DRrNpr9gyKoyT65HyqGd7/wOnTOuci/8qrI4zisVaOdQrtT671t0LgO2kFntRXDXgy+kOxutd29QMcu9S69pljYlyG/SQKCJYH7RVdunuY8h845F8V33hX8u37sWGSf3A+Nkw3yN0mJui++RMk992oGw80oUQ6EYuGltVaZrDBTR21ZYhCgDq6MAaRwDCBlqjh0KehSDgEPQDqTFG03Se3i4di7N6bk5BEPShZ17tyFYkV/9NIHHoTbKBeQ4qLZHt7CwcLIU0qOgwctHSNa+0w1b5bBRV45glrjNAsJRL1eg4qRQasMyzf0GG4Yytxi4dsNtLjRajEUqAhKaSlI4ypX7wqrVBPecsLrjRh9LPgA0NWFhnHjQroA5F12GQ6ddbbvO6mUrVxjlD4zeSgCQUpnWILEloXdCYFdpdp5oEoVCVcjWgsofwOdFg6NU6aqfxAMIHWvR9lCQY+r1BcQrXj66eC06rff0Zw/JIF+ZycaJvla2SlbJBgFf6XLiZr3P0BXQYHvmmFw7BvlIzMMzni0z8uCqwYF89rEEgAOpZ0TSUvT9Ona2zexvOqIaAFer/rlx0QXNivCX+JES/pbVamNkhXomqGsMFe/+SY6/N2mKobqjxCreWya2ceFRZotkFqWLEXRzbcotmN0P1BSBjRDy+EymWvSregaGDESZnirr/DzRbHNwLVJhp0zFUOfR9O06aj696umyhOSv1IRdOoqKLDU/TDw4O3V6Rai3FZXYWFYMDtM2Lad5eXdXTR9Kwv+szWslZWWlkWLIqYVDbkVuX85T/tBWLEdt063Ti3134xD48RJKLhmsOrngfNBS8e2bYDbjcZvv4v4rG39Bnj8x0HlsGGoePbZkM+dpaWo++KL4H5XjvjmaWqCs6AAVa+9HrJM6Gi9ukWzTHm8V40YqT1jeCBd55x3VVWhbV1obhp3fT3yLr0MjhxFgN7/tTo2bkTJfaEvlwJCuuUGNqnYdukDMYy8aaXe6PGYa2nZ1o7aTz5B7WejVOul2Sf3Q+lDD5verDIFhurnilxigTpg1b+1A+Y+MtgyVnU01SjYF9jUvr552tpQO2qUL4CslmYhnMkWSDG9MM1Q3COZKtrodxyb6Znut2qGx234HdXe0kmHIySAY327sT0AqVXY3VotUfyUrcS68kMfrnMvinyzplYRDM8H1bF9B1oWL9bdrpInLABQMexFzSS/Rl0olK1/ql4OTSDatkE7b4n0enV/87a165B/hc5oaRbPiTadHBSWWLxpCmVrD4v9ro2a44ZX5KtGjNAefcy/v5THn8f/Vt1ZUBBxQ/V2dYXkbFJqDXRDUPsJAhXfeL7gCfnttTdUNXIkWlevjrx2BH/DKK6rKsedY79266Xw4FfISFYR5VHXNHkK6r/6CgVXXoWSu+/R7OLiyMlB89y5uusC9ANMjry8kO6DACKOW7VkuGq68vJQ8cIw3ZYFANC6POzB0+tVDVx07toVbOlX+dLLEZ/XvPee8QuFkBZUOvOoXV9Ukv57HY7Qc8fCdckR3upX+ZmJVpXKbVY8NxR5F1zYPUBBOMUDacOEid0tMXS6aZQ+8qh2fhoz10EBzUp/+RNPhIwsdvCUU7tHzAzT8O13qP/6a8V6u79LR1g3GztyywVGztSk8huLww5TndWRHfiNDfL0KVpMVb44HE2zZ6Nl4UIUXHlVVCO7yfZ27ZZFymCMWrJg5W8bdl8oueNO5JxxZvcqFXUo0/ve//t52iJb0TeMH6++jMm6mtbLjdoPP/Stpq4OBddcE/JZ47RphvWc4tvVR9R019Wh9F//ihjNWKn0/gdQ+9HHEa3UlJq+Cw9MdR8v7nrtARjMtF6TbrfmtUbvGtSyMOw80AhkuuvqkHfBhSi97350KUava12+Aq6SEhTddlv3KhTfq33dOtR+/rn+i0eVY9Zqqo2Q1Wlct4ID6CgDuV5vsPtn69Jl8La3o/jOu0K+IwBUvfIK6j4fjbrPPvPdn1WuD0bJy+2gl1w9Lrxe1H/9NZqmT0fN+++jQScFhaepCfmXXY7sk/uhddVqX94tE/fKmvffR92nn6Hi+edtbjWkva6WJUuNu9pmIAaQksgbbc4SE1STaJtge+JMhfDhzGPhrqzSzKETEDJ6mULEsKMWhL81NEVRkfE0RVbWDZOPh8wcegH1qDSTL3ss8u2gtyX0obTmrbfgMXhI09M8a1ZIklu76JXJWVAQ8uYzPFjirqiAs7AQjgMH4AhrLedbIL5NipVvoUO2FFaR7TBMJO87B70Oh26gIZy7uhqtK1caz+gnOzrQNG26yub9XdiMHvjCWgoUXn2NxoyR1yNlVx3pcPiSX2r8PKJ3H/1ymOH/LtLpROFg9TfKAWUPPoSSBx8Mmdaxc5fvjXEUb9BUh63XORZNXZ9sepNXOPhawxYlhusYdDXaN4bnfrJ+rrmqq1Ew6Go0z56t+dY/oOGbb0IneL2qOeyKhtzqSwKuof7rsSi66Wb9/RmSe0p9iHt3a6vqbyqdTjirq4MPCA1jxyJnwB9DHlqtvFjRu1eEj+in5GltRe7fugM7dV98iVZ/0/36sd+oLtM8c2bI31qJhVsWL0Hdl2PQVVAYkbdHKXwoZTXexqbIYCSg2eLRsWcP3HV1ES0Tql97DTXvvd/d/TUwsqVKHiM76iXuptAHVFdVdVgyc5UAUp/u66dyeGtPSysqhr0IxyGVe5hC09TQ1pKVLwxDxw5foDb8t1NT/dbbEd3JNVsWKc4P1TyWymPf4E1947jxhmULJ4SAt6sLzXPnmJq/YPBgdBUU6s7TsWMH6r740tSlqutQbshod+Evvsxo37wZ3o6OYCDWVVoakispMMAK0P1s0K5Rh1WluCYVqQSnWpYuBYCQPJRaLaVrP/sM1Yqud9LtNjECKdC+YWMwwbseZQvc9nXr0bpqFdyNjRC9fceO9NcP3PX1ESNK1n3yKapefkUzFUKgruGqDH1ZW/3mm6h6/XW1RSxxNzaiQdGqTNkrQZmMXnZ2om3tWnRs2RIRLFReGzo2bw6OzGo35TOmsyzyOteZlYXyoUNReMstEZ/Z3YrNt06JmvfeR+VLL6P+q69R/cYbcFXXwFlaGpofVUocOufc4IjAZQ89hIYJE4LzeFtbNe+FwZHXNmxUDEhj3MrakM6zcfkTT6D8ySczK4m6CQwgJVF41xFbxaELm6EEnzxlTz6V0O0B3UOcR718Xn7EtJB8KFKiZf587RWY2MeOvfvic/EP4zHZ9N8KvQBd1ch/o3PHjuDfRRqJLiteHI7CwddGrttssjyL8q8ahMqRI4PDeQMIafERHojRzHMSmM9fAZcOh6VWUF05OSh//AnT8xvRS8zatm5dRFczXeFvgxV/y64ulNx5p2ZLKOWDVrQO9j8d7tpa5Jxzrqn5O8ICIhXPPotDfzoLzQsWaiyhTTXxtOKYaJ6/wHQy+IB4jHpmK4vlyz65H1wV3ZVqq8Ft3SC8QVmchYW6OamqFKPmNWpU9Iuuv17zjXH++Reg+o034O3sRPMcX2uvtpXd87b6H+zM0MvTA2i3LujctQtuRdCq7pPunFhCpdVx9sn9fF1wtLajuA+VP/kkaj/8EAVX6rT+BODYrdKSLoy3rQ2l90d2N3FVVmp2Pc09769oD+sKE1D1yiu+kRHjnL6i7uOPQ/4uf/RRtCmC+cpRTNXkX35FMIjkKilB86xZpvZXuMZvv1WdrtVyJ+cPA3TX5ywq8uUAO+ssw21Lp9P3YG1QRwm0Rsw+uV/I9PqJk7QH0HC5kfOHAah+9T+G5QCArpxDhkn0i/9xG2o/+ijY0siMiBZaJjlyclBy193IOeNMFCqC44FcSYAvvULOmQNRN+Yr1XV0FRRa7sKqfGguf/wJSLdbuwWS4hroCMvvV/vZZzh01tkhA7hoUeYT1Wxdr2wd5HKh7KGHUTDo6pDWh96ODpQ+8KDa0gCAknvuhfR6Q67Pyu9RrGjFBPhaUTZO+hZetxvZJ/dD+TOh3Qa1NE4OfQFUOezFkOCaskVe46TQ+3ggyCU7O7VzXgJw7LMwGIEFypZ/hddeq5prq2XuPDh27+lu9Rt4gejxmM7R2jDp25BcmZpUrg3u2lrkX3IpCgZdHTw2w7sIBxf33+edxcUoeeABXy6n8GB5oCVyr14hLaEPnXMunCbSPGgy07jCti766YEBpCQKRNvjQS+pmr70SRRmdlSaCFJaTowY3GaMASQ19V93J6gzGj5WL09BCJVhptNB5bBhmp9FJHEvVH/DqJkgO04BJGd+PprCcufUvPUW6seN9z1omc1T5a9s6DURTwRlN5GAsiefQpPiRl3zlvGIhUo177yL6nffi64peTSjpqmofvc97bxTKtRaAikTsQNAxQvax6se5Xkenv/ClBR/0+WJ4ncuM9FCRUvj1B90PzcKuOl1sWtVS7IZPhpndY3ud26c9C1y/nhG9zEVp4pm6WOPq3+g8/1ND9ikCCi3Wuj+bIf8iy6OaoSj5tlzkHf++XBka3fvM31PtUCzW6AOTxTLmJV73nlRLdeVk4Oyhx6G1BkZE0DwQb76tddMtagLz98DADVvvKFZp2uxMNKtVc2zZ5ueV3ZFl7xc7YVWuEB+r9oPPggGXjzN3a1+Cm+4AYU6rb7Vuo8fCnthUvb00yGDUih17t2L5nnzUK1yb29fs9ZfNuNgW72JIJMyVUZg/3vq6+Eq6w5CFN16q24L7M7t2+EsLo4I6gcDOhoXtornngPg63bqqq5GwyT1oGtA3Sef+srX0gJPWxvcjdojV7etWh3yUaWiflAw6GrtjUiJlqVLIaXUrNfGytvWplvXCG7Xv98aJ07sbrEppeYLWG9HB6pffx35l1xqWAbVuq3ikfPg6X+AIy9fMw+eMvgZeMlX9eLwsJn8v7sQEUEf1WCxYh5XdTXyLrscXYoWoQXXXoeCq69RfdESUb5Uf7FnMxv6BlDUbHowUtO+PrphRNWSFWYcrzekOX+ytSmHNDfK62Syslv95luxFCkl2TnyjF30mqzWvP227y2+hYf9plmzdUcaSwS1pr6tixfH/NDYEOVIHl3KhJox6MqxkCMG5oYktvLwEVKWGLrRApF5XKJh1AU4FmqtSIzEMnS4UT4So1HorG8wtoqi2cTNIUxcR9o13hgHujZprNjU5pWBtPKnntaZM/V06AxFbSWorKdliaIlmcHxUfroo2gLz+MVR3qtSYM03rCbaYXQNG2apRc0Wi2lEqVh4sSolvN2dKDq9TdsLo025XGrVvfzKo4zM61Y2pYtR9vSZaqfFd/6j+C/e//yFxZKaZ67sRFVr4wIaTHqVNwL6z7vHuE32vt+7Ucf4dgHte8/rYu66zF5519ger2BFuZH/uH0kOkdOnk7lbytrWhdvRo/veCCiBcWjv370TJnLo5+4H70/vFPgtOl1wtPUxP6HH10yPwtS5YGB9cI6Ny1C0f064euQ4fg7ewMCV6ZUXr/Azh5h3oybq/DgYOn9cdvvxqDH4cFo5VBE09HB2RHBypHjMRv3nwDvX/2s5B521ZEplgIz4NU8dxz+J+vTAQhletdtx4/PudsX145xX1S2TXY9z06UaATzG2eNRuu4mIU334Hfr9uLVoWLwm+kPYozj93fT36HHNM5Ap6WAskBpCSSCvKmkyp+JAeF3FqjRIrvVGmKJRdFf9YaDW1DWizkJMI0G+B1VPVjRply3qsVkirVd6SZ5QUvQbGQ/2XXya7CKGiaE0TC73v3zR5Co5OdDLVDFT+hKL7sEEAKZHBI7Ms5WIMl2bXkuo33oxqOc0BJ5Kk4tnnrC0QFoTW6lrpaWyKskTamucvgGPvHrQuUw9gRUPrHl2tkg8vFsruluH5RK0oe+hhnLQxMuAUSG3RNHkKjn3ooeD0g6ecCgA4cd5cHHnSSfA0NcFVXRN6rfErGnIrjvj979F1KLrAm+zoQL3GS75AXbv82efwk/P/Fpzuqq6GU5FrrODKq4Jd9g+ddTb++z/GI0q2zAnNa+Zpbraca7b0vvvwkwsuwG+/GB3MgSVdLjT9ENoy2VVeHjGaeNvqNb7vkZcf7OUQSM8RHD0WCAkOuUpL0eeYY3wvkJV5xBhAooQxM8QgEaWsvBRqyUZEZJW3rU175DTqOXpY94t4aAzryh5vrQu1c/LVaSTHT5bKF1+0/QV1u0brn4YoErWb5Yyli5mU6Dqk3frY63AoRmHsVv3Gmzj2oQdRcseduquPNngUUPPue7qfS4cDLXO7u5OWPxza7Tw832M0yeYBoHWx9Z4wbatXo+o/rwVbmKmlS+hS6crcsnAhoHIe1Xz0UcgIj8qBQgI9D4r/eXtoknePB87iYvT57/9GryOOsPwd0o1IlazhQojLAXwMoDeAr6WUun1wBg4cKLM0hoxOF83z5qHiuaHJLgYRERERERGlEHHUUZZG64xfQUTc8y/2PvZYeOoiR5dOJf8zcSJklwOlYaN//m71KuRfcCH6/OpXOGnN6uQULg6EENullAPDp6dECyQhRG8AowBcAqAMwDYhxFwpZXKzycabwXCnRERERERE1POkRPAISMjgHakePAKAkjvuUJ2ef8GFAHyjD3qdTvQ6/PBEFivhUiWCcRaAPCllgZTSCWAKgMEGy6Q90Tsl4ndEREREREREFIPw1kmZKFUiGMcDUGYPLgNwdvhMQoj7AQR+lTYhRE74POnm1336nHF07z7G4wPGkYT0CoheYdOk0BqWw3h9US8LAF5Ib6+w8iRjHfEU6z5S44X09ILo7f+36ve3sl071mGWF9IDQOj9ZhIhI37aXp4GjxtHM6hrmdbvko7icWz71hv7Pkqn/RzrflSei/H6TVKdF9IrAITfm6lnSJXjPtXui9KfuhaADNR3iDJdqp2HZKCoCPsnTlAf1i79/B+1iWl1NEopxwCwNr5fihNCZFW4XBF9C4kosXguEqUGnotEqYHnIlHy8TykVJMqb7bKAfxW8Xdf/zQiIiIiIiIiIkqyVAkgbQNwkhDiRCHE4QCGAJib5DIRERERERERERFSpAublNIthHgUwBIAvQF8I6Xcn+RiJUpGdckjSmM8F4lSA89FotTAc5Eo+XgeUkoRMgHD8hERERERERERUfpKlS5sRERERERERESUohhAIiIiIiIiIiIiXQwgERERERERERGRLgaQiIiIiIiIiIhIFwNIRERERERERESkiwEkIiIiIiIiIiLSxQASERERERERERHpYgCJiIiIiIiIiIh0MYBERERERERERES6GEAiIiIiIiIiIiJdDCAREREREREREZEuBpCIiIiIiIiIiEgXA0hERERERERERKTLVABJCPGUEGK/EGKfEGKyEOJIIcSJQogtQog8IcRUIcTh/nmP8P+d5//8BMV6hvmn5wghLlNMv9w/LU8I8YLt35KIiIiIiIiIiKJmGEASQhwP4HEAA6WUpwHoDWAIgLcBfCil/H8AGgHc61/kXgCN/ukf+ueDEOIU/3KnArgcwOdCiN5CiN4ARgG4AsApAG71z0tERERERERERCnAbBe2PgCOEkL0AfAjAJUALgIw3f/5BADX+v892P83/J9fLIQQ/ulTpJRdUspCAHkAzvL/P09KWSCldAKY4p+XiIiIiIiIiIhSQB+jGaSU5UKI9wCUAOgEsBTAdgBNUkq3f7YyAMf7/308gFL/sm4hRDOAY/zTNytWrVymNGz62WplEULcD+B+APjxj3985sknn2xUfCIiIiIiIiIiMmn79u11UsrjwqcbBpCEEL+Er0XQiQCaAEyDrwtawkkpxwAYAwADBw6UWVlZySgGEREREREREVFGEkIUq00304Xt7wAKpZS1UkoXgJkA/gLgF/4ubQDQF0C5/9/lAH7r32gfAD8HUK+cHraM1nQiIiIiIiIiIkoBZgJIJQDOEUL8yJ/L6GIABwCsAnCjf547Aczx/3uu/2/4P18ppZT+6UP8o7SdCOAkAFsBbANwkn9Ut8PhS7Q9N/avRkREREREREREdjAMIEkpt8CXDHsHgL3+ZcYAeB7A00KIPPhyHI31LzIWwDH+6U8DeMG/nv0AfoAv+LQYwCNSSo8/j9KjAJYAyAbwg39eIiIiopTjaHdh9gc70NbYleyiEBERESWM8DUOSj/MgURERETJsGt5CTZMz8OPfnY47n7nvGQXh4iIKITL5UJZWRkcDkeyi0Ip7sgjj0Tfvn1x2GGHhUwXQmyXUg4Mn98wiTYRERERRepocSa7CERERBHKysrw05/+FCeccAJ8WWiIIkkpUV9fj7KyMpx44ommljGTA4mIiIiIiIiI0oDD4cAxxxzD4BHpEkLgmGOOsdRSjQEkIiIiIiIiogzC4BGZYfU4YQCJiIiIiIiIiIh0MQcSERERERERUYb6Zuh6dNqYt++onx2OeziIRI/EFkhEREREREREGcrO4JHZ9Qkh8M9//jP4t9vtxnHHHYdBgwYBAMaPH49HH30UADBy5Ej86Ec/Qk1NTXD+n/zkJxH/LioqghACL730UvCzuro6HHbYYcF13XXXXZg+fXpIWawsr2bkyJE4/vjjMWDAAJx22mmYO3du8LOPPvoIRx55JJqbmyGlxHnnnYdFixYFP582bRouv/xy0/vkuOOOw4ABA4L/P3DgQLDcn376aXDZRx99FOPHj8cjjzyCAQMG4JRTTsFRRx0VXG769OnYvHkzzj77bAwYMAD9+vXDyJEjNb+jWQwgEREREREREZFtfvzjH2Pfvn3o7OwEACxbtgzHH3+85vzHHnss3n//fcP1nnjiiViwYEHw72nTpuHUU081Xa5ol3/qqaewa9cuTJs2Dffccw+8Xi8AYPLkyfjTn/6EmTNnQgiBL774Ak8//TQcDgfa2trw4osvYtSoUQDM7ZNbbrkFu3btCv7/lFNOAQD813/9Fz7++GM4naHBu1GjRmHXrl1YuHAhfve73wWXu/HGG3HnnXdizJgx2LVrF/bt24ebb77Z9H7SwgASEREREREREdnqyiuvDAZrJk+ejFtvvVVz3nvuuQdTp05FQ0OD7jp/9KMfoV+/fsjKygIATJ061VJgJNbl+/Xrhz59+qCurg75+floa2vDa6+9hsmTJwMATjvtNFx99dV4++238eqrr+KOO+7A7373u+DyVvaJ0nHHHYeLL74YEyZMMF3Wmpoa/PrXvwYA9O7dOxiMigUDSERERERERERkqyFDhmDKlClwOBzYs2cPzj77bM15f/KTn+Cee+7Bxx9/bHq9paWl6N27N37zm99EVa5olt+yZQt69eqF4447DlOmTMGQIUPw17/+FTk5OaiurgYAjBgxAt9//z0WLVqEoUOHqm5ba59MnTo1pAtboLUSADz//PN477334PF4TJX1qaeewv/+7//iuuuuw5dffgmHw2H6e2phAImIiIiIiIiIbHX66aejqKgIkydPxpVXXmk4/+OPP44JEyagtbVVd77LL78cy5Ytw5QpU3DLLbeEfKY2LH34NL3ltXz44YcYMGAAnn32WUydOhVCCEyePBlDhgxBr169cMMNN2DatGkAfF3VbrnlFtx+++044ogjQtZjtE/Cu7AdddRRwc/+7//9vzj77LPx/fffmyrzK6+8gqysLFx66aX4/vvvg7mYYsFR2IiIiIiIiIjIdtdccw2effZZrF69GvX19brz/uIXv8A//vGPYM4gLYcffjjOPPNMvP/++zhw4EBIUutjjjkGjY2Nwb8bGhpw7LHHml5ey1NPPYVnn302+PfevXuRm5uLSy65BADgdDpx4oknBpNx9+rVC716qbfXsbJPwr344ou48cYbcf7555ua/3e/+x0eeugh3HfffTjuuONQX1+PY445xtI2ldgCiYiIiIiIiChDHfWzw5O2vnvuuQcjRoxA//79Tc3/9NNP48svv4Tb7dad75lnnsHbb7+No48+OmT6BRdcgKlTpwaTTY8fPx4XXnih6eXNmjx5MkaOHImioiIUFRWhoqICFRUVKC4uNlzW6j5ROvnkk3HKKadg3rx5hvMuWLAAUkoAQG5uLnr37o1f/OIXlrepxBZIRERERERERBnqnnfOS9q2+/bti8cff9z0/Mceeyyuu+46fPjhh7rznXrqqaqjpw0aNAjbt2/HmWeeid69e+N3v/sdvvjiC9PLmzVlyhQsXLgwZNp1112HKVOm4Pnnn9ddVm+fTJ06FevXrw/+/fnnn0fkaBo+fDj++Mc/GpZx0qRJeOqpp/CjH/0Iffr0wXfffYfevXsbLqdHBCJS6WbgwIEykDmdiIiIKFF2LS/Bhul5AIBHvrgoyaUhIiIKlZ2djX79+iW7GJQm1I4XIcR2KeXA8HnZhY2IiIiIiIiIiHSxCxsRERERERER9Wivv/56cCS1gJtuugnDhw9PUolSDwNIRERERERERBlESqk6pD1pGz58eI8LFllNacQubEREREREREQZ4sgjj0R9fb3l4AD1LFJK1NfX48gjjzS9jKkWSEKIXwD4GsBpACSAewDkAJgK4AQARQBullI2Cl+Y82MAVwLoAHCXlHKHfz13AnjJv9rXpJQT/NPPBDAewFEAFgJ4QvJoJyIiIiIiSii30wMIoM9hsY3WRMnTt29flJWVoba2NtlFoRR35JFHom/fvqbnN9uF7WMAi6WUNwohDgfwIwAvAlghpXxLCPECgBcAPA/gCgAn+f9/NoDRAM4WQhwNYASAgfAFobYLIeZKKRv989wHYAt8AaTLASwy/S2IiIiIiIgoZl8+vga9+/TCg59dkOyiUJQOO+wwnHjiickuBmUgwy5sQoifA/gbgLEAIKV0SimbAAwGMME/2wQA1/r/PRjAROmzGcAvhBC/BnAZgGVSygZ/0GgZgMv9n/1MSrnZ3+poomJdRERERERElEAetzfZRSCiFGQmB9KJAGoBjBNC7BRCfC2E+DGAX0kpK/3zVAH4lf/fxwMoVSxf5p+mN71MZXoEIcT9QogsIUQWm+MRERERERERESWGmQBSHwBnABgtpfwjgHb4uqsF+VsOxT1nkZRyjJRyoJRy4HHHHRfvzREREREREREREcwFkMoAlEkpt/j/ng5fQKna3/0M/v/W+D8vB/BbxfJ9/dP0pvdVmU5ERERERERERCnAMIAkpawCUCqE+F//pIsBHAAwF8Cd/ml3Apjj//dcAHcIn3MANPu7ui0BcKkQ4pdCiF8CuBTAEv9nLUKIc/wjuN2hWBcRERERERERESWZ2VHYHgPwnX8EtgIAd8MXfPpBCHEvgGIAN/vnXQjgSgB5ADr880JK2SCE+A+Abf75XpVSNvj//TCA8QCOgm/0NY7ARkREREQZa+KLG/GHv/8Wf7jot8YzExERpQBTASQp5S4AA1U+ulhlXgngEY31fAPgG5XpWQBOM1MWIiIiIqJ019rgwPofchlAIiKitGEmBxIREREREREREfVgDCAREREREREREZEuBpCIiIiIiIiIiEgXA0hERERERERERKSLASQiIiIiogTyjTlDRESUXhhAIiIiIiIiIiIiXQwgEREREcVBfXkbNs3KY2sTisRDgoiI0lCfZBeAiIiIKBPNen8Hujrc+Pl//Qin/OU3yS4OERERUUzYAomIiIgoDqTX18yktrg1ySUhIiIiih0DSERERERECcQebJQO2P2WiMIxgERERERERERERLoYQCIiIiIiIiIiIl0MIBERERERJRK7BlE64GFKRGEYQCIiIiIiIiIiIl0MIBERERERJRAbdhARUTpiAImIiIiIKI1JKeF0uJNdDMowDHQSUTgGkIiIiIiI0tjuFaX46sm1qC1rjWr5urJW1BS32FwqIiLKNAwgERERERElks1NOwp21QIAVn+bE9XyU1/bhmlvZsHrZZsTUmCydyIKYzqAJIToLYTYKYSY7//7RCHEFiFEnhBiqhDicP/0I/x/5/k/P0GxjmH+6TlCiMsU0y/3T8sTQrxg4/cjIiIiIuoRvB5vbMu7Y1ueiIgym5UWSE8AyFb8/TaAD6WU/w9AI4B7/dPvBdDon/6hfz4IIU4BMATAqQAuB/C5PyjVG8AoAFcAOAXArf55iYiIiIiIiIgoBZgKIAkh+gK4CsDX/r8FgIsATPfPMgHAtf5/D/b/Df/nF/vnHwxgipSyS0pZCCAPwFn+/+dJKQuklE4AU/zzEhERERFlHvYMojTAw5SIwpltgfQRgKEAAu1ajwHQJKUMDPdQBuB4/7+PB1AKAP7Pm/3zB6eHLaM1PYIQ4n4hRJYQIqu2ttZk0YmIiIiIiIiIKBaGASQhxCAANVLK7Qkojy4p5Rgp5UAp5cDjjjsu2cWhGHncXnz+0ErsWVVqPDMRERFRhpBs20FERGnITAukvwC4RghRBF/3sosAfAzgF0KIPv55+gIo9/+7HMBvAcD/+c8B1Cunhy2jNZ0yXFeHG1IC66bmJrsoRERERESkxDgnEYUxDCBJKYdJKftKKU+ALwn2SinlbQBWAbjRP9udAOb4/z3X/zf8n6+UUkr/9CH+UdpOBHASgK0AtgE4yT+q2+H+bcy15dsREREREREREVHM+hjPoul5AFOEEK8B2AlgrH/6WACThBB5ABrgCwhBSrlfCPEDgAMA3AAekVJ6AEAI8SiAJQB6A/hGSrk/hnIRERERpQ6+xadwPCaIiCgNWQogSSlXA1jt/3cBfCOohc/jAHCTxvKvA3hdZfpCAAutlIWIiIiIiIjihIFOIgpjdhQ2IiIiIooCn8EoXfBYJSIiPQwgERERERElEAM1lA44WiARhWMAiYiIiIiIGNkiIiJdDCARERERxRWfyomIiCj9MYBERERERBll1vs7MPbZdckuhrYUjSlKmaIFo+Tg4UBEYRhAIkqi5trOZBeBiIgo41TkNsHR5kJ7c1eyi0JERJQxGEAiSpLSgw349uVNyFpUmOyiEBERZSSvJzWbULClDxERpSMGkIiSpKG8HQCwZQ4DSEREGY2xAqKM0tbYBenN/BM7878hEVnFABJRsohkF4AoMSpyG1Ff3pbsYhARkRFGDAy11HViwrANWP1dTrKLQkSUcAwgkWmuLg9qiluSXYyMIRhAoh5i1vs7MeU/W5NdDCIiopi1N/nyah3YUJHkkhARJR4DSGTasm/2Y9qbWaguYhDJHj03glRT3IKshey6R0RElErYAEmf0+FGXVkPalHLA4KIwjCARKZVF/oCR7tXlSa5JJTupr2ZhS1zC1F2sCHZRckI7c1daKhsT3YxDK2begiuLk+yi0FERBSVJWP2Ye2UQ8kuBhFR0jCARJQk7MIG1Jb2oLd4cTRx2EZM/veWlA/O7FlVhlnvbU92MYgSzu6X+I52FxZ9uReOdpfNa6aESdWWHRwdTldFXlOyi5BQHC0wdXg9XrTUdya7GEQMIBERpTuvfySY2pLWJJfEGIOGRLHbs6oMBTtrMf3trGQXhahn4ds/SpINM/Iwafgm1JWlfl2PMhsDSJSW6svbMPbZdWhtYCSeKIj1WqIepbmG98B0lartOtjgRB9vs5QspQd8aR82zcxPckmop2MAidLS7hWlcLS5sGDUnmQXJWp8icWm0bbj7iQiIoof1t2IqIdjAImSJpbgQWDJtsYuewqTDIwgERH1DAzuEmUE1tyIqKczDCAJIX4rhFglhDgghNgvhHjCP/1oIcQyIUSu/7+/9E8XQohPhBB5Qog9QogzFOu60z9/rhDiTsX0M4UQe/3LfCIEn6yJegQ+VBERUU+k8xKtpa4T09/JQmebM4EFIlP4iEJEPZyZFkhuAM9IKU8BcA6AR4QQpwB4AcAKKeVJAFb4/waAKwCc5P///QBGA76AE4ARAM4GcBaAEYGgk3+e+xTLXR77V6NMxtt3ZmD8iCg9ZS0sRM6WqmQXgygjbV9UhOqCFsz7ZHfiN84bMynxeCCiMIYBJCllpZRyh//frQCyARwPYDCACf7ZJgC41v/vwQAmSp/NAH4hhPg1gMsALJNSNkgpGwEsA3C5/7OfSSk3S1+fpomKdRFlLL7EAismRGlqy9xCLB93INnFIMpM/gpCc01HwjctbbgxSykx450s5GZV21Ci1MK6GyVae3MXcjZXJrsYREGWciAJIU4A8EcAWwD8SkoZOJqrAPzK/+/jAZQqFivzT9ObXqYynTLIpll5GPXgSri6PN0TGTzo8eyoqBJRfDjaXagt4XDBRPGgmwYyzYMUXq9EVUELln69P9lFIUp78z7ZjeXjs9HR4uvSyvFnKNlMB5CEED8BMAPAk1LKFuVn/pZDcT+chRD3CyGyhBBZtbW18d5cynO0u4IXk1S3a4UvdrhzaXGSS0LJ1lDR3v0Hb4L2SvOHjmQ7uKkyI9+YR2vW+zvwwxvb0N6UxoMVEKWBlrrOkL+TeinnfZkUeDgkX3uz7x7sdnqTXBIiH1MBJCHEYfAFj76TUs70T672dz+D/781/unlAH6rWLyvf5re9L4q0yNIKcdIKQdKKQced9xxZoqeVjxuL1obHKbnH/f8eowbuh5eb2Iu73ZsRdkCqadH0HtqrvjtS4qSXQQiVSsmZPONuUIg2MugGlF8ff/vLaET0r1+kMn1uzT/aYiIYmVmFDYBYCyAbCnlB4qP5gIIjKR2J4A5iul3+EdjOwdAs7+r2xIAlwohfulPnn0pgCX+z1qEEOf4t3WHYl09ysqJ2Zj44ka0NZoLInndvjt0S22nwZz2aqqy3idfBO+4mX3n/eKx1Vj05V5zM2f2rjClpwcRSd/6abnYPDs/2cUgsgEvdqTN4wptWZDM6oEt9+UMPtwFK2+UZOkeX6b0Z6YF0l8A3A7gIiHELv//rwTwFoBLhBC5AP7u/xsAFgIoAJAH4CsADwOAlLIBwH8AbPP//1X/NPjn+dq/TD6ARTZ8t7RTtKcOALB9UWp28wpcr2qLY8mJoawkZV4Nw+PyomAnu1eal3nHANln94pSbF+cmtdDykzF++tReqDBeEaieIrhATEVurlkdH7DnvbwnqQ3fQ2V7XA5PcYzEpng6vJg24JCeDzJvz5mgj5GM0gp10P7cnmxyvwSwCMa6/oGwDcq07MAnGZUFko/9eVtqMhtUv3M6j0pb3sNjvxxH/Q9+ejYC0bJIzX+TZY5He4e2xWSKB7mf+obNv2RLy5Kckko4+nc/2K5qjdVJ37ktggZfG/nLTf+3E4PJv97C4797U9wy/Czkl0cygBZCwuxY0kJaopbcNXDf0h2cdKeYQCJKBZTXtsKSKBXH98dN5YXGUu+2gfAV7HPhLoJKyHswharr55ci959LA2mSURJwGsdWZLmFQQe7pkjGdcur8e30brStsRvnDKSq8vX8qjsYGOSS5IZ+OSRglK16W9UpfIvJP0tBlmJVkrvCiKlBo+7uzkujygiolAyHSseiot5U3UHdixJXFdeW/ZXGu5ySiGszOhKx0saZRYGkFJEwa5aOB3s60s9gKJikJYVe4pQVdCcUb9lJn0XO6Ti/ti3thydrc64rT8Vv3Mm8Xi8cLS7kl2MpNJ7Wah8fp71wQ5smpWPQ9vSZzTEjD5/0rx1WKpob+7CqAdXonhffbKLEheuLk9Ecvy87TXo6ujZ171EKdlfj1EPrkR7U1eyi5KRGEBKAR0tTiz6onvkLiGt3ZwObatOyM1aWSqr2wssq1wskRWMurI2FO2ti9v6WxscGPXgSkvL9Ng6SAbXK3uigl21mPHOdqyflpvsotiHx2hKa6hox5rvczD5P1vjtxEeA3G17Ov9GPvMusQkyU3H31JRP3B3+fZRpUY+SYqfgp21KDsYmlS/p1bd7BbIjzp/1O7kFiROxjyxBpNe2RT8u7m2E0u+2oepr29LYqnMqS1tRXtzegdediwtAQAsH38gySXJTAwgpQBlFxTAel1n2/xCrJ1yyL4CmRFthSxJFbmpr23FglF70NESnzfW+9aUWV+ItRAU7alDfTn7uKez5ppOAMCelVGcAyYl+m12Oj5vxlWK7ZDAKCqdcbqeA6nTgmL9D7kY+8zalCmPXfL9o5XuW1Oe5JIkkW4S7TSvIGTI4broy72Y89Gu0Ilp/tOkXOs/tWMlQ46f9sbuIIzb5QsEt9Y7Ylhj945ZMTEbox5cGZd7ww+vb8PE4RsBAN40H7UsXs99PR0DSCkomhxIedtr4lASbVYvWFLlX8m4QcRrdJIdS0osL5PmdRBb1JW2YUo8WxFQVGa9vwNfPr7a3MxRHsj15W0Y/cgqNFa3G8+c4GtFpj2sxyrV9kYiRh5Mle+8e2UpHO1ulB9qSnZRLOlocZpqXZSIcy0tT2dlV+9Eb5spkFQ1VrXD6XAnuxiQXhnTQ/GysQls/adH5yDhPVifEMDBjZUAELcugF63ROHuWox+ZHVEKzwiBpBSUmpeOGMbfV2G/MeKmuIWVBe1WF9QRVNNO9ZPz7Xl5lSR24jpb2cF3ypQ4mUtLELOlqpkFyPjVOQ2we30oqWu03jmKE+lAxsq4PXI4LDpcdhE9KLc4KFtVSjcE7+usmZ1dbjQUGEiMJemEtL9N8Vuw87O5D+4WjFu6HpMeXVLsouRvtL9DVOKBAAqcpsw77NdwVaLsfh+5BZM+c/WpP80WYuKMG7oetSWtEa1fP4Oi63/kvBTpsjhkxbczvi1ECry12eWfWNvNzApJTbPzjdXx6SUxABSCggPZqjlQMrbXgNXlz2BCqfDjU2z8yO6zlli9eJuED/Su4hMezML09/KsrhBdeum5mL38lJk+yP34RxtLtNvZVZOPIjqwhZsnlMQXWF6aBIksxUDKSW2zi/U7Ye9ZW4Blo9j/+Z4CQylGw+BLhrtzSbepCa6Nunf3NTXt+LLx1abXmzZ2ANY+Pme+JTJghnvbMfkV7fA0WZTN4UUq8wnpAWS3cdciu3DRGipM+6qkZiWBqm58/W+ejBvpOLfifoatgzCliK7fMlX+1CyrwE7o2glrqa13pHQulvWwiLkbA6trwYe6tdNjS11RdJb+fTMKnBMkvWL2f2ivKm6A9sXF+P7kXzJkK4YQEoFUvdP1Ja0YslX+zDjHXuCKNsXFWHH4mIssPigE3Ktt7mCUVeamDw4gQcPrTc3Y59dh+9e2WxpnfHqFpcoLqcHK8YfiOuIRtGoLmrBtvmFmPxv3mAykoW7T6IrTYFuxHWlbXC7vGmXTLKxyndNyt9pV9fmFHkaDOiBLZAyVVtjF9ZOPRTXh9lkPydHRSVIEU16g6RJsaI2mOkqnYK2zC3A8vHZIdOkwQtZs+J5zs18bzsWfblXf6Y06MJWvL8eW+ZG+ZI4HgK/fWrsnqgFyh9TQwbTG4v/JnoiBpBSgNcbenQrKwlOhxuV+U0AgPpy6zfAlvpOrJ16KGQbgeaOFTGM6BF1DiTFYso+3FoVI7XtFMXS31fobw9A2g75WJHbGNWQqDmbKnFwcxWmvp6YXERmX95Jf+uXro74dt2oL29jM9oksNSKJNE5HMOD+umdQzJmqVb/SkQDgGRV0FdOzMa6HxI8KIZNWhsclrvV7F9Tjr2ryjDm8TVpMVqOlBKHtlbBHef8McltnBH7wZ9WwS4TlHVRu64/bY1d2L/OehL5QFkS1RAqmt+yMq8ZBf5E+VFuNCXM/3Q3shYWoabYnjQa8RDPYFv+rhh+Qx12HLtb5hakVnCvh2EAKQVIb/jTSvc/F4/Zh3VTox8ee8X4bOxdVYZ1MYzS1t7UhZb60Adsy5crlTcmM9/dbrjYtvmFEdNKDkQfQLKrKfiOpcVorjUOOuj1u7d6Aa3Ia0JVQbPm54HA0ZKv91lbsV97U2q1QEpU7WjKf7Zi0kubjGck0+rK2iIC4+Gs/LqJfhhJkbpr6rB5h7idHqyYcCDqRLBp2YVNR9bCQsz+cCcAIHtjZVxHNLSLlBJb5haEtMCd+OJG/PDGNnSp5Gta8vU+3Xu+2+VFzuY45bOz8aeszGvCsm8OYOZ7O+xbqRplHzao/DvVpVNZzbD4faSUqC3VD6bO/2w3Vn+Xg9wsa8d94IVGzFfBKH4jKaUt+aSMtxP3TVhipjtuQqjsl5riFrQ1xufFd1e771ru7NQOmHe2Oi2P6mfHPTxrYRGyFhaZ2FjY3yl2bKUrBpBSgN6DVmW+dsDAjEAluLqoez17VvkqpxGBKw3jX9iAScM3hZ5z0Z6A/vLsWFIcMllryNpDW6sjpu1dWQZ3tPmg/BetWG9Om2bmG85TdrABXzyyGoV7NCL4Fq+fs97bgRnvaFfAA9/J6pvRRN6oc7OqTbfwsnJ/CQ9wUvQObVNUZqO4x9eVtWLqa1uNWxNYiyAllNlrY7J5vTLuLSHCdbY5Vc83KaXpxN25WdU4uKkKU1/rOSMw6h1RW+YWojynEfXlienKbYeOFieyFhbh+39HdvmuL4v8HnlZNajMb44ILiXrQbGhot1UALMyvxmtDd0PjysnHgSg3Q3eLmr3Pyu7KpYAaLxzILldHqydcii1hpI34FV+obDfRu283b+uAj+8vg17V5dqrrOjxVcXKt5r7aVo8LeN8SHc9M+smHHbgiJ88cjquHfrTpUubKlGba/sWlaK70Yk7yXoN8+tx9hn1llaRvSy7yUQj5XkYAApBYR3j1CeVqa7+2icQL16aQdMLCfIVawk2hNWeiV2Li3BplnGARg9NVFW3gL7MxEXnNLsRgC+xLqqZYlbI/XUzEzocXmx9Ov9cRmOetLwTZqBKa/Hi6K9yR8ZK1VUFTTrBh1yNkXfCsDR6cLU17YBAHJVgr9KVt5A2X22Zm+sxLYFka0b7ZKoCs3iL/fiy8fXxP2NsPLrTHhhIyYNj6ys7l9bjsmvbkH2xgrD9QV+e7MtkKSUIa0vM3Xo966O9HmgDlDv3qm986SFekddWastD6pqx8vkV7dgwrANqvPvXlGKXct9SZdnvrsdk4ZvDH5mpuVxtOVyOtyKcznWCJL5Mvzw5jYc3Kw+sEg85Gyuwt7VZZj25jbd+SpyGzH/s90JafFiSFGE8LqbWqvvOn8QVa+uG/z5LQaCgvGjGJ/g1AbsMXJgve/6vml2bHV4slcsI7HN/2w3xj5rLQCUShg/Sg4GkFJA+Ntu5ZuOXiajtIFmhhHi1dQ/7IT1eLyY8+FOVOQ16S7WUNmOjTPzYt68N9rEa8EAUujkjhan7ZWUwM3d5fTY+mBg3DrC+GoqpbSUvK6+vA3VhbH1AffG+Sq/fXGx6vTvR27BglF7sHVegekR9qLVXNuREsO4a2mp78SMd7Zjzse74rL+2mILgV0LlyY7WwRJKbFyYja2ztMZ4S+KzXlcivNJY3m3y2PrdaZwt+9Yy8uyK1m2Ma3rRo3/t98w3fj6bvXt47415ZjxzvZgy9WE5KSKw/XK4/Ia5NKIz/3a4/Zi+bgDweBHU3UHnI7YcstF3QXBwmJTX9uGiS9uNJ4xzNrJORj3/HrD+bReoq2flosN0/OC1x0pgVEPrtTtQq7F7fRg06x8Uy0Fv3pyLaYEBo1Q7Cenw/p9S+/oLT3QEBy9VErfdXtFWKLmWOkFeQP71ahb0OIx+1C8rx67ltowglqMp7PXq33RiXq0yygbEjVWqrf0bKruwNKx+03fY2LpGh5yv4sHBgX02XirKN5XD0ebK8G5QPV/4K+eWmt6lMF0aTGeaRhASgF6Xdhi7SfaK4ZfuHBPHcY8sUb1s/YWJ0Y9uBKFu33ds1pqO1GW04hZ7+2A2+lBY5X6DU7r7V1Hi9NSV4zwysnBTZUhzcy1BPanUCzfWNWOcUPXY7LNw0kGH5KkL89O5Azd/3Q63KivCG0GXVvSqnpBVwvEeFxeRYDH+JhZPy0XXzy6GnVlrSH7zdnpVq18TPnPVkx/O8tSpaGjxRnykGLlzTOAkK+xdsohw5uEVoU1cMxtW1CEMY+vQYGJpIBSSlQXtVgOmn0/YgsWfr4HTTWxj8y3b225bx92us039Te4XgQCzVU6XWPV9mJnm9Mwp5GJzavOa2aRaHPlhPN6Zcgx7Ox0Y/+6cox9dh28iuM+8psaf/cVE7pbGmodi18+tqb7AdHP0eaK+e2/x61+7bTaUsfj8qKtsQudbc6wZe2poJUeaEBVQXPIvjajwf/AFGg1Fq+cWMqueWq7zu3yGL4k0bPuh0OY9mYWSrIbcGBDBeZ9uit0BsXJEEsrq6yFhRg3dH1wHTmbq5CzpQqTX/Ude9+N2Kx+T7Ig6vJZXMxyS2kAe9eUo6O5+5qRv7M2qsBt+DVv2Tj9brk1xS0R9/HdK0uxY0kx5ny009Q2m2p8x6D6ddFXnoaK9pDBMlTzn+j8PnM/2YWcLVXI31mjel826opaV9YaDCTbMehIzpYqLB6jPWJXg0Z9MloTh2/UbP10YH0FclSuxyH7yaaH91hbUoa3hFoxIRu526qx5vsc1eO9vbkLq749qCiAue2E3goS87Cu3MyklzfFLUhQX96GPau0uxkG5GypsnzfilbJ/nqdOkH89n9CRkTzM3oJ5Ox0B9OtGK6LTZCSggGkFKB3YYy5iar/Kc2pktTSyKZZ+XBp5BqqKfQ9gC4cvTdkOwCwfNwBfD9yC5pVHqI7W9UfhNdMzolIStnR4tQMOAUSPjsdHri6PFgxIRvfjYjMxRAuUErlLg9sw86m6UBo67FABc/j8ao+iC8Zsw9TXt2K1sbuYM4Pb2xTTe6sdrxsmJ4bMqpeZ5sT1UXawY+9/gvz1Ne2Yafi7d5XT63FrHe1k4OqJUfVMm7oenyvCMqZCUAoKStHe1eX4fOHV+EbxUPR7pWhN3219atVbs2M9JOzpQrT38rC9LezkLtdvyuWWhkqwx4yty8uwthn15m+0TXXdmDN9zmY/O8t+Gaor3+5lNKXmDOG3BumHsaUZZS+N+jfPLseS8ZENtPv6nCFfKfwr1dX1qZ57QlcMwKL1Ja2ah5f097Q7+pg1uiHV+G7kaHXidXf5cDR5sL+dd1dr/KyqpGzpbsrn5mfTflApzd/4AExYNm4A1gxPhv716t3/Wqq7kBHixM7lhRr3is0X46bPOUOrK/AqAdXYuHoPZgwbAO+eXZ9aEtRnfWEH9NSAqXZDarzzv1kF2a8sx1rJ0e+WXR1eSLW1VLXiR1LiyO3r/h71IMrUaO41n3z7DpsVRl8wYwpryqCKirfed0PuZj13g7M/2w3GqvVg8QtdZ2arRADrbS2LyzEqkkHUbK/AWU5jcHPlffR8GPI1eWBx+XF9sVFGPXgSs2DrK3RgS1zC9HR4kSRvxyrvvM9NCqDp631sSWF1au36B3/Vu8DdtgypwALR+1Be3MXRj24EgU7tVvsKUfFCr9ehudenP3BjpD77LQ3s0KPIXR3LakqsNiCV60Hm784k1/dgvmf7UZ7cxcqchsxYdgG33miMq+e+vI21RdS8z/brfnSoqWuE1Nf24YFn+9Bwa5ajH9hA7I3+K5d8z7ZhVEProTb5Yk4f2RY8F5p+bgDyN9Ri4rcJnS0OPHVU2tiCtSqkhJOhxvSK9Fa7wiei16PF5tm5QW/76pvD2K5Smss5XEb7Xvdwt21qom1vV5fYuqDmyvRXGvh5ZNGOSoONeGLR1Yjd1tod/T1P+QGu6ABiC6Jtv6mI4x6cGXIvdT0dhTHZUttJ5Z85at/1Je3YdSDK1F+qFFrUUumvr4N66bmGh5vRXvqsHxCNqRXBl9oeT3ekOu3kjIYY6XeDADzPt2NFeOz1Vu2+XdLMmMm9RVtWPXdwaiv5WU5jTHn91XSCkYFz1ONYjod7vi3pMtgDCClgPCTUEjhG+FkXoFqwKWlvtNXgQxTX96G/B2+itGSr/dh1vs7gmdQS53D8onSq3foLUJZFhH2mbLFRb5/6M5V3+ZY2l7gwbhgVy0q85oM+8cDvkrJ9/4HQrXvN3/U7tCE3So5kMw8VLfUdWLp2P3obDXfEkKt9dgXj6zGlFe3YN/acrQ1dAc3AnmB9pqIuEsvUFXYHNK6pz7sjeH3I7dg+ltZaK3vRGVek6/5vf+C3VDZrnvz0Qs86XE7PRGVTmUAZ8Go3abW4/V4UV/ehg0zIkcf7GxxovxQI2pLWrH+h7DPVQ7vqSqBB63zYMY7WWhrcOCLx1Zj5cTuCmTWgiIAviCs2Xwc2xcXB7sr7VlVhs2zC+Boc4W0fqopbkHpAd+D9urvc3xvDf2VDo/b9wM52l3B8u5cWoLPH1qFH97Yht0r9Jv052ZVo6PFielvZ4WMkqS81uzTGD44JH4kZfABqGBXLUY9uBJ1/gqw2+nB10+vC8nxEP5QOfW1rZhikCjZ4/Z16/nh9W2aSZW1unB0tuq3jPK4vREtE5XnnVIgoSngCyotV7Q2MHr76XJ6Qspo5Y1YYLt5KiPxOB1ufDdiM8YNXY9Ns/Ix5qm1qq0NvP7jpTS7AbM/6A4Amy3FzmW+46nkQHfgZ9ey7gCt7nqkL9gfOPednW7M/XgXDuqMqOUOOwfbm7sw5ok1Ed3fFo7ei00z81Gt6PbV1eGKCFAtGL0HgO/a0dnmUh29U0+gpafyhYlaK6e6Ul/rkuJ99TiwLjLg53S4MemlTb5WiOEBJongPlIeHm2KlwbKW4ajzRly7C4fdwBTX9uKzbN9wxar5QFsqu7AhGHdXb6C1+OwczpaOVuqguXVO+/0zpdxQ9drtlCOldcrsWKieleskgMNqPYHcRZ9qT5SaV1ZG1Z/111vCf+O4cdE+aEmTH87S7dMyv09/7PdFlpzGj+iN1S0d+faCRvYw0yLX7fLi3KNB+Dxz6vnhwocU6UHGoLX/tXf+/ZZ4Pox+dUtEXWM9dNz8cVjq+F0uIN1xHB1Za0ozW6As9ODOR/u7K5zqrUGdHpUX6a4nR442lwY9eDKkDx3HrfEV0+uDZY1oHBPHXYsKYm494SfJ3YEPheO3osfXt8WXFfgPDm0tRpTX9uGFeOz8e3Lm9HV6caoB1di/bTIOpCZ8zcQsAhvMRd+XiYqBrHcoOVegNPh1tzP+Ttr4fVKTH3dV6db6L/md39eg9LsBnS0ODHhxQ3BeoqRwD6pzG8ynLc8pxE7lhZj3ND1qCluwbqpuZjz4U5kLSrCuqmHULy/+yXSF4+uDv7bzLOMmg7F80ZEMEllNwXOh3i3yFkyZh8OrKvA1nmh91mz253z4c6QOnZ1UQsObDDOnagl2u/71ZNrMfX1njOQh936JLsAPV1VQTMKwm6mEhKtDY7gg6vSty9v0mwpE2iSfvvr56rmxMjeVInWsNFz2pu78KOfHo7dK0vx8//6EdxOD476yWHoe/LRuvmXeikqN6u/Oxjy9j4gvCk3ABzxoz7o6tCOxrc1dmHRF9pNmbWWCSjYVRtc/uf/dRSaazpDRrgItIYIRKzVAnGAr/tQ4e46uLrcuOy+04ItgSpyG3HXW+eFzFujkvelpa5Ts/XY/2/vvuOkKO8/gH+e640OKggCKvaCii0xiV3zC2o0JmhirIm9Ro0aE3tX7AgCooJKB6lSRHq/g6MecAccx/Xet+/z+2PLbb8tszuze5/368WL29kpz8488zzPfOeZZxoqbb1LfPF112/N9AM4/dL+zs+GNhNmv5uH3gOycftLFwMAUtLcN+aobL5/ZbMzALHwix24/aWLMfXV8B/VM7SbkNU9DYDtYiUjJxW5i4tx+q/6O/PfQ19cgZ2/eHcJDnQHdsyDv6BX/yzc/PT52L6sxK1XlKfcRcU+B+L2bHjUl7dBF+DRJ2mVbnexKg81Y+Y7/h/Tm/VuLhoq23HxTSdixO+HOKfPfi8XhnYzLvnjSc5pTdU6bJhzEN16Z2DD7I6LYtdGwMy3bRce97x/GfassQVzakpacOvzI3xu3zVQs2HOQZx71Qk+56stbcGyiXucn79/eRMuvvFEjPi/IW5dsFd/vx8nnNEbxTtrcc4VgzDz7a2oPtKCnF7pznma6/RIy3SvJqa/uRX3f/o7n/vJ14Wjv54OrneHHPuipU6PtdMPoKlWh1/dcrLb/CajBcnJAknJtry+b1MFVnxTgFMuPhbX3HMmAFt5tmjMThh1Zpx0/jHQt5uwd205TrqgH87+7UCf6XBJkd9vyosaUVvaisM7a3HF305FUnISLBYrlk/cgzN/dzzmf5zvvh98tGeWfbXH7XNzrQ6H8mucQQkpbY/BpWel4rI/DwPg3aXcbLA4B/696+1fOacf2V2L0n31zjGRAiWkqrgZs97JxQ2PnYsex2ShR79M72CHhy3zD8Nqluh/Ug+v7yRsQQFPG2YVYuCpvZDTKx36VlPAV1o7As07VhzFJTediO/+txFtLo8gtbsEbpeM343Sfe4XvY7AfqA73QUbKtCtdzoGntYbALBxbhG2LS3BtfediWVf7cEVfz/NbX6LWTrrh7+/cakt0OknuD7lvxtw6sXHuQXM10zbjz88fK7zc0NVm/NccASIAbjVh/UuY5t8/W/vC3jXXk+u46BIKSGE8HpMqupQE07/1QC3aa7nqEFnRnpmCiwmKxqr29Hz2CwkJQufwQuLyTaOUkpaEh749PKAjyDsWtVxI2TZxN24+p4z3L731cPD1byPt/t9JN1ssuDLx1Zj4Gm9cNOT57l9V1fWin0bwn8c1PMRlaAeWfFxrutajTDpLejeN9Mtrx7ZXYdJz6zDoDN648bHhweXJtcy1WNbth6gvpf75bsCXHvfWQHXbTFasWjMTt/fma3YsuAQLrrhRLfpruNAOcoNz5twzTV6r8Tu/MWWJ+a8n4e6so6863qc104vxBV3nOa1znYfN+6WTNiNI7vqcMnNJ+GC6wZj0ZgdSMtKwZFddc5zyvUCt8rea36vn56enoF5KeHWi97i9gib/7rC0G7CxH+tRWa3VLfpk57tGKQ476fD2LKg2GVj7udzs72Nv2OFdzvKrSdUki3dScnC2S5z+w327KtvNaGm1Ef5G86Ft3T7z6nyUBOSkgWOGdw99HXCVoZNeHINhpzTB394+FyfQYGje+ud5Zfna+WX2IPCl//tVLTWGzDng224/5PfuW/DKvHFIyuRlpGCf370W7fvyvY3ov9JjRhwck9YrRI7fzmKM397vNs87U1G5/XEL5MLnPl48zxbUH/nylI8Mu5Kr3ZQk6PXscvk/BUlGO7Shtu/uRKDz+yDjJyOfONrHzgm+RpLb8ZbW3HSBf1wMK8GD4+9IuIhUDyVFzYiNSPZ2bmgpsQ9DXWlreg7qJvbtMrDTUhOTkK/E7qhvLDR1jvRw6x3bO2//if1QK/jsr1+t67FiIzsVL9jJ3Z2g6++os3v+E4NlaENN7F/c6UzIPrAJ79DSnpySMsnEs0EkIQQ1wP4BEAygIlSyndUTlJM+Hot+76NlcjpneFz/mAesyrK890921fQwt9dJgDoPSDb73eujw/5Ch4BvgcW7OxNAf7eihIs1+BTU7X3vnI03Au3VGH4VYP8rsd1X7nuo7ZGo1fAz1eQIthHzzrSZdsvBesrkNktDQNO7un8btfKUreeSQe22h6pqi9vQ315G3oel4WSPR135F2343qRb2gz+x9s3cOMt7fixseGI39FidvFwA9+xolybeiU7W9w60kw5sFf8ODnv/O1mJuGinbMfjev0zzu7y1u+jYTrFaJNdMO4JzLB2LB5/k+57NaJBaP3YnywkavYKavsXYM7Wa01OudFc3meYdQV9qKi288ESJJOANjnj2iSvfVIzPHvVGnbzOjMLfK7fh+/WzHxXdVcTOmvbEFp/+qPwKxWqTP4Oec973LEwDYPP8Q+g3u5hX0WfDpDjRWtSMzJ80ZCHVtSC/8bAdufvp8r/WNf9z32GhNIQzC6K/t6nju3fPVxuMfX42cXulobTDg1386GevtgbkDm6ucAaRN8w4578K59jw8mFeDg3ned70dFxUAkLu42G9aXQeY3behAr+97RTk9ErHwe01Pu+m//JtAS74/RD0HZiDvCXFaKnTo3Brx6OQFUWNWDP9gDN4BNjyWdl+WwCkd/9sNFS1I3+5/0Dq6qkdZZTr+e/KsY+riptRV9qKQWf0djbWFnwWXI9AB3/7p2y/723rWk347n8b8ODnV+Cb59f7HV/B0G5yC3x96SNvOR5ZtlqkV/AIsF0oGXVmt/N5zIO/4KExlyMpOQl715dj5RTbY1yPjLsSWxcdxraltn3rCOytmeb+WN201zvKuin/3YgzLnMPxLhqrtVj66JiDDmnr3Pa0YIGTH9ri7Nnmut4aq6BqPUuvQwcaQyG6wDECz7Lxw2PDfcqz/asq8CFHgGAom0d7YOJT63BQ2Mux+qp+1FgD7ycc+VA/OYvpwCwXWzvXlOGW/59vrPudNThrvXM/s2VGDCsp/PzofyO41mYWw2jx6NfnjeyXEmr9zHWtRqxdMJulO1vdE4r3deAjXOLcPFNJyEpSTgDguEq29+AUo/HYgLdgHB1ZHctBp/VcewnPWMr08++YqDPcfSO7q1H3pJinHqx73K+bH8DCnNt5YVrmV3h8QbNpRPcg9IVRR3lWeHWahRu/QVX3X06uvfNxLalR3Dmb47H4DN7O+cxGQO3B7YuKsYxg7sju2c6LGYrMnJSsXa6d68YwPuC1rUnnGsgxjV4BMBrkPQ81x7jdqUFDWiu1WH/5kqc+ZvjsWdtmbN+2DT3IDYF8VZfRxniqmBDuVsd7bpvrRarW4/MyS6/x/OxbKPegvZmI7K6p+G7/9l6xDt6T5kMVuxeU+bWg9/xhl5/PHv/A7bgY+5PxRj56DnOae3NJmeb+Y9Pnee88HZte7c1GrBwzA7UHm11O0dtabOgrcmA/OUlOPWS49B3YDdYLVbMfi8P2S43ktbPKkTv/tm44PdDvJ8mlhIbZhch/2dbG/CRcVf6LOsdQW5Xro8x7bO//bV4Zx3qy9uc47W58lxvc60OVYebMezCY73mcfQmNerNqCttRf+Te+KLh1fapunMKC9sdLvGObq3Hkf31uORcVdi5y9HsX5WkVud7bpNwP9jaYZ2k8+nGtbNLMTgs/s4P6+fWYRjh/Rw3rD7+eu9yOqRhnve7bhBPe21LRBJAvd+cJnX+vwNDeBo5xzZXYchZ3eUSVarxIHNlTjl4uPcOge49rqd/sZWJCULv0OXzB3tMcxIk/s55egdNuq/F6J730wY2s2Y/a6tTXrv+5d5Le+pvrzNHkDqmHZ4Rw0Wj92Fs347AL/762ko2VOHysPNuGjkUOc8vtqSh7bXuNUjU/67ESee1y/g9n2xWqzYPP8QzrlyELJ7pLtd62z/+Qgu/MOJAZZObEILg08JIZIBHABwDYBSAFsB3C6l9NvvccSIETI3N3DXYa0z6s2Y8OQatZNBRBRTWd3TFBsYW8vOvvx47Frl+1HBWOg3uBvqy9piOjimlnTvk4HUjGSvi9Zw5PRO9/v4oxb0GZDt9SizUvqf3AOGdrNzcOV+J3TDoNN7uz8erqJ+J3SLaGw4JZx0fj8c3Nb5CxrUdtqlxzkv1sm/6/55pleALtFdfc8ZyMxJ9XtzoddxWWiuCzwcxqj/XYTpPgbo//WfT0ZDRTsGntoL/U/uGfHNYldDz+3rvAkx7KJjUbjFFvg5/tRefh/R1JJjh3Z3Bpr7n9zDLRAcrgHDeiApOQml+xpwwfWDnW8pzuyWij7H5+D8awdj/qf5EW/nqrtP93qDY49+mUhJT0ZdqfdTKIEcf0pPXHrzySgvanTrue/w4GeXY9xjqwAAV955uvMxuDteuwRWq3Te4O5zfDbaW0wBbwCkpic7A2X3vn8Z6svbsG9TBSwmKwae1htNtTqcf91glO1vwE/jdiEpWeAPj5yDld/tc7YDzvzNAPz2tlMgkgQObquBtEpUHmrC0YJ6/PmFC5GaIL2ThBB5UkqvRyO0EkC6FMArUsrr7J9fAAAp5dv+lkmEANKBLZVYPim4Z4OJiIiIiIiISLseGXel2klQhL8AklYeYTsegOvDvqUALvacSQhxP4D77R9bhRChjdKsQT2z+w7vltk7McKURHGsVd+InIyeaieDqMvjuUikDTwXidTH8zD+PPrlAd9jSsSfwb4maiWAFBQp5XgA49VOh5KEELkNrTW+R80lopgRQuTWt1TxXCRSGc9FIm3guUikPp6HpDV+3hMVc2UAXEc0HmifRkREREREREREKtNKAGkrgGFCiKFCiDQAtwGYr3KaiIiIiIiIiIgIGnmETUppFkI8CmApgGQAk6SUXeX1Bwn1SB5RHOO5SKQNPBeJtIHnIpH6eB6SpmjiLWxERERERERERKRdWnmEjYiIiIiIiIiINIoBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCihF7QSEq2/fvnLIkCFqJ4OIiIiIiIiIKGHk5eXVSin7eU6P2wDSkCFDkJubq3YyiIiIiIiIiIgShhDiiK/pij3CJoSYJISoFkLs9vO9EEJ8KoQoEkLsFEKc7/LdXUKIQvu/u5RKExERERERERERRU7JMZC+AXB9gO9/D2CY/d/9AMYCgBCiN4CXAVwM4CIALwsheimYLiIiIiIiIiIiioBiASQp5RoA9QFmuQnAZGmzCUBPIUR/ANcBWC6lrJdSNgBYjsCBqIRStm8v9q1fHXCen8Z8iDXff43106egobIcEx+7D9XFhwAAUkpsnjsDLfW1kFYrNsz8AbqWZp/r2b5kAXavXI4Cl+01VVdh8nOPY/2M73Fo+1YAwPRXn8dnd/8Fyyd8jvyli1BbUoyqQ0WY98EbOLIzHwCw8+clqDly2G+am6orkbtgDgrWr8boUSPx2d1/warJEwAAq7+bhNGjRsLQ3oYNM79H1aEizHj1BRTv2AYAqC8vw7af5gMAVk35CqNHjcSnd96KqkNFzt+8cfZULPvyUxja253bNLS3Yf2M72C1WAAAu1f97Fxmx/LFqD3qsxee07af5qNwywbsWP6TbTtWK1Z+OwErJo3D9qULseSLj9BcW+Ocf/PcGVjw8bvO7elaW7Bh5g+QVqvzdy778lNUHT6IXb8sc9tW4ZYNOLIr323bs996Cau/m4TNc2dg6kv/xtqp3+LLh+7C/NFvYdKTD2DK80/AarWgomg/Zrz6AtbP+B5TnnsCc997DZvmTMe6aVMw9X/PwmI2Yf30KTiyMx97167Ez1+NxarJE2Axm7Dym/H45umHUbR1EzbPnYFP7vwTRo8aifXTp6BsfwHamxrx+b2j8PEdN2PdtCmQUqL8wD589fg/UbhlAw5sXg8AaG2ox+a5MyClxJ7VK1BZdAB1pSWY8Oi9+OHFpzF61Eh898JT2L9xHTbPnYGl4z6Fvq0VTdVVyF0wB0a9DuunT4HFbHbui+1LF6Ku9CgA4ND2rVg3bTLWT58Ck0EPk15vn9/k3Get9XWY+Nh9znxYc+Qwdv68BFarBetnfA99W6tz3vxlvo+/azocCtavRtn+Arf5Ns+dgdK9PjtX+lRXehT5SxcBAPIWzUNDRRnW/vCN87w9sHk9Zrz2H7Q3N3ktW7p3N/ZvXIcdy39CbUmxc3pzbTUmP/e4M22NVZXIW/Sj8/viHdvw8d/+iNGjRsJsNKL26BHsWL4YgO2cmf/hW9g8dwYqiw5gzD/+imXjP8PKb8Y7y5DW+jqvtEgpsWXeLDTXVrulLRCT0YB106ageOd2t3nbm5uwcdZUlO7djXEP3onNc2e4nU81JcXOc8/TvvWrUbpvj9s0x3E6sjMfRVs3BUyTQ+6COWiqrkLR1k0o3rkd5QcKULBuFXb9sgxVhw/6XEZKiQ0zf8Cy8Z/BqGvH3jW/uJWhh/PzcGjbVrdlao8ewYxXX0BpgXeeqS8vw7fPPIIZr77gLCsA4GDeZnz77KMwmzry+PYlCzB61Egc3bPTbR1b58/Gx3/7I7b9tMA5ra2xAZvmTIeU0jnNkb9bG+qxcdZUt+2ZjAasnz7FbXsOG2dPRfmBjnMglH3scHTPThzY1HH81/7wDZaO+8SZvoN5mzF61EiMHjUSJbt3YMPM77Fl3izn94fz8/DN0w/DZDRg3/rVWPjJe5j15v8gpURpwW7s37jW77bry0uxfYlt31jMZqyfPgVGvQ47Vyx1noMlu3di0pMPIHfhXMx991Vn2grWrkT5gX2d/r7mmmrM++ANTH7ucbTU1aKhshyTn3vcWeeY9Hr88OLTbvvA4cCmdW7H1FFmtTU2YN20KVg/4ztn3SKtVqz8Zjymv/I8Jv/7MWcZWbh5A0p229bRUl+LGa/9BwfztmD3yuXONDjkLpyLpupKWMxmTHn+Caz+bhIK1q5Eye4dKNyyAQDw4/uvY+uCOQCAxsoKjLnvdrQ3NQIAti9daD9O7vlQWq3YOGsqqg4VYatHuQ50tE8aKsrwyR23oLakGKsmT8Snd/0ZK7+dgIJ1q5zr2vbTAtSXl3as217P5y36ERWF+22/Y8EczH3vNayYNNYtHUZdO1Z+OwHF+XnY+fMS7Nuwxnnu7Vm9Aj/87xlYrRa3NDvK3iVjP8bKb8Zj/fQp2L9xHQ5sXo/1M77Doe1bcTBvs/NYb50/222bBetXY8/qFc7PWxfMwZKxH7uV6fXlpbZ2xdaNOLIzH1JKrJo8AcsnfA4pJYq2bsLh7blYP+M7VB4sxNx3X8XEx//hdp66tocAoGx/gdt+c3Ctc5qqqzDvgzcx7oG/O9sneYvmYffK5c4yeeeKJago2o9106bAbDQ6y/rCLRuwZ/UK57Fra2yw7fuFc1Gcn4dVkyfCarF41U+OfeJad7qee/5UFh1w7kdDezvWz/gOFrMJa3/4BqNHjcTCj9/1uw4pJWa+8V/n7940Z7pbPSGlxHcvPIkt82Zh5TfjnW0WwJYvlnzxkfN8OrIrH3mLfkTugjku9V4Ndq9cjjH33ubchoOjjevK9Zx0yF0wByu/GY+8RT8627iuLGYzVn47ASu/nWArp2dPhZQShvZ2LPjwbWz7ab4zz7Y21GP0qJHYOGuq2zoO5m3B+ulT8NUT/4ShvQ2A+/nkem3QXFvjLGcN7e2Y/urz2DR7Gn7+aix+ePFpFKxdCSklpr38b6yYNA7rZ3zvzEMOBWtXonDzBrf9KaXE2qnfYum4T7Fl3iws+PhdzH3vNWd6AKDyYKGzXT72/juwbPxn+HniFziyK99ZDgGO82YBlnzxEb599lEU79zu1uYEbO0hx+9w7J/Gygpbeq0WFO/Y5jx/HW3DfRvWoHTfHiz4+F2MHjUSJqMBgHfdWbZvL+Z98Aa+fOgubJw9FdXFh7Drl2XIX7YYdaUlbvvCarFg/YzvnNciFrMJn98zCqNHjcT+jeuw5odvMOa+293a+64c59nulcux8pvxKMrd7MwX66dPgVHXDrPRiG+fecTZznDdF472/vrpU9BSX+tcb0NFGVZNnoipL/0b3//nKVQXH/KZZx1pXj99Ckx6PQBg7dRv8eP7b2D9jO/dyqJ106ZgyRcfOaft37gWS774CNXFh9zKyOL8PEx5/gmUH9iHT/7+J5j0ets1o0t54Wjv7127Et+/+C9IKdFc27GOhgr3cs/hwOb1OLpnJ4pyN2PeB2+gtqQYU//3LD67+y/45esvnft03bQp+Pmrsag6fBDrZ3yP5eM/dytDpJTYNGc62hobsOb7rzHt5eew6NP3MXrUSMx49QWs/HYCpr70b4weNRI7f16C7Uts59Ph/DwczNvibH/nL1uM0aNG4mDeFkx7+d/48f3X/R7rRCNcG5sRr0yIIQAWSinP8vHdQgDvSCnX2T+vAPAcgMsBZEgp37BP/x8AnZTyAx/ruB+23ks44YQTLjhyJHBAIB6MHjUSAPDAuMnI6dU74Dyenp6+ELUlxfj22UeRlpmJG556AbPfegnZvXrjwXGT3eaVUuLD225wfnZsb9JTD6LBpdH26Dcz8PndfwmY5qenL3Sm6enpC33OM+nJB9BQUeY1/d5PxmPSE/cHXPeYf/wV+pZm3PL8q5jzzste31cXH8KU5x4HAPQeMBD3fDQOALB8/OfYuWIJTr30Nxj55HNuaewsvRazCR//7Wbn57+9+SGMeh1mvv6i23yp6Rl4fPIsAB3H5ZRLLsMNTz2PRZ++j33rV+PsK6/Fpbf+FeMfvttt2Tvf+wz9Bg91W9aRHn/H2NMZv7sKe10arb6cfdV12LViqdf0Y08ahqqDhQGXPfH8C90uhm9+/hXMfecVt3ke/Xo65r3/Bo7u3YVL/3Q7Ns6eimB073csklNS0FBRhuNPPxNlBXtw4gUX4VDeFrf5XI8XABxz4skYcs552PLjTAw+9zzc+p/XAQDTXv43yvbt9Vrmt3fcizXfTUL3fsfin59/BcB7fzus/m4SchfMwdDhF+CWF171O+/oUSMhhMC/pi1AMD766x9htZjxp/+8jtlv/c85PS0zC499M8O5jazuPfDQhO/dlvXMC450TP73Y85g2dPTF2LCo/ehuaYK//fYszj9st+5LXfcScNQaT/Wt7/+AawWM6a/8rzPtF7+9/uwaspXSM/KxqNfT3f7rqm6ChMfuw8pael4Ysps5zYe/moqMnO6+VzfxtlTsWFGx29yzPvj+2/gYK57EMLX+fS3tz7CcScN87lPPI+Jq8enzEZqWrrPNAG2RteXD96J5NRUWHwETTzX71B1qAjfvfAkAKD38YNQX2a74Hjy+x+RnJLiTMdTU+chKSkZAPDhbTdCSqvPdY659zZncHP4dX/AVfc+5PZ7BpxyOm5//X2v3+hYT0t9LcY/dLdz+hPfzUVKaipmvvFflOzKx8U3/wWX3XYngI787eC6PcdxGnjGWRj18jvOeRxlYVJyMp76YZ5bOp6YMgcpaWk+950nxzKPTJoGi8mEcQ/8HQBw/v/dhCvu+qffMu/Kex7Aedff4Py+35ATUWMP+gDAhTfdiq3zbHnmoQnfI6t7D691fHb3n2HU6fCXl95CQ0U5lk/4HH1PGOK84PUsYxzO/7+bsG3xPOc8gbjWncmpqcjIznFebD89fSHW/PCNM52e+80zPx/YvB4LPnzbaxunXvobnH3ldZj15n/dpnvWaT+8+DQqivZ7zQPYArdj//k3JKek4Mp7HsTyCZ97beexb2fis7v+DAD417QFbm0Fz33lul+Kd2zD7Ldecn4+/tQzULZ/L4aefyFuee5l1JQUY/Kzj/rYex0e+Woa0rIy8dHtN7mVsaV7d2P6qx1l1oNfTnHmIQC4e/QX6DPwBABAwbpVWPyZV5PRLe1n/OYK/P7Rp1Gyewdmvv4isnv2woNfTum07n3y+x8x5bnHUVdagqv/8TDOveb/AHQcw8cnz4JRp3OmLbtnbzz4pa39Nea+26FvbXGu675PJ+Krx/8BALj4llHYPMe9vHUYdtGvcOPT/7Gtw6U9NPS8C5zbvX/sN+jWu69zmY/vuBkWkwmjXnkHy778zNn+Ou7kU3Dri2/g83s62nUPfzUVX9x3u/PzgFNOx/WPPOXWNrvxmRcx/4M3kZ6dg3s//hJj//k353e/+ssd2DDjO+c+dvDM1zt/XuI89+563zvfuS5z7yfjkbdoHnYsW4S+gwZ73fDpO2gw7vpgjNs0R/0EAE9MmY1P/v4niKQk/Guq7cLTMw8BwGW33YmLb/6LV552/fybv92Dtd9/jZT0dJgNBrf5HL564p9orKzA9Q89hTMvv8rn729rbHDLs57rAIBdK5dh2bhP3aad/383wWoxO4NWV9x9P1Z+M97velzTntWzFx4Y+43b+XQ4Pw9z3n4ZOb36IKtHT1QXH8Tld/0TGdk5WPLFR/A08snnsfDjjjrB0ab2tb1f/+UOXPKn2/ye68Mu/jVu/NcLXsv58ti3M5GWkeksv10NPP0slBbsxqV//it+detfne2hK+95AL36H+9WDp3+mytQsHYlAODJ7+e6te1d9RtyIu5891PMevN/OLJzOy686c/47V/v6jSdrvt+75pf8NOYD53XItt+mu91rHwt5+Brvz0xZQ72bViDpWM/Ru/jB+GM31yBddMmO9cx/ZXnnfsiM6ebM3CSlpmJx76ZCQCYP/ott6AcAPTqPwANFeW47qEncdblVzun5y9dhBWTxqLfkKG49cU33M71s6+8Ftc+8Dj0ra0Yc99tAIBzr/0Drr7vIbf91GfgCc4y8ueJX7htNyUtDWaj0W0feO7jC/7wRxzZlY/akmJc//BTWD3lK+hamvHH517GSedf6Jyvs2Mz8snnMPjs85xpdeVaDlUWHcD3L/4LGTk50Le2es3rkxCAPWbSrW8/tLjcAPXUWfshnggh8qSUIzynK/kIW9RJKcdLKUdIKUf06+c1IHhcC5QRA7HaI8FGnc55l6CtIVBHMPftmXTt7l+4RJsjYfJzx8lx8RWI0X7H4mjBLp/fu9+d6wh+Oe4mlHjcrQ+GZxy1vHA/rC69UpzbMOi9pjm25/juyO4dbml0qHa5CApXya4dnc5T73GHxKGpqrLTZR13IBwaKyu85tE1N8Nony+USHtzTRWM9vzWUmPLf0f3+D7GrqoPFTkrH9deQJ4NDIf6slLn9jrjWO/RIHoXhRJst1pseae80L0ng9HjfPPVA8kfz2Udn0t2e+eJSpdAYUXhPlgt/s/rCvu8rncKHRz52Gw0uE1vb2z0uz7P4IzO/ht9nTu+pnleCAfLM+96cgR0/AWP/HG9++pafnmWD9LakT8c2/LFtdekr/PZteePL67bATp+j6PMdfQSBTryt8MRl+05lisrcO/Z5eB51xnwfbw6o2tucjt3juzaHnD+Ix77pMaj3CxxKXMcARtPjrKhZM8uZw8rz94SvrcdOG3u2+g4jhaTCQaP89P1nPE8Dp4sPuoawFa3OMqSgGkJ0MPDcQ5bzGafvc0A3+d+MDzzSHOdrVwvtZfrvupQT0Z9x35zzScWj9/tWf5Wu/SA9pVXPR2xl5OONPnLO56sZrNz/3rmTQDO3jsObY0d7S/POkpaO9IZqC53vfDz1x5qrq52++w8n/ftdcublUUHALjvO8/yu/xAgVebxVH3G9pavb4L9jwJ5dyrLzvqDNY0VHm3O3z1IHZNl+P3u03zce4Ek/by/bYbU67BI0+OY3tkt//1+WoHerKYfKfRtZ4Kpe3Y3tjgPNyOfOkoQ1ob6px54+juHX7rwpY69+sRX22MjrTm27fh+xws3pEXdNod5ZCvtp3jHHSU/67npOe2XdMbqL531C2OtkNJCOW/c/328sRxLRJJ+8LBbDQ611NfdtSr3HbdF67bc91v7c2NXut11ose7XZHz/6a4sNeedbRo861TeO5vGua/JWRnTm8PdeZNyuKDjj/Lg3xeq5kzy5I+G6ru5ZDjh6pQQePALcLRWN7e4AZu4ZYBpDKAAxy+TzQPs3fdAqViHwV/k68UAn7nXiKPeX6FCY+IRQ4aQJK1KMR/O9y9MrxitLGi2hnkS5GRLxDQ1s+tFNcewdbqToZCHVfhLF++/6LxpkeqKxOSgqmKRu9H+8vbcGli8LWWYaOYpUj7MdWyac4fK1faY7yJGDbx+M7rdfc0ToG4WxbzbS4EsI7/ziOeaDAple+iHob2bEd1z9F+M3FWO3/WO0XDYtl7TYfwJ32t7FdAqBJSlkBYCmAa4UQveyDZ19rn0ZKinGhFq3Kj2Kts3yjjcoyconyO2IjlEZSopYF3hf2cZCHgkiiRtq//oXUbgvtx7BJGCGVGtXBlDHhJi2iAF4Sc1SsKFpsBVEIOo+sNVoBpOjehA10znjnWv+/UckAdzxUofHCZ4DQfsyjlGUjpljwLQaNGMaPgBSlViSEmArbeEZ9hRClsL1ZLRUApJTjACwG8H8AigC0A7jH/l29EOJ1AI6BV16TUnb+DBZFh0LnHe+8EQG8JAWE4yKKNW6UaLQ1SIqIvMdWiCJpfIeTVAWyr5o9ngNd9PjqBUAxFM1Tx16fRetiPGptaGd+DWHnRPQbo19+Rb8nefC0khbhI3jt7IEkO3/kt2MZxZLU2Zbc/tTIbqQAFAsgSSlv7+R7CeARP99NAjBJqbRQ+JQK3CZqr4O44PcYhnFwO11ExVJe0bsM0fodyqVR8z1D/Ij7R9iCFgctHpHoxyBCobRaY5SfFb3DH2VqXTxF84ZVJAE83kiLIV/nY7inThD5uCM46P9xoEjO3Uja0MH05PAVYOj40vO7AEHSTs+PEPZBuL0ENdS20ExafD7CZp8WQtQzpkFw6dhmJNVrrPZ/HLT3ooy1WwIJqaHjd1ZlTr6k5PgfA0kj1UBMhd7gifO95DwP4vx3xFoXeoTNb7mqlYaig8/kyCDmibEIgwwx75ETB4IO3EQ5wNNxbGL8yHwQ7Y1wg1tqBQGc21etnNFCYRFYtLJzUPvcvm3Plxooxa0N7Ss2Fma+kM6L9OB3ntaqui4vmOzp4/g6goYBB3dXseuPz7I2ztuPiYxHpovwOjH9FEDsgRQczdxliDJfBXpX+e1E8UDx8zGRzu8E+imxElGPpzAuPqSUER+noHr6qHBhlOjtoK7MeYGuyUG0g4owhLA6FqTxxleZ6HzJQYC3xPpYKHZ8PV4ZRt6LxTWKVh5VVBNrNw0aPWokpr7075CXm/POK0HPu/CTd/HZ3X/2mu76mtlIRKvhNHrUyKBejaoEf8XD5GcfxSd33BKTNCjJFOCVtA6ed/dXfTvBa55JT94PRwOlobI8pDQE++rkYLhWEfs2rIloXZ6vYgaA0n17MHrUSBzM2+w1/8bZUzF61EjoWpoCrnfjzB863fa+9cGm3X+lOHrUyCDX4W1/kPvO8apXpdVXlEeUfoex//xbzMoGLRlz7222/O+zwHKf2FBRhtbGeqyaPAGb587odN2jR410vu42XJOefAAbgjgPokECIV0ohfI6+84aqdt/WuD829pJvsxfusjfRoJOjyddWwivJ46SaDbkV3z1BcY9eCeA6AZqfPV427t2ZXDLeuS9SU8+EPR2HfvOdR3TXn4u6OUjF/x589ndf8HEx/4RcJ5JTz2Iz+7+S6SJ8ss1r1UU7gcAzHrzv2Gtq7NfPu6Bv6O5ptpru96J8p40etTITs+LuqMlOOryKvpQL+I9V+/+OYi3sIWyLZWj9JG2S0aPGonyAwUAgKpDRTAE8Xr20aNGwmIxo7r4UETbBoDm6qpO53G80t4piEPnq0x09ECyWiUmPv4PfH7vbV7zmPQ692VCfIStcPP6kOZ3kvBZ3xl17Rg9aiQ2zpoa/Ho6YbVaUHPkcGjpIy8MIGlU+f69UV1/c001jDqdV0W20kfAIBzRfMygrLBAkfVIqxUlrpW05/d+pteUFEftYjqaLKbO0xxsY8BsNAIAdM3NEaVJKcEGQTy55lPPvHBkxzYAwKJP3vdaznHBt37G92Ft19Wiz7zXr0XbFs93/t1YVYGW+lpF1rviqy8UWQ8AFOVuUmxdTn4a2sFeGx/Oz1MwMb4t/uyD4B5hAzDp8fuRt2ie27TGygo0VVf6XHfB2lURp2/XiiURryMknVwc+buAa6mtiUZqsHz8pwG/91ff61qCLF99/N7Ns6d5zxbl28nRvCvruW5DWxvaGmzvWwlmq+GmzFedWLBuVcC0OUQyBtK6qd/atu+SV8v27Ql7faELPjBg1LX7LT8cGspLYdS1B3WBHjzf+33xZx8ouA1vrjfCwgmSluzegZqS4oDzVB4s7PgQYYzGEewCXAOTAd7CFsIYSFERQjlSrHD9umXezKDmW/7lZ5jy3OM4smu7c1pDRVnI25v/4VudzrNtsXt97Xo4Wur8tMN87UP7MZdWK5qqKmFoa4XJ6H5j+fsXn/ZYptPkhayzc8Y16fvWrwYAbJgZXFu7s2sYs8mEDTN+wM8TI2x3sgMSA0iJqrm22v3OcZDlf7gX4p78ncShVba+57WazWGkyFvuoh8x8/UXsdFHQzu+Rb+yT8TH2Pzlq0A9t0x6feQb7mRfWjrJ75H2EAmW636Y98GbGP/Q3cqs1/OOVwQ1szmIIGn0+D6Oc95+GXWlJdHdcgg9r0wGvdv4GhLAV0/809mDwLPsdgSLFRNpwyukIIXv/bLm+68jTERoirZGIbDZCaPHeRULHY/1hLZcpPVJcEur0OKPIIC0Zd4sjynh76PWei292Dj6bQeTIbJ6OaQUhvI4kN2P772Oyc8+Cn0kvQQD9nzyuDH8zZdeswQcRNtzdeGmI1QaaFYG01MfAOrKSgEAxfYbjYCth2Gs28bbfprvc7qvAGHHW9j8p1HX7N6rPpZjDvpKlVGnbD1We+QwKg8eUGBNjCAxgJSgJjxyL5Z88bHaydC0xgrb41e5C+b4/D5ei4dIqq9gK4tEDCBp1YIP3w74/eFtW2OSjmgdc8+7nWp3iY+GXb8si/5GgniEzSFJxdeex5qvMi1v0Y+xT0i8iKwCifEGQxC1F21GN/1K9Or65umHwtlyxNtVT+zqkHDqRbO910f5/iB70yt5KJzJDWUMJAW3n+AM7TF4dDiYR9h8DaLtDPBrbwwk93ZfPJc9XQcDSAmsIMjn9KMhEd6UE26d2Vxd1WmvkbinhQBSEGn48f3X3e4QxSPHGEz+GqpBP+aiOg3kGUW5/x4pJX58Tzv5bePsqchfutDnd65vrYr/kjoAmdC/TjULPnrHT68qj/0do3qCRzlylUWed+U7jl2gIMn0V56PUorUE0p+CtwRSJn8H2oPxmBuwgTsgeR5UyfQ71DysdUgV2U2mdBU5frIpHbaFqV7d6udBACBA0ih5MtQx0AKm5QeJ5N2jqkvHEQbSFE7AUSJaNtP8zqfKVoiaLQE3/tD24W7w8HczTiY6z0IthMrgagLtRGtteBzsA0Fs9GIg3mbfQ66HhMeu3lDgPG5kpOTodbDfpEe32COh4Cwl2XxUU4FFMwLlYJdl0Ll3YFN63Bg0zrc/NzLiqwvKBGnPYrlShTrkVj19l0y9uOwlistUO+C2V9ZICM81qHs81i8uMHg41E3GeavdLTxlAoMKJo/7avqKL99qz5cpNw2FRaT0zWIbfg6Lh0BpODzrO9TLMLyrrOdFEl5mgBVfrxgD6QuItaPHCnyGEosk6zw/mmsDDygZLzTQgckV9FIj9Z+Y6x8fu9tkQ8w6FOQj0eyBeDTlw/eiSVffKTIupJSAtw76qoZnwCo0FaQQKSVfVBL+yh+lHj7Y8z2l8dm1k79FlOee1y59EThZ/i6Doza/lKp94IW66vCzRs6nSdQIN77G+39Rq1KvOEdfOWT6PxGxfZdwh0DbWIAicgPbfWDiA2t9f6g2DO0tWLH8sVRWHNiVeqxbii2NtRjz+oV/mfgqetDAuyUBPgJFD5/F/pl+/aguvgQ9K3RGnOl62a8kB5P0eDF6k+fj/b/ZTjpDfgEW+wfYdO0MAZVD1mYYyCFt63YHBS3LBbJJjtblk8dKIYBJIoKJQIR0XhzUdUhW9fXtsYG7Fn9c8B5tdcsiL6je3epnYSguV7AR6NOCGadFpMRqyZPwCH7QNZWqwXbflqgfGKA+M2Qcf4IWyBur8BV+0JCiU6fYf4GW3lqC27tWb3C7TXXSvP3hqWCdavQXFvjNq2+vBT15aWKbHf/xrVuryqPVQDx0LbcMJf09QhDZGnpjOf6w+2dsWf1CrQ3NbpNC/S6bn8/yzUfGtra0FgVWc9gQ1srDm2PzUsLHDrLZ9F7C6frGEjKXRT7u7BVdCy/CE/NkM7tgPNGsYwIctVe540jvYEeYQuhoIjGI2xxJYw0H9i8Hg2V5VHdptL1k/v1WISPiPr4ARaPt71aLeGVayaDAbtXBb62UwLHQOIYSF2I78Ik0ted+t+an8IrhELtUBTeLvXdC0/i6ekLMW/0m24DXWuxG7IvbY1aeh1v/AtUBwSTVY/syoe+tRV5i+bhgXGTcXh7rs9X5lIAGqqIzUYjUtLSgp4/0DhDqglxd7plcym9qopgGkrz3n8DFUX7YdTr8MukcUjPzg6QvsiOd21Jcceq7P9bzCYs/uwDpKSl4Ykpc2xfSKBw8/qItuVq4cfvQiQl4V9Tfb82OVp2LFvkNW3XSo+3+vl8VihKCQrIkY7QNu5a1rY1Nvh8VPOnMR/6X97P9K+fetD5t6GtFZOevB+3RDBuU8nuHSjZvQODzjwn7HWEL7rlpHcbqGN7qyd/pdx2/FSsS8d+gjN/d3VoK3PZJbEI6BasX4PTf/1bt2laf2Rp9tuRj1MW899oL7/jkbR2nnDHm3Wfnu77JRchDGoX7Ixhc9T/0R4sv6WuBpnde0S8nsPbt2LfulWRJ6gzGmq3qoU9kBJceyd3dRL+bWF+tDV0fodci8VDMAM2ar1BE3/870+zoeOuSfmBAiz78tNYJEgliZ+vDO1tzr8/+fstWDFpnP+ZpcbegBfetXungilPKor2AwB2LLM9+mhoaws0u2IcKXMk0exxF1Px7dnLX2m1QtfcFNVtBXJgk3tgrObIYQXXHuPz3CN/hdomCZQ/Xc9nILwBj6e//BxaPHq2RevGmy8dAVz1yt/indtV27aWFG3d6DUt3tpbjtSG0oMiXm6waoES++ronl34eeIY/zPYD533mxOjwE8+KVi/OnrbjGAXmgyGgN/v2xDFdHcxDCAluDVTJqqy3XAfQ7FaLGF3XQxFMHUnq8yuLaj2lcs8TdVVUUsLoP1GnNmk1nu9osNsNCJ/qZ87hFEW1pt9wswertk80jwWjceOoyGSxyStFktYgapYnx9KlRYR3WQKIhEWs/t+CfXRAKvFEtU3YVUXH4rauoOhXoAiOtsN6vhqu6rz4D+xliie8xGXJwEOQyjnYGdlaUj5N8xiWVMxPAUSs2vF0k62YfvPs+yMFl95beuPM90+h/bYp7/p0T+QeQt/jPo2ugoGkBJce7OG7pAHYdyDd6qdBApC4vTe9P9DNNUo0biqQ0X45I6bsfPnJV7fdRaU0Pyz5EGmT8kA3+JAg6BGk4+foPTxicUYV9HMUxMf/wc+vevWkJf75I6bYzI2Q2Ch75eP//bHaK4e3zz9MHIXzAl9QbuJj92Hue++GvbySvCX3+JpPDfvCi86aQ/mQtNiCjZAq/7+9fdzDO1tmPTkA1Hb7md33RpecFHhQbQ7q/fMBkPwN4UdwzNpvU0QgBIB38P54Y571wnHfg0hiU1Vlfjkjps7na+1rjbMRFG8YgCpi9DKxXBnyVDtsQCt7CAlxOCnJNLuikz8NnRCFuCYV9i7Ui+f8HkYK47PfSjhPV6QUvZFs3t4J6Le0y0+D7eT5+NMoVg69mNF0hDN8jeSdYcbMFk/fUrY22ytrwt7WSUEumBU9lwKcl2KZQ5W8sFoa/Cd/3QxuHlbWrA76tuwiSwv7NuwRqF0aF+8PdLYGUNbtN7y6C2e9lw8BzmVwgBSVxdPZ6ySVDr5C7dswPRXozsYHSmD9QN1NbFq/NaXl8VkO4krgSvuBCh3Dyg4eDtpWzCDJkdLOMM9hNdryf9X5fv2wqjTBVzcGuxjsOGe+1oK2mgpLRqVaEG2rkqxAJIQ4nohxH4hRJEQwusKWQjxkRAi3/7vgBCi0eU7i8t3sX3FSVeXAI21eDJ/9Fso3Rvtu0bRL5wjD65EnsZoV0JBrT6W50+8Vrr2ZMdr8oOWED8wNr9h6/xZMdlOlxaDxxE7TUJCnBOhc7xlKb7FV+NQybzWNXOtC49yorOedEu//ESZ7SbAjtdOmeezAvD3TeiiUZdoZt8FI77Kx2hIUWIlQohkAGMAXAOgFMBWIcR8KeVexzxSyqdc5n8MwHkuq9BJKYcrkRbyQysnplbS4UmjydKqSA+jZnZ3hJVgV6pConbMNL4T/V50SwkN5eQOIe5P119g+0ka/E1++P+pnQzsqnRCYk3hXg+KXfQoeYESR2Jx0SilxgtKFfgPiMYuB2onYKAc770aOO81VlZEPQVxIwHzg5coH5542IV8QkG5HkgXASiSUh6SUhoBTANwU4D5bwcwVaFtUyTi4EQNxvwP30LB2pVBz9/ZWA1WiwVz3n457PQU78gLe9lIVSv6SmdtGvfA31FfdjSq2/BVQaz8djw++fstaG9qdMzl/K5s356opUXX2hKTsT7yFs8Laf7P7xkVVAN6+YTPcXTPzqDWuWLSWBRu8X5dcrAK1q/G6FEj0dbQEPY6tGziY/f5/iIGb/ves3oFRo8a6fV69FDtXrnc73cHczf5fF22LxJA7oI5QQ3y6SrUxt8X//hrSPOPHjXS73cz3/hvaBv3wbVHwJ7VK4JeLqgxyiJqvUee+Q5sXBfxOgJpV3icxS8fvBNrvvta0XU61B494hIkiXVjLfrbWzb+s7CXbagsx/iH73Z+joeLTi1wtF12Lv8JUgb39kKh9QuFQOOQRSnplUX7o7PiTnx42w2dBnBqS4pRtHWT/xm87hqFKFo3mngSxxWlAkjHA3C9miu1T/MihBgMYCiAX1wmZwghcoUQm4QQf/S3ESHE/fb5cmtqwh/IklwkSBS1cPMGRddnNhoUXV8sBf28eQQijr5HWE+0NUY/OOCrLtu2eL77K7xd9sPB3M1RS0tDeWnU1u1q1bcTQprf0N7WaeBMSunz7WyBzB/9Zkjzu3K80ennr8aEvY6wBHpTjZKPV/h7ZXmYm3A7lTtJp2PfRjLocTDmjX4r6HnXTv02iimx0bUoNyBuya58xdYFAEu++EjR9SnCmY9Cz5SRvJEtGNuXLFR8nXtWh/52vWBe8b7w43cSsoeLQ6evKw+gZNcOjymu+ynCBkoC73NXZfsLgpqva+wNZViDDMqFS0oJfWvgga0P5m3xOV0Lb4W0tZ9956iov8CDFKXGINq3AZglpXQd/W2wlHIEgL8C+FgIcZKvBaWU46WUI6SUI/r16xeLtBJ1ymqxYPn4z2HSBx5I0JcNM39I6AZirIS7CyMdEyScQSyVoE6e8b1Nk14f0Vqj1agJ96JfSon1M74Lar4DEQauTQY98haF1uurU0Hkadd873pUm2qqvOZt8fF63kgCKkEd7yDzt781Kdm93G/ALoGYDUrdMIl8x7c21CuQDv+MYdTT4QqU14O5WNK1tLitLbbUv9gMH9tUwfB73nsVoLHNC52X36GN0RRTsXictbM6qbMdGOHhFCKIbfgR3LHS0PH0h8+wKRZAKgMwyOXzQPs0X26Dx+Nr9vr4BgAAQqRJREFUUsoy+/+HAKyC+/hIpAC/J61C56nZaETVoSJlVqYwnxfbHud+JBWQsb0NO1csQcnu4B7RcbVx1g/YvlT5O6LRxpiXTTB3kaNh4+xpQc+r9QCl1lLXWFmOTUHuX9egcTi7uaWuFqsmT0CFkt3hg0iIvzwx5d+Pey2+aU7weS0oSgZ3lFuVX4oeG6Uo/MPnvvuqy6rVfYQtkUR+Yet6sgS3rq47lHS8pVfLPAvpzvdtrAbo17e1wWoN5cZdjPOFBrJh58dC+vwzWFFrUmpg3wWrK9xY6oxSAaStAIYJIYYKIdJgCxJ5vU1NCHEagF4ANrpM6yWESLf/3RfArwHs9VyWokShMv/niWPw3QtPomTPLmVW2IVEc+wc7fJfU4Q6Dg8QnZsBWn4Vc1lBtN/kF7zOL5LiqFWA8ANukVwsVh8+FPaykXI9dSxmdQKiWqbma7ojE3y6lRoEt7bkiCLrSQQ8l2LLtdjW+D2ThBSrG1V1R49gxVdjo7Z+GVJwysfyCqUjkSXC+RmLMUm1TpEAkpTSDOBRAEsBFACYIaXcI4R4TQhxo8ustwGYJt1LmtMB5AohdgBYCeAd17e3UZQpdCJXFNru0m6Zx9czB+Qj0hGPhWk0bzZtnBX6+PrR2IcNFf46UZKSYv1q8YQX4iNs4dq/cS0mP/c4rCreieuqOUfrvQod4iSZUfHje2+g1cfjnyFxyeD5yxZFtq5INh7icWyqrsK4B+9EU7X3I7FxzWeGTrxM7lk9aK2Ori0pdp+g4CHQRzzenfbzQ6TlcrSyQ2f12tf/eig6G6awpCi1IinlYgCLPaa95PH5FR/LbQBwtlLpID800pJTpeHrY5teFWKM0iUgfPRU0MaxCYVGshPFUhftthx841krPyS0R9i85w7udyz8+F0Aob0FDEBsxg7Q2AWP8tTLa/ESvFKb0m9iDXqcKg0cn90rl6GtoR7blyyI3UY18LsTh8cYQ0HsWkWDTCqW34mQjUI5FpoaP8rOX+qDevOy9n5OwlJjEG2irstHyai1uzuxoHQZ3wV3IZFvMW5AqdnLIPyfGt8N7KCEm+xEuIJKEJqp1sJMSCxfMsHAprq0uv+1mq6o8tcg1kqB4veYdMFjFccYQOrylD1hDe2BXy/Z1SVKsCjin6Fwpd4V2wixUHO0OOJ1VB06GHiGAHmpcOtGr7e8tdTV4uheDYy15pnp4igTupZDnru/VEPja3WmpbZG7SREzGI2R2m9Jr+vc46ZODonYk3X3NT5TEFWtNXFUR5DLUaHsfxAcK+Vjza/bwL0sR+6QoBCRJgBor2PPNev1ttxAUDX7P8RuMqiA26fDe1tUUlDZ6WGsb09ovUb9bqwbxwFejOlUWd7KYmUHKA6Hij2CBsRAFQW7oe0WlGrwIVndGkokJP47Y+QxHLw0UQJ6EXL/A/ejHwdo8NbR3XxIcz/4E30PWGI2/Rvnn7I2dCIiSDziGauI4JIb6BH2H5873WFE+QuUAMyVHPffRVJyckhb8NqiU7QJhyb5kwPeZlg8lrxjm0oWLcK1z7weBipinDj1CklB2Gd8pzCx1glkY07qFy+rIl2QE7rvN5SHMQiAeqd3SuX4+wrrw1h86HVEZ69RIMKzkaJUec/OPP9i//C45M7xon9/J5RsUiSl5ojkeXvaA8gXV6owTefkhf2QOoq/NQA0WgKWq0WVe8AeArmEYTYdSbwNYg2G+SuwnnrEeNAAWg8f/k7dI6GmOeAmTENHgUQ2nkbw2MQ8+Ot7fylda31EQ607Ifj7va+DWtCW5CHkzoTSR7pomPpxRPvAE5oNyU8qdqzTGP5ojkWvWZDaRCr0D7s7Jossjaexg54AmMAiRSnhevVqkNFES0f6C5CJBjosNG3tii6Pi3kua4qJg2iCNWXl6G9sTGq2wiUB1vr62Pas87vIxh2gR5hi7a4HVNIU9TbhxYN3RyiriXqj+p1qmuWXQISLXW1aKquVDspPrFZ7U7LPeuDqf8j6eGkpc4LiY4BJFKeylfzUlrx3QtPBp6pkwI2d8Fs5RJEXsxGo9pJoBD5q/hXTPwCZqPe53da8fVTD3ReJkQqQLl3YNM6zH33tehu30EIfPngnQFnYa/H+BbM8YvWMZ73wRtBzWe1WqBvU/ZGQVej5QtBNUx57nG0+OmxxyJNQT6y3fiH78bEx/4Bq9X3BXq082qgm45xdehVTGy8lCcmvTZ6mVNgDCBpnFKNQL9R3ygUZgEjzLGo5b2eRwtqoWikxFucFODxJuzd2gWORyxydn15BGNXaPwYKJW6Izu3K7QmZUWcP0JcQUwasRrPU/GsOD+I19NLYNW3E6M+nhapJfxSI9IeiHtWrYhoecUlZOTKo/x0KU8Nbb4HflY0YO2j/G6uqVZu/aqKRX4J4S2jamTfhDxnup6EGkTbZDKhtLQUer2274a7uuyRZwEAdToDGgsK3KYVeHz2VFBQAIvZ7Pd7AEhJS0NBQQGklL7nEwi5PCsoKPBK41m33uHsOlhYdNBvmvQZ2QHTG4zU7By3dbimBwBEknCOoyOlRPGRI0jNyoYpSm88CIXvwQFZmEaK9RGpj5mQ4p9SjxiGPPYSedFqGFSLJV0sHo3tqj03Nf+zA92zDjFfaP2nBkPT9080n5koWAkVQCotLUW3bt0wZMiQuOmqV5lmOwS9jx+EtIwMt2nHnTQMUkpUpfk+TMedNAwmgwF1pSV+15+elY1e/QfAarWi+nCq1/dCiJArxWNPPNmZpuNOGgYAqD16xPlY0jFDT/K5LQDoeexxaKyK7Dnqbn36oqWuoxvzcScNc+4zAEhKToLVYnsNpJQSKd264Yw/3IIdM6c454mP3EGx1NbYEJPt5C9bHJPtKK4L1Pv71q/B0PMuCHPp+NlBnmMgaXFMXAqAjXCKVxHmXX1rC7Ytnofk1DTPFTv/spiMKFi/OqLtBMsQ4SvRtUj6eUwN8B9E6+yaa8u8WQG/7ypiEoT0eyx45UPKSahH2PR6Pfr06RM3wSOKPiEE+vTpg5x+x6qdFBvmzZBF83x2XfPScZ9EbTuuVnz1RUy2Ezc0dE6smjwBDRXl7hP9pC+e70a7pj1+f0UA2slSXVccnx+aoWbZ6Hb8tHMsd69cjpXfTkBF0T6/8xh1Oiz+9P2YpMfQ3oaqwwdjsi2l+euds2HmD26fXbNh7dEjvtfVyfm+9odvgk+YitleaCiv+9dZGkPZgfHwe0mLEiqABMTPIGGxp1whYTWbY7YtJQghOs0XMbsYZPZ0YzZ4P25qMYU+wHZUTnteAAUvRuXulOefiPo26suOhrWc0mWISeMDk4eNdXTEakuKO5/JkR1ZjiW0ao/gRdHWjcqsWKPnqdlke5tlROPuhc33uVRZdCDG6YiuNo+3eLoWIdF8y1XYdWg8lXHxlNZokNDaJSKFKeECSBR9jZ29yjMeCgcVGkdN1VUwGwwx366WKTZIfDzkOfKpJoRXM3teLEVFmGWD0nlww4ypyq7QhbI3WrR18q394RutJUlxhmiO58fCVDOCqR93LP/J7bP6r7oPLFo366TVGpX1UnA0e/O+C5ZnWj0UlFgSagwkT2PvvwPtTY2KrS+rR088NP47xdYXrzrvgUS+bJz1g8/pXbB+owTje3D44AR6Pa+mRfnEba2vidq6XS/iIh0DSWs41oaDukc1kfKUaoLZidG6WNRsw0Sr6YpDQe7KWD3WFW4QStEB1ENeVewH6e50HSHsx1g/ii8hI2ovknYkdA8kJYNHwa4vOTkZw4cPx1lnnYU///nPaLcPsOc6/YYbbkBjY8e6xk78Cmefey6GDx+OCy+8EDPmzvW7/lv+egcuu+Y6XH3DjRg+fDhmz5mDo6WluPz3f3Cb74NPPsXYiV8BAO6++27MmjXb7Xtfy/jzxL+fw0WXX4mrb7gR19z4R2zN2+b87sknn8Txxx8Pq9UKvcGAy669Drt27XJ+/8WEiXj2v//D0dJS9D/5FLzy2mvO7+rq6zHotDPwn1dedab5vF9fhqtvuNH5r6m5GRs2bUb/k0/BshW/OJf9+z/vx4ZNm3HPQw9j+PDhuPTKq3HK8PNx9Q034sr/uwFbt3WkkRJf2HdcusytGja6g+aRJ4Ju1Cq+i0PLm+E2oiNOdogriLszTrMX0oExfJQguCs1g4ciuhzBjIQOMChRn8R5RozFGxMp+hI6gKSGzMxM5OfnY/fu3UhLS8O4ceO8pvfu3RtjxowBAHz7w1SsXrce69euRX5+PlasWNFpAfP5hx/g5wXzkZ+fjz/dckvUfxMAvPTcv/Hzgvl48dln8MyLLwIArFYr5s6di0GDBmHDpk3ISE/Hay++iEcffRRSSlRUVmLyD1Px4rPPAABOGDQQS5Yuc65z4U9LcOqwk922c/899+DnBfOd/3p07w4AGHDccfjki7Fe6fp67BfIz8/H6LfexMUXjsDPC+bjl8ULcOH55zvnaays8FrO66KQ5ZlmSSmxbfE85+c577ziY54YJijexHjnbJ47I6bbi7Zvnn44yDmV3c9Vh4oUXZ+r8O/0KoDnqqYpdn3DQjliwVxohXOxHXGvAw0e2lj0pCjbtzfq29CkOL7RFs8vu/DP/2+a/urz+GXSOJ/fxfFhjDuJme/cMYAURb/5zW9QVOR9EXDppZeirMw2AOCnY8fh3ddeQXd7oKR79+74i1tQSFuZ8JKLLkRxse0tDBs2b8aZZ56Jhx56CHPmLQAAXPm73+K4/v0xc+5cvPzm23j68cfQs0cPAEBmRiZOPfUU5Nt7KM1btBg3/P73QW33jNNPQ7du3bB63fqQ0xzV8SIo5g5vz1U7CTFninjsLCVaDtoqi6Il2D0V7btoDRWhDRIbyoWk5yNsRKRRmjxBu0Zd4EnX3KR2EhKaZsdRUlC0Awule3dHdf0R6wKBla5CsQCSEOJ6IcR+IUSREOJ5H9/fLYSoEULk2//9w+W7u4QQhfZ/dymVJjWZzWb89NNPOPvss92mWywWrFixAjfeeCOam5vR1taGwSecENK6H/3XM85H2Orq6pRMdqeWr/gFp596KgBg7oKFuP3223HzzTdj+S+/wGR/O8aHH47GO6M/Ql19Pf588x/dlv/zn27FvIWLUFZegeTkJBx37LFu34//+mvn42t/+tvf3b574uGH8PGYL5B4jZdE+z2xF267I14aLFq/mxEnuzGhqfYIW6iYV7oGjZdZ8UEq+8buRJBI2Soej10szutQGxRdraxR8ueqseu62vFKUIoMoi2ESAYwBsA1AEoBbBVCzJdSevb3nC6lfNRj2d4AXgYwArasnGdftkGJtMWaTqfD8OHDAdh6IN13331u08vKynD66afjmmuuQVtbED1jfJxnn3/4AYaffTaOO2kYTAYDjhb5LmyDKYKDveh47d338PEXX6BP79748L13YDQa8cvq1Rg38St069YNF5w3HKvWrsM1V16BAf0H4NeXXoJrrrjCaz3XXnM1Xn7lZfTr2xc3/uH/vL6//5578NA/7vOZhksvuhAAsGHjpqDSHAo+kxvf3OsjHsvYi8eWsB9aGMgzyuIlcEoRYCM97gVzCMMaLyaoFUepjIhWvlQxv4ddnqp+iqqeADdav1GmFfHU1qDEpVQPpIsAFEkpD0kpjQCmAbgpyGWvA7BcSllvDxotB3C9QumKOcdYR/n5+fjss8+QlpbmNv3IkSOQUmLMmDHo3r07srOycKSkJKJt9u7ZE00eXWsbm5rQu3cvALZC2WLvHeQlyHLIMQbS9G+/wemnnopVa9ehqbkFZ599NoYMGYLNW3Mxd+FC5/xJSUlISvLOXqlpaTjnrLMw7qtJGHl96If5iYcfwrvvvx/ycq6Mel1EyyuOdUHwFNxXxTu2QdfSrNwKI6BvbQ15flOQ+bihshyK7Lg4yKf15aX+y7ogNVaUBzejx/5Qu/HbcSHZeTqUTKvFHNn+7sp2r1yO5ppqtZPhpmzfHkXWo9mLHAXyfvXhgwokJAgSncfmwwheNFZXdjpPqI/QxooS+aq5Vtk3XDZWeY+zWV0c/TxSX1YKo6496tvp7M3L0mpBReH+iLdTuHlDxOuIVLRLLbXbCZ50Lc2oOVIcs+1p7OdHjbRa1U5C1CkVQDoewFGXz6X2aZ7+JITYKYSYJYQYFOKyEELcL4TIFULk1tR0XgFk9egZTNqDpsT6srKy8Omnn2L06NEwm8147MEH8MIrr6K52XYh29raGvAtbL5kZ2fjmH7HYN3GjQCAhsZGrFyzFhddMAIAYNTp0NZQH3HaXf24cCFGv/UmiouLUVxcjNz1a7Fm3Xq063Roa/TfeczQ2oIH770X//33M+jVs2fI2738N5ehvr4ee/eFX1l9/5+nwl6W1OXvYjXUNnR7cxNmv/USdv68RIFURe6rJ/4Z0vzVxQdh6aRR57BrxVLkuQxCHhUa6dCyadZU1JVGFpDfsXxxWMsV56v75kfHhVWg8jcaCjeHPi4d2Swd9wlKdu9QOxlu5r77qtpJiKr68tKI12G1WBRISTCCeIQtjEveee+/3uk8u1YsDbDJ+L4KnPDIPWEvW36gwGva1vmzcTg/z23ago/e6XxlEdabv3w9Dt+98GTYywd7GDsLetQeLcHPE8eEnQ6HVZMnoLQgjAB2fGfH0IV7/vloKE996VnsWf1zhAkKTZwXH0FZ8bXvgcwTiSKPsAVpAYCpUkqDEOIBAN8CuDKUFUgpxwMYDwAjRozoNAs+NP67cNIZdeeddx7OOeccTJ06FXf97a9oa2/Hry67DGlpaUhNTcV9d/wt5HV++v57+M8rr+KVt94GAPzrsUcxZLBtbCWr1YJ//+8lvPTGmwCAAf37Y+zHH+Lg4cM4/9e/ca7j1Rf/gxv+r/NBrdt1Oqxcsxbvvvaac1p2VhYuGnEBlv/yC276wx/8Lmsxm3HqKcNw6inDfH4//uuvMXtex8Xu12O/8JrniYcewt0PPtRpOv2pLytF30GDw16eAM1EDOxCrZA6u6MWa/rWlqiuvysOPB5r+Us7emBCCNVaSWajsdN5lHyErbU+tJsTfHyui+gCFwnaEF/nU7R6YMSquG1r8B2gz1v4Y+grUyDNDcH2mFUqAT7KbyV7W6z94ZvQh0CKp8JGY9GT2A8MH0y3yvi3c/lPuOYfj6idjKhSKoBUBmCQy+eB9mlOUkrX0Z4nAnjPZdnLPZZdpVC6Yq7Vz6MontMXLLC9tazyYCEeuf+f+N+rryEtI8M5zcGzqJnzg++g2KnDTsbs76f4/O6z99+D1UcBfzTIV5J+8t67bp+zMjNRkLfVa75JX3TcgfBcZtDAgVj10yKvZUb96RaM+pPtrXPPPPE4nnnica95Bg0ciF9dcrHz83VXX4WKogNu8/zqkovd5gmZmoW6tuqTIGk40UEkLa4aHBrBPeZOa13RY8LnT+6C+yGO8OjEr6DqqcS/FgtOVyyPCUAnZRzzBVFUKPUI21YAw4QQQ4UQaQBuAzDfdQYhRH+XjzcCcPQDXQrgWiFELyFELwDX2qeRUtjA0LR4DGbEfZ0c7+kn8hDWYLpg9UCkWRq5We9ZXXbl6lPR9prax7YrH0i/tL9Twr15FW4bgcgXRXogSSnNQohHYQv8JAOYJKXcI4R4DUCulHI+gMeFEDcCMAOoB3C3fdl6IcTrsAWhAOA1KaWyA/bEoXseehgV1TWwmM2QVtvz9i8++yyu+O1vOlnSl+AKjRdefgVbt7mP4/GPu+7Cbbf+KYxtxk5bY2PIy9QePaJ8QrqQxspIuk1Hl8loUDsJmhPtAf3YMIFbVFVAxDwwHO72tN9cprgjZdfsoae4zsdA6nJlr998FaP8FkS+Djrvq3yKhFNnVBzYF4WUeErcPO3raZBQtTc1Rp4QlUgpo/aCR4otxcZAklIuBrDYY9pLLn+/AOAFP8tOAjBJoXQkxBgLX4/9Atk9e8V0QNS3X30lZttSUktd4AHVZRCNWTZ2E8f+DWs6nYfHu3MbZv7gMYX7zJUjsN8VlcfkIoIUwbIubgV16NRo7zJLKUfF87O1vq7zmTxsmPl9FFISoXgq4+IprUQBKPUImyZkZGSgrq4ugS4Otfo7tJoub1JKtOkNaK2pUjspRHFl4yzPAFIA8R+zD9nqKYrc81BMbHoi2Mp+rb16nrQoftoJmqbBslWLbexYvTZb0Z+u8rGtPnxQ3QT4oHQ8NOS8qr2sTaRJsXwLW9QNHDgQpaWlqKkJ3CNFSxwN8do2HZJTU92mpdU3wqhr97tsg9EMi9mMtgb/T/ylpKXZH4NTrnIVSUnO9TUYbW+zaq2vC+rVtkkpKVF/A5ZIEpBWWy0gpURrTRX2LpoT1W1GhBVWTC0b/1ngVxQTBaF0n//XDUsZm4sZt22qVJBo8FqSKHEk2PkVreDT5h9nRmW9wTqya3vHhxAeYYvHMTCjKeHrEzV/oBaC0czzCSOhAkipqakYOnSo2skIyehXngUA/PXN0eh/8qlu0y688U/YOn+232Wfnr4Q1cWHMOUNn08GAgCGnjcC1YcPKvoonOujdU9Pt726+uunHkR9eWmnyx4z9KSo3/XIyMmB3s/b8Hwx6tq7QK1FDgwexYe6oyURLV+2by9a6+uQ07uPQily5/X6WxYhwUmAR8ypc6xSFRDETkyEIRuUsG/96hhtqfNjMvf914Na0+5VP6OyaH+kCUo4oeZpJYOSDVUViq3LFwZPKFEk1CNscc1XmaJUw0DxBkbiFYCFWzepuPXE25+xpkaPjy4nYDZV/iLm50ljI17HzNdfVCAlFFiCl18J/vMozqkQqYukvo20N7wWH5/zdHjb1s5nAlC4eT1a6mqjnJr4onY8tKb4kLoJSHAMoCUOBpA0TKk7S7xD1bmmKN91oOg6lLdF7SR0bdEoYxS4UGhpCH2QUDWoeVEU69ohDq7/wqPR33V0z051NpywBzp2gioXVGjfVR0sDHvZ+R++HdG2YzXWkd/tM19TBJh7wJ2QIBhA0jDlAkjRO8wmvT5q644lNcszlqXUKY03WrUaok5Ojt1T2vF6Z02F/gsx3yLFFo8w+RP3j2xpvC5OCFptUBCREwNIWuGzwFTqETZlVqMELb71AQCaqyvVTgIRKU1DZR/ZJGyPWF5YuonXgKq2BNMDyXuSkmNeElGC0ELdy3oyYTCApBU+zinlhkBS9jAn4vl/YNN61bZtNhhU23ZXY2hvUzsJ4dH6OaeBdokvjrcxEhHFHRnMeEMaLXyjTaWGKGuU+KK5Rw61lh4VqH1zoXx/garbTxQMIGmZYo+wKbKa+BFn5XPJ7ny1k9BlzH33VbWTQDFkaAv+bYwR66oNw1B/dhfdTUTR0OXad0SeumrdS2ExGRJj6BW1MYCkFT4aAQnb1Z9IJZURDP6pJrXv2HSWBtFV74IrhQ3guKeFc1QzJBgoVEBQvSe4n2OLZXWUiZDbE2qWvSFnhy6efTTXI4zCxgCSVtjPqebaapeJij3Dpsx6HFzOf6NOp+y6FcDiifxi5UUqi+QV2FoU6u8x6rVXZ/hydO+ukMaSsZhMUUwNdU3afAtbouGYUVqibBvNYjQquj5Par8VMBRaqaNaamvUTgIpgAEkjZnwyL3Ov+OhB9J3/3lS7SQQBS1+40dxm/AuI5gjVFHo+w1EXeno1pYUq52EoMx49QWMe+Dv7FkUrvgtbMlLYh/Lma+/GPzMzNdRFc7eFdL/tdKCj98JPzFBMBvjZwxTLbzESNfSjCnPPa52MkgBDCBpRZw+wtZaX6d2EohCwMZf2LjrItbItz3GHY6XEA4WFkrQzF7UTEKio660JOh5E3xXaEDo1z2BgvxVh4oiSYziuvojXDuWLVY7CaQQBpC0TLMBpK5dABLFWhdvcxBRnGHPLQVwF/rFOjExCUDD1z6RS7RH2EPV1QNoiYQBJK2QwI7l7pFZrfZA4ulP8YqVF0VPJHkr8nxZWXQg4nV0pr2pMerboATAYlYhne9IrbYTExbbEERhs5jNaieBFMIAkob8PPELtZNAROQHG85E1KG5zvdgqBKSF9oUZcxfZBNPNwbjKKlRwZtQiYMBJK3wdROJd5aIlNXFK++oYVEVGeZL7eKx8cukwbewdjlsJ8ZUPAUr4pIQYeTpODomXT7/dPXfnzgUCyAJIa4XQuwXQhQJIZ738f2/hBB7hRA7hRArhBCDXb6zCCHy7f/mK5WmuOLjnFKqa7JQ+uquyxeAFK/i9vlznnPax0NEXYzfcY54LiiD+5G6mJa6GuhbmkNaZtm4T6OUGiLyJ0WJlQghkgGMAXANgFIAW4UQ86WUe11m2w5ghJSyXQjxEID3AIyyf6eTUg5XIi2JhM+2E8VWW2OD2kmIUyyrOGgwdTl+4/GSMW8FBNPbhSUvJZJEf7Mz2wmUKJTqgXQRgCIp5SEppRHANAA3uc4gpVwppWy3f9wEYKBC204Iiz/7wHuiAgEkKaF4C0PncXeg9ugR1JeXKrsRIhVYrRbVtl1asNvvd+w2n9iUPL4h33iI87xltUT3nJ377qtRXX8848UQ+bJpznS1k+CXrqUlouVZF1NErHHaC14hjVWVaieBFKJUAOl4AEddPpfap/lzH4CfXD5nCCFyhRCbhBB/9LeQEOJ++3y5NTW+B2+MV41VFV7TFOuBFOX6bvbbL0d3A0RdwPRXvJ78pS7C0N6m2Lp4gUMxEzCvMR/GBHuqh6S2pFjtJBB1WXVHj6idBFKIIo+whUIIcQeAEQB+5zJ5sJSyTAhxIoBfhBC7pJQHPZeVUo4HMB4ARowYkfCtk3h5hE3xMZaIKK6wDEBw18t+LrjjpawncpfwzTCVBbF/YxIw5nF2YoCeiEixHkhlAAa5fB5on+ZGCHE1gBcB3CilNDimSynL7P8fArAKwHkKpUvTWuprO5kj8ouK0r27ov+QvOaufVjBU2LRxKMiGkgCEWlHoGtp9oSLXFB7sKsGn5m/KA5ZmW8pQSgVQNoKYJgQYqgQIg3AbQDc3qYmhDgPwJewBY+qXab3EkKk2//uC+DXAFwH305YhZs3BvxeiXaB2WiAxWyOfEUBCKHYy/yIiIgoDjBIFGVB7F72/owtTdzMSWAsUojigyJX/lJKM4BHASwFUABghpRyjxDiNSHEjfbZ3geQA2CmECJfCOEIMJ0OIFcIsQPASgDveLy9rctSqnEmozxoW1e9AUYUMxpvVPFCMrILCz7CRvHJf56PdruD7OKw6Nj848yI33ja3tykUGqIYohtJUoQio2BJKVcDGCxx7SXXP6+2s9yGwCcrVQ6Esm2xfM7n0kDWBwSJb5AAZLCLetjmJI4ppVAkVbSQXGN10LRlpg7eN3Ub5G3cG5E62iuqe58pmhIzEOiIYm9g3mzjRIFnz3SsNbGeoXWFOWLBZaHRFGm7ZOspa6z8dwokPLCfYqtK6jeTGzEkhKYj6JKWrWxf406neLr1LU0K77OWFj25adqJ4GISHUMIMUxq8WidhIA8GY2kVL0ba0+p/OuVfis1tiUk8E8smNsb/M5/VDeFuXSwbxCMcLH1KLLaonu+JVEWpPwZQrrZ0oQDCBpWGeDIy746J0YpaQzjCARKWHMvbf5nF6wZmWMU5I41nz/TUy201Jb0+k8P0/8IgYpCQKj/qQABis1gOcyUdwoO1CgdhKIFMEAUhwr2hr4LW4xo7UGDNu0lGDK9vO9AuHSTDmpJbzwJwUwgEREFLwtc2eonQQiRTCARBHTWvyIiMihq73mWt/aonYSqIuQUhuP0XdlXat0IyIiLWAAKc4Fcwcw2gEevoKaEgZvqCcckdS1yqegxpBgmU0K0Mogz10bz2UiIootBpAoYg0V5WongUgR2n0kQwPp0kASwiJYzXnRbD6neJLwA97GA8aPiIgoxtiy1jKFGgZ8xTZRsHhhnWh4feXN0Ob7bXBEoWAAiYiIqOthAImIyEGr8SMNpKu1oU7tJIRFJLGa82Q2GdVOAiUA7fbY7EoYIiciothiy1rDLCZT5zOxAUekGF4Q+bd/wxq1kxAWjtFGFB1Vh4rUTgIRERHFGANIcS5/2SK1k6A5DAFQuDb/qM1XrLY3N6mdhLhVe/SI2kkgSkjlBwrUTkKXx/g4ERHFGgNIKlKi4t+9cnnkKyEiAMCuFUvVTgIREVFwGEEiIqIYYwBJRXxahoiIiIjCkcS3TBIRUYyx5iEiIiIiijfsgURERDHGABIRERERUZzhWyaJiCjWWPOoiDeOooXPBhIREVFi41smiYgo1hQLIAkhrhdC7BdCFAkhnvfxfboQYrr9+81CiCEu371gn75fCHGdUmnSOo6BREREREThYA8kIiKKNUVqHiFEMoAxAH4P4AwAtwshzvCY7T4ADVLKkwF8BOBd+7JnALgNwJkArgfwhX19ROFhYI6IiIgSnEhiDyQiIootpW5dXASgSEp5SEppBDANwE0e89wE4Fv737MAXCVsfW9vAjBNSmmQUh4GUGRfH1FYJLt2ERERUYIz6fRqJ4GIiLoYpQJIxwM46vK51D7N5zxSSjOAJgB9glw2IaWkpqqdhIRk0uvUTgIRERFRVO1YvljtJBARUReTonYCQiGEuB/A/faPrUKI/WqmRwnpKSkn9uuW3UvtdBB1dW0GI7LT09ROBlGXx3ORSBt4LhKpj+dh/HlGiDy106CQwb4mKhVAKgMwyOXzQPs0X/OUCiFSAPQAUBfksgAAKeV4AOMVSrMmCCFyj9Y3jlA7HURdnRAit76tnecikcp4LhJpA89FIvXxPCStUeoRtq0Ahgkhhgoh0mAbFHu+xzzzAdxl//tWAL9I22A18wHcZn9L21AAwwBsUShdREREREREREQUIUV6IEkpzUKIRwEsBZAMYJKUco8Q4jUAuVLK+QC+AjBFCFEEoB62IBPs880AsBeAGcAjUkqLEukiIiIiIiIiIqLICb6xSl1CiPvtj+YRkYp4LhJpA89FIm3guUikPp6HpDUMIBERERERERERUUBKjYFEREREREREREQJigEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKKEXtBISrb9++csiQIWong4iIiIiIiIgoYeTl5dVKKft5To/bANKQIUOQm5urdjKIiIiIiIiIiBKGEOKIr+l8hI2IiIiIiIiIiAJiAImIiIiIiIiIiAKK20fYEoGpph26PXWw6swwFDYgpVcGLK0mWFqMsNTrAQBpg7sj45ReMJY0A0kCqQNyIFKTYDjYiLSB3SDSkwEA5lod2nOrkHFmH6QN6ua2Hd2OGiRlpyK5exqkRcJcq0NyTirShvZwziNNVuj31SOlTwZS+mTCcKgJIjUJ6Sf1hH5fPTJO7w1Lg96W1kNNEMlJSO6VDkgAUsJY0oKsEcciKSsVSVkp0O9vQMZJPYBkAf2+BmQM64nWLZWA2YrMc/pBt6sW1jYTMs/pi6SMFCT3zoChsAHSCmSc0gu6PbWQRqstPb0yoCuoQ8bJvdC+qwapx2XDWNoKmK3IGnEsLPV6pA3uDsOhJpgqWm3L9ctE5ll9YSxtgaGwEd2vGQxpssBU0QYkCZhrdEg/sQdM1e1IO6EbkrJSYW01wdpqhMhMgbXVhNTjc5z7R7+3DsaSFqQO6gbTUdv/qf0yYdVbAKuEpdUIU2krMk7vjdT+2WhZU4b0od1haTQgpV8WkrNTYWkxIuWYLBiPNiO1bxbaciuReUYfGCvbkJyThpTeGTBVt8NU1oq0Id0BCST3TIfxcBMyz+kHU2UbDEWNSDkmE0mZqbA06iHSk2Gu1SP74uNgbTfDeKQZ2RceByQLGA83IW1Id9vv0pltxypJwFjagpSe6Ugb2gOGQ01IG5ADkZ6E9vwaiJQkmKvbkTa0B0xlLcj51fFAsoC1xQhzowH6PXVIOSYLWecfA6k3w1jehvQTbfmoZUUJ0of1gr6gDhmn9kZyjzS0ba4EAHS/bjAgBHS7a2EqbUXW8H5IykqFpdmA1IHdYG01QV9QB3OdHlnD+8GqMzvzp76gHil9MwEpkdInE8ajLUgb0h2GokakDe4OY0kzDIWNSB/WEyItGbBIGMtbYW02InN4P1gaDDAeaXYey5xfD4B+fwNERjLST+qJpNQkNP9cgszh/QAJpPbPtm13Xz0ggaSMZOj3NyD9pB4Q6SkwHGpE5ll9kdI7A/oDDcg4rTek3gxTjQ7WdhMyTu2Nll9KkHX+sbA06GGqakdKv0yIlCQYDjUhpU8GTFXtSD+xBwwHmwABdL96MCCAtk0VsDQakDowB6nHZkOarZBmKyCBtBO6wdpuhi6/Ghln9EFyz3Tbbz3agrTB3dG8tBgAkHXeMWjfXm37+/xj0L7N9nfGab1t+QqApdEA3e5aWNvNyBjWE6aqdiBJIK1/NlLt5YelQY/27TVIHZCN5OxU6PbUodtVJ8BwsBEZp/UGpG0fZZzWGxCAqbwVxuJmiMwUJPdIR0qvdFj1FlhbjbDqLcg8qy/a86pgrteh+zVD0LLyKCBsZVxydiqQLGzHGYDhYCMMh5uR3D0NSenJMFW02fKQFdAXNSC5WxqSc9JgqmqDtEiIlCRIkxUZp/WG8UgzpMVqO58q2mAsaUH6iT2QfkovwGxFW24VUgfkOM8za6sR6cN6AQDa86qQ0jcTaYO7Q+rNaFlVaiuDT+9tK7PLW2FpNsJUaTt+1lYjIITzewCwtpmg21kLS5MBIj0ZOZf0R8vqUnS7fCBa15dDmqzIPKevvdxvRPopvZDaPxvmyjYk90iHVW+GpdkIkSxsearZiIxTe0G/vwHJvTOQPrQHTJVtSB/aA+07a5A2sBuk0YK0wd3RsroUOZf0h7lOB31BPZJ7pMPSZkLmmX2g21GDzHP6wlTehpR+mbZyalUpsi86Drrdtba8PyAbpoo2JGWlIv3EHrA0G6HfWwcASO6ehuQ+mZAGM6x6C9KOz4GlyQBzrQ4iM8VW7gCA2QrDoSZIsxXGkhakndANKcdkwdJogKGoETm/GoD2/GpY283IvqQ/9HvrkHlWXxiONMNU1orMc/s5z0FnXihsRLffDYSxwlbemEpbkNQtDfq99ZBWK3J+dTz0++pt+7FOB8PhZqQP7Y7UflkwlrbYyu6BObC22vZF66YKpA3IgTRZIE1WpA/rBXO93lYWZtjqVENRI6TRAmNJC7pdPggtq44iuUcaRHoyUvtlIXVQN5ir26HbXQeRIiBNVmSdfwySe2UAUqJ1fTkyTumF9m3VSO6RhoxTe8NwuAkpfTIh0pNhPNyE5J7pyDijD8w1OhiLmyAyU2CqaEPOJf1hKG6GNFqQemwWpBUw17Yj65x+MFW1w1Tdbqs37fVDUjfbeZLcMx3t26rR7YpBaF1XhuRe6cg8vQ9MlW22c1FvhrmqHck902FpNSE5OwWWJiMyTusNS5MBpoo2pA3ujrRB3WA82oL0k3pAt6sWqcdlA1JCX9gIabAAAFKOzULawG6w6sxI6ZUOY2krMk7rjZaVR5ExrCdEahJSjsuGobAByb0y0J5fjczTekO3uw4pfTORPqwnTBVtSD+pJwyHmgCrRPpJPWzn68k9YW0xonV9OdJO6GY7fv2zkZSTCpGabEtrWSsAIPOsPrb2y/4GpBybhZS+mTAdbUFyn0zbPu6R1pFf20xIzk6F4VATUgdkI6VvJlIH5DjzWdqAHLTvrIG1zYxuVwyEfn8DkjJTIJIEpNmKpG5pkCYrTOWtsLabkNzdth8d55+ptAVWo61NACuQNbwfUo6z5WVdfjVMle0AgPSTbftHpCbBVN4Gc60OKf0ykZSditRjsgABGEtaYKqwlQlZ5x9jyw8mCzLP7Av9/npknNILSBIwHGiAsB97IQQsTQZYWoy2fXa8rZwT6cnI+dUAWFtNaNtaaZu/e5qtjLGnCQByfjUA5jqdW9vQ0mRA29ZKJGXY2kUpx2YhuVsarDqzrU3YboZIT3bmCwCAgK29ASBrxLG2MiIlCWkndLPVhz3ToS9sgLlaZ6srjs2CpUGPrPOPQfOyI0g7oTuMR2zlf3KvDGQM6wmk2O53m8pabfWEvb5MPT4HpvJWpPTNss2XLGAoarT9/gE5MB5pRvqwnjDX6WGpt7Uv2vNrkHZCN6T2z3a2UTJO7w2rzmxr6zQZAbMVqYO6QSQJAIDxSDPSBndHSt9M6PfV2dpGAtAfaLC1yQsbkfPrAc5zU7e3DqnHZMHSbEDaCd2R0jvDfo70grG4GeZaHcz1eud+SumbCZFq20e6PXWwtpsAK2zlzXHZ9s8S5jpbuy/jlF5IykyB1WiBsdh2fWCp10NkpAACyBjWE4aDTRApSci64Bhn20hf2IDUY7JgLGmGucEAabDY6oMBOdDtqAFSBLpfcYLt+LYYYWky2OrVkhbo99Y5z8fMc/vB2mKE1WRFcnYq0oZ0t11D9LZdx4iUJFvdkZIEkZIEQCIpPdlZ3hiPtkCarLZj3D0N5no9Ms/pC3ONDtJkhaXFCHNVu7Puc+yj1ONzYDzaAku93va5fzYszUakn9gDxtIWpJ/UE7pdtbZz8oTu0O2tQ86l/WFpMtrqawCGI81I6ZMJa6sR2ZcOgLXZiPb8aiT3yoC1zYS0wd1hbTPZ8lW/LEiTBUk5aTAcaABSBFL62Labelw2mn8+gm6XDYTISIa5Rof2vCqk9s92tr1Tj8+B8XAT9PsbkPOrAbC0GJGUnQqRLNC2rdr2+7NTkdInE21bK5HSN9PWRqxuR3L3dGfbNaVvJrIuOBat68qQlJWCpJw020lmBSwtRqQek+W8bpNmK1J6ZSApJ9VZlur21MHSaLCVhzqLbX+VNEOkJMFqtEDqLUjqlgZri20fpQ7Mse0z+2cASOqWCggBa7NtWtrQ7rDU62FpNjrzcXKPNIjUZJhrdfYJwtbWPdwMmK228u8kW9s3uXcGRGoSzHU6pPTJtNVNPdKQeWZf6PbWQVqk2/ZdOcqVjNN6w9pshG5vXUeZ3GSANFlt+8JktScegNWliMpIQdoJ3ZCcnYpet5wMkZrsczvkn5BSqp2GsIwYMULG+xhI7btqUf99gdrJICIiIiIiIuoyMs87Bn1Gnap2MjRLCJEnpRzhOZ2PsKko88w+yDz/GLWTQURERERERNRl6Ow99ik0DCCpSCQJiGShdjKIiIiIiIiIiAJiAImIiIiIiIiIiAJiAImIiIiIiIiIiAJiAImIiIiIiIiIiAJiAImIiIiIiIiIiAJiAImIiIiIiIiIiAJKUTsBRERERERERESxVPr8WgDAMU+ch7T+OSqnJj6wBxIRERERERERdUnVn2xXOwlxgwEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKiAEkIiIiIiIiIiIKKKYBJCHEJCFEtRBit8u03kKI5UKIQvv/vWKZJiIiIiIiIiIiCizWPZC+AXC9x7TnAayQUg4DsML+mYiIiIiIiIiINCKmASQp5RoA9R6TbwLwrf3vbwH8MZZpIiIiIiIiIqKuq37mATQuPARptqqdFE1LUTsBAI6VUlbY/64EcKy/GYUQ9wO4HwBOOOGEGCSNiIiIiIiIiBJZe14VAMCqN6H3raeqnBrt0tQg2lJKCUAG+H68lHKElHJEv379YpgyIiIiIiIiIkpk7bnVaidB07QQQKoSQvQHAPv/PGJERERERERERBqihQDSfAB32f++C8A8FdNCREREREREREQeYhpAEkJMBbARwKlCiFIhxH0A3gFwjRCiEMDV9s9ERERERERERKQRMR1EW0p5u5+vroplOoiIiIiIiIiIKHhaeISNiIiIiIiIiIg0jAEkIiIiIiIiIiIKKKaPsBERERERERERaVXp82udf/e56wxknt5HxdRoC3sgERERERERERF5qPuuQO0kaAoDSEREREREREREnixS7RRoCgNIREREREREREQUEANIREREREREREQUEANIREREREREREQUEANIREREREREREQUEANIREREREREREQUUIraCSAiIiIiIiIi0qK23CpYWo1IPSYLmWf0UTs5qmIAiYiIiIiIiIjIh4ZZB5x/97nzjC4dROIjbEREREREREREnaifuV/tJKiKASQiIiIiIiIios5ItROgLgaQiIiIiIiIiIg6wwASEREREREREREFIq1dO4LEABIRERERERERUWckA0hERERERERERBQIeyAREREREREREVFAXTt+hBS1E0BEREREREREpHkSKH1+LZJyUtH79tOQcVJPtVMUU+yBREREREREREQUJGurCfXT9qudjJhjAImIiIiIiIiIKATSbFU7CTHHABIRERERERERUSi64IDaDCAREREREREREYWEASQiIiIiIiIiIgqk68WPGEAiIiIiIiIiIgqFZACJiIiIiIiIiIgC6oIRpBS1E0BEREREREREFFesgPFoi/OjyEhGar8sFRMUfQwgERERERERERGFwipRPSbf+THl2Cwc99QF6qUnBhhAIiIiIiIiIiIKlej401zVrl46YoQBJCIiIiIiIiKiULkOgyT8zpUwOIg2EREREREREREFxAASEREREREREREFxAASEREREREREREFpJkxkIQQxQBaAFgAmKWUI9RNERERERERERERARoKINldIaWsVTsRRERERERERETUgY+wERERERERERFRQFoKIEkAy4QQeUKI+33NIIS4XwiRK4TIrampiXHyiIiIiIiIiIi6Ji0FkC6TUp4P4PcAHhFC/NZzBinleCnlCCnliH79+sU+hUREREREREREXZBmAkhSyjL7/9UA5gK4SN0UERERERERERERoJEAkhAiWwjRzfE3gGsB7FY3VUREREREREREBGjnLWzHApgrhABsafpBSrlE3SQRERERERERERGgkQCSlPIQgHPVTgcREREREREREXnTxCNsRERERERERESkXQwgERERERERERFRQAwgERERERERERFRQAwgERERERERERFRQAwgERERERERERFRQAwgERERERERERFRQAwgERERERERERFRQAwgERERERERERFRQAwgERERERERERFRQAwgERERERERERFRQAwgERERERERERFRQAwgERERERERERFRQAwgERERERERERFRQAwgERERERERERFRQClqJ0BJJpMJpaWl0Ov1aiclaNYhJlj758R8u8mNVuRsbkeSIeabJiIiIiIiIqI4k1ABpNLSUnTr1g1DhgyBEELt5ATF3KCHtc0U021KKdHQpwn1qEb3Ne0x3TYRERERERERxZ+EeoRNr9ejT58+cRM8UosQAr2yesDSM6EOPxERERERERFFScJFEBg8Cg73ExEREREREREFK+ECSEREREREREREpKyEGgPJU/kbm2BtVW58oaScVAz47yV+v6+rq8NVV10FAKisrERycjL69esHANixYwfOPfdc57y33XYbnn/+eVx1w7VobW7FxsWrAQB5O7bh+Tf+i+UzF2PyjO+Rt3MbPnljtHO5a/78f3jnv2/ggnPPxymXnoWc7BzbI2k9euKrj7/E4IEnAAAyB/fEWaed6VzuLzf+Cc8+8i/F9gURERERERERdR0JHUBSMngUzPr69OmD/Px8AMArr7yCnJwcPPPMMwCAnJwc53eeaupqsGTlMlx/xbUhp2nZjEXo27sPXhv9Jt759H2Mfe8zAEBmRia2Ll0f8vqIiIiIiIiIiDzxETYNeOrBx/HuZx9EtI6Lz78IZZXlCqWIiIiIiIiIiKgDA0gxotPpMHz4cOe/6dOnO7+75PyLkJaahlUb1oS9/mWrf8aN143s2J5ehwuv+7Xz38z5syNKPxERERERERF1XQn9CJuWZGZm+n2EDQCef/xZvP3p+3jrhVed0/y9KM31DWrX/uUPaGhsQHZ2Nl555r8d2+MjbERERERERESkEPZA0ogrfv076PU6bN6+1Tmtd6/eaGxqdJuvvrEBfXr3cX5eNmMRCjftwblnnIPXRr8Vq+QSERERERERURfCAJKGPP/4s/hw7CfOzyPOvQAbczejsroKgO0NbQajAYMGDHRbLiUlBR+88g6+nz0V9Q31MU0zERERERERESW+hH6ELSknVdE3sSXlpIa9rGMMJIfrr78e77zzjts8v7/yOvTt09f5+dh+x+CDV97FTXfdCqvVipzsbEz5fBKSkrzjfv2PPQ5/uelWjPt2Av7z5HPOMZAcrr38arzp8ngcEREREREREVGwhJRS7TSEZcSIETI3N9dtWkFBAU4//XSVUhQec4Me1jblglyh2F9ShF7zW1XZNhEREREREVHCEMDAt3+jdioUIYTIk1KO8JzOR9iIiIiIiIiIiCggBpCIiIiIiIiIiCighAsgxesjebHG/UREREREREREwUqoAFJGRgbq6uoYHOmElBIN7U1IbrSqnRQiIiIiIiIiigMJ9Ra2gQMHorS0FDU1NWonJWjWdhOsBkvMt5vcaEXO5vaYb5eIiIiIiIiI4k9CBZBSU1MxdOhQtZMRkvrZB9C+tUrtZBARERERERER+aWZR9iEENcLIfYLIYqEEM+rnR4iIiIiIiIiIrLRRABJCJEMYAyA3wM4A8DtQogz1E0VEREREREREREBGgkgAbgIQJGU8pCU0ghgGoCbVE5TbHC8byIiIiIiIqL41gWu7bUyBtLxAI66fC4FcLHnTEKI+wHcb//YKoTYH4O0RVV2WtbQE3r27yal5CvRiFTUqGtO7pnZPfYj2hORG56LRNrAc5FIfTwP44eAEGarxVT4bvE+tdOikMG+JgotvPJeCHErgOullP+wf/47gIullI+qm7LoE0LkSilHqJ0Ooq6O5yKRNvBcJNIGnotE6uN5SFqjlUfYygAMcvk80D6NiIiIiIiIiIhUppUA0lYAw4QQQ4UQaQBuAzBf5TQRERERERERERE0MgaSlNIshHgUwFIAyQAmSSn3qJysWBmvdgKICADPRSKt4LlIpA08F4nUx/OQNEUTYyAREREREREREZF2aeURNiIiIiIiIiIi0igGkIiIiIiIiIiIKCAGkFQkhLheCLFfCFEkhHhe7fQQJRIhxCAhxEohxF4hxB4hxBP26b2FEMuFEIX2/3vZpwshxKf283GnEOJ8l3XdZZ+/UAhxl1q/iSieCSGShRDbhRAL7Z+HCiE228+56faXaEAIkW7/XGT/fojLOl6wT98vhLhOpZ9CFLeEED2FELOEEPuEEAVCiEtZLxLFnhDiKXv7dLcQYqoQIoP1IsUDBpBUIoRIBjAGwO8BnAHgdiHEGeqmiiihmAE8LaU8A8AlAB6xn2PPA1ghpRwGYIX9M2A7F4fZ/90PYCxgCzgBeBnAxQAuAvCyo3FNRCF5AkCBy+d3AXwkpTwZQAOA++zT7wPQYJ/+kX0+2M/f2wCcCeB6AF/Y61IiCt4nAJZIKU8DcC5s5yTrRaIYEkIcD+BxACOklGfB9hKp28B6keIAA0jquQhAkZTykJTSCGAagJtUThNRwpBSVkgpt9n/boGtkXw8bOfZt/bZvgXwR/vfNwGYLG02AegphOgP4DoAy6WU9VLKBgDLYaukiShIQoiBAP4AYKL9swBwJYBZ9lk8z0XHOToLwFX2+W8CME1KaZBSHgZQBFtdSkRBEEL0APBbAF8BgJTSKKVsBOtFIjWkAMgUQqQAyAJQAdaLFAcYQFLP8QCOunwutU8jIoXZu/qeB2AzgGOllBX2ryoBHGv/2985yXOVKHIfA/g3AKv9cx8AjVJKs/2z63nlPOfs3zfZ5+e5SBSZoQBqAHxtf5x0ohAiG6wXiWJKSlkG4AMAJbAFjpoA5IH1IsUBBpCIKKEJIXIAzAbwpJSy2fU7KaUEIFVJGFEXIYQYCaBaSpmndlqIurgUAOcDGCulPA9AGzoeVwPAepEoFuyPfN4EW1B3AIBssBcfxQkGkNRTBmCQy+eB9mlEpBAhRCpswaPvpZRz7JOr7F3wYf+/2j7d3znJc5UoMr8GcKMQohi2x7WvhG0clp72rvuA+3nlPOfs3/cAUAeei0SRKgVQKqXcbP88C7aAEutFoti6GsBhKWWNlNIEYA5sdSXrRdI8BpDUsxXAMPto+2mwDYA2X+U0ESUM+7PhXwEokFJ+6PLVfACON8bcBWCey/Q77W+duQRAk71L/1IA1wohetnvGF1rn0ZEQZBSviClHCilHAJbXfeLlPJvAFYCuNU+m+e56DhHb7XPL+3Tb7O/jWYobAP7bonRzyCKe1LKSgBHhRCn2iddBWAvWC8SxVoJgEuEEFn29qrjXGS9SJqX0vksFA1SSrMQ4lHYKtxkAJOklHtUThZRIvk1gL8D2CWEyLdP+w+AdwDMEELcB+AIgL/Yv1sM4P9gG4CwHcA9ACClrBdCvA5b0BcAXpNS1sfkFxAltucATBNCvAFgO+wD+9r/nyKEKAJQD1vQCVLKPUKIGbA1ss0AHpFSWmKfbKK49hiA7+03Lw/BVtclgfUiUcxIKTcLIWYB2AZbfbYdwHgAi8B6kTRO2IKXREREREREREREvvERNiIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCogBJCIiIiIiIiIiCuj/AYJ9NUB1tYWJAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 1440x2880 with 17 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "df.plot.area(figsize = (20,40),subplots=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "02cfdc0c",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "BALANCE                              2.393386\n",
-       "BALANCE_FREQUENCY                   -2.023266\n",
-       "PURCHASES                            8.144269\n",
-       "ONEOFF_PURCHASES                    10.045083\n",
-       "INSTALLMENTS_PURCHASES               7.299120\n",
-       "CASH_ADVANCE                         5.166609\n",
-       "PURCHASES_FREQUENCY                  0.060164\n",
-       "ONEOFF_PURCHASES_FREQUENCY           1.535613\n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY     0.509201\n",
-       "CASH_ADVANCE_FREQUENCY               1.828686\n",
-       "CASH_ADVANCE_TRX                     5.721298\n",
-       "PURCHASES_TRX                        4.630655\n",
-       "CREDIT_LIMIT                         1.522549\n",
-       "PAYMENTS                             5.907620\n",
-       "MINIMUM_PAYMENTS                    13.867357\n",
-       "PRC_FULL_PAYMENT                     1.942820\n",
-       "TENURE                              -2.943017\n",
-       "dtype: float64"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df.skew(axis=0)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7e069ef5",
-   "metadata": {},
-   "source": [
-    "### Removing the skewness using Square Root Method"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "da3fdce4",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "sqrt_skew = np.sqrt(df[columns_name])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "7df6f776",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "BALANCE                             0.829498\n",
-       "BALANCE_FREQUENCY                  -2.819495\n",
-       "PURCHASES                           1.730752\n",
-       "ONEOFF_PURCHASES                    2.129460\n",
-       "INSTALLMENTS_PURCHASES              1.546939\n",
-       "CASH_ADVANCE                        1.486159\n",
-       "PURCHASES_FREQUENCY                -0.421872\n",
-       "ONEOFF_PURCHASES_FREQUENCY          0.724607\n",
-       "PURCHASES_INSTALLMENTS_FREQUENCY    0.130409\n",
-       "CASH_ADVANCE_FREQUENCY              0.706976\n",
-       "CASH_ADVANCE_TRX                    1.417779\n",
-       "PURCHASES_TRX                       1.185757\n",
-       "CREDIT_LIMIT                        0.680933\n",
-       "PAYMENTS                            1.951535\n",
-       "MINIMUM_PAYMENTS                    3.805340\n",
-       "PRC_FULL_PAYMENT                    1.297280\n",
-       "TENURE                             -3.064332\n",
-       "dtype: float64"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sqrt_skew.skew()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "4dc8855f",
-   "metadata": {
-    "scrolled": true
-   },
-   "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>BALANCE</th>\n",
-       "      <th>BALANCE_FREQUENCY</th>\n",
-       "      <th>PURCHASES</th>\n",
-       "      <th>ONEOFF_PURCHASES</th>\n",
-       "      <th>INSTALLMENTS_PURCHASES</th>\n",
-       "      <th>CASH_ADVANCE</th>\n",
-       "      <th>PURCHASES_FREQUENCY</th>\n",
-       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
-       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_TRX</th>\n",
-       "      <th>PURCHASES_TRX</th>\n",
-       "      <th>CREDIT_LIMIT</th>\n",
-       "      <th>PAYMENTS</th>\n",
-       "      <th>MINIMUM_PAYMENTS</th>\n",
-       "      <th>PRC_FULL_PAYMENT</th>\n",
-       "      <th>TENURE</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>6.395369</td>\n",
-       "      <td>0.904534</td>\n",
-       "      <td>9.767292</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>9.767292</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.408249</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.288675</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.414214</td>\n",
-       "      <td>31.622777</td>\n",
-       "      <td>14.205706</td>\n",
-       "      <td>11.811426</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.464102</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>56.590347</td>\n",
-       "      <td>0.953463</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>80.267961</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>83.666003</td>\n",
-       "      <td>64.054919</td>\n",
-       "      <td>32.746606</td>\n",
-       "      <td>0.471404</td>\n",
-       "      <td>3.464102</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>49.951465</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>27.805935</td>\n",
-       "      <td>27.805935</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.464102</td>\n",
-       "      <td>86.602540</td>\n",
-       "      <td>24.941266</td>\n",
-       "      <td>25.045654</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.464102</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>40.824877</td>\n",
-       "      <td>0.797724</td>\n",
-       "      <td>38.716921</td>\n",
-       "      <td>38.716921</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>14.345313</td>\n",
-       "      <td>0.288675</td>\n",
-       "      <td>0.288675</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.288675</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>86.602540</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>29.397390</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.464102</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>28.595705</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>4.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.288675</td>\n",
-       "      <td>0.288675</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>34.641016</td>\n",
-       "      <td>26.044861</td>\n",
-       "      <td>15.645806</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.464102</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",
-       "      <td>...</td>\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>8945</th>\n",
-       "      <td>5.337932</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>17.062239</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>17.062239</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.912871</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.449490</td>\n",
-       "      <td>31.622777</td>\n",
-       "      <td>18.044236</td>\n",
-       "      <td>6.991879</td>\n",
-       "      <td>0.707107</td>\n",
-       "      <td>2.449490</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8946</th>\n",
-       "      <td>4.379865</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>17.320508</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>17.320508</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.912871</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.449490</td>\n",
-       "      <td>31.622777</td>\n",
-       "      <td>16.609073</td>\n",
-       "      <td>29.397390</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.449490</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8947</th>\n",
-       "      <td>4.837217</td>\n",
-       "      <td>0.912871</td>\n",
-       "      <td>12.016655</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>12.016655</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.912871</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.816497</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.236068</td>\n",
-       "      <td>31.622777</td>\n",
-       "      <td>9.015031</td>\n",
-       "      <td>9.078456</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>2.449490</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8948</th>\n",
-       "      <td>3.668455</td>\n",
-       "      <td>0.912871</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>6.046386</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.408249</td>\n",
-       "      <td>1.414214</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>22.360680</td>\n",
-       "      <td>7.249135</td>\n",
-       "      <td>7.466969</td>\n",
-       "      <td>0.500000</td>\n",
-       "      <td>2.449490</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8949</th>\n",
-       "      <td>19.305649</td>\n",
-       "      <td>0.816497</td>\n",
-       "      <td>33.064331</td>\n",
-       "      <td>33.064331</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>11.271203</td>\n",
-       "      <td>0.816497</td>\n",
-       "      <td>0.816497</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.577350</td>\n",
-       "      <td>1.414214</td>\n",
-       "      <td>4.795832</td>\n",
-       "      <td>34.641016</td>\n",
-       "      <td>7.947667</td>\n",
-       "      <td>9.396220</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.449490</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8950 rows × 17 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "        BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
-       "0      6.395369           0.904534   9.767292          0.000000   \n",
-       "1     56.590347           0.953463   0.000000          0.000000   \n",
-       "2     49.951465           1.000000  27.805935         27.805935   \n",
-       "3     40.824877           0.797724  38.716921         38.716921   \n",
-       "4     28.595705           1.000000   4.000000          4.000000   \n",
-       "...         ...                ...        ...               ...   \n",
-       "8945   5.337932           1.000000  17.062239          0.000000   \n",
-       "8946   4.379865           1.000000  17.320508          0.000000   \n",
-       "8947   4.837217           0.912871  12.016655          0.000000   \n",
-       "8948   3.668455           0.912871   0.000000          0.000000   \n",
-       "8949  19.305649           0.816497  33.064331         33.064331   \n",
-       "\n",
-       "      INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
-       "0                   9.767292      0.000000             0.408249   \n",
-       "1                   0.000000     80.267961             0.000000   \n",
-       "2                   0.000000      0.000000             1.000000   \n",
-       "3                   0.000000     14.345313             0.288675   \n",
-       "4                   0.000000      0.000000             0.288675   \n",
-       "...                      ...           ...                  ...   \n",
-       "8945               17.062239      0.000000             1.000000   \n",
-       "8946               17.320508      0.000000             1.000000   \n",
-       "8947               12.016655      0.000000             0.912871   \n",
-       "8948                0.000000      6.046386             0.000000   \n",
-       "8949                0.000000     11.271203             0.816497   \n",
-       "\n",
-       "      ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
-       "0                       0.000000                          0.288675   \n",
-       "1                       0.000000                          0.000000   \n",
-       "2                       1.000000                          0.000000   \n",
-       "3                       0.288675                          0.000000   \n",
-       "4                       0.288675                          0.000000   \n",
-       "...                          ...                               ...   \n",
-       "8945                    0.000000                          0.912871   \n",
-       "8946                    0.000000                          0.912871   \n",
-       "8947                    0.000000                          0.816497   \n",
-       "8948                    0.000000                          0.000000   \n",
-       "8949                    0.816497                          0.000000   \n",
-       "\n",
-       "      CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
-       "0                   0.000000          0.000000       1.414214     31.622777   \n",
-       "1                   0.500000          2.000000       0.000000     83.666003   \n",
-       "2                   0.000000          0.000000       3.464102     86.602540   \n",
-       "3                   0.288675          1.000000       1.000000     86.602540   \n",
-       "4                   0.000000          0.000000       1.000000     34.641016   \n",
-       "...                      ...               ...            ...           ...   \n",
-       "8945                0.000000          0.000000       2.449490     31.622777   \n",
-       "8946                0.000000          0.000000       2.449490     31.622777   \n",
-       "8947                0.000000          0.000000       2.236068     31.622777   \n",
-       "8948                0.408249          1.414214       0.000000     22.360680   \n",
-       "8949                0.577350          1.414214       4.795832     34.641016   \n",
-       "\n",
-       "       PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT    TENURE  \n",
-       "0     14.205706         11.811426          0.000000  3.464102  \n",
-       "1     64.054919         32.746606          0.471404  3.464102  \n",
-       "2     24.941266         25.045654          0.000000  3.464102  \n",
-       "3      0.000000         29.397390          0.000000  3.464102  \n",
-       "4     26.044861         15.645806          0.000000  3.464102  \n",
-       "...         ...               ...               ...       ...  \n",
-       "8945  18.044236          6.991879          0.707107  2.449490  \n",
-       "8946  16.609073         29.397390          0.000000  2.449490  \n",
-       "8947   9.015031          9.078456          0.500000  2.449490  \n",
-       "8948   7.249135          7.466969          0.500000  2.449490  \n",
-       "8949   7.947667          9.396220          0.000000  2.449490  \n",
-       "\n",
-       "[8950 rows x 17 columns]"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sqrt_skew"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "65211894",
-   "metadata": {
-    "scrolled": true
-   },
-   "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",
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-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>BALANCE</th>\n",
-       "      <th>BALANCE_FREQUENCY</th>\n",
-       "      <th>PURCHASES</th>\n",
-       "      <th>ONEOFF_PURCHASES</th>\n",
-       "      <th>INSTALLMENTS_PURCHASES</th>\n",
-       "      <th>CASH_ADVANCE</th>\n",
-       "      <th>PURCHASES_FREQUENCY</th>\n",
-       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
-       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
-       "      <th>CASH_ADVANCE_TRX</th>\n",
-       "      <th>PURCHASES_TRX</th>\n",
-       "      <th>CREDIT_LIMIT</th>\n",
-       "      <th>PAYMENTS</th>\n",
-       "      <th>MINIMUM_PAYMENTS</th>\n",
-       "      <th>PRC_FULL_PAYMENT</th>\n",
-       "      <th>TENURE</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>count</th>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "      <td>8950.000000</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>mean</th>\n",
-       "      <td>31.780551</td>\n",
-       "      <td>0.921054</td>\n",
-       "      <td>22.855845</td>\n",
-       "      <td>14.278686</td>\n",
-       "      <td>13.021440</td>\n",
-       "      <td>18.494035</td>\n",
-       "      <td>0.584054</td>\n",
-       "      <td>0.297600</td>\n",
-       "      <td>0.435160</td>\n",
-       "      <td>0.239918</td>\n",
-       "      <td>1.102261</td>\n",
-       "      <td>2.879521</td>\n",
-       "      <td>62.139544</td>\n",
-       "      <td>34.645065</td>\n",
-       "      <td>23.557147</td>\n",
-       "      <td>0.210447</td>\n",
-       "      <td>3.386634</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>std</th>\n",
-       "      <td>23.548531</td>\n",
-       "      <td>0.170098</td>\n",
-       "      <td>21.928723</td>\n",
-       "      <td>19.712937</td>\n",
-       "      <td>15.541452</td>\n",
-       "      <td>25.237134</td>\n",
-       "      <td>0.386326</td>\n",
-       "      <td>0.337498</td>\n",
-       "      <td>0.418441</td>\n",
-       "      <td>0.278554</td>\n",
-       "      <td>1.426210</td>\n",
-       "      <td>2.533557</td>\n",
-       "      <td>25.163411</td>\n",
-       "      <td>23.085123</td>\n",
-       "      <td>17.586981</td>\n",
-       "      <td>0.330816</td>\n",
-       "      <td>0.219169</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>min</th>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>7.071068</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.138430</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.449490</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25%</th>\n",
-       "      <td>11.326160</td>\n",
-       "      <td>0.942809</td>\n",
-       "      <td>6.295629</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.288675</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>40.000000</td>\n",
-       "      <td>19.577440</td>\n",
-       "      <td>13.071253</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.464102</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50%</th>\n",
-       "      <td>29.553091</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>19.007366</td>\n",
-       "      <td>6.164414</td>\n",
-       "      <td>9.433981</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.707107</td>\n",
-       "      <td>0.288675</td>\n",
-       "      <td>0.408249</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>2.645751</td>\n",
-       "      <td>54.772256</td>\n",
-       "      <td>29.272881</td>\n",
-       "      <td>18.320161</td>\n",
-       "      <td>0.000000</td>\n",
-       "      <td>3.464102</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75%</th>\n",
-       "      <td>45.322621</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>33.318613</td>\n",
-       "      <td>24.029248</td>\n",
-       "      <td>21.648037</td>\n",
-       "      <td>33.373959</td>\n",
-       "      <td>0.957427</td>\n",
-       "      <td>0.547723</td>\n",
-       "      <td>0.866025</td>\n",
-       "      <td>0.471404</td>\n",
-       "      <td>2.000000</td>\n",
-       "      <td>4.123106</td>\n",
-       "      <td>80.622577</td>\n",
-       "      <td>43.601999</td>\n",
-       "      <td>29.397390</td>\n",
-       "      <td>0.377964</td>\n",
-       "      <td>3.464102</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>max</th>\n",
-       "      <td>137.996879</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>221.448798</td>\n",
-       "      <td>201.894155</td>\n",
-       "      <td>150.000000</td>\n",
-       "      <td>217.111059</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>1.224745</td>\n",
-       "      <td>11.090537</td>\n",
-       "      <td>18.920888</td>\n",
-       "      <td>173.205081</td>\n",
-       "      <td>225.214305</td>\n",
-       "      <td>276.416728</td>\n",
-       "      <td>1.000000</td>\n",
-       "      <td>3.464102</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           BALANCE  BALANCE_FREQUENCY    PURCHASES  ONEOFF_PURCHASES  \\\n",
-       "count  8950.000000        8950.000000  8950.000000       8950.000000   \n",
-       "mean     31.780551           0.921054    22.855845         14.278686   \n",
-       "std      23.548531           0.170098    21.928723         19.712937   \n",
-       "min       0.000000           0.000000     0.000000          0.000000   \n",
-       "25%      11.326160           0.942809     6.295629          0.000000   \n",
-       "50%      29.553091           1.000000    19.007366          6.164414   \n",
-       "75%      45.322621           1.000000    33.318613         24.029248   \n",
-       "max     137.996879           1.000000   221.448798        201.894155   \n",
-       "\n",
-       "       INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
-       "count             8950.000000   8950.000000          8950.000000   \n",
-       "mean                13.021440     18.494035             0.584054   \n",
-       "std                 15.541452     25.237134             0.386326   \n",
-       "min                  0.000000      0.000000             0.000000   \n",
-       "25%                  0.000000      0.000000             0.288675   \n",
-       "50%                  9.433981      0.000000             0.707107   \n",
-       "75%                 21.648037     33.373959             0.957427   \n",
-       "max                150.000000    217.111059             1.000000   \n",
-       "\n",
-       "       ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
-       "count                 8950.000000                       8950.000000   \n",
-       "mean                     0.297600                          0.435160   \n",
-       "std                      0.337498                          0.418441   \n",
-       "min                      0.000000                          0.000000   \n",
-       "25%                      0.000000                          0.000000   \n",
-       "50%                      0.288675                          0.408249   \n",
-       "75%                      0.547723                          0.866025   \n",
-       "max                      1.000000                          1.000000   \n",
-       "\n",
-       "       CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
-       "count             8950.000000       8950.000000    8950.000000   8950.000000   \n",
-       "mean                 0.239918          1.102261       2.879521     62.139544   \n",
-       "std                  0.278554          1.426210       2.533557     25.163411   \n",
-       "min                  0.000000          0.000000       0.000000      7.071068   \n",
-       "25%                  0.000000          0.000000       1.000000     40.000000   \n",
-       "50%                  0.000000          0.000000       2.645751     54.772256   \n",
-       "75%                  0.471404          2.000000       4.123106     80.622577   \n",
-       "max                  1.224745         11.090537      18.920888    173.205081   \n",
-       "\n",
-       "          PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT       TENURE  \n",
-       "count  8950.000000       8950.000000       8950.000000  8950.000000  \n",
-       "mean     34.645065         23.557147          0.210447     3.386634  \n",
-       "std      23.085123         17.586981          0.330816     0.219169  \n",
-       "min       0.000000          0.138430          0.000000     2.449490  \n",
-       "25%      19.577440         13.071253          0.000000     3.464102  \n",
-       "50%      29.272881         18.320161          0.000000     3.464102  \n",
-       "75%      43.601999         29.397390          0.377964     3.464102  \n",
-       "max     225.214305        276.416728          1.000000     3.464102  "
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "sqrt_skew.describe()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "ce81d3e8",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([<AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
-       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
-       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
-       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
-       "       <AxesSubplot:>], dtype=object)"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1440x2880 with 17 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "sqrt_skew.plot.area(figsize = (20,40), subplots = True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "f415ad90",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Correlation between different features')"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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pzwMH3eXfwz2AcUWeH9f/9gkgCdf/OwzXWEAiIiJHZKw9jqt8RERERERERKTSbMlMq5GVAG0bBpqjl6p6aqkiIiIiIiIiIlIBGqhWRERERERE5ARxPI9PUhOppYqIiIiIiIiISAWoUkVEREREREREpALU/Uek6tSohnbrH36vuiOU2505L1R3hHJr7XNcjrd1WHPT61d3hHL7pM8H1R2h3EbOuKW6I5RLr367qztCua1Y1ay6I5Tb/NEPVneEcjHOguqOUG7jdkyq7gjlNjP4tuqOUC4Hc/ccvdBxJvu066o7QrmcMiyguiOU22l39qzuCOW24MmVNesiTrxGlSoiIiIiIiIiJwjdALhyqfuPiIiIiIiIiEgFqFJFRERERERERKQC1P1HRERERERE5AShWypXLrVUERERERERERGpAFWqiIiIiIiIiIhUgCpVREREREREREQqQGOqiIiIiIiIiJwgdEvlyqWWKiIiIiIiIiIiFaBKFRERERERERGRClClioiIiIiIiIhIBWhMFREREREREZEThFNjqlQqtVQREREREREREakAVaqIiIiIiIiIiFSAuv+IiIiIiIiInCB0S+XKpZYqIiIiIiIiIiIVoEoVEREREREREZEKUPcfOS4ZYwqAdYABCoBJ1trfi82/FXgCCLfWprunDQKmWGvPOsw6VwObrbWXFJv2LnA60Mpam2uMCQFWWGtbuOe3BV4AooFMYBtwM9ABmA3sKPYUU6y1P/2jF14O06ZNY8GCBQQHB/Ptt99W1dMeUYPWkTQe0RcchtRVW0n6bX2Z5fzbN6PZRYPZ9ta3HIhNLpzu51+fNhPPJmHhGpKXbKiq2IV6tR3ADWfdgcPhYM7yWXy+cIbH/M4tenL9WVNoGRHNE59M47f1Vfbv9tAhegDnj5qCw+HDkpVfMW/Rux7zW7foyfmjbicyPJp3P5vG6g3zAYhu2ZvzRt1eWC48pAXvfjaNtZsWVHrGUzv05Z7zb8HhcPD5km95a95Mj/l+vn48dfk9dGrajrT9GUye8QAxKXEE1vPnpWseoXPz9nz1xw888vkLpdb9+vWP0yQ4ktGPX1npuQ9ZvX057819A6ctYEj3Mzh7wMUe8xesmcvMn9+mUYNgAEb0HsOQHmcAMHP+26za9gdOa+nasidXDr8RY4zXshb32M3XMfSkXuQcyOU/T77Iuq1/lyoz7ZpxXDh8MIEN69NqVOHpkItHDOH+CeOJS3Idk9O/+p6Z38+rktw15dgDeOzG6xjWpxc5ubnc/OyLrNtWxja+chwXDRtMYIP6tDy3aBtfOWokV40+A6fTyf4DB7j9xdfYsnuP17I2aNaQyFOauM7JG5NJ/DPeY35g+0Y0HhBJ3v48AJLXJpG6KRm/hn40P6MVGDAOQ/LaRFI2JJf1FF7I7E/jgc3AQOrGJJJWxpXIHEzEKU3Iy3JlTlmbQOrGJPwa1qLZqNZgjDtzAqnrE72Wc0D7ftx5zmQcDgdfLf2aGT9/4DHfz8ePRy97gA5N25G+P4Op79/LvtTYwvkRgeH8b+rHvDHnbd5f8BG1fGsxfdLr+PnWwtfhw09rfub1OW97JXuDVhFEDO8OxpC2egdJSzaXWa5huyiaXXAy26fP40BsKgC1wwKIPKMXjtp+YC1/T/8JW+D0Ss7DadimBU1GDcYYQ/Kf64lfvKzMcgEdo2l1yRg2v/EhOfviyyzjTes2/M5Hnz+LtU5OHXA2Z44YX6rMspXzmP3dWxgDTaPacsPVjwKQnBLHux8+SkpqPBjD5JteICQ40uuZX3zxRUaNGkV2djbjx49n1apVhy07e/ZsWrVqRZcuXQB44IEHuO6660hMdB13d999Nz/88EOlZ+zbtj+TxkzBx/jw3fJZfLTgXY/5fj5+TLv4YdpFdSA9O52HP7qLuNRYhnU/g0tOu7ywXKuIaK5/aSzbYrcwuOvpjBtyDQ6HgyWbFvPmDy9Xem75d1Olihyvcqy13QGMMSOAx4HTis2/FFgOnAfMKLV0CcaYDoAPcKoxpr61dn+x2QXA1cDrJZapA3wH3Gat/cY9bRAQ6i6y+HAVOFXhvPPOY9y4cUydOrW6Ingyhsgz+rHjw7nkZ2TT6tozyfxrD7lJ6R7FHLV8CT6pI9l7S1/sRgzvTda2mKpK7MFhHEwccxf3vHMjSRnxvHDTTJZuWsiehKIPTAlpsTz3xQOcf+oV1ZIRwBgHF46eyqszJpKWEc8dEz5k3aaFxCUW1e+lpsXy4ZcPMvSUyz2W3bpjBU++eikA9er6c//k2WzatrTSMzqMg/svvI2rXp1MfFoiX9zxFj+v+43tcTsLy1zY/0wysjMZ/vCljOo5lClnT2DyjAfJzT/Ii9+9TXTjVkRHtiy17tO7DWR/bk6lZy7O6Sxg+o+vcs9ljxPsH8Ld02+mV3Q/moQ29yjXv8NArh45yWPaX3s38NfeDTx13RsAPPD+7WzcvZZOzbt5NTPA0JN60TKqMf3GTaBXh7Y8NflGzph4R6lyc39fxjtffcfSD18vNW/2L79y90tvej1rcTXl2AMY2qcXrSIbc9LVE+jVvi1PTbqRM24tYxv/sYx3vvmOP97x3MZfLljIe9//CMCIfn15+PqrueTeh7wT1kDkwKbs+Hob+Vl5tL6wHRk70slNPeBRLH1rGvsW7/WYlr8/n+1fbME6LQ4/B9GXtCdjRzr52fneyVo886Bm7Ji1hfysPFpd3IHMv9PKyJxK7MLdJTLn8ffnmwszt7msE5k70sh3VxhVJodxMO28KUx44z/Epycwc/IMFm5YzN/xOwvLnHvSGDJyMhjzfxcyovswbjnrJqZ+cG/h/NvPvoXfNi0pfHww/yDXvTaJnIM5+Dp8mHHzm/y6eQnrdlXyFwzG0HhkT3Z+tJD8jBxaXT2MzK37yE3K8HyNtXwJ7tuW7Jhkj2WbjDmJvV//QW5COj51a2Gr+r6sxtD0rKFse+8L8jIyaXfDWNI3b+NAYkqJ/H6E9evJ/j37qjafm9NZwIefPsXt/3mFRoHhPPzklXTvOpCoxq0Ky8Qn7Ob7Oe9y95S3qV/Pn4zMotfw9nsPcNbIq+nU4SQOHMjGOLzfueCMM84gOjqa6OhoTjrpJF5//XX69etXZtlzzz2XrKysUtOff/55nn32Wa9ldBgHt5xzF1PenkhiejxvTPqA3zYuZFdC0TXQqD7nkJWTwdinz2FIt+Fcf8Z/ePijafy0+gd+Wu2q5GkZ0YZHr3iWbbFb8K8XwIQzb+X6l8aSvj+Nuy56iJ6t+/Dn9uVeex3HA42pUrnU/UdqAn8g9dADY0xroAFwL67KlWNxKfABMBc4u8S8F4DJxpiSlYyXAUsOVagAWGsXWGvLbn5Rxfr06UNAQEB1xyhUNyqE3NQM8tKysE4n6Rt20LBd01Llwgb1IPH3ddj8Ao/pDds15WBaFrmJaVWU2FPbpp3Zl7yHuNQY8gvyWbRmDv07DPIok5AWy864rTht1X4rV1zzJp1JSt5LcmoMBQX5rFw3hy4lcqakxbIvfiv2CDm7dxrGxq2/kZd34LBlKqpr8w7sSophb3IseQX5fLdyPkO7nOJRZkiXU/nqD9eHyzmrF9C/bS8Acg4eYOXf68jNP1hqvfVq1eWqwRfz+pz3Kz1zcdv2/UVEo0jCgxrj6+PHgI6DWLFlydEXBAyGvPyD5Bfkk1eQR0FBPoH1g7ya95CRJ/fl87m/ALBy0xb869cnrFHp5165aQsJKamlpleXmnLsAZzRvy+fzXdv481bCGhwmG28uextnJVdVCFYr05trBevauuF1eNgei55GQexTkv61lT8Wx7be4Z12sIPy8ZhoIpaWtUNr09uWrHMW1Jo2CrwmJb1yOxjXO1cvaRzs47sSdpLTMo+8gvymbNqHoM6D/QoM6jzqXyz/HsAflr7C32jexfOG9x5IPtS9rE9fofHMjkHXfuHr48vvj6+XvnQUzeyEQdTsshL2+96r964m4ZtS7eACDutM0lLNnu8VzdoFc6BhHRyE1xflhTkHKzyT2b1mkSQm5LGwdR0bIGT1HV/EdC+TalyjYeeTPyvy3CWuNaoKn/v3EBYaFPCQprg6+vHSb1OZ/WahR5lFv46iyGnXUj9ev4A+DdsBEBM7N8UOAvo1OEkAOrUqUftWnW8nvnss8/m/fdd769//PEHgYGBRERElCpXv359brvtNh599FGvZyqpfdNOxCTvITbF9X7x85q5nNxxkEeZkzudxo8rXS24F66bT682fUutZ2i3Efy8Zg4AjRtFsTdpN+n70wBYufUPBnYZ6tXXIf8+qlSR41VdY8xqY8xm4G3gkWLzLgE+ARYD7Ywx4cewvovdy3xM6YqY3cCvwOUlpncGVh5hnae6Mx76aX0MOf61/BrWIy+9qAFQfkY2fg3re5SpE9EIv4D6ZG31bI3i8PMl9OTOJC5cUyVZyxLsH0ZSelHz4KSMeIIDQo+wRPUI9A8lNb2oOXxaRgKB/mHlXk+vriNYuXZOZUYrFB4YSlxqQuHj+LREwgNDPMsEhBCb5ipT4CwgM2c/QfWP/IHvlrOuZfrPn3DgYOVXBBWXkplMcMOi/30j/xBSMpNKlVu2+TfufGsCz335CEkZrtfStklHOjbvxoQXL2XCi5fStVUvokKaeTXvIY1DgolJKMoZm5RE45Dgcq3jrIH9+eXtF3n7walEhoYcfYFKUFOOPYCI4GD2JRZt432JSTQOLt82vnr0KJZNf4P7rxnP3a+/VdkRC/k2qEVeVlHlZF7WQfzq+5Uq5986kDYXt6fZiBb4NSia79fAjzYXt6f9lZ1J/DPe+61UAL/6npnzsw7i16BW2Zkv7UjTM1qVznxpR9qN70rSyjivtFIBCAsIJS6t+DkugbAS+6yrjGu/LnAWkHUgi8D6AdStVZfxQy7njTnvlFqvwzj49Pb3+fnhH1i6ZRnrd1d+N1i/hnXJy8wufJyXkYNvw7oeZepEBOLnX4+sbbEe02s1aghYml8ykFbXnE5wv3aVnu9oajVswMH0zMLHBzMy8fNv4FGmbuMwavk3JGPLjpKLV5m0tEQaBRVdngYFhZOa7tlCNz5hN3Hxu/m/Z67h0aeuYt0GVy/3+Pjd1KvbkFf+ewcP/t9YPvvfizid3q8cioqKYs+eou6Ie/fuJSoqqlS5Rx55hGeffZbs7OxS8yZNmsSaNWt45513CAwMrPSMoQFhJKYVvV8kpscTWuLYC/UPJTHd89gLqOeZZXC34fy82nUNFJO8h2ahzYkIaoyPw4dTOg0iLOBYPlqIFFGlihyvcqy13a217YGRwPumaFCCS4FPrOtr+C+BC4+0ImNMbyDJWrsbmA/0MMY0KlHsceAOyndMLHZnPPSzvRzLnpAaD+9D3NzSzSnDBnUnaelGnHnev2gX8G8QQuPwNmzaemytL44H7aPa0Cwkkp/WLq7uKAD0iu7Hy5Pe46nr3qBry568/vUzAMSlxLAvaQ+v/Wcmr//nIzbsWsOm3euqOe2xmbtkOb0vvY7B197CwpWrefmuW6o70r/S9G++p+/VE3jknfe47dKLqjVL5o50/np/A9s+3UzW3kyaDC3q4paXlce2Tzfz14cbCGrfCN+6x0eP8cydaWx5dx3bPt5I1u4MooYVdRPMy8pj28cb2fLBegI7hOBznGQubsKIa5m58JPCVinFOa2Ti5+9ghEPjaFzs460jmhVxhq8L2JYd+J+Wl1qunE4qNc0hL2zl7LjvZ/xbxdF/Rblr9T3KgNRIwcRM2fh0ctWswJnAfGJe7hz8n+54epHeXfmY2RnZ+J0FrB12youOv8W7pv6HolJMfy65PgYO69bt260bt2aWbNmlZr3+uuv07p1a7p3705sbKxXuwH9Ex2adib34AF2xLsu27NyMnnuq8e5/7IneGnC28SlxlZ7q8iq4LQ18+d4dfy924iUYK1d4h5ANtTdKiUamOeuY6mFa7DYV46wikuB9saYne7H/sD5QOFXhNbare6BbItf4W7AcxyXcjPGXA9cD/Df//6X66+//p+s7riWl5mNX0BRyxRf/3rkZRa1XHHU9qN2WCAtrxzpmt+gLs0vGcKuT36mblQI/h2aEzGsNz51amGtxeYXkLK87MHzvCE5I4GQYt9MhPiHk5zuvUEOKyotI5GggKLmuIH+YaRlJBxhidJ6dDmdtRt/wen0TiVWfFoiEUFFF9rhgaHEp3m29IhPT6JxYBjxaYn4OHxoWLc+qfvTS66qKHPLznRu1p75D36Gr8OHRg2DeP8/L3HFS/+p9PyNGgaTnFn0v0/JSKJRQ89WGw3dzbUBhnQfycyfXQNKLv/rd9pEtadOLdc3v91b92ZrzCY6NOtS6TkBrjpnFOPOPB2A1Zu3ERVWlLNxSAixScc+uGhqRtG3vzO/m8f913tvIODijvdj7+rRoxg30rWNV23Z5tGCJzI0hNjkig3g+tXCxTx18wTw0ueOkq08/BrUKhyQ9pCC3KJvv1M2JhPRv/S30vnZ+RxIOUC9yAZkbE/zTli3vP2emUu2tgEoOFCUOXVjEhEnNym1nvz9eeQm51A/siEZ2yu/q1tCeiIRgcXPcWEklNhnXWXCSUh3neMa1GlA2v50ujTvxOndhnDr6Ek0rNsAp3WSm3+QT3/9onDZzANZLN+2kpPb92N7XOmBkP+JvMwc/BrWK3zs51+X/MyiCh5HbT9qhwbQYtxgAHwb1KHZhaew+/NfycvMJnt3kqvbD5C1PY46EUHs31m+96B/4mBmFrUCGhY+ruXfkLyMorE9HLVqUTcshDZXuS7n/BrUp/Vl57D9o1lVOlhtYGCoa5BZt9TUeIJKtKhoFBhGy5ad8PXxJTQkiojwZsQn7CYoKIymTdoSFuLat3t0G8T2Heso3Xv9n5s4cSLXXXcdAMuXL6dp06Ju202aNCEmxrNlcf/+/enduzc7duzA19eXsLAwfvnlFwYPHkxCQtF+8NZbb3nlJgqJ6QmEBha9X4QGhJNY4thLzEh0T08oPPbSs9MK5w/pNpz5a370WGbJpsUs2eT60uasvudWScsg+XdRSxU57hlj2uMaZDYZVwXJg9baFu6fSCDSGNP8MMs6cFWUdDm0DK53pbLGYnkMmFLs8UfAAGPMmcXWN9AY0/lYs1tr37TW9rbW9v43V6gA5MQkUbuRP36BDTAOBwGdWpK5pWjwQ2duHpuf+ZQtL33Jlpe+JGdvIrs++ZkDscnsePfHwunJf2wk8dd1VVqhArBl7wYiQ5oRHhSJr48vA7uNYKkX7orzT+2O2UBocFOCgyLx8fGlV5cRrNtcvm/kenUdycq1Px69YAWt272ZFqFNaBLcGD8fX87sNZSf1/3qUebndb9y7kmuCrYR3QexdMufR1znx7/O4tR7z2Xogxdx2Qs3sTNhj1cqVABaR7YjLiWGhLQ48gvy+H3jAnq19RysLzWz6IP0ii1LiQp2dfEJDghl0+61FDgLyC/IZ+PudYXzvGHGrO8Zet1khl43mR9+W8qFw10fhHp1aEvm/v3lGjul+NggIwb0ZevuvUcoXXmO92Nv+jffM+SmyQy5aTI/LFnKRUPd27h9WzLKuY1bRjYu/Pv0vr35Oyb2CKX/meyEbGoH1MavYS2MwxAQHUTGTs+KS996Rd+t+bcIKBwQ1re+n2tcEsBR24f6jeuXGizWG3Li91M7sA5+/u7MbRuRuSOtROai7j4NWwYeNnO9xg3ITfNO5g17NtEstCmRjRrj6+PLiB6ns3C9Zyu6hRsWM7rPKACGdR3M8m0rALj6lQmMevRcRj16LjMXfco7P73Hp79+QVD9QBrWcXVjqe1Xm35t+7IjYVelZ8/Zl0KtRg3wC6jveq/u2IzMLUWDuTpz8/jr+dlsffU7tr76HTkxyez+/FcOxKaS9XcctcMCML4+YAz1moWWGuDW27Jj4qjdKJBagf4YHwdBXdqRvrmoobAz9yDrnnyNjc+/zcbn32b/3tgqr1ABaNm8I/EJu0lMiiE/P48/Vs6je1fPcXd6dDuNv9zvfZlZacTF7yY0JIqWzTuSnZNFRqbr3LLpr+VENi49cHtleO211+jRowc9evRg1qxZXHGFazDwk046ifT0dOLiPO++9cYbbxAVFUXLli055ZRT2LJlC4MHu86JxcdfOffcc1m/vvKHIPxr70aaBDclwv1+MaTbcH7f5HkN9PvGhYzs5bqPxGldhnoMOGuMYVDX0/l5zVyPZQ6NfdagbkPO6X8h3y2fVenZ5d9NLVXkeFXX3XIEXMPNXWmtLTDGXAKMKlH2K1zjrPwBDDXGFP8kMBaIsdYWH/59EdDRGNO42DSstRuMMX8CPd2Pc4wxZwEvGGNeAPKAtcAtQAjuMVWKreJRa+0XVJHbbruNZcuWkZqaysCBA7n55pu58MIj9oTyLmvZ98MftBg7DGMcpK7eSm5iGmGDupOzL5nMLd67bWhlcDoLeP3rJ3n06tdwGAdzV8xmd8LfjBt2I1tjNvLHpoVEN+nIfeOeo0Fdf07qMJBxwyZw4wsXVHnOz799kolXvopxOFi68mviEv5m1NAJ7I7ZyPrNi2gW1ZFrL3uWenX96dx+IKOGTOD/XnbtG40CGxMUEM62nUcaLuifKXAW8PDnz/P2xGfxMQ6+XPod2+J28p9R17B+92Z+Xv8bXyz5jqevuJe5939MenYGk2c8WLj8/Ac/o0Gd+vj5+jKsy6lc/drtHncO8jYfhw9XjbiJ//v4bpxOJ4O7DadpaAs+W/gerRq3pXfb/vy4YjYrtyzB4fChQd2G3Djadavqfu1PZcPONdzx5g0YY+jWqnepChlv+WnpSoae1Js/PnyDnNxcbnmy6JaQ8996nqHXTQbgvhuu5LyhA6lbuzarPnuHmd/N45n3PuG6885i+Ml9KSgoIC0ji/888WKV5K4pxx7AT8tWMqxPb5ZNf4Ps3Fxuea5oG//86vMMucm1je+/5krOG+Taxqs/eIeZc+bx9IefcM2YMxnYoxv5+fmkZe3n5mdf8F5YC/sW76XlGNdthlM3JZObcoCwvhHkJGSTuTOD4K6h+LcMwDqh4EA+e+e7PsTXCapDxMlFrVYSVyWQm+L9ShUs7Fu4mxZj2mIckLrRnfmkSHIS9pO5I53gbmE0bBmItdaV+aedANRuVJfGpzTB4rpoSFoVR26yd+4UVuAs4In/PcPr17+Iw+Fg9rJv2R6/gxtHXsfGPZtZuGExX/3xDY9d9gBf3/05GdkZTH3/viOuM8Q/hEcuvQ+HwweHMcxdM5/FG3+r/PDWEjvnT5pfOhDjMKSu2UFuUgahAztxIDaVzK2Hv1uO80AeyX/8Raurh4GFrO2xpcZd8TqnZe93P9P6ivMxDgfJf67nQGIyEUMGkB0TT8Zfx0dPbB8fX8ZdfCfPvfIfnM4CTuk/hqjI1nz1zRu0aN6BHl1Po3PH/mzY9Af3PHwRDoeDi867hQYNAgG4+LxbeObFiVgsLZq157STz/V65u+//55Ro0axbds2srOzueqqqwrnrVq1ih49ehxx+aeeeoru3btjrWXnzp3ccMMNlZ6xwFnAi7Of4ulrXsHh8OGH5bPZGf83V50+gb/2buT3TYv4fvls7r74EWbeMYuMnHQe/ujuwuW7texJYno8sSmeLXBuHjOF1o3bAvD+/LfYm+R5dzGRozHeHHleRDzUqINt/cPvVXeEcrsz54XqjlBurX2q5q4alWVuev2jFzrOfNLng+qOUG4jZ9Ss8Ux69at5F6ArVlXNAMKVaf7oB6s7QrmYGtiEftyOSUcvdJyZGXxbdUcol4O5x/eXLGXJPu266o5QLqcMO37uDnmsTruzZ3VHKLcFT66sWRdxxaxMSKtRn0sO6RUWeFxuc3X/ERERERERERGpAFWqiIiIiIiIiIhUgCpVREREREREREQqQAPVioiIiIiIiJwgrD0uhyapsdRSRURERERERESkAlSpIiIiIiIiIiJSAer+IyIiIiIiInKCsDXyhsrHL7VUERERERERERGpAFWqiIiIiIiIiIhUgCpVREREREREREQqQGOqiIiIiIiIiJwgrLO6E/y7qKWKiIiIiIiIiEgFqFJFRERERERERKQC1P1HRERERERE5AShWypXLrVUEREREREREZEazxgz0hjzlzFmmzHmrjLmNzPG/GKMWWWMWWuMGfVPn1OVKiIiIiIiIiJSoxljfIBXgTOAjsClxpiOJYrdC3xmre0BXAK89k+fV5UqIiIiIiIiIlLT9QW2WWv/ttYeBD4Bzi5RxgL+7r8DgH3/9Ek1poqIiIiIiIjICcJaU90RKsQYcz1wfbFJb1pr3yz2OArYU+zxXuCkEqt5EJhrjLkZqA8M+8e5rEapEakS6x9+r0YdbJ3vv7K6I5TbxHt7VHeEcsupYefgguoOUAE1MXPd6g5QTgHGp7ojlNtuZ83bM9o4/Ko7QrkcxFndEcqtVg1sxL0iv2bty+1r4Fe6DahZ57j3dodUd4Ry6xQZX90Rym3eE3/WzJoJYOnejJp1AerWr4n/Ebe5MeYCYKS19lr348uBk6y1k4qVuQ1XPcizxpj+wDtAZ2tthd+0at47h4iIiIiIiIiIpxigabHHTdzTirsG+AzAWrsEqAP8o5pIVaqIiIiIiIiISE23HIg2xrQ0xtTCNRDt1yXK7AaGAhhjOuCqVEn8J09aAxvgiYiIiIiIiEhFVLyjy/HNWptvjJkEzAF8gOnW2g3GmIeBFdbar4HbgbeMMZNxDVo73v7DMVFUqSIiIiIiIiIiNZ619nvg+xLT7i/290bg5Mp8TnX/ERERERERERGpALVUERERERERETlR1Mh7/xy/1FJFRERERERERKQCVKkiIiIiIiIiIlIBqlQREREREREREakAjakiIiIiIiIicoKw1lR3hH8VtVQREREREREREakAVaqIiIiIiIiIiFSAuv+IiIiIiIiInCCss7oT/LuopYqIiIiIiIiISAWoUkVEREREREREpAJUqSIiIiIiIiIiUgEaU0VERERERETkRGGrO8C/iypVjjPGmAJgHWCAAmCStfb3YvNvBZ4Awq216e5pg4Ap1tqzDrPO1cBma+0lxaa9C5wOtLLW5hpjQoAV1toW7vltgReAaCAT2AbcDHQAZgM7ij3FFGvtT0d5PYecA7Qoto46wLfW2inu8uOBp4GYYstcZq3daIzpBLwMROHadz8EHrLWOo0xDwJZ1tpnij33TqC3tTapjByfWGufMMYsABpYa3u7l+kNPGOtHeR+3Bd4BggHsoGVwDfAXcAAa601xvgAK4Cbiv+vKkOD1pE0HtEXHIbUVVtJ+m19meX82zej2UWD2fbWtxyITS6c7udfnzYTzyZh4RqSl2yozGgVMm3aNBYsWEBwcDDffvttdccBoGP0AC4cdQfG4eD3lbOYu2iGx/w2LXpywagpRIVHM/2zaaza4NrV27bszfmjphSWiwhpwfTP7mLNpgVez9w5egCXnXknDoeDRSu+4vsSmdu26MllZ95Bk/Bo3vj0LlZsKDo833lkJXvjtwGQnBbLSx/e6vW8XaIHMM6dd+GKr/i2RN52LXoy9sw7aBoezWuf3sXyDZ6nkzq16/PELf9j5aZf+OCbJ7yeF6Br9AAud2desOIrvimRuX2Lnow78w6ahUfzyqd3saxE5rq16/PULf9jxaZfeK8KMneKHsCl7ryLV3zFDyXyRrfoySXufeLNT+9iZbG8bxbbJ1LSYnmlCvYJgHbR/Tln1BQcDh/+WDmLnxe96zG/VYsenD1qCo3D2/DhZ3ezdsP8wnlnjfgPHdqegjEOtmz/g1nfPV0lmbtHD+Cqs1zbef7yr5hVYjt3aNGT8WfeQfOIaF749C6Wrndt5xaN23Hd2XdTt3YDnM4C/rfgbX5fN9fredtG9+esUbfjcDhYvnI2Cxe95zG/RYsenDXqNiLC2/DJZ/ewfsPPhfNGDp9Eu3anAPDzL++wbv08r+eFmrlf1ITt3LvtACaOnoLD+PDD8q/4dOG7HvP9fPy486JHiI7qQEZ2Go99fBfxqbH4+vhy67n30rZJB5zW8to3T7P275UA/N9Vr9DIPwQfhw/rd6zi5dlP4PTS6Jcdogdwvnu/WLLyK+aV2C9at+jJ+aNuJzI8mnc/m8Zq934R3bI35426vbBceEgL3v1sGmur4L26JuwXAI+Mm8CQbn3Iyc1l8lvPsm7X9lJlurRowwvX3UadWrX5ec1y7vvwDQBuP3csl502kpTMdAAe//w9fl67nHP7D2biqPMLl+/QtCUj7r+ZDbv//sd5vbEvH/LwFc8T0SiK61+46B/nlBOLKlWOPznW2u4AxpgRwOPAacXmXwosB84DZpRaugRjTAfABzjVGFPfWru/2OwC4Grg9RLL1AG+A26z1n7jnjYICHUXWXy4CpwjvZ5i629xaB3GmLrAKmPMV9ba39xFPrXWTiqxTF3ga+BGa+1cY0w94EvgFuD5iuQoJswYc4a19ocSzxkOfA5cYq1d4p52AbAU2AVcA7yNq7JpRWVXqGAMkWf0Y8eHc8nPyKbVtWeS+dcecpPSPYo5avkSfFJHsvcmllpFxPDeZG2LKTW9upx33nmMGzeOqVOnVncUAIxxcPHou3hpxo2kZcQzdcJM1m5aSFxi0Zt+SlosH3z5AMNOucJj2S07VvD4q656ynp1/Xlo8tds3La0SjJfPnoaz8yYQEpGPPffOJPVmxayr1jm5LQ43v7ifkaeekWp5Q/m5fLAKxd7PWfxvFeMnsZT7rwP3TiTP8vI+9YX93NGGXkBzh92E3/t/LOqImOMg/Gjp/G4O/Mj7swxxTInpcXx3y/u58zDZL5g2E1srqLMxjgYO3oaz82YQGpGPPe694lYj/04jhlf3M/ww+wTD1fhPgGuzOeNvov/zphIekY8t074gA2bFhKfWFRfn5oWxydfPsCgUy73WLZF0660aNaNZ15xHX+TrnuH1i17sX2H58VxZXMYB9eMmcYj0137xeMTZ7Ji80L2JnjuF69+eT9jSpwvcg/m8PLn9xGXvJughqE8edNHrN66hOwDmV7La4yDMaPv5J0Zk8jIiOemCe+xadMiEopt47S0OL748iFOPWWcx7Lt2p5MZGR7Xn51LD4+flx/zX/ZsvV3cnP3l3yaSs9c0/aLmrCdHcbBzWdPZeo7E0lKj+eVSR+yZNNCdicUZRzZ5xyycjIY/8zZDOo6nGtH3sJjH9/FqD7nAXD9CxcTWD+Ix656hUmvjsNay6MfTSXbnfX+cU8zsMswFqyt/MpCYxxcOHoqr86YSFpGPHdM+JB1mxYS57FfxPLhlw8ytMR+sXXHCp589VLA9V59/+TZbKqi9+rjfb8AGNK1Dy3DIzn5jmvo2bo9j4+fxFkPTS5V7okrJ3HH9Jf4c/tmPrz9YQZ37c0va1cA8NacWbzxw5ce5b9a8gtfLfkFgPZNWjD9lvsrpULFW/sywCmdhpBzMPsfZ5QTk8ZUOb75A6mHHhhjWgMNgHtxVa4ci0uBD4C5wNkl5r0ATDbGlKxcuwxYcqhCBcBau8BaW3YziX/AWpsDrMbV+uRILgN+s9bOdS+XDUwC7qiEGE8D95Qx/SbgvUMVKu7n/cJaGw9MBqa5W89MAiq9lqBuVAi5qRnkpWVhnU7SN+ygYbumpcqFDepB4u/rsPkFHtMbtmvKwbQschPTKjtahfXp04eAgIDqjlGoRZPOJCbvITk1hoKCfFaum0O3DoM8yqSkxRITv/WI37716DSMDVt/Iy/vgJcTQ6smnUlI2UOiO/OytXPoUSJzcto+9sZvLbxQqE6tS+RdunYOPUvkTUrbx57D5G0R2YGABo1Yt3VJqXne0rpJZ+JLZO51HGdu6d7GScX2ie7H8T4B0KxJJ5KT95Dizrxq3Vw6lcicmhZLbPy2UpktFl/f2vj4+OHrWwsfH18ys5LxtjZNOhOXvIeE1BjyC/L5be0cepfInJi2j91xpbdzbPJu4pJ3A5CamUj6/hT86wd5NW9T9zZOdW/jNevm0aHDaR5l0tJiiStjG4eFtWTnzlU4nQXk5R0gNn4rbaP7ezUv1Mz9oiZs53ZNO7MveS9xKa59d8GaOQzoOMijzICOg5j7p6sF6aL18+nRpg8AzcNbsXr7ctfr2J/K/gOZtI3qCFBYoeLj8MXXx89rvQmaN+lMUvJej/fqLmW8V++L34o9wnt1907D2FhF79U1Yb8AGNGzH1/85mrV8+f2zQTUa0BYgOe5KSwgiIZ16/Hn9s0AfPHbfEb2PPY85/Q7jdl/LKyUvN7al+vUqsv5p45l5s9vV0pOOfGoUuX4U9cYs9oYsxlXK4hHis27BPgEWAy0c7ekOJqL3ct8TOmKmN3Ar8DlJaZ3xtXN5XBOdWc89NP6CGXrFiv3VcmZxpggXF2MFhXPXGL9dYFOJTNZa7e71x94hOcvK8dqY0zxr2WXAAeNMYNLLHPY7WCtjcVVKbUEeNRam3IMGcrFr2E98tKLvpXIz8jGr2F9jzJ1IhrhF1CfrK2erVEcfr6EntyZxIVrKjvWv0qgfxip6fGFj1Mz4gnwDz3CEmXr3XUEK9b+WJnRDivIP4yU9LjCxykZ8QQFhB3z8n6+tbh/4kzuveF9enQouctXviD/MJIrmNcYw6Vn3M7HPzznrXhlavQPM48943Y+qsLMQf5hpBbLm1qBfeLeiTOZdsP7dK+CfQIgwD+MtGLHXno5jr1de9axfccKHpw6hwemzuGvrUtISNzppaRFGgWU2C/S4wn2P/btfEibJp3x9fEjPmVPZcYrxd8/lPRi2zijHNs4Lm4r0dH98fOrTb16AbRu2ZuAgGO55PhnauJ+URO2c4h/KInF9t2k9ARCSuy7wf6hJKa5yjidBew/kIV/vUC2x26hf4eBOBw+RARFEh3VgdDAooyPX/0qn9/3Ezm5+1m8rsye4P9YoH+oxzkuLSOBwAoce726jmDl2jmVGe2wasJ+ARDRKJh9KUmFj/elJBHRKKREmRBiU0uWCS58fNWw0fz06Gs8d+1kAuo1KPUcY046jVlLFlRKXm/ty+OHT+SLxR+SWwUVbscL66yZP8crdf85/hTv/tMfeN8Y09m6qrEvBc51jyHyJXAh8MrhVuQeHyTJWrvbGBMDTDfGNCpRAfA4rvFNvitHxn/U/cftVGPMGlwVKi9Ya+OKzSur+8/RnudwX5Acmn6k7j8Aj+JqAVSeFievAk9Ya989XAFjzPXA9QD3jx7Phb0HlWP1R9d4eB/2zv611PSwQd1JWroRZ15+pT6flObfIITI8Gg2VmFLin9iyjOjSMtIIDQoijuveYu98VtJTNlb3bHKNPSki1iz5VdSMxKqO8oxG+bOnFKDMk917xMhQVFMueYtYo7jfQIguFETwkJb8vDTZwBww/jXaNm8Ozt2ra7eYMcgsGEIN1/4KK98cd9x02qoLFu3/UFUVEcmXD+d/ftT2b1nHdZ5HF/NUjP3i5qwnX9cMZtmYS15bdKHxKfFsnHXGpzFMk6bfhN+vrWYdsljdG/dhz+3/VGNaQ/Pv0EIjcPbsKkGvFfXhP3ikPfmf8fzsz7GYrnz/Ct44LLruO3tol75PVq1I+fgAf6K2VWNKV0Oty+3btyWyEZNeOPbZwkPalzdMaWGUqXKccxau8Q9gGyou1VKNDDPXcFQC9dAr4etVMFVCdPePWAruLoTnQ+8Vew5troHsi0+ItMGPMdx8YZDY6q0BJYaYz6z1q4+QvmNwMDiE4wxrYBka22aMSYZKHkmbAikHUsYa+3PxphHgX7FJm8AeuGqdCprGacx5ohXxdbaN4E3AdY//F65rqDzMrPxCyhqmeLrX4+8zKKWK47aftQOC6TllSNd8xvUpfklQ9j1yc/UjQrBv0NzIob1xqdOLay12PwCUpZvLk+Ef720jASCin37E+QfTnpG6bFpjqRXl9NZs/FnnM6qqcBKzUigUUBE4eNG/uGkph/7B/g094f9xNQYNu9YQfPG7b36ATo1I4HgCuZt07Qb7Vr0YOhJF1GnVl18ffzIzc3ms7kveSsuACn/IHO0O/OwYpkP5GbzqRczp2YkEFQsb1AF94mk1Bj+2rGCZl7eJwDSMxIILHbsBZTj2OvScTC79qzj4MEcADZv/Z0WTbt6/cNzSnqJ/SIgnORyVJ7VrV2faVe8zMfzXmHrnnVHX+AfyshI9Ph227+c57cFC2ewYKFr6LaLL3yEpGTvfyiqiftFTdjOSRmJhBbbd0MCwkgqse8mZyQSGhhBUkYCDocP9es0ICM7DYA3vn22sNwLN85gb5Jnxrz8g/y+cQEDOg7ySqVKWkaixzku0D+s8Lx1rHp0OZ21G3+psvfq43m/GD/0LMYOcl07rt6xhchiLVMiG4UQV6zlCkBcShKNg0qWcXWtS8pIK5w+c8EPvH/bQx7Lnt3vNGYtrZyuP67nq/x9uWvLXrRt0pEPpn6Lj8OHwPqNeOb6N5ny5vWVllv+/dT95zhmjGmPa5DZZFwVJA9aa1u4fyKBSGNM88Ms68BVUdLl0DK4xlQpayyWx4ApxR5/BAwwxpxZbH0DjTGdK+N1FWet3YHrbkZHayEyEzjFGDPMnacu8BLwgHv+ImCMMaahe/55wBprbUFZKzuMR4E7iz1+BbjSGHPSoQnGmPOOsdvVP5YTk0TtRv74BTbAOBwEdGpJ5paiDzrO3Dw2P/MpW176ki0vfUnO3kR2ffIzB2KT2fHuj4XTk//YSOKv61ShUoZdMRsIC25GcFAkPj6+9OoygrWbF5RrHb27jqyyrj8AO9yZQ9yZ+3YdwarNx3bBUq9OQ3x9/ABoUC+Q6Gbd2VdskE1v+DtmA+HF8vYrR943Pr+byU+fwe3PjOLjH57n19Xfer1CBVyZI4KbEVos88pjzPza53dzy9NncOszo/joh+dZvPpbr1aoAOwssY37dh3BmgruE22qYJ8A2BOzkZDgpjRyZ+7RZTgbjjFzWlocrVv2xOHwweHwpXWLnh4DmXrLtpgNNA5pRlhQJL4+vpzcdQQrNh1bZl8fX+4Y9xwLV31beEcgb9sbs5GQ4GYEubdxty6ns2nzoqMviGuQzXp1XeNfRYS3ISIimq1V0AKhJu4XNWE7/7V3A1HBTYlw77uDuo1gyUbP7bpk40KG93Q1Qh7YeWjh2BO1/epQx68OAD3bnESBs4DdCTuoU6sujRq6Pmg7HD6c1O5U9nipu9XumA2EBjf1eK9ed4z7xSG9uo5kZRW+Vx/P+8W787/l9Psmcfp9k/hx5RIuOHkoAD1btycjez8J6ake5RPSU8nMyaZn6/YAXHDyUOb86Rrst/j4K2f0GsBfe4sqf4wxjO57KrMrsVLFG/vyt398wSX/N4LLnzyLyW9czd6kXSdGhYo1NfPnOKWWKsefuu6WI+C6rfKV1toCY8wlwKgSZb/CNc7KH8BQY0zxrxbHAjHW2n3Fpi0COhpjPFp0WGs3GGP+BHq6H+cYY84CXjDGvADkAWtx3WknBPeYKsVW8ai19ouKvmDgDWCK+65A4BpT5ZRi8ydaa383xowBXjbGvIZrYNtHrbUz3ZnXGmNeAX51tx5JAK4tto66JTL/aK29q3gIa+33xpjEYo/j3dv9GWNMGODEtQ2r5l3ZWvb98Actxg7DGAepq7eSm5hG2KDu5OxLJnOLd/vje8Ntt93GsmXLSE1NZeDAgdx8881ceOGF1ZbH6Szg02+fZNKVr+FwOFiycjaxCX9z1tAb2RWzkXWbF9I8qiPXX/Yc9er606X9QM4cMoFHX74AgEaBjQkKiGDrTu/eXaJk5pnfPMHt41/HYRws/nM2+xK2c87QG9kZs5HVmxfSMqoTk8Y+R/26/nRvP5Bzht7IvS+dT2RYK648+16c1onDOPhu0XSPu/B4K+/73zzBneNfxxgHi/6cTUzCds4beiM7Yjayyp33FnfeHu0Hcu7QG7n7pfOPvnIvZn73myeY6t7GC92Zz3dn/nPzQlpFdWLyWNd+0aP9QM4feiNTqymz01nAR988wa3uvL+594mz3fvEms0LaRHViYnubdyt/UDGDL2RB146n8Zhrbj87Hux1okxDn5YNN3jrkHezPy/b5/i+itfwTh8WLZyNvEJfzNi6AT2xmxkw+ZFNI3qyPjLnqFuXX86tj+VEUNu4OmXL2LNhvm0ad2HKZM+xWL5a+vvbPxrcZVkfufrJ7jnKtd2/mXlbPYmbOfiYTeyfe9GVmxeSOuoTtwxzrWde3UYyEVDb+S2F8+nf5fhdGjRk4Z1AxnccwwAr355Pztj//Jq3q+/fYqrr3wJ4/BhxcqvSUj4m2FDbyAmZhObNi+iSVRHxl32FHXr+tOh/SkMG3IDL7x8MT4+vlx/3ZsA5Obu57PP78fpLM93FBXPXBP3i+N9OzudBbzy9ZM8fvWrOBwO5qz4ml0Jf3Pl6RPYsncjSzYt4ocVs7jrokd4d8psMnPSeezjaQAENgji8atfxVpLUnoCT356H+Aa2PPhK57Hz7cWxhjW/L2Cb/74J5eCR87/+bdPMvHKVzEOB0tXfk1cwt+MGjqB3TEbWb95Ec2iOnLtZc9Sr64/ndsPZNSQCfzfy67rC9d7dTjbqvi9+njfLwDmr1nO0G59+P3p6eQcPMDkYl135j3yCqff5+qNP+39V123VParzS9rl/PzWldFxb2XXEOnZq2wFvYmxXPnjKIvEfq168y+lCR2J8ZRWbyxL4tUBnM89+kVORxjzDnAc8Bga231d9Q8BuXt/lPdOt9/ZXVHKLeJ9/ao7gjlllPDzsHe/1hV+Wpi5rrVHaCcAoxPdUcot91VUElQ2do4/Ko7Qrkc5PgcB+JIatXARtwr8mvWvty+Bn6l24CadY57b3fI0QsdZzpFxh+90HFm3hN/Hr9NJ47i1y1ZNesC1O2Utg2Oy21e8945RABr7SxrbauaUqEiIiIiIiIi/z41sK5YjjfGmGBgfhmzhlprk6s6j4iIiIiIiJTteL49cU2kShX5x9wVJ92rO4eIiIiIiIhIVVL3HxERERERERGRClClioiIiIiIiIhIBaj7j4iIiIiIiMiJokbe++f4pZYqIiIiIiIiIiIVoEoVEREREREREZEKUPcfERERERERkROFbqlcqdRSRURERERERESkAlSpIiIiIiIiIiJSAapUERERERERERGpAI2pIiIiIiIiInKi0JgqlUotVUREREREREREKkCVKiIiIiIiIiIiFaDuPyIiIiIiIiInCGurO8G/i1qqiIiIiIiIiIhUgCpVREREREREREQqQN1/RKrInTkvVHeEcmlx7wvVHaHcXnt0VXVHKLf1qWnVHaFcUvbUvLeNSy86t7ojlNsn07+q7gjlYg7WvHbEARu2VXeEchv5yHXVHaF86vtXd4Jy+35ZzTr2AIY/e091RyiXsKALqjtCud2UMKW6I5TL3U0PVHeEcptndTsaqblq3tWxiIiIiIiIiFSM6rAqlbr/iIiIiIiIiIhUgCpVREREREREREQqQJUqIiIiIiIiIiIVoDFVRERERERERE4UGlOlUqmlioiIiIiIiIhIBahSRURERERERESkAtT9R0REREREROREYas7wL+LWqqIiIiIiIiIiFSAKlVERERERERERCpAlSoiIiIiIiIiIhWgMVVEREREREREThS6pXKlUksVEREREREREZEKUKWKiIiIiIiIiEgFqPuPiIiIiIiIyAnCqPtPpVJLFRERERERERGRClBLFfE6Y0wBsA7X/rYJuBIIA7611nYuVu5BIMta+4wx5l3gNCAdMMBt1tr57nJ9gWeAcCAbWAn8B7gI6G2tnVRsnQuAKdbaFe7H3YFVwBnW2h+LlbsHuAwowDV00w3W2j/cyzcGctxFt1lrLzDGtAP+CwQCtYHF1trr//nWOrxebQdww1l34HA4mLN8Fp8vnOExv3OLnlx/1hRaRkTzxCfT+G39T96MU6aO0QO4cNQdGIeD31fOYu4iz4xtWvTkglFTiAqPZvpn01i1wZWxbcvenD9qSmG5iJAWTP/sLtZsWlCV8UuZNm0aCxYsIDg4mG+//bZasxS3askSpj//HE6nk6FjxnDeFVd6zE+Mi+Plhx8iOyuLggIn426aSK8BJ5Owbx+3XHoJkc2aAdC2c2dumHqX1/OuX/U7n8x4BqezgFOHnsMZ517lMf/Td59l8/oVABw8eIDM9BReem8hyYmxvPb07TidloKCfIaccTGDhl/g9byHPHzPRIYM7EvOgVwmT3ua9Ru3ecyvU6c2b75wH82bNaagwMm8X5by+HPveJQZNfwU3nrpAc644CbWrt/itazr1/3Oxx+5t/HAcxh15lWlyixfNpevZ7+JwdCkaTTXT/g/AL747CXWrv0VgLNGX0vfk4Z7LWdx69b/zsefPYN1Ojn1lHMYNXJ86cwr5jH7W1fmpk2iuf7ax9j81wo++ey5wjKxcTu54br/o2f3QV7P3KBZQyJPaQIOQ+rGZBL/jPeYH9i+EY0HRJK3Pw+A5LVJpG5Kxq+hH83PaAUGjMOQvDaRlA3JXs9blocfncKQoSeTk3OAybc8yPp1f5Uq8+FHLxEeHoKPrw/Llq7m7mlP4nRW3deaD99/M0MGneTKeOeTrN+w1WN+nTq1efOVB2neLNJ17P38O48//RYAF50/gnunTiAuPgmAGR98xceffe/VvKuXLmHGC8/hLHAydPQYzilxTk6Ki+PVRx9if2YWTqeTy26cSM8BJ3vMnzz2Ei685lrGXDbOq1kBGkV3JPqsC8DhIHb5b+xeNM9jfmTfU4jqNxDrtBQczOWvWR+RnRBXOL92QBB9b72PnfO/Y8+v872et6QGLRoRMTgaDKStjyVp2W6P+YGdIggf2Jq8rFwAUlbHkLYu1uu5+rbtz6QxU/AxPny3fBYfLXjXY76fjx/TLn6YdlEdSM9O5+GP7iIuNZZh3c/gktMuLyzXKiKa618ay7bYLQzuejrjhlyDw+FgyabFvPnDy17L3yy6D6eeOQnj8GHjiu/4c9HHHvO7n3whHXuPwuksIGd/Oj//7yky01znwImP/ERy/A4AstLi+e7De72Ws7ge0QO47qw7cTgczFv+FV+WuO7s2KIn1555By0ionnm07v43X1t3LJxOyacfTf1ajfA6Szg8wVv8+u6uVWSWf6dVKkiVSHHWtsdwBgzE5gA/O8YlrvDWvuFMWYw8CYQbYwJBz4HLrHWLnGv8wKg4TFmuRT41f37R/fy/YGzgJ7W2lxjTAhQq9gyYw9VyhTzEvC8tXa2ex1djvH5K8RhHEwccxf3vHMjSRnxvHDTTJZuWsiehL8LyySkxfLcFw9w/qlXeDPKYRnj4OLRd/HSjBtJy4hn6oSZrN20kLjEoowpabF88OUDDDvFM+OWHSt4/NVLAKhX15+HJn/Nxm1LqzR/Wc477zzGjRvH1KlTqztKoYKCAt565mnuf+llgsPCmHrVePqceipNW7YqLPPFjOkMGDqMkeefz54df/PY5NvoNct1AR8eFcWzH3xYZXmdBQV89M4TTL7vNYIahfPYtMvp1vs0IpsW5b14/O2Ff8//4RP27HB9yAsIDOGux97Fz68WB3KyefD2i+je+zQCG4V6PfeQgX1p2TyKU0aMp2e3Djz+wH8YffF/SpV7Y8bn/P7HGvz8fPl0xlMMPrUPvyxeDkD9+nW55vJz+XP1Jq9mdToLmPnBE9w2xbWNH334crp3P43IqKJtHB+3m++/e5e77p5O/fr+ZGSkALB2zWJ27drMAw99RH5+Hk8/cT1dug6gbt0G3s/88ZPcfuurBAWF88jjV9C960AiI4tljt/Ndz/OYNod73hkbt+uNw/e9xEAWfvTmXbvuXTq2M+reQEwEDmwKTu+3kZ+Vh6tL2xHxo50clMPeBRL35rGvsV7Pabl789n+xdbsE6Lw89B9CXtydiRTn52vvdzFzNk6Mm0bNWUU/qfS8+enXn8yWmMHjW+VLkJ108jK2s/AG++/RRnjR7G17Or5gPHkEEn0bJFFKcMGUfP7h14/OHJjD5/Yqlyb7z9Kb8vXe069j54lsGn9eWXhcsA+Pq7X7j3oZeqJK+zoIB3nnmae190nZOnXTOe3qeeSpNi5+Qv351O/yHDGH7e+ezd8TeP334bPf9XVKny3ksv0KNf/yrJizG0HXMRq6e/TG5GGr0n3knS5nUelSbxa1awb5mrojW4fRfajDqfte++Wji/zZnnk7JlQ9XkLclA46Ft2fnFavIzc2k1tjeZ25LITcn2KJb+VwJxP289zEoqn8M4uOWcu5jy9kQS0+N5Y9IH/LZxIbsSdhSWGdXnHLJyMhj79DkM6Tac68/4Dw9/NI2fVv/AT6t/AKBlRBseveJZtsVuwb9eABPOvJXrXxpL+v407rroIXq27sOf25dXen5jHJw2+hZmz7iDrIxELrrxDXZs+p3UxF2FZRL3beWz1yaQn5dL575jGDDiBuZ8+jAA+XkH+fSV6yo915E4jIMbxkzjgekTSM6I55mJM1m22fPaOCktjhe/vJ9zS1x35h7M4YXP7yM2eTeNGoby7E0fsWrrEvYfyKzS1yD/Hur+I1VtMdCmnMssAaLcf98EvHeoQgXAWvuFtTa+zCWLMcYY4EJgPHC6MaaOe1ZjIMlam+teX5K1dt9RVtcYKLxqttauO8bXUiFtm3ZmX/Ie4lJjyC/IZ9GaOfTvMMijTEJaLDvjtuK01dNJskWTziQm7yE5NYaCgnxWrptDtxIZU9JiiYk/csYenYaxYetv5OUdOGyZqtKnTx8CAgKqO4aHbRs3EtGkCRFRUfj5+XHK6aezfNEijzLGGHL2uz4QZWftp1FoSHVEBWDHtg2ERjQlNLwJvn5+9Dl5OKtXLDhs+eW/zqHvySMA8PXzw8/PVb+Zn38QW4XflI8Y2p8vZru+0fpzzSYC/BsQFtrIo8yBA7n8/scaAPLy8lm3cRuNI4q29Z3/Gc9rb3/KgYMHvZp1x98bCAtrSmhYE3x9/ejbdzirVy3wKLNo0VcMHnIh9ev7A+Dv73ot+/btoG27Hvj4+FK7dl2aNI1m/brfvZoX4O8d7syh7sy9h7NqzULPzL9+xZBBF5XKXNzKlfPp0nkAtWvVKTWvstULq8fB9FzyMg5inZb0ran4tzy284N1WqzTAq6WKhjjzaiHNWLEaXzhbrXx55/rCfBvSFhYcKlyhypUfH19qFXLF7BVl3HYyXzxlasC58/Vmwjwr1/2sbd0NeA+9jZspXGE9ytby3LonBweFYWvnx8Dhp3O8sWlz8nZxc7JQSFF54llCxcSFhnpUQnjTf5NWpCTnMiB1GRsQQHxa1cS0qGrR5mC3KL3X59atcAW/f9DOnTlQEoy+xO83/KjLHUj/DmYlkNe+gHXcfhXPA3bVN973CHtm3YiJnkPsSmu67Sf18zl5I6DPMqc3Ok0flzpavW6cN18erXpW2o9Q7uN4Oc1cwBo3CiKvUm7Sd+fBsDKrX8wsMtQr+QPb9Ke9JR9ZKTG4izIZ+van2nV4WSPMjE7VpOf52r9E7dnIw0CqueYOyS6SWfikvcQ7742Xrx2Dn1LXRvvY1fcVpzW8xy2L3k3scmuFk4pmYmk70/Bv35QVUU/Pjhr6M9xSpUqUmWMMb7AGbi6ApXHSGCW++/OuLr7HM7FxpjVh36A3sXmDQB2WGu3AwuAM93T5wJNjTFbjDGvGWNOK7HOmcXW+bR72vPAz8aYH4wxk40xgeV8TeUS7B9GUnpRvVFSRjzB1fxmVlKgfxipxTKmZsQT4F/+jL27jmDF2h+PXvAElZKYQEhYeOHjRmFhJCcmepS5+NrrWDTnR64bfRaP3TaZa24vagmSsG8fU664nPtunMDG1au8njctJYFGwUV5gxqFk5acWGbZ5MRYkhJiaN+5T+G0lKQ4Hrz9YqZOGMXIc8ZXSSsVgIjwEPbFJhQ+jo1LIiL88Bfu/g3rc/rgfvy6xLVNO3dsQ+PGocx3f3PuTampCQQ18tzGqame2zg+bhfx8bt5/LGr+b9HriysOGnaNJr165aQm5tDZmYqmzevICXlqHXU/1haWgKNgoplDgojLS3Bo0xc/G7i43fx+FNX89gT41m3vnRlz7IVczmpzwiv5wXwbVCLvKyiCrK8rIP41fcrVc6/dSBtLm5PsxEt8GtQNN+vgR9tLm5P+ys7k/hnfJW3UgGIaBzKvn1FLRJiY+OJaBxWZtmZH7/MmvXzyMrK5ttvqq6LR0R4CPv2lTj2Io5y7A3pz6+//1k4bdTIgcz77m3efOVBIht795yRkphAcHjRvhwcGkZKiXPyhddcx+I5PzLh7LN4fMpkrr7NdU4+kJ3N7A/f58Krr/VqxuJqBwRyID218HFuehq1/QNLlYvqN5B+tz9I65HnsvXbzwHwqVWbZqedzs6fvdud6kj8GtQmL7Oo0icvMxffBrVLlfOPDqX1FX1oMroTvg1Lz69soQFhJKYVnTsT0+MJLXGdFuofSqL7OqnAWUDWgSwC6gV6lBncbTg/r3ZVqsQk76FZaHMighrj4/DhlE6DCAsIxxvq+4eQmV503GVlJFI/4PDHXcfeo9i15Y/Cx76+tbho4htccMOrtCxRGeMtwQFhJKUXnc+S0+MJ9i/7fHYk0U064+vjR1zKnsqMJycYdf+RqlDXXcEBrpYq7+Bq6VGW4lXJTxtj/g9oAhxru9hPyxhT5ZBLgU/cf38CXAF8aa3NMsb0Ak4FBgOfGmPusta+6y5bqvuPtXaGMWYOrgqfs4EbjDHdDrV2kYrxbxBCZHg0G7cuOXphOazFc+cyeNSZjBk7lr/WreOlBx/k+Y8+JigkhP/O/pqGAQFs37yJJ++8kxc+/ph69b3b1eNYLfttDj37DcPh41M4rVFIBA8++ylpKYm8+tTt9Oo3FP/A0t+sVycfHwevPns30z/4it174zDG8MBdE5g87emjL1xFnM4CEuJ3c8fU/5KamsBTj1/HQ49+SqfO/dmxYyNPPHY1DRoG0bp1FxwOn6OvsAo4nQXEJ+zhjtvfJDU1niefuZ6H7/+EevVcvT3T0pPYG7ONTp2qqNvEMcjckU76llSs09KoUzBNhjZnx2zXWDx5WXls+3QzvvV8aT6qFRnb08jPqfqKlWM19tKbqV27Fi+/+ignn9KHxYv+OPpCVczHx8GrL97H9Pf+x+49rpYT8+YvYdY3P3PwYB7jLh3NC0/fxUXjbj/Kmrzrt3lzGTTqTEZfNpYt69bx8sMP8uyHH/PZO29x5iWXUqdevWrNV5aYpYuIWbqIsG69aT54JJu/+IAWQ0ex57dfKDh4fF/qZG5PIn1zPLbAEtQ1kqiRHdj1+erqjnVUHZp2JvfgAXbEbwcgKyeT5756nPsvewJrnazftZao4CbVnBLadhtGWGQ7/vf2rYXT3nvmEvZnJOEf1JhzrnmO5PgdZKQcrdF39QtqGMLkCx/lhS/uw9qqa5En/z5qqSJVIcda2939c7O19iCQDJRsZ9cISCr2+A5rbVtgKjDdPW0D0Ku8AYwxPsD5wP3GmJ3Ay8BIY0xDAGttgbV2gbX2AWCSu+wRWWv3WWunW2vPBvJxtaIp+bzXG2NWGGNW7F6dVHolxyg5I4GQYt9OhPiHk5xe9rf91SUtI4GgYhmD/MNJzyhfxl5dTmfNxp9xOo/fDxrVrVFoGEkJRd+GpSQkEBzq+W3Y/G++ZsCwYQC069KFgwcPkpmWhl+tWjR0d2dq3b4DEVFN2Lfbu9/MBDYKIyW5WAumlHgCg8v+5nj5b3Ppe0rZrQ4CG4US1aw1Wzd5r3XNlZeNYe5XbzD3qzeIT0ghstg3+I0jQgoHvizpqYcns2NXDG+//xUADerXpX10C754/xmWzv+Ant06MOO1h+naua1XcgcFhZGa4rmNg4JCS5QJp1v30/D19SM0NIrwiGbEx7maPp81+hoeePhjbr/jNay1hIc380rO4gIDw0hJLZY5NYHAQM9vGIOCwujedSC+Pr6EhkQRHtaM+ISiASmXr5hHz+6D8fWpmu+H8rMO4tegaLgtvwa1CgekPaQgt6Cwm0/KxmTqhpb+sJyfnc+BlAPUi6yayswrr7qQuT/NZO5PM4mPTyIyMqJwXuPG4cTFJhx22dzcg8yds5ARI0s24KzkjOPOYe43bzH3m7eIT0wmMrLEsRd3mGPvsSns2BnD2+9+WTgtNS2Dgwdd/5ePPv2OLl467g5pFBpGcnzRvpycmECjEufkn7/9mv5DXefktl26kOc+J2/buIGZr77CTeedw/effcJX773Hj1987tW8uelp1AkouvyqHRBIbkbaYcsnrF1JaMduAPg3bUHrkefQ746HaTJgMM0HjSCqn3f3jZLysnLxa1jU3c+vYW3yszwreQoO5GMLXMdh6rp91A0/1mH3Ki4xPYHQwKJroNCAcBJLXKclZiQS6r5O8nH40KBOA9Kz0wrnD+k2nPlrPFvqLtm0mImvXslNr13FnsSd7Ck2xkll2p+RRMOAouOugX8o+9NLH3dNWvek96BxfPfhPTgL8jyWB8hIjSVmx2pCG5e3p3/5JacnEBJQdD4LDggnOePw57OS6tauz31XvMyH815hyx6v9uKXE4AqVaRaWGuzgFhjzBAAY0wjXK0+fi2j+CuAwxgzwv33lcaYkw7NNMac5x7A9kiGAmuttU2ttS2stc2BL4FzjTHtjDHRxcp2B474rmWMGWmM8XP/HQEEAzFlvM43rbW9rbW9m3WveJ/fLXs3EBnSjPCgSHx9fBnYbQRLq/nOOCXtitlAWHAzgoMi8fHxpVeXEazdvKBc6+jddaS6/hxFmw4diN2zh/h9+8jLy+PXefPofepAjzKh4RGsXe4ayG7vjh3kHTyIf1AQ6ampFBQUABAXE0Ps3j2ER0Z6NW+LNh1JiN1DYnwM+Xl5LP9tLt16l74Ij43ZQfb+DFq3Lerbn5Icz0F33/79WRls3bya8MjmXsv63kdfM/zcCQw/dwJz5v/GBWe7PgT17NaBjMz9JCSmlFrmzlvG07BhfR74v9cLp2VmZdOl/wX0G3o5/YZezp9rNnHVxPu9dvefFi07Ep+wh8TEGPLz81i2bC7denhu4x49B/HXZleDu8zMVOLjdhMaFoXTWUBWVhoAe/ZsZe/ebXTq7P1BX1u2cGdOcmdeMZfu3Tz34x7dBvHXFldvz8ysNOITdhMaElU4f9nyOZzUt2q6/gBkJ2RTO6A2fg1rYRyGgOggMname5TxrVdUwePfIqBwEFvf+n4YH9c4Ko7aPtRvXL/UALfe8t6Mzxk+bCzDh41lzo8LuOCiUQD07NmZjMwsEhI870JUr17dwnFWfHx8GDrsZLZt2+ndjB/OYvjo6xg++jrmzP2NC8513YGqZ/cjHHu3Xe069h55xWN68fFXhg8bwLZtu0suWqlad+hA7N49JOzbR35eHr//NI/ep3juyyHhEaxf4T4n7yw6Jz/8+pu8+r9ZvPq/WYy66BLOvfJKRl5woVfzZsbsom5IGHWCgjE+PoR37UXSJs8PlHWLVXwHt+tEdpLrg+qqN59n6dP3s/Tp+9n7+y/sWjCHmKWeYyF5W05cJrUC6+LnX8d1HLYLJ3O754d/3/pFlZ8NW4eQm7zf67n+2ruRJsFNiXBfpw3pNpzfN3lum983LmRkr7MAOK3LUI8BZ40xDOp6Oj+v8RwQOtA9zkeDug05p/+FfLd8llfyx8dsJiA4ioZBETh8fInuOoQdmz27XIY0bsPgs2/juw/vIcc9zgtA7ToNcPi4ujrWqedP42adSUnwTuVPcVtjNtA4pBlh7m1+atcRLNt0bPujr48v08Y9xy+rvi28I9AJx9bQn+OUuv9IdboCeNUYc+jemA+5xzvxYK21xphHgTuttUONMZcAzxhjwnANWbQI9518juBS4KsS074EbsTV+uVl97go+cA2oPjtkWcaYw7dUjnJWjsMGA68aIw5dFV8h7U2Di9xOgt4/esnefTq13AYB3NXzGZ3wt+MG3YjW2M28semhUQ36ch9456jQV1/TuowkHHDJnDjC1V3+1mns4BPv32SSVe+5rr138rZxCb8zVlDb2RXzEbWbV5I86iOXH/Zc9Sr60+X9gM5c8gEHn3ZlbFRYGOCAiLYuvNIQ+ZUrdtuu41ly5aRmprKwIEDufnmm7nwQu9e8B6Nj68v106ZwiO3/Aen08mQs0bTrFUrPn7zv7Rp34E+Awdy5S3/4fX/e5xvP/kYYwyT7rsPYwwbV63ik7fexNfXF2McXH/n1MKWK17L6+PLZdfcyQuPTcI6Czh58NlENW3N7E9ep3nrjnTv4/rwv/y3ufQZMBxTbADPuL07+Oz95zHGYK1lxOjLadI8+nBPVanmL1zGkIEn8dvc98g5kMttdz9TOG/uV28w/NwJNA4P4ZYbx7J1+27m/M9VqTJj5mw+/uKHKsl4iI+PL5eNvZMXnp2E01nAyaeeTVRUa2Z99TotWnSke4/T6NS5PxvWL+W+ey7AYRxcePEtNGgQSF5eLk8+7hrPoW6d+lx7/SP4VEHLDx8fX8ZecgfPv3gzTmcBp5w8hqjI1sz6+g1aNO9A926n0blTfzZsXMq9D17oynz+f2jQIBCApKR9pKTG0za6p9ezFrKwb/FeWo5pDcaQuimZ3JQDhPWNICchm8ydGQR3DcW/ZQDW6fq2fO981weLOkF1iDi5qEIocVUCuSlVPxj3/J9+Y8jQk/lt6Sxycg5w260PFc6b+9NMhg8bS716dZnx/nPUqlULh8PB77+t4IP3vjzCWis544KlDBl0Er/9/KHr2Jv6ZFHGb95i+OjraBwRwi03Xc7WbbuY8/WbQNGtk6++8jyGDz2ZgoIC0tIzuPXOJ7ya18fXl6tvm8Jjk/+Ds8DJ4LNG07RVKz5967+0bt+B3qcO5Iqb/8N/n3ic7z79GIxh4j33eZzrqpJ1Otny9Wd0u+omjHEQu3IJ2QmxtBx2Jhl7d5O8eR1R/U+jUev2OAsKyD+QzaYvPqiWrGWyltift9D8/G4YhyF1fSy5ydmEDmjJgfgMMrcn06hHExq2DgGnpeBAHjFzNns9VoGzgBdnP8XT17yCw+HDD8tnszP+b646fQJ/7d3I75sW8f3y2dx98SPMvGMWGTnpPPzR3YXLd2vZk8T0eGJTPL+fu3nMFFo3drW2en/+W+xN8k4loXU6WfTNS5w9/imMcbDxzx9ISdhJ36FXkRDzFzs3/87JIyfgV7suIy99ECi6dXJQWHMGn30b1lqMMaxc9LHHXYO8xeks4M2vn+DBq17HYRzMXzmbPQnbuWzYjWzbu5FlmxfSJqoT09zXxn06DOTSoTdy84vnc3KX4XRq0ZOGdQMZ0nMMAC99eT87YkvfYl7kWBj1HxOpGqOm9ahRB1uL42NYhXJ57VHvD7xa2danplV3hHJJ2VPz6uIvvejc6o5Qbp9ML1kHfHwzB2vU6Q2AgA3bqjtCuY18pGpvWfqP1fd+t4vK9v2ymnXsAaQ8e091RyiXsOCq+8KnstyUMKW6I5TLBb7+1R2h3ObZ1KMXOs7M/r/V1VM7WgkW/55V8964gVMHNDgut3nNuzoWERERERERkYpx1sg6leOWxlQREREREREREakAVaqIiIiIiIiIiFSAKlVERERERERERCpAY6qIiIiIiIiInCCMs7oT/LuopYqIiIiIiIiISAWoUkVEREREREREpALU/UdERERERETkRKHuP5VKLVVERERERERERCpAlSoiIiIiIiIiIhWgShURERERERERkQrQmCoiIiIiIiIiJwjjtNUd4V9FLVVERERERERERCpAlSoiIiIiIiIiIhWgShURERERERERkQrQmCoiIiIiIiIiJwoNqVKp1FJFRERERERERKQCVKkiIiIiIiIiIlIB6v4jUkVa+5jqjlAuWdZZ3RHKbX1qWnVHKLfOQYHVHaFcvn76suqOUG55repVd4RyC5j7QXVHKJe8iZdWd4Rye3HeVdUdodzy2zev7gjlYutUd4Lyy15a89rE+5ha1R2hfPKyqjtBuWUV+FR3hHKZ55Na3RHKLdup7/qrkm6pXLm094qIiIiIiIiIVIAqVUREREREREREKkCVKiIiIiIiIiIiFaAxVUREREREREROFBpTpVKppYqIiIiIiIiISAWoUkVEREREREREpALU/UdERERERETkBKFbKlcutVQREREREREREakAVaqIiIiIiIiIiFSAKlVERERERERERCpAY6qIiIiIiIiInCic1R3g30UtVUREREREREREKkCVKiIiIiIiIiIiFaBKFRERERERERGRCtCYKiIiIiIiIiInCOO01R3hX0UtVUREREREREREKkCVKiIiIiIiIiIiFaDuPyLHsQ7RAzh/1BQcDh+WrPyKeYve9ZjfukVPzh91O5Hh0bz72TRWb5gPQHTL3pw36vbCcuEhLXj3s2ms3bTAq3k7Rw/gsjPvxOFwsGjFV3y/aIbH/LYtenLZmXfQJDyaNz69ixUbfiqc984jK9kbvw2A5LRYXvrwVq9mPWTVkiVMf/45nE4nQ8eM4bwrrvSYnxgXx8sPP0R2VhYFBU7G3TSRXgNOJmHfPm659BIimzVzvbbOnblh6l1VkvlIpk2bxoIFCwgODubbb7+t7jgAhEZ3pctZV2AcDnYt/4Vti77xmN+871Ba9jsd63SSfzCXNbPeJishBr+6Degz9hYCo1qz589FrPvm3SrN/dgN1zGsTy9ycnO5+bkXWbf971Jlpl0xjouGDiawQX1ann9J4fQJ545h7IjhFBQUkJSezq0vvMzehESv5m3QpilRI08BhyHlz00k/rqqzHL+HVrR4uIRbH3zC3L2JdKgVRMihvXD+DiwBU5i5y1h/44Yr2YFWPPHEt5/0XXsDT5rDGPGeR57SfFxvPHYQ+zPysJZ4OSSCRPp0f9k1i3/g4/feJWC/Hx8fH0ZO/E/dOrV2+t5ATpFD+BS9zlu8Yqv+KHEOS66RU8ucZ/j3vz0LlYWO8e9Wewcl5IWyytVdI577ObrGNqvFzkHcvnPEy+ybmsZ+/E147hwxGACG9an1RmXeMwbM+hkpoy/FGstG7fv4MZHn/N+5huLHXvPvsi6bWVkvnIcFw1zH3vnFmW+ctRIrhp9Bk6nk/0HDnD7i6+xZfcer+Zdu2kJH816HqfTycB+Yzhr6BWlyixb/ROz5rwNGJpFRjPh8ocL5+Uc2M/dT15Cz86ncfn5U7yaFSAouj2tzzwX4zDErfiDPYvme8xv3HcAkSedjLWWgtxcts76jOzEeGoHBtH71rvISXKdyzL27GLb7M+9nhegQctQIoZ1Bochbc1ukpZuK7Ncw3aNaXZub7a/u4gDcekEdIwi+KTWhfPrhPnz94xFHEjIqPSM/dv1Y8rZt+NwOJj1x2ze++V9j/l+Pn48dOmDdGjSnvTsdKZ9cA+xqbE0DmrM53d+yq6E3QCs372ex798gtp+tXnyisdpEtyEAqeTxRsX88r3r1Z67kN6RA/gurNc57d5y7/iyxLnt44tenLtmXfQIiKaZz69i9/XF53fHhj/Km2bdmXTrlU8+v5/vJaxpN5tBzBx9BQcxocfln/Fpwvf9Zjv5+PHnRc9QnRUBzKy03js47uIT43F18eXW8+9l7ZNOuC0lte+eZq1f6+sstzHA2PV/acyqVKlhjHGNAFeBTriamn0LXAHMAD4BRhjrf3GXfZb4Blr7QJjzAKgMZDjXtU2a+0F7nLXA7e5p2cAt1lrf3XPK7nco9baL4wxBcC6YtHOsdbuLCPvIGA2sAOoDXxirX3IGDMe6G2tnVSs7AJgirV2hTFmJ5AJWCAVuMJau8td7grgTve8fGCmtfYZY8y7wLfW2i+KrTPLWtug2ONbgSeAcGttuntaPeAtoCtggDRgpLU2q4zX+Ym19gljzFnAI+7/gR/worX2vyVf/z9hjIMLR0/l1RkTScuI544JH7Ju00LiEncUlklNi+XDLx9k6CmXeyy7dccKnnz1UgDq1fXn/smz2bRtaWXGKzPv5aOn8cyMCaRkxHP/jTNZvWkh+xKLLoaT0+J4+4v7GXlq6QvOg3m5PPDKxV7NWFJBQQFvPfM097/0MsFhYUy9ajx9Tj2Vpi1bFZb5YsZ0Bgwdxsjzz2fPjr95bPJt9Jp1MgDhUVE8+8GHVZr5aM477zzGjRvH1KlTqzuKizF0HXMVS6Y/Tk5GMgMnPkrc5j/JSij60B6z5nd2LXNd1Ie370nnUeNY+u6TOPPz2DzvCxqGN8E/vGmVxh7auxetohpz0rUT6NWuLU9NupEzJt9RqtzcP5bxzjff8cfbr3tMX7d9B8NvuY2c3IOMHzWS+68ez/VPPO29wMYQNepUdnzwDXkZ+2lz3flk/LWT3MRUj2KOWn6E9OvC/r3xhdPysw+w8+Pvyc/MpnZYI1qNO5NNz33gvayAs6CAGc89zbTnXyY4NIx7rxtPz5NPpUmxY++r96Zz0uBhnH7u+ezd8TdP3XkbPT4/mYYBgdzx5LMEhYSy5+/tPHH7Lbz6lfcrEI1xMHb0NJ6bMYHUjHjudZ/jYoud41LS4pjxxf0MP8w57uEqPscNPakXLZs0pt/YCfTq2JanJt/IGRPL2I+XLOOdr75j6UzP/bhlVGP+M/YCRk+aSnrWfkICA7yfuU8vWkU25qSrJ9CrvfvYu/UIx947npm/XLCQ977/EYAR/fry8PVXc8m9D3ktr9NZwAf/e4Y7JrxEo4AwHnr+Knp0OpWoiJaFZeISd/Pt/Pe55+Y3qV/Pn4zMFI91/O+H/9KuVQ+vZfRgDG1Gn8+6GW+Qm5FGjxsnk7xpPdmJReeEhDUriV32OwCN2nei1aizWf/emwAcSEnmz1eeqZqshZmh8fAu7PxkKfmZObQafyqZW+PITc7yKOao5UNw75ZkxxSd99I3xpC+0fV+Uzu0Ic3O6+OVChWHcTD13Du56c1JxKcn8P4t77Fo42J2xBdds5190hgyczI594nzGd79dG4+cxJ3f3gPADHJMYx9flyp9X6wYCYrt6/E18eX1294jQHt+/P75iVeyX/DmGk8MH0CyRnxPDNxJss2L2RPQtH5LSktjhe/vJ9zTyl9fvtq8XvU9qvDiL4XVHq2I2W++eypTH1nIknp8bwy6UOWbFrI7oSibT6yzzlk5WQw/pmzGdR1ONeOvIXHPr6LUX3OA+D6Fy4msH4Qj131CpNeHYdVRYNUkLr/1CDGGAP8D5hlrY0G2gINgMfcRfYC9xxhFWOttd3dP4cqVM4CbgBOsda2ByYAHxljIg6z3KEKi5xi07qXVaFSzGJrbXegNzDOGNPzGF/yYGttV2ABcK877xnArcBwa20XoB+QfozrA7gUWA6cV2zaLUC8tbaLtbYzcA2Q555X8nU+YYzxA94ERltruwE93BkrVfMmnUlK3ktyagwFBfmsXDeHLh0GeZRJSYtlX/xWrHUedj3dOw1j49bfyMs7UNkRPbRq0pmElD0kuvMuWzuHHiXyJqftY2/81uPmTWvbxo1ENGlCRFQUfn5+nHL66SxftMijjDGGnP37AcjO2k+j0JDqiHrM+vTpQ0CA9z/4HKugJm3YnxxPdmoCtqCAmLVLiOjQy6NMfm5O4d++tWoX7h8Febmk7PoLZ34eVe2Mfn35bP4vAKz8awsB9esTFhRUqtzKv7aQkJpaavpva9eRk3sQgBWb/yIyJNireetFhXEwJZ2DqZnYAidp67fh365FqXLhQ/qS+OsqbH5+4bQDcUnkZ2YDkJuQgvHzxfh49/Jg26aNhEc1ITwyCl8/P/oPPZ2Vv5Zx7GW7j739+wkKcR17Ldq2IygkFIAmLVtxMDeXvIMHvZoXoKX7HJdU7BzX/Tg/x408uS+fz3Hvxxu34N+gPmGNytiPN24hIaX0fjzurOHMmPU96Vmu/0NSWnnebivmjP7Fjr3NWwg4XObNZWfOyi46n9SrU9vr/4u/d28kPKQJYcFR+Pr6cVKP01m13nNfXrh0NkNPPp/69fwB8G/YqHDezj2bSc9MoVO7vl7NeUjDJs3ISUniQGoytqCAxLWrCO7Q2aNMQW5u4d8+tWpVSa4jqds4iIOp+8lLz8Y6Lekb99EwOqJUubBT25O0dBu2oKDM9QR0iCJ90z6vZOzUrBN7kvcSk7KP/IJ85q6ey2mdBnqUOa3TaXy74jsA5q/9mb7RfY64zty8XFZud7WeyC/IZ3PMZsICwrySP7pJZ+KS9xCfGkN+QT6L186hb4nzW0LaPnbFbcVZxjG1dvsycnKzvZLtcNo17cy+5L3EpbgyL1gzhwEdB3mUGdBxEHP/dFW6L1o/nx5tXNu8eXgrVm9fDkDa/lT2H8ikbVTHKs0v/y6qVKlZhgAHrLUzAKy1BcBk4GqgHrAGSDfGnF6OdU4F7rDWJrnX+SfwHnBTZQZ3r3s/sBJoU85FlwBR7r+n4WrNss+9zlxr7VvHshJjTGtclVD34qpcOaQxUPi1ubX2L2ttLofXEFcrr+RiGf46xtdyzAL9Q0lNjyt8nJaRQKB/+d9Me3Udwcq1cyozWpmC/MNIKZY3JSOeoHK8+fv51uL+iTO594b36dFhsDcilpKSmEBIWHjh40ZhYSQnenbRuPja61g050euG30Wj902mWtuL+pWlbBvH1OuuJz7bpzAxtVld7U40dUJCCInPbnw8YH0FOr6NypVrkW/0xl6+/N0HHkZ6799v9T8qhYREsy+xKTCx/uSkmhcwYqRsSNOZ/4K7zYr9vOvT17G/sLHeRn78fOv71GmbuMQavk3IHPr7sOuJ6BjK3Jik7AFh6+orQypiQkEFz/2QsNISfI89s6/6jp+m/sjk847i6fumMyVt95ecjUsW/AzLdq2w68KPvgF+Yd5nJNTK3COu3fiTKbd8D7dq+gc1zg0mJhi+3FsYhKNQ499P27dNJJWTSL55uUn+P61pxjc1/utKSKCSxx7iUk0Di7fsXf16FEsm/4G918znrtfP6ZLhApLTU+kUWDRfhAUGEZquue+HJe4h7jE3Tz60nU8/MI1rN3kamngdDr5+OsXuWRM1XWXqO0fSG56WuHj3Ix0apVREd/4pJPpc9s9tBoxmm3f/q9wep2gRvS86Xa6XnsT/s1blVrOG/wa1iEvs6iyLC/zAL4N63iUqRMegJ9/XbK2Jxx2PQEdIgtbrVS2sIBQ4tOKtfZJSyAsIPSwZQqcBWTlZBFQz7XtIxtFMnPyB/z3xjfo3rJ7qfU3qNOAUzueyvKty72SPzggjKRi57fk9HiCK3DNWZVC/ENJLJY5KT2BkBKZg/1DSUxzlXE6C9h/IAv/eoFsj91C/w4DcTh8iAiKJDqqA6GB4YhUlLr/1CydcFVKFLLWZhhjdlNUUfEYrm4p88pYfqYx5tC70jxr7R1lrRNYAVx5mOWGWmuTgbrGmNXuaTusteceLbwxJhhXy5JHgCNXz3saCcxy/925jLzFPW2Mufcw8y4BPgEWA+2MMeHW2nhgOjDXGHMBMB94z1q71b1M8dcJ8Li19lNjzNfALmPMfFxdsD62R2ouUk38G4TQOLwNm7ZWflPRyjblmVGkZSQQGhTFnde8xd74rSSm7K3uWCyeO5fBo85kzNix/LVuHS89+CDPf/QxQSEh/Hf21zQMCGD75k08eeedvPDxx9Sr3+DoK5VSdi6dx86l84jqNoC2g89h1RdvVHekSnHB4NPoFt2Gc+68u3qDGGg8YgB7Zv1y2CK1Q4OIGNaPHR8cH2Px/P7TXAaecSZnXjKWLevX8fojD/Lk+x/jcLi+D9q7428+fuNVpj33UjUnPTZT3ee4kKAoplzzFjHHyTnuSHx9fGjVJJJzb72HyNBgZr30OIOu/g8ZWfuPvnA1mv7N90z/5nvOGzSQ2y69iJuffbFa8zidBcQn7uWum14nNS2Bx1+dwCN3zGTJih/p1mGAR6XM8SL2j9+I/eM3Qrv2pPmg4fz15UcczMzgj6ceJj8nmwaRTeg09mpWvPSkR8uW6hIxtCMx360+7Py6jQNx5hWQm5RZdaGOUVJGEmc9Oob07HTaR7Xnmaue5uKnL2F/rus483H48Ni4R/n010+JSfFOS5sTzY8rZtMsrCWvTfqQ+LRYNu5ag9N53F3Ge9eJ9nq9TJUq/zLW2kXGGIwxp5Qxe6y1dkUFVlvWcjnuLj3H4lRjzCrACTxhrd1gjDncqILF2xT+YoxpBGQB9x3jc91RckyVYvMuBc611jqNMV8CFwKvWGtXG2NaAcOBYcByY0x/a+0mDvM6rbXXGmO6uMtPAU4Hxpcs5x6v5nqAQWc0pXPPY+86kpaRSFBAUfPWQP8w0jIO/w1MWXp0OZ21G3/B6cw/euF/KDUjgUbF8jbyDyc1/djzHnptiakxbN6xguaN23v9A0ej0DCSEoq+WUpJSCA41PObpfnffM19L7guyNt16cLBgwfJTEsjoFGjwm/HW7fvQERUE/bt3kObDh28mrmmOZCeSt2Aom+Z6wQ0Iicj5bDlY9YuoevZV1dFtFKuPmsU40a4Gvqt2rqNyGJdvSJDQohNSj7comUa2L0bt158IedMvYeD+d49Bku2TCnZcsVRqxZ1whrRevwYAHwb1KPFpWew8+MfyNmXiJ9/fVpcMpI9X/3MwdTKH2+gpKDQMJKLH3uJCTQK8Tz2Fnz3NXc94zr22nZ2H3vpaQQENSI5IZ7n7r6TG+95gPCoJl7PC65zXPFzclAFz3FJqTH8tWMFzbx0jrvqnFGMO8u1H6/evI2oYvtx49AQYhOPfT/el5jMnxu3kF9QwO64BP7eE0OrqMas/qvsQUIr6urRoxg30n3sbSlx7IWGEJtcvmPvkK8WLuapmyfAs5USs0xBAaGkpBXtB6lpCQSVaKEQFBBG6+ad8PXxJTQ4kvDQZsQn7mHbrnVs+XsN83/7ktyDOeTn51G7dl0uOqvSGwsXys1Io3ZAYOHj2v4BHEw/fLeuxHWriD77AvgSbEEB+TmuLh5Z+/aSk5JM3ZAwsmK8OxBwXuYB/BrWLXzs17AO+ZlFXZodtX2pHeJPi8sGAOBbvzbNzu/L7i+XcSDO9doCOkaRvsl7A3AnpCcSXqylQ1hgGAklWiwdKpOQnoCPw4cGdRuQnu3Kd+j35pjNxCTvpVloMzbt3QTAPRdMY0/iHj5e/InX8ienJxBS7PwWHBBOcjmvOataUkYiocUyhwSEkVQic3JGIqGBESRlJOBw+FC/TgMystMAeOPbohPDCzfOYG/SrirJLf9O6v5Ts2wEPAYjMMb4A82A4lc4j+Eeg6Qi63Q/3lDBjGVZbK3tYa3tZa099PVzMlCyk3QjIKnY48FAc2A1cGiUuQ1l5D0qdwVINDDPPQjuJRTrAmStzbLW/s9aOxH4EBh1tHVaa9dZa5/HVaFy/mHKvGmt7W2t7V2eChWA3TEbCA1uSnBQJD4+vvTqMoJ1mxeWax29uo5k5dofy7VMRe2I2UBYcDNC3Hn7dh3BqmPMW69OQ3x9/ABoUC+Q6Gbd2ZdQ+m4Pla1Nhw7E7tlD/L595OXl8eu8efQ+1bMPdGh4BGuXu5rb7t2xg7yDB/EPCiI9NZUCd7/tuJgYYvfuITwy0uuZa5q0mO3UD4mgXlAoxseHqK79id/k2disfnDRRVF4ux7sT4oruZoqMf3b7xly82SG3DyZH5Ys5aKhri4avdq1JWP//jLHTjmczq1a8szNN3L5w4+RdIQPLJUle18CtYID8QtsiPFxENi5DRl/7Syc78w9yMan3mXzCzPZ/MJMsvfGF1aoOOrUosVlo4j9aSnZe6pm27du34G4vXtI2LeP/Lw8lsyfR69TPI+9kPAI1q90HXsxO93HXmAQ+zMzefrO27hkwk2069qtSvIC7IzZQHiJc9yaCp7j2njxHDdj1vcMvXYyQ6+dzA+/LuXCEe79uGNbMvfvL3McksP54delDOjuGm+jUUBDWjWNYlds/FGWKr/p33zPkJsmM+SmEsdee/exV47MLSMbF/59et/e/B0TW+l5PZ6vaQfiE/eQmLyP/Pw8/lg1jx6dT/Uo07PzQDZv+xOAzKw04hN3ExYcxYRxD/Pc/bN59r5ZXDz6Zk7uPcqrFSoAmTF7qBscSp2gRhgfH0K79iB5s+clX53gouuVRu06kpPsujTzq1cfjHGVCQqmbkgIB1IqVuFVHjmxadRqVB+/gLoYhyGg4/+zd9/hURR/HMffc0logYSQkEJA6b33IjX0qthoPwUUBKRIBwuiiCBVREQRKSqCiNJRQKr03gm9pSekkoSUu/n9cUc6JSFHQL+v58lDsju797ll73Z3dma2CFGXk7+rTHGJXPhqM5fmb+PS/G3E+oWlqlABcCjvQcQ567XyOHfrHMVcilGkUBFsbWxpXb01u8/+k6rM7rO76Vi7AwBeVVtw+LL5fmVB+4IYlPmSzLNQEYq5FMP3trkCaGDbAeTPk5+Z66z71K1LvmfxcHkOVydz/sZV23DofObOOZ+0Cz5n8XQuhrslc7Nqbdh/LnXm/ed20bpmRwCaVPZKGkclt10e8tiZu5DVLF0Po8mYaoBbITJLWqo8W7YBU5VSb2itf1RK2WC+/7IESBodSmu9RSk1CfNYIQ8zDfhCKdVWa31bKVUdc4uLetkdPo3DwNdKKXetdYCl5UpuINXtDq11ouWJPaeVUp8BUzB38elgWS4X5icDLXzI63UHJmqtp9yboJS6ppR6HigKnNNah1nWV5EHDDyrlMqP+clF98pUB7K9ettkMvLbhi8Y9OY8lMHAgaPrCAi6SnuvAdz0PccZ790851mRt3vMJF9eByqXb0L7FgP4fO6rABQq6IGToxuXrz+ZR8SZTEaWrZ/KyN7zMSgD/xxbi1/QFV70Gsh133Oc8N5FCc9KDO45C/u8DlQv34QXvQby4VcvU8S1JG92+RCTNmFQBjbuXpTqqUHWYmNry9ujRjFp2FBMJhMtOnbiuZIlWb7gO0qXr0CdJk14c9hQ5n8+hQ0rlqOUYvBHH6GU4tzx46z4fgG2trYoZaD/mLEUeAoGiB0xYgSHDh0iLCyMJk2aMGTIEF599dUcy6NNJk6vW0L9PuNQysDNozuJCvKlXMtXCPe5SqD3MUo0aI1LqcpoYyIJd6M5vir5aR4tR8/BNndeDDa2uFesxf7FU1M9Ocha/j58lJZ1anPoh2+JiYtj2Oy5SfO2z51NiyHDAZjQ9026NmtC3ty5OfHjDyzbvJXpy1Yw8a0+2OfJyw/jxwDgExzCG59OzvC1soVJ47fpH0r+ryMoRdhxb+KCw3BrXodYv+BUFSxpudStTO5Cjrg1rY1bU3Mjwqs/bcAYHXvfZR6Xja0tvYePYupI82evWYdOFC1Rkt8WfkfJ8hWo9UITer47lIXTpvDnSvNnb8D75s/elj9+I9DXh9VLfmD1kh8AGDfrKxyd0o/Vk51MJiO/rJ/Ke5bvuL2W77gulu+4k967KO5ZiUGW77hq5ZvQ2WsgH3/1Mh6uJflflw/R2oRSBv7cvSjVU4Os5e8DR/GqV5uDy74lNi6OYV8k78fbFs7G623zfvzRO2/StaV5Pz7+2w8s27iVGUtWsOPQcZrVrsHuJV9jMhn59NslhEVat/vE34csn71Fls/erBSfvXmzafGu5bP3VorP3k+Wz97PK3ircwea1KhGYmIi4XeiGTLzS6vmtbGxpVfXUcxYMAyTyUTjuh3xdC/JH38uoESx8tSo3IQq5etz9uJB3v+iGwZlw2udhpDfPoeOFyYTl9f/TuXe76CUgYBjB4kJCuB5r7ZE+d4i1PssnvUbU7BUWbTJ3DLlwqpfAHAsUYrnvdqhTUa01lxauyqp5YpVaY3/ljM8/3p9lFKEnbpFXMgdCjcux13/cKIuP7iiL99zziRE3iUhwnpZjSYj01dPZ26/r7BRBtYdXs/VwKu806Y/52+dZ/e5f1h7aB2fdv+E1eN+JzImMunJPzVL1uCdNu+QaExEaxNTfp9KZGwkro6uvNWyL9cCr/Hze+Ynsq3c+xtrD63N9vwmk5EF66YysY/5+23b0bXcCrpCj5YDuexzjkPeuyjtWYnxvWaRP68DdSo0obvXQIbMMd9T/Lz/IooWLk6eXPn4Yexmvv5jIset3PXcZDLy9bovmNJ3HgaDgc1H1nEj6CpvthrARZ9z7D+/mz+PrGHca5NYMmotUbERTF4+HoCC+Z2Y0nceWmtCIoL44tdHbRAvRMbU0zJCvXg0SqliwDdAecwtjTZh7n7SAPMArh0t5TpjfpRx8/s8UjlEa93SUnYg5ifqaMyPMR6ptd5tmbfTst5U3X/SPqr4AXmbpcyVZl4X4GPL+7gDDLUMlIulNUntewPoKqXmAkFa60lKqT7ASMyPP9bAIq31rAc9UlkpdRVor7X2TjFvFhAI+Fu2obJk2QiM1VrrDB6p/BfmlkC/AqUs2zMaGPawrlVDPqz5TH3Y7jx9Q8Q81MhRO3M6QqZVdiqY0xEyZd37PXI6Qqa9feLpHv8hI3/XbZvTETIlYVD3hxd6ysyf0yynI2Ta+r3P53SETNF5Hl7mabN2yJKcjpBpCfs+zekImeJcoEVOR8i0N0Mm5XSETPHMZf0nomW3GNOz14Fi69RjKqczZNWhP4KeqeuSe+p2dX0qt7m0VHnGaK1vAZ0ymLWTFK0rtNbrMFcS3Pu72QPWOR+Yf595GS73KBUqlnKpcqWZtxZzxU9G84qn+XtIit8XA4szWKb3/XJqrdMNUa+1HpHizwwfN6K1tsloOo/QPUgIIYQQQgghxL/bs1clKIQQQgghhBBCCPEUkJYqIlsopdoAX6SZ/EiPWhZCCCGEEEII8WQo0zPZ++epJZUqIltorTcDm3M6hxBCCCGEEEII8aRI9x8hhBBCCCGEEEKILJBKFSGEEEIIIYQQQogskO4/QgghhBBCCCHEf4WMqZKtpKWKEEIIIYQQQgghnnlKqbZKqQtKqctKqXH3KfOaUuqcUuqsUuqXx31NaakihBBCCCGEEEKIZ5pSygaYB7QCfIDDSql1WutzKcqUAcYDjbTWYUop18d9XalUEUIIIYQQQggh/iOUNuV0BGupC1zWWl8FUEqtALoA51KU6QfM01qHAWitgx73RaX7jxBCCCGEEEIIIZ5qSqn+SqkjKX76pyniCdxK8bePZVpKZYGySqm9SqkDSqm2j5tLWqoIIYQQQgghhBDiqaa1XgAseMzV2AJlgGZAUWC3UqqK1jo8qyuUlipCCCGEEEIIIYR41vkCxVL8XdQyLSUfYJ3WOkFrfQ24iLmSJcukpYoQQgghhBBCCPEfof69j1Q+DJRRSpXAXJnSDeiRpswaoDuwWCnlgrk70NXHeVFpqSKEEEIIIYQQQohnmtY6ERgMbAbOAyu11meVUp8qpTpbim0GbiulzgE7gNFa69uP87rSUkUIIYQQQgghhBDPPK31JmBTmmkTUvyugRGWn2whLVWEEEIIIYQQQgghskBaqgghhBBCCCGEEP8VJlNOJ/hXkUoVIZ6QLRH2OR0hU+o5ROV0hEwLvfXsfaWtm5527KynW+fPf8npCJlmW6F1TkfItIj3e+V0hEw5PKdDTkfItHeG7MrpCJn256JWOR0hc/Lnz+kEmWYsY5fTETJt2759OR0hUxpF3snpCJmW38aY0xEy5SU8cjpCpv1u8M/pCEJkmXT/EUIIIYQQQgghhMiCZ++2rhBCCCGEEEIIIbJESfefbCUtVYQQQgghhBBCCCGyQCpVhBBCCCGEEEIIIbJAKlWEEEIIIYQQQgghskDGVBFCCCGEEEIIIf4jlNY5HeFfRVqqCCGEEEIIIYQQQmSBVKoIIYQQQgghhBBCZIF0/xFCCCGEEEIIIf4j5JHK2UtaqgghhBBCCCGEEEJkgVSqCCGEEEIIIYQQQmSBVKoIIYQQQgghhBBCZIGMqSKEEEIIIYQQQvxXyJgq2UpaqgghhBBCCCGEEEJkgVSqCCGEEEIIIYQQQmSBVKoIIYQQQgghhBBCZIGMqSKEEEIIIYQQQvxHKC1jqmQnqVR5REqpO1rr/Eqp4sA1YKjWeq5l3tfAEa31EqVUfWAOkNvy8ytwAxhmWVVF4AJgBP7SWo9TSr0HTAXctNYRlnU2A0ZprTumybHTMv1IimnNgB1AP631Qsu06sBxYLTWeoZSagnQFIiwLBajtW6olOoNLAKqa61PWZY9A3S0ZM8NFALyAr6WZV8EWgDDAY25xdMHWuu199l2KV/bBLyrtd6f9r1Ytu0GrXVly3taa9nWeSzTR1nK5QdmAi2BcCAKGKu1Pnjv/ynFa/cGamutB6eYdgLw1lp3SzEt3f+b1nqiZfnpKd47QA/AG/jSsh00cBd4TWt9LaNtkBmNK9Tlg5eHYTAY+G3/Br7fuizVfDtbO6b97wMqFStHeHQkwxd/jG9oAAXzOfDVW5Oo/Hx5Vh/8k0m/fZlu3fP7T6GocxE6TXnzcWNmqEqZhvTqMAaDwcCuI6vZsHtxqvnlitekZ4fRFHMrwze/juPw2b9Tzc+T256pw/7g6Pkd/LR+qlUypnXm+D5WLJ6ByWSksdeLtHupT6r5vy6ZifcZ88ctPv4uURGhfLV0F7eD/flm+khMJo3RmEiLdq/TrPUrTyRz4TJVqdLxDZTBwI3DO7i8e32q+c/X9aJE/VZok4nE+DhOrlnInSBf7PLmp07PYRT0LMWtY7s5vX7JE8n7MOPHj2fnzp04OzuzYcOGnI6TZNL7g2jRpA6xd+MY/v4MTp+7nGp+3jy5+e7LDylerAhGk5GtOw7w+axFAPzv9Q707tEZk9FEdEwsoz/+kktXblo175nT+1i+fAYmbaJx4xdp3753ujKHD29l3doFKKUoWqwM/ftPBuC33+Zw+tReTNpExYr16N59FEopq+YtXqYuzToMxWAwcPrIRg7vTv1dV7PRa1Sp3RGTyUhsdDib/5hKVHggBQq60bnnZJRSGAy2nDjwO6cOrbNq1ntOHtzPT3NnYjKZaNahC517pv4uDQkM4LvPPyHmThQmk4nX33mX6vUbcfrwQX5dMI/EhARs7ezoPnAIlWrWeSKZP500khZeDYmNvcvw9z7lzOkLqebnyZubBQum8HzxohiNJrZu+Ycpn88DwLOoO7NmfUQh54KEh0cydPDH+PsHWT/zR4Np0bSeOfPYaZw5dyl15jy5WTD3Y54vVgSjycTW7fuZMuN7AF7r2oYPx75DQGAIAIt/WsPy3zZZNe/po/tY/v0MtMlI41Yv0v7V1MeRFd/PxPu05TgSd5fIiFC+XrELgNtB/iyZO4mwkEBQivc+/goXtyJWzVu6TH3adRiBMhg4dmQde3b/mGp+g0bdqVm7CyZTIjHR4az54zMiwgMA6PXmlxQtVpmbN07yy08jrZozJecylSjfsRvKYMDn8D9c3/1XqvlF6zalWP1maJPGGH+Xc2t+IjrIH4eixan44hsAKAVXtq0n6Nxxq2SsW7YBgzuPwkbZsPHwGn7ZuSTVfDsbO8a//inlPCsQERPBp7+MIyDMn5bV29Gt6f+SypV0L0P/r3py2f8izau2oleLtzAYDOw//w8L/pxrlewAnmVqUbfjAJTBwKXDf3F692+p5lds9BJl67TFZDRyNyaCvb/PJjo8CPeSVanbvn9SOcfCxdi1Yio3z++3WtZ7apZpSL+O5vPOrYdXsyrNeWel4jXp12E0xd3LMO3Xcew7k3zeObH3PMoVq8r5G8f59MehVs8q/t2kUiVrgoBhSqnvtNbxaeYtxXxxfVIpZQOU01qfAxYDKKWuA8211iEplukOHAa63iuXBWeA14CFKdZ5Mk2Z0VrrVRks6wN8ALyecqLWup4lc29SVEwopYpaytfUWkdYKjkKPyTfaK31KqVUa+A7oOojvKd/tNYdlVJ5geNKqdVa672W93gNKKO1NimlSmCurHoopVQFwAZorJSy11pHW2al+39LsdivKStlLOvpDhQBqloyFAWieUwGZWDCqyPoM284geHBrBr9PdtP7+VKwPWkMq826EBkTBStP+1O+5pejOoygOGLJxKXGM+cjQsp41GSMkVKpFt3q2pNiI6LfdyI96WUgTc6jWfa4gGERgbyycBlHDu/C7/gq0llbocH8P2qCbRr/EaG63i55btcuH7MahnTMhmN/PLDVIZ/9A1OhdyYPP5/VKvdlCLFSiaVeb138knjtj9XcOua+YLEsaAL4yYvwc4uF3djY5g48jWq125KwUIP+yg8JqWo2rkP+xdNITbyNk0GfUaA9zHuBCXX+/me3MeNQ9sAcCtfk8rte3FgyReYEhPw3rqKAm5FcXArZt2cmdC1a1d69erF2LFjczpKkhZN6lDieU8ate1DzWrlmTJhKB27pT/p+nbRKvYdOomdnS0rF31B88Z12PHPYVZv2MFPv24EoHXz+kwc+w49+39gtbwmk5Fly75gxMh5ODm58dmkN6hevQlFiiTvy4GBN9m0cTHjxv+Avb0DkZGhAFy+fJLLl08y8ZPlAEyd8jYXLhylfPnaVsurlIEWnYbz++IRREUG03PgAq6c30No8I2kMsF+l1j2TT8SE+KoWrcLTdoMZOOvE4mOus2KbwdiNCZglysvbwxdwpXze4mOum21vGD+vlj65TTGzfyaQoVdmfDOm9Rq1BjP4snbeO2Pi6jX3IuWL76C7/WrTB87nC9/XUsBx4KMnDITJ5fC3Lp6hWmjhzL3941WzQvQokVDSpQsxgsNX6ZmzcpMmTqWTh36piv37fxl7Nt3FDs7W3797Ruat2jAju37mTBhGKt+28Rvv22kUaPajH9/EEOHTLRu5qb1KPG8Jy+0/B81q1dgyqfv0emVd9NnXriSfQdPmDMvnUHzJnXZsfsQAOs27uTDT7+yas57TEYjy76dyshJ3+Dk7MakEf+jer2mFHkueb/o1i/FcWT9Cm5cTa7Y+mH2x3R4rS+VatTnbmyM1SszlTLQodNoflw8hMjIIPoPXMKF8/8QHJx8T8jf7yILvnmThIQ46tTtSus2g/nt1w8B2PvPz9jlykPtOi9ZNWea0FTo3IOji2ZzNzKM+oM+INj7JNFB/smZTx7E55C5oqpw+WqUa/8ax5bM4U6gHwe/+QxtMpGrgCMNh0wg2PskOpuffGJQBoa9OI5RCwcRHBHIt4N/Yu+5XdwISt6u7eu8yJ3YSHpOf5EW1VrTv91QPv1lPH+f+JO/T/wJQAn30nz2xkwu+1/EIZ8jAzq8R/+vehIRHc641z6hZqk6HLtyOFuzg3m/qNf5XbYsep+YyBA6DprDTe+DRAQl3wwI9b/C+nlDMSbEUa5eB2q37cuuFVMJuHqKdV+bT5Nz5c3PyyMX4XvZ+udyBmVgQOfxfLRoALcjA5k1aBkHvXdxKyj5vDM4PIAvf5/ASy+kP+/845+l5LbLQ7u6T+aGmPh3kzFVsiYY2AZkdLvfFfAH0FobLRUq96WUKgXkBz7EXBGSVTeAPEopN2U+IrcF/nzEZTcAlZRS5R5a0swVc+uQOwBa6zuZaKGxGyj9iGWxrD8WOAF4WrZXPeBDrc3t1rTW17TWj3p22h34CdgCdEkxPVP/b4AH4J8ig4/WOuwRM9xX1ecrcCPEF5/b/iQYE9l4dBteVV5IVaZFlcasPmi+Q7P5xE4alK0FQGz8XY5ePU1cYtp6PsiXKy99mr/O/M0/ppuXXUoVrUxQ6C2Cw3wxGhM5cGozNSs0S1UmJNyPW4GX0FqnW754kQo45i/E6UvWv7Nxz7XLZynsXozCbkWxtbOjTqPWnDiy877lD+/ZTN1GbQCwtbPDzi4XAImJ8dl+gnY/TkVLE307kJiwILTRiO+p/bhXqJWqTGKKyjPbXLmTtrcxIY7QGxcwJSY8kayPqk6dOjg6OuZ0jFTatGjIqrVbATh20htHB3tcCxdKVSb2bhz7DpnrrhMSEjl97jIe7i4A3ImOSSqXL28eMtjls9W1q2dxdS1G4cJFsbW1o27d1pw4vitVmd27V9O8xWvY2zsA4OBgfj8KRUJCPImJCSQkJGA0JuLg4GzVvO5FKxAe6ktEmD8mYyLep7ZRqkLq77pb146TmBAHgP+tc+R3NFdYmoyJGI3mfdjGxg6lnsypzJXzZ3HzLIprEU9s7eyo36I1R/fsTl1IKWJjzPXrMXfu4ORs3h+Kly2Hk4s5f9ESJYmPiyMhPv13dXZr07YJqyytNI4dO4OjQwFcXVP/396NjWPfvqOAZT8+7Y2HhysAZcqWYO9e8wXc3r1HaN2mifUzt2zIqjWWz96J8zgWyJ/us3f3bhz7Dp5IznzuEh7uVq7Qvo+rl87i6lGMwu7m40jdJq05fnDnfcsf3L2Zek3MxxG/m1cxGhOpVKM+AHny5iN3nrxWzetZtCKhoT6EhflhNCZy5tRWyldI/f96/dpREiyfvVu3zuDg6Jo079rVI8THxfAkORYtQcztYGLDQtBGIwGnDuNaoXqqMsa4u0m/2+TKzb0vXVNC8vHZxtYOa30Vly9WCd/bt/AP9SXRmMj2k1toVLFZqjKNKjXlr6Pm1pi7Tm+jVum66dbjVa0N209uBsCjkCc+ITeJiA4H4OilgzSp4mWV/C5FyxJ12487YQGYjIlcO7WL5yrUT1Um4OopjJb9IvimN/kcXdKtp3jlxvhcPJJUzprKFK2M/+1bBIaZt/nuU5upl+a8Myjcj+sBGZ93nrpyiNgnvC8/VUymZ/PnKSWVKln3BTDK0qohpdnABaXUaqXUO0qpPA9ZTzdgBfAPUE4p5fYYmVYBrwINgWNA2m+06UqpE5aflO2sTcA04P1HfJ2TQCBwTSm1WCnVKRMZOwGnM1EepZQTUAZzhUwl4ITW2nif4nlTvMcTwKdp5r+OeXsvJ3Ul1oP+315PuU5Ly5mVQCfL3zOVUjUy857ux61gYQLCkptWB4YH41Yw9UHLzdEF/3BzGaPJSFRsNE72D74gHdbxbRZtX8Hd+LsPLPc4nBxcuR0RkPR3aGQgTilOxB5EKUX3diNZ/ucsa8XLUHhoEIWckz9yToXcCL8dnGHZ28H+hAT5Ur5ycpP90JAAJo58nbED2tP2xd7Wb6UC5HF0IjYi+Y783YhQ8joUSleueP1WeI2cTcW2PTizwXqVaf9W7m7O+AUk7wt+ASG4u96/osGhgD2tmtdnz/7kZuW9e3Ri3+YlfDiqHx9ZulNYS1h4EE6FUuzLTq6EhafuphEYcJPAwBtMmdKXzyf35szpfQCUKl2V8uVqM3JEW0aNbEOlyvUpkkFrt+yU38GFqIjkfHcigyngeP/PT5XaHbh+8WDy8o6u/G/IYvqNWcXh3b9YvZUKQFhIMIVck7dxocKuhIWk/r7o2qcfe7f8xZBXOjJ97HDeGDYq3XoO79pO8bLlsMuVy+qZ3d1d8fMLTPrb3z8Id4/7fy87OOSnVavG7PnHXJFy7uwl2rVvDkC79s0oUCA/Tk7WrQB1d3PBL0UXI/+AYNzd0l+8JWUuYE+rFg3Ysz/5znj7No3Zuv57Fsz9mCJWrmwJvx1EIZcUnz3n+x9HQoL8CQn0pUJV83EkwPcG+ewLMO/zUUwc1oOVi77EZLzf6U32cHBwJSIieZ+IiAx64GevZu3OXLr45G52ZCSPY0HuRoQm/X03IozcDgXTlStWvxkvjJxM2bYv471hRdJ0x6IlaDjsExoM/Zjza362yk2Qwo6uBIcnb9fgiEAKp9muhR0KE2zZ9kaTkTt37+CYL/X7aF6tNdtPmCtVfG/f4rnCz+Pu5IGNwYYXKjXD1fFxLhPuL5+jC9ERyfttdEQI+R5QuV6mdmt8Lx5JN71E1SZcO7nTGhHTcXZ0JSTFeeftiECcHR7tvFOI7CaVKlmktb4KHMQ8vkbK6Z8CtTG3hOgB/JV+6VS6AyssLR5+x1wpklUrLct3x1xpkNZorXV1y0/PNPN+AepbutI8kKVCoy3wCnARmK2UmviQxaZbKjn6A2/dW1VGq0/xe2Ol1EnM45ls1loHZFA+rdgU77E6MOHeDKVUbSBEa30Tc0ujGkqpQpb39KD/t19TrlNrHau19sHcRWg85kqpbUqpdLcPlFL9lVJHlFJHws88SvzsV96zNM+5FOHvU//kyOs/Cq96r3Hy4h7CIq3fVz+rDu3dTM36LTHYJNejFnJxZ+LMX5k8dy37dm4gMtz6F3aP6vqBrWybOZxzm5dTtvmLOR3nX83GxsA3M97nh5/XcNMn+XO+5Jf1NGzTm8kzFzJsQNqv3CfPZDISFHiL0aMX0K//ZJYunUxMTBSBgbfw97/G9BmbmD7jT7zPH+HiReuMOZAVFaq1wq1IOY78k3xYuxMRxE9z+7BoVncq1WxLPnunHEyYbP/fm2nSriNzV21g9BezmT95IqYUF3A+166w4ruv6TtyfA6mzJiNjQ3z5n/Goh9+5eZNPwAmfTqH+g1qsnnLT9RvUBN/v0CMVr7ozwwbGwPzZn/Ioh9Xc/OWuSvI1u37qd+8B6069WP33qN8OW1cDqdMdmj3Zmo1Sj6OmExGLp07zmt93+OjWT8SHODL3m3rH7KWJ6dqtbYUKVKBvf/8nNNRHsmtAzvZM/MDLm7+nZLNOyRNj/C5xr45H3Pwm8mUaNoOg+3TOfpBhWKViYu/y7XAKwDciY1i1uopTOgxla8GLCQgzB/TUzC4aMnqzXHxLMuZ3b+nmp63gBNO7iXwvXQ0h5IJkXOezm+VZ8fnmFuHpGpjrbW+AsxXSn0PBCulnLXW6a62lFJVMLfA2GrpQ5sL81ghX2cljNY6QCmVALTCPDBuw0wsm6iUmgk80qAG2tyO7hBwSCm1FfNYMBMfsEhG47ncBlKeCRcCUo41c29MlRLAAaXUSuAsUE0pZfOA1ir30x0obxnXBsABeBn43vKe0v2/PWhlWus4zF2s/lRKBWIewHdbmjILgAUA5YY0fmir08DwYNydkmvZ3QoWJjA8JHWZiBA8CroSGB6MjcGGAnntCYuOSLuqJDVKVKbyc+XZNnEltgYbChVw4sehX/HGV9k7KFdYZBDOju5JfxdycCMs4tEqSUoXq0a54jXwqvcaeXLlxdbGjri4GFZusW6f+IKFXAm9nXxnKSw0kILOGd+xO7x3Cz3ezvjjUbBQYTyfK8Wl88ep1aClVbLeczcijLyOybtmHsdCxEaG3re876n9VO2SfgwFkV7vHp3o+Up7AE6cuZDqDncRdxcCgjKuNJv+yXtcu+HLwh9XZzh/zaadTPnYuoPgORV0JSw0xb4cFoRTwdR37JycXClRsjK2trYULuyJm9tzBAbe5MKFo5QsVYU8efIBUKVKQ65cOUXZstnSAC9DdyJDKJCiJVt+h8JERaS/u/9cqVrUbfYGKxcOSeryk1J01G1CAq/iWbwql87uSjc/Ozm5FCY0KHkbhwYHJXXpuWfXpnWMmW7+3ipTuSoJ8XFERYTj6FSI20GBfPnhGAa8PxE3z6JWy/lm71fo2fNFAE6cPEeRIsl3tj08XAm4z0Cz06aP59rVWyz8PvkOf2BgCP3eMn/v5cuXlw7tmxMZeSf7M/fsQs/XzRfBJ05doEiK1jQe7oWTBp1Nl/mzkebP3pLki7uw8Mik339ZuYkPxvTPaNFsU9DZldCQFJ+92/c/jhz6Zwu9BiQfR5yc3ShWohyF3c37Q436zbh64TSNrZg3MjIIxxStHRwdXDP87JUsVYcmzXqzeOHADD97T9LdiHDyOCa3yMzj6ERcZPh9ywecOkyFLukrsqODAzDGx5HfzZNI3xsZLJl1wRFBFC6YvF0LO7oRnGa7BkcGW6YHYWOwIX+e/ETEhCfNb1GtNdtOpr4Xu//8P+w/b74p1rHuS5hM1qnUjIkIwT5Fyxp7RxdiItMf8zxKVadqs2789f0YTGn2i+JVmnDj7D60lTKmdTsiCJcU553Ojm7cfopvzol/N2mp8hi01t7AOcxdWgBQSnVQyaOMlcH8lJ/w+6yiOzBRa13c8lMEKKKUev4xYk3A/CScrHyjLcH8RJ0HtpVVShVRStVMMak65jFdMmsn0CvF9noT81OMUrGM1zIV8/u6AhwBPrm3nFKquFKqQ9rl0mQ2YB7It8q97Y15TJXulvmZ+X9DKVVTKVUkxbqrkrVtkMrpm94UL1yUos4e2NnY0qGWF9tP70lVZvvpPbxUry0Abao348DFBw8GtnzPGhp/+BJeE1+jx5fvcj3oVrZXqABc9T2Lm/NzuDgVwcbGlvpV23Dc+9Eucr797X2GT2/HyBntWf7nbPac2GD1ChWA4qUrEuR/i+BAXxITEji8dwvVajdNV87f9xox0ZGUKps8vnLo7UDiLX24o+9Ecsn7BG5FHuej+2jCfa9g7+JOPqfCKBsbPKs2IPB86rtC9s7JJxlu5WoQHZIzraSeNUt+WU+rrgNp1XUgf23bxytdWgFQs1p5IqOiCQpOX3k1ZlhvChSwZ8KU+amml3g++ekdLZvW49oN37SLZqviJSoSGHiL4GBfEhMTOHRoC9Wqpx4noUaNZly4YN5XoqLCCQy8SeHCnhQq5M7FC8cwGhNJTEzkwoVjeHhYt/tPgK83BZ2L4uDkgcHGlvJVvbjqvTdVmcIeZWjZZRRrfx5PrGVMATBXwNjamrvO5M6TH8/nqxIWcsuqeQFKlq9IgM8tgvzN3xcHtm+hZqPUl7/Oru6cPWruOuN7/RoJ8fE4FHQiOiqKmeOG8/o7gylbpZpVcy5dsorWrXrRulUvNv+5i1deNVcU1qxZmcioOwRlUDk4ZuwACjjk5+MJqbtgOhVyTBo4dcjQ3qxYYZ1WFEuXraV15/607tyfzX/v4ZUXLZ+96hXu/9kb3pcCBez5+LPUXetSjr/S2qshl6381K0SZSoS6HeL4ADzfnFo9xaq183gOHLrGjF3IilVvmqqZWOio4iKMA/J5n3qcKoBbq3Bz/c8hZyLUdDJAxsbWypXbYW3d+qxgdw9ytKpyzh++Xk00dGPPVzcY4v0vU4+F1fyOrmgbGxwr1qHoPOpn8WQzzm5Iq5wuSrEhJgvrvM6uaAM5sudPAULka+wO7Fh2d+q9ILPOYo6F8PdqQi2Nra0qNaafedTnwPtO7eLtrXMD/VsWsUr1YCzSimaVW3F9pNbUi1T0NIKL3/eArzY4FU2Hl6T7dkBQnwv4uBShPxObhhsbClRtSm3zh9IVaaQRykavDiUbT99wt0MbuaVrNqMa6d2WiVfRi75nqWIy3O4WbZ5k6ptOHTeupXr/ybKZHwmf55W0lLl8U3G/Ojie/6HuTtMDJAI9HxABUc3oH2aaast0w8CXkopnxTz7nUN2mhpkQKwH0g6o9Ba73tA1ulKqQ9T/J1qhCytdbxS6ivMjxZ+EDtghqVS4S7mgXsHPGSZjCwAygMnlVIac2XJ/dpEf4t5DJviwNuYH6l8WSkVi7l1y+iHvFZjwFdr7Zdi2m6golLKg/v8v1lOJl9XSqUcQXEQ5lYu3yulclumHSKLLYxSMpqMfPrbbBYOmomNMvD7gY1cDrjO0PZvceamN9vP7GXV/o1Mf+NDtkxYTkRMJMMXT0xaftvEleTPY4+drS0tqzSm7zcjUz05yJpMJiM/rp/KmN7zUcrA7mNr8Q26QlevgVzzPcdx712U8KzEsJ6zsM/rQI3yTXjJayDvf/XyE8mXERsbW3q8NYYvJw9Gm4w0at4Fz2KlWLtiPs+Xqkj1OuYT48N7t1CnYetUT2UI8LnGyh9no5RCa02bTv+j6PNlrJ5Zm0ycXreE+n3GoZSBm0d3EhXkS7mWrxDuc5VA72OUaNAal1KV0cZEEu5Gc3xV8gV/y9FzsM2dF4ONLe4Va7F/8dRUTw7KCSNGjODQoUOEhYXRpEkThgwZwquvPk5PyMe3bdchvJrUZd/mJUmPVL5n6x/zadV1IB5uLrw3oAeXrtxky+/fALD4l7X8suov+vToQuOGNUhMMBIeGcWw8dOtmtfGxpYePUfz5ewhmExGGr3QGU/PUqxZ8y3Fi1egevWmVKrcgLNnD/DRh69iMBh49dWh5M9fkNq1vfD2PszHH3dDoahcuQHV01TIZDdtMrJj/Ze83HsGShk4c2wTt4Ou09CrLwG+F7jqvZcmbQdilzsvHbt/AkBUeBBrfx5PocLP07T9u+aBKJXiyJ4VhARefcgrPj4bW1vefG8000YNxWQy0bR9J4qWKMWqH76jRPkK1GrUhJ7vDmPh9M/567dfQCneGT8BpRRbV68k0NeH1UsXsnqp+SF9Y2fMxdEp/XhI2Wnbtr208GrI3v1/EBt7lxHDJyXN27L1Z1q36oWHhyvD3uvLpUvX2LzlJwAWL/6N5b+spWGDWox/fxBaw4EDx/ng/WlWzQuwbedBWjStx95tP5szj0t+zS3rFtC6c3883F0YNqgXl67cYPPa78yZLY9O7vtGV1p7NcSYaCQ8IpL3xn5h1bw2Nrb0HDCG2R8PxmQy8kLLLng+X4o1P8+neJmKVK9nPo4c+mcLdRunPo4YbGx4re97zPhwAFprni9VgSatrftUHZPJyKb1M/hf768wKAPHj60nOOgazb364+d7ngve/9C67RBy5c7Ha90/ByAiPIDlP5tPs/r2+w6Xws+TK1deRoxZz9o/PuPK5YMPesnHpk0mvNf9Qs0+76GUwvfoXqKD/CjVsjORPjcI9j5JsQbNcS5VEZPRSOLdaM6sMj9Ms+DzpSnRtJ15rBpt4vzaZSTEZH9rK6PJyJy105j+1tcYDDb8eXgt1wOv0qfVAC74nGPf+d1sOryW91+fxLLRa4iMjeDTX5KHMqxWoibBEYH4h6Y+Hg/pPIpSHmUB+HHb9/iEWKeSUJtMHFg3n1Z9PkMpGy4f3UJ40E2qt/wft30ucsv7ILXbvYVd7jw0727OfScimO0/mb+f8xd0JZ+jCwHXMjVs4mMxmYx8u24qn/SZj0EZ+PvoWm4GXaFny4Fc8jnHIe9dlPGsxPu9ZpE/rwN1KjShp9dA3p1jPu+c2n8RRQsXJ0+ufCweu5mv/pjI8Sf4sATx76IyGg1ZCJH9HqX7z9OknkNUTkfItLdf3/PwQk+Z8BXWbZqe3Tp//ktOR8i0IhVa53SETPv1+98fXugpcvjPBzYWfCo1HvL0jF3xqF6s0SqnI2RO/vw5nSDTft24LqcjZNrWpdZ5Ioy1NNJVH17oKfO50fqPCM5OvW2evQFbf8f/4YWeMus/P2HdZ6Bb0anvzj5T1yX3VH2n0lO5zaWlihBCCCGEEEII8R+hnoJBj/9NpFJFZBul1DygUZrJc7TWi3MijxBCCCGEEEIIYU1SqSKyjdb63ZzOIIQQQgghhBBCPCny9B8hhBBCCCGEEEKILJCWKkIIIYQQQgghxH+FScZUyU7SUkUIIYQQQgghhBAiC6RSRQghhBBCCCGEECILpFJFCCGEEEIIIYQQIgtkTBUhhBBCCCGEEOK/QsuYKtlJWqoIIYQQQgghhBBCZIFUqgghhBBCCCGEEEJkgXT/EUIIIYQQQggh/iOUyZjTEf5VpKWKEEIIIYQQQgghRBZIpYoQQgghhBBCCCFEFkilihBCCCGEEEIIIUQWyJgqQgghhBBCCCHEf4U8UjlbSUsVIYQQQgghhBBCiCyQlipCPCEr6vyU0xEyZcaFF3M6QqZ1f+2lnI6QaQkl8+V0hEyxrdA6pyNkmt/5LTkdIdOc8rjkdIRMydWgUU5HyLSZC5vndIRMW39me05HyBRbm5xOkHnta7TN6QiZ9knPgjkdIVMKqMI5HSHTxtlUy+kImdJ3tU9OR8i0xIrFcjqCEFkmLVWEEEIIIYQQQgghskBaqgghhBBCCCGEEP8RShtzOsK/irRUEUIIIYQQQgghhMgCqVQRQgghhBBCCCGEyALp/iOEEEIIIYQQQvxXmKT7T3aSlipCCCGEEEIIIYQQWSCVKkIIIYQQQgghhBBZIJUqQgghhBBCCCGEEFkgY6oIIYQQQgghhBD/FdqU0wn+VaSlihBCCCGEEEIIIUQWSKWKEEIIIYQQQgghRBZI9x8hhBBCCCGEEOK/QssjlbOTtFQRQgghhBBCCCGEyAKpVBFCCCGEEEIIIYTIAqlUEUIIIYQQQgghhMgCGVNFCCGEEEIIIYT4rzDJmCrZSVqqCCGEEEIIIYQQQmSBtFQR4il24sphlm75FpM20qJ6O7o0fD3V/J0nt7Bs+0IK5XcGoE3tzrSo0Q6AZdsWcvzyQUxaU7VETd5sPRCllFXzVi3TkP91GIPBYGDnkdWs37041fzyxWvSq8NonnMrw9e/juPQ2b9Tzc+b255pw/7gyPkdLF0/1apZU/r0g0G0aFKX2LtxDB8/nTPnLqeanydPbhZ8+RHPP+eB0Whi644DTJn1Q6oy7Vu/wPdffUy7V97l1JmLVs88+Z1+tKxTi9i4OIbMmsPpK1fTlRn/Ri9e82pOwfz2lHi5W9L0AS91pmeb1hiNRkIiInjvy7n4BAVbNe+k9wfRokkd8zZ+fwan02zjvHly892XH1K8WBGMJiNbdxzg81mLAPjf6x3o3aMzJqOJ6JhYRn/8JZeu3LRq3gcZP348O3fuxNnZmQ0bNuRYjoxMnfk5rdq2JDYmlkH9hnDqxKl0ZX5b9yvu7m7Y2NpyYO8BRg0bg8lkonKVSsycO4P8+e25eeMW/Xu/Q1TUHavmnTykH171ahF7N46hX8zh9KUM9uO3evFq6+YULGBPyfbJ+/HrbVowYUBvAkJuA7Bo9SaWbdpq1bwAn04eTQuvF4iNvcvwoR9z5rR3ujI/L/8aNzcXbGxsOHTwOO+Pm4rJZKJjp5aMGPUOZcqWoEPb/3Hq5Hmr5z1xYD8/zpmFyWSiecfOdPnfm6nmhwQEMH/yJ0TfuYPJZKL7gEHUaNCIy+fOsnDaFAC01rzStx91mjazet7j+/ez+MtZmIwmvDp35qU3UucNDghg3qRPiI4y5+05aBA1GzYiyN+P97p1o8jzzwFQtlJl+o8dZ/W893w6cRgtmjcw7xejPudMmuNAnjy5+W7+JJ5/zhOjycTff+9lyhffAvDxR0No2KAmAHnz5sHZuSCVqrazWlbPMrWp33EABoMNFw7/yandK1PNr9yoK2XrtEUbjdyNieCf32dxJzwIAHvHwjTuOhx7x8JoNFuWfMSd8ECrZb2nYJkyFO/QEWUwEHjkMH67d6ea71a3Lu716qO1CWNcPFfXrCE2OAiXatUo0rhxUrl8bu6c+mYeMf7+Vs/sUqYyFTr2AIPC5/A/XNu9KdX8YnWb8Vz9FmiTCWN8HGfWLCU6yA/HoiWo9KJlv1eKy9vWEnTumNXzwrNzrJ7ctz8ta9YiNj6OIXPncPralXRlqpYsxVeD3yNvrlz8fewoHyxaAECl54sz/Z13yZcnD7eCgxj45QzuxMYCUPH54sx4513y58uHyWSizdgRxCUkWOU9iH8XqVQR6Sil3IEvgTpAOBAIvKe1vqiUeg+YCrhprSMs5fMB3wNVAWVZpq3W+o5S6o7WOn+KdfcGamutBz8kwwnAW2vdLcW0JUBTIBLICxwA3tda+yildgBTtdabU5R/DyintR6olHIB/IEhWutvU5S5DhzVWr9s+fsVoKPWurfl73bAJCAfEAds11qPVEpNBPoBKa9Em2mtwx/0vjLDZDKy6K95fNBjCs4OLry/aAi1ytSnaOHnU5VrUKEJfdum3pwXfM5ywecs0/pZTth+HMm5m6eo9Hy17IqXjlIGencaz5TFAwiNDGTSwGUcO78L3+Dki6SQ8AC+WzWBDo3fyHAdr7R8F+/rT+bE4Z4WTepS4nlPXmjTm5rVKjDl46F0en1ounLfLv6NfQdPYmdny6+Lp9G8cR12/HMYAHv7vLz1v5c4dsL6F0gAXrVrUdLTg3pvD6BWubJMGzyQdsNHpyu35eAhfli/kYML56eafvrKNVoPG0FsXDy927dlQt/e9J863Wp5WzSpQ4nnPWnUtg81q5VnyoShdOyWwTZetIp9h8zbeOWiL5K28eoNO/jp140AtG5en4lj36Fn/w+slvdhunbtSq9evRg7dmyOZchIqzYtKVW6JLUq1aV23VrM/Go6rZq0SVeub8+3kipLli5fzIsvd+GP31YzZ/6XfDT+Y/b9s4+eb/ZgyIjBfP6J9So3verVooSnB/V7DaBWhbJMGz6QdoMy2I/3HeKH1Rs58PP8dPPW7tjD+18tsFrGtFp4NaJEied4oX4XataqwpRp4+nU7s105Qb0G8udO9EALPhhOh07t2Tdmi14e1+hX99RTJ3+ZPZfk9HI4lnTeX/2XJxdXfng7d7UeqExRUuUTCqzeuki6rdoSauXXsbn2lW+GD2CuasaUaxkKSYvXIKNrS1hISGM692Lmo1ewMbWeqeORqORH2ZO56M5cynk6sr4vr2p3bgxxVLk/X3JIhp4taRN15e5de0qU0aM4JvVjQBwL+rJjB9/tlq++2nRvD4lShTjhabdqFmjElM+G0WnF/unK/fdguXs238cOztbVvwyh+bN6rNj5wE+mTQ3qUyf3i9TqVJZq2VVykDDzu/y16LxREeG0HnQXG56HyA8KPni97b/FdbOG4IxIY7y9TpSp+3b7FjxOQBNXx3NiZ0r8Lt8DNtcedBaWy1ritCU6NSZc4sXER8ZSZWBgwg7701scFBSkZCTJwk8dAgAp/LlKd6+PeeXLiHk5ElCTp4EIJ+bG+V69noiFSooRcXOvTi8aCZ3I0NpMGgCQd4niA7ySyrid/IAtw7tBKBw+eqUb/86R5fMJirQl/3ffIo2mchdwJGGQz4h2PsE2mSyauRn5VjtVbMWJT2KUG/wO9QqU45p/QfSbvyodOWm9R/EyPlfc/TSBZZ/MJEWNWqx/fhRZg0aysSli9h/7gzdW7Tk3S5d+WLFMmwMBr4ZNoJ358zi7I3rOOUvQIJRusiIRyPdf0QqytyUYTWwU2tdSmtdCxgPuFmKdAcOA11TLDYMCNRaV9FaVwbeArJcrauUqgDYAI2VUvZpZo/WWlcDygHHge1KqVzAcqBbmrLdLNMBXsVcCdM9g5espZSqmEGOysDXQC+tdUWgNpCyyn621rp6ip/wzLzPh7nsdwH3QkVwc/LA1saOhhWbceTi/kdaVqFISIwn0ZhIgjEBozGRgvZO2RkvnVJFKxMYeovgMF+MxkQOnNpMrQrNUpUJCffjVuClDE/CihepgGP+Qpy+9GjvMbu08WrAqrXmFjPHTp7H0SE/roULpSpz924c+w6aT8oSEhI5fe4yHu4uSfPHDO3NNwt/5W58/BPJ3K5+XVZu2wHA0QsXcbS3x9Up/f/v0QsXCQoLSzd976nTxMaZsx7xvkARF2er5m3ToiGr1ppbEBw76Y2jg326bRx7N459hzLexneiY5LK5cubhydxDv8gderUwdHRMWdDZKB9p3asWGa+43zk0FEcCzri5u6Wrty9ChVbW1ty5cqV9HksXaYU+/7ZB8DObTvp9GInq+Zt26guv22x7MfnL+Jgb49roQz24/MXCQpNvx/nhDZtm7HqN3PrpGNHT+PoUABXV5d05e5VqJi3sR1Y9tnLl65x5cqNJ5b38vlzuBctipunJ7Z2djRo2Yoje1Lf4VdKERttzhsTHY2Ti/n95M6TJ6kCJSE+3nzLxNp5zyXntbOzo1HLVhxJ0yJBkSLvneS8Oal1q8as+v0vAI4dP4uDQ35cXVN/r969G8e+/ccB83fcmTMX8XAvnG5dXTq3ZO1a67W4Kly0HJG3/YgKC8BkTOTqqZ08V6FBqjL+V09iTIgDIPjmeewdzdu4oOtzKIMNfpfNNz8S4+8mlbOm/EWLcjf0NnFhYWijkZBTp3CqUCFVGWNccg5Drlxo0h8onKtWI+R0+tZ71lCwaElibgcRGxaMNhoJOHUQtwrVU5Uxxt1N+t02V+6k7wlTQnxSBYrB1g4yeC/W8Kwcq9vVqc/KXdsBOHrpgvkcqGDqY4drQScK5MvH0UsXAFi5azvt69YHoJRHEfafOwPArpMn6Fi/IQDNqtfg3PXrnL1xHYCwO1GYrFyRlZOUNj6TP08rqVQRaTUHElK25tBan9Ra/6OUKgXkBz4kdeWEB+CbovwFrfXjHGW7Az8BW4AuGRXQZrOBAKAdsAroYKlgQSlVHCgC/JNinSMBT6VU0TSrmwlkVJU+Bpistfa2vKZRa53+VqmVhEbdxrlA8glXIQcXQqNC0pU75L2XMd8PYNbvkwiJNN+1KVu0IhWfr8aAOd0ZMKc7VUvWwtPlOavmLeTgyu2IgOT8kYE4Obo+0rJKKXq2G8kvf86yVrz7cndzwc8/+W6Xf0AI7m73P0l3KGBPq+b12WM5Oa5csTQeHoXZtuuQ1bPe4+7ijF9w8r7gFxKCRxYrRnq2acW2I0ezK1qG3N2c8QtIbtTlFxCCu+v986bdxgC9e3Ri3+YlfDiqHx99Ps+qeZ9VHkU88PVJ+irGz9cPjyIeGZZdtX4ll255c+fOHdb+sQ4A73PetO9k7nLQpWsXPIt6WjevizO+Qcn7sX8W9uOOTRqwY+EcFk4cS5HC1r+4dvdwxc83uauDv38Q7h7pL4wBlq2Yx8mzf3PnTjQb1v+dYRlrCwsOwtk1uWLNubArYcGpu/q93Lcfe7b8xbsvdWTaqOH0fm9k0rzLZ88wqlc3xrzZg7dHjbNqKxWA0DR5C7m6cjtN3tfe7sfuv/7inc4dmTJyOH1HJucN8vNj9Bv/Y8LAAZw/cZwnxd3dBT+/lMeRoAcfRxzy07JlI/bsTf3d6+npRrFiHuzdZ70Wm/kcnYmOSN6mMREh2DvcP2vZ2m3xuWhuleno7En83Wi8en7Ei4PnUaft2yhl/UuJXA6OxEVEJP0dHxlBbkeHdOXc6tWnxoiRPN+mLdcz6JrpUqUKISefTKVKbseCxEaEJv19NyKM3A7pK42fq9+CJiOnUrbtq5zfsCxpumPRkjQaNolGQz/l7JqfrN5KBZ6dY7V7IWf8QlKcA92+jYdz6pwezs74305ZJgT3QuYyF27dpJ2lgqVzw0Z4WipmS3l4ooFfP/qEv6d/yeAuXRHiUUmlikirMnC/K6xuwArMFRXllFL3znwWAWOVUvuVUp8ppcqkWCavUurEvR/g00fI8LrldZaTccuSlI4B5bXWocAhzBUs97Ku1FprpVQxwENrfQhYaVl/SiuBmkqp0mmmP2hbAAxP8d52PPRdWUGtMvWZO3gp0/p9S9USNZm/bgYAAaG++IXc4puhy5g/9BfO3jjJ+ZuncyLiI2lZ7zVOXtxDaGTQwwvnIBsbA/Nmvs+in1Zz0ycApRQfjxvAp198l9PRsuSV5k2pVqY081atzukoSWxsDHwz431++HkNN32SK+mW/LKehm16M3nmQoYN6JmDCf8dXun0GuWLVyJXrlw0aW4eb2DwO0N5652+7Ni3jfwF8ptbJzzFtuw/TO3u/Wj+9jB2HT3B3HHDcjpSKj27vUvNqq3JlSsXjV6ok9Nx7mvf31to0q4D81ZvYMyM2Xzz2cSku7OlK1Vmxs8rmPz9Ytb+vJT4OOu3SniYPVu30LxDB75bt4HxM2cz9xNzXidnF+avWcf0H3/izWHDmPPxBGKirTsmUFbY2Ngwb+5EFi3+jZu3/FLN69KpJZs27Xxq7o6Xqt4CF88ynNq9CgBlY4N78coc2vQ9a78ZQoFCHpSp2SqHUyYLPHiA47NmcnPzZjybNU81L3/RopgSEogNsv74L5lx88B2ds8cx8XNv1GqeXLrwAifq+yd8xH7v5lEyabtMVi5QjOznuVj9bBvvqJPm/ZsnTab/HnyEp+YCICtjQ11y1dk4Jcz6fTBWNrXa0DjKlVzOK14VkilisiM7sAKrbUJ+B1zlxq01ieAksB0oBBw2NKFByA2ZRcZYMKDXkApVRsI0VrfBLYBNZRShR60SIrfU3YBStn153XMFSdgrqxJW1FjtGQf/6BsGUjZ/ad5RgWUUv2VUkeUUkd+3/FLplZeqIAzt6OS7xiERoZQqEDqu0kF8jlgZ5sLgBbV23I14BIAhy/so7RnefLkykueXHmpXqo2l3ytO95HaGQQzo7uyfkd3AiLeLRKkjLFqtGq/ut8OWoTPdoNp3H1jrzeOn0/3uzyZo/ObFn9LVtWf0tgUChFPJJb1Hi4uxAQmL5FEMC0T4dz7YYvC380V0Lkt89L+TLFWfXjDA5s+4ma1Sqw+JtPqVo5+/vD9+3Ynu1zZ7N97mwCQ8NS3ZUv4uKCv2WwzkfVpHo13nv9Vd74ZHLSCUV26t2jE1v/mM/WP+YTFBxKkRTN3Iu4uxAQlHHe6Z+8l2obp7Vm007aejXM9rzPqrff6cvugzvYfXAHAQGBqVqXFPEsgr/f/ccOiIuLY9OGP2nf0VwXfeniZV7u+CrNG3rx+69/cO3q9WzP2+fF9mz7fjbbvp9N4O0wPFN0nfHI5H4cFhlFfIJ53122cStVy5bK9rwAb/Z5jS3blrNl23ICA4Mp4pncksLDw5UA//sP8hwXF8+Wv3bSpm0zq2R7GKfCrtxOcRF5OzgIp8KpW9bs2LCOBi1aAlC2chUS4uKJighPVcazeAly583LrWvpBxLOToXS5A0NCsI5Td7t69fRwMuct1yVKiTExxMVHo5drlwUsHTLK1W+Am6eRfG/ectqWd98oyubNy1m86bFBAXdpkiRlMcR1/seR76YOoZr127xw6Lf0s3r3NmLNeus26opJuI29o7J2zSfowvRkemzFilVg+rNurP1p48xGc09uqMjQrjtf4WosAC0ycTNc/tw9kx7Pyr7mVumJHe5NLdcibxv+ZDTpyhUMXWvbueqVQk5ddJqGdOKiwgnr2Py6WseRyfiIu/fjdH/1CFcK9ZINz062B9jfBz53dI2ss4ez8qxum/b9myfMYftM+YQGBZKkRTd/oo4O+N/O3VO/9u38XBOWcaFgFBzmcu+Prw2aQKtxgznjz27uR5grhTyux3CgXNnCI2KJDY+jr+PHaFqSescV54K2vhs/jylpFJFpHUWqJV2olKqClAG2GoZ3LUbKSontNZ3tNZ/aK0HAT8D7bP4+t2B8pbXuAI4AC8/oHwN4F5twVrASylVE8intb7XyqQ70NuyznVA1TStacDc3agJUCzFtAy3RWZorRdorWtrrWu/3LxHppYtVaQcAaG+BIUHkGhMYN+5ndQqWz9VmbCo5IPIkYsH8HQ2d/FxdizM+ZunMJqMJBoTOXfzdNI8a7nqexZ35+co7FQEGxtb6ldtw1HvXY+07De/vc+w6e14b0Z7fvlzNv+c2MCvW76yWtalv6yj9UsDaP3SADZv28srXcwn6DWrVSAyKpqg4NB0y4wZ1psCBez5+PPkHmBRd2Ko0uAV6nv9j/pe/+PYyfP0GTTBKk//WbRhEy2GDKfFkOH8uf8Ar3mZ6/FqlStLZHR0hmOn3E/lkiWYMWQg//t0MiEpmlRnpyW/rKdV14G06jqQv7bt45Uu5ruZNauVf+g2njAldS+7Es8XSfq9ZdN6XLvhm3bR/6yF3y2iSb3mNKnXnE3rNtGt52sA1K5bi8iISAIDUt+Vtbe3TxpnxcbGhtZtW3Ppgrky1sVSUaeUYtT4ESxeuCTb8y5eswmvfsPx6jecP/ce4NXWlv24QlmioqMzNXZKyvFX2jSsy6WbPtmeF2Dp4pW09upOa6/ubP5zJ6+82hGAmrWqEBl1h6Cg1Bek+fLlTRpnxcbGBq9Wjbl8+bpVsj1MqfIVCLh1iyA/PxITEtj/91ZqNWqSqoyLmztnjpq7d/hev0Z8fDwOBZ0I8vPDaKlwDQ7wx+/GDQq7Z9ydLLuUrlAB/1u3CPTzIyEhgb1/b6V24/R5Tx8x5/W5fo2E+HgcnJyICAvDaBlUMtDXF/9bt3AtUiTda2SXpT/+QZv2fWjTvg9/bfmHV15uC0DNGpWIirpDUAYXo6NH9cOhgD0ff5L++Faq1HM4OhTg6NEzVssMEOx7AQcXT/I7uWGwsaVk1WbcPH8gVRlnj1I0enEoW3/6mLvRyceIEJ+L5MqTnzz25goOj1LVUw1way13fH3J4+xCbicnlI0NLlWrEuad+kZRnhTdP5zKleNuiq4fKGXu+nPqyXT9AYjwvUY+FzfyOrmYW/hUrUfQ+ROpyuRzTq6IK1yuKjEh5htReZ1cUAbzJVqegs7YF/YgNizjSrrH9awcqxf9tYkWo4bRYtQw/jx0gNeatgCgVplyRMbEEBSe+tgRFB5GVEwMtcqUA+C1pi3487B5P3dxMO+/SilGvPI6S7f8CcCOE8eo8Hxx8ubKjY3BQMNKlblwy3oVs+Lf5elqSyaeBtuBz5VS/bXWCwCUUlWBOcBErfWUewWVUteUUs8DRYFzWuswy5gmFYGdmX1hZe6Y+xpQRWvtZ5nWHPgI89OFUpZVwBDM47n8BeaKHUs3nEVYWqkopcoC+bXWnimW/QRzRUtSVyStdYJSajYwzrINwNx65Q+l1B7Lk48MQP+U481Yk43Bhj5t3uXz5e+bH4VZrTXFChdn5a6llPQoS+2yDfjryFqOXtyPwWBD/rwFGNjJ3Le8fvnGnL1+ktEL3kEpRbWStdNVyGQ3k8nIkvVTGdt7PgZlYNextfgGXeFlr4Fc8z3HMe9dlPSsxPCes8iX14Ea5ZvwstdAxn71oDoz69u26xAtmtRj75alxN6NY8T7M5LmbVn9La1fGoCHmwvDBvbk0pWbbP7DfBKxeNlalq/6M0cy/334KC3r1ObQD98SExfHsNnJT47YPnc2LYYMB2BC3zfp2qwJeXPn5sSPP7Bs81amL1vBxLf6YJ8nLz+MHwOAT3AIb3w62Wp5t+06hFeTuuzbvCTpMY33bP1jPq26DsTDzYX3BvTg0pWbbPn9GwAW/7KWX1b9RZ8eXWjcsAaJCUbCI6MYNt56Typ6FCNGjODQoUOEhYXRpEkThgwZwquvvpqjmQC2/LWVVm1bcuzcYWJjYnm3f3Jrr90Hd9CkXnPy2efjl1U/kzt3LgwGA//s2sOi75cA8PJrXXl7wFsAbFizgWVLM9e6LrP+PnAUr3q1Ofjzt8TGxTHsi+T9eNv3s/HqZ96PP3rnTbp6mffj4yt/YNnGrcxYuoJ+XTvSulFdjEYj4ZF3GDp1jlXzAmz7ew8tvF5g78G1xMbeZcSwiUnztmxbTmuv7uSzz8viH2eTK3cuDAbFvr1H+GmpuftE23bN+ezzMRRyduLHZV9x9sxFenZ712p5bWxt6T1iFFNGDMVkMtGsQyeKlSzJbwu/o0T5CtR+oQm9Bg/l+2lT2PTrcpRSDPzgI5RSXDh1grU//4itrS3KYKDvyDE4FCxotaz38r41chST3xtqeQS0Oe+KBd9RqkIF6jRuwhtDh/LdlClsXLEclOLdD815z584zq/fL8DG1haDMtB/zNiklivWtn37flo0b8Ce3b9yN/YuI0Z9njRv86bFtGnfBw/3wgwb8iaXLl/nr43mR9Au+fF3lq8wj/3RpVNL1q3fZvWs2mRi/7p5tO3zOUoZuHh0C+FBN6jZ8g1CfC5y0/sAddr1wy53Xlp0/xCAOxFB/P3TRLQ2cejP72nXdyooRYjvJS4cfgLHQZOJa+vXUaF3H5RSBB07SmxQEMW8WnLH14cwb2/c6zfAsVQptMlIYuxdLq9albS4Q/HixIVHEJeJmw+PS5tMnFv3M7X7jEApAz5H93AnyI/SLV8kwuc6wd4neK6BF86lKqKNRhLuRnN61UIAnJ4vQ4mm7dFGI1przq39iYQY63dle1aO1X8fO0LLmrU5NG+B+RxoXvJ3//YZc2gxytwVdOz385Meqbzt+FG2HTPfa32pcRP6tu0AwMaD+1m+3dw6LCI6mm/Xr2HztFlordl27Ah/Hztilfcg/n3UE3kUmnimKKWKYH6kci3gLnAdc8uTCvcGbbWUm4X5ccv+wCjMXXEMwEZgrGU8k0d+pLJSqinwhda6foppNpgHwa0BTCH5kcr5MD/NZ7zW2idF+RcxP72ogtbaWyn1MZBXaz0uRZmqwK9a6wqW1iu1tdYhSqncwDVgS4pHKncEPrG8ngY2aK3H3OeRyi9qra/fb7se//H6M/Vhm3HhxZyOkGk7f894wMinWULJfDkdIVNsr8XmdIRM8zu/JacjZJpTnpx/oklm5GrQKKcjZJrtuWfvDuT6M9sfXugpYmuT0wkyr32NjjkdIdM+6Zn2QYlPt4rqsRoB54gIHfDwQk+Rvqut03LPmhIr5s7pCJkW9Pv6J/BcNOs498WmZ+q65J6KY9s/ldtcWqqIdCytRF57hHIjUvz5433K5E/z9xJgyX3K7gLqp5lmBO4N1NH7ETKtIcU4K1rrTzIocwqoYPm9eIrpcZifGJSy7AYg3RDyWuuJwMSH5RFCCCGEEEKIp4l+iscneRbJmCpCCCGEEEIIIYQQWSAtVUSOUEp9gOXpQSn8prW23sAOQgghhBBCCCFENpJKFZEjLJUnUoEihBBCCCGEEE+SdP/JVtL9RwghhBBCCCGEECILpFJFCCGEEEIIIYQQIgukUkUIIYQQQgghhBAiC2RMFSGEEEIIIYQQ4r9CxlTJVtJSRQghhBBCCCGEECILpFJFCCGEEEIIIYQQIgukUkUIIYQQQgghhBAiC2RMFSGEEEIIIYQQ4r9CxlTJVtJSRQghhBBCCCGEECILpFJFCCGEEEIIIYQQIguk+48QQgghhBBCCPEfoaX7T7aSlipCCCGEEEIIIYQQWSCVKkIIIYQQQgghhBBZIJUqQgghhBBCCCGEEFkgY6oI8YS0XTwspyNkSqeGOZ0g81YsWp3TETLNcctPOR0hUyLe75XTETLNKY9LTkfItLC7ITkdIVPOzt6T0xEyLW5l5ZyOkGm1XJ1yOkKmOOZ6tvIC/H3zWk5HyLRP5jTN6QiZslFvyukImXbAxyOnI2TKty89e8e9LxIv5nSE/xYZUyVbSUsVIYQQQgghhBBCiCyQShUhhBBCCCGEEEKILJDuP0IIIYQQQgghxH+FdP/JVtJSRQghhBBCCCGEECILpFJFCCGEEEIIIYQQIgukUkUIIYQQQgghhBAiC2RMFSGEEEIIIYQQ4j9C68ScjvCvIi1VhBBCCCGEEEIIIbJAKlWEEEIIIYQQQgghskAqVYQQQgghhBBCCCGyQMZUEUIIIYQQQggh/iM0xpyO8K8iLVWEEEIIIYQQQgghskAqVYQQQgghhBBCCCGyQLr/CCGEEEIIIYQQ/xVauv9kJ2mpIoQQQgghhBBCCJEFUqkihBBCCCGEEEIIkQVSqSKEEEIIIYQQQgiRBTKmipUppYzAaczb+jzwJuAKbNBaV05RbiJwR2s9Qym1BGgKRAAKGKG13mYpVxeYAbgBMcBRYCjwGlBbaz04xTp3AqO01kcsf1cHjgPttNZ/pSj3AdADMAIm4B2t9UHL8h5ArKXoZa31K0qpcsB3QEEgN/CP1rr/fd5/M2AtcM0yKURr3dLyfvsBwUAuYJLWerllmZTvHyBGa93QMu9F4FPLMonARK31qvu83+L3tnMGObCU/VsppYFZWuuRluVGAfm11hMtf78BjAG05TWXAU6ArdZ6rKXM88AOoKbWOjyjbZFVk4f0w6teLWLvxjH0izmcvnQ1XZnxb/Xi1dbNKVjAnpLtuyVNf71NCyYM6E1AyG0AFq3exLJNW7MzXiqVyjSke4cxGAwG/jmymj93L041v0zxmnTrMJqibmVY8Os4jp79O2negklH8Qm8DEBouD9f//ye1XKmdOb0Ppb/MgOTyUjjJi/SvkOfdGUOH9rCurULUCiKFitD/wGfA7Bq5VecOrUHgI6d3qZuvdZPJHP+0sXwbPsCGBShx84TvOd4huUcKpSk+OttuLRgFbF+weQvWRT3lvVRNga00YT/1v1EX/O1et4zp/exfPkMTNpE48Yv0r5973RlDh/eat7GyrKN+08G4Lff5nD61F5M2kTFivXo3n0USimrZwaYOvNzWrVtSWxMLIP6DeHUiVPpyvy27lfc3d2wsbXlwN4DjBo2BpPJROUqlZg5dwb589tz88Yt+vd+h6ioO08kd0bGjx/Pzp07cXZ2ZsOGDTmWI6X8zxfEvVlJMCjCzwQSctgn1fyCFV1xa1yChDtxAISe9Cf8TCAAz71UiXzuBYjxi+Tm2nNPLPOJA/v5cc4sTCYTzTt2psv/3kw1PyQggPmTPyH6zh1MJhPdBwyiRoNGXD53loXTpgCgteaVvv2o07TZE8s9Z84c2rdvT0xMDL179+b48Yy/MwDWrl1LyZIlqVKlStK0wYMH8+6772I0Gtm4cSNjx459ErEB+GLWFFq1bWX+HL79Licz+Bzes/z3ZTxfojgNazZ6YvkATh7cz09fzcRkMtGsQxc690qzXwQG8O3nnxBzJwqT0US3d96leoNGnD58kBXfzSMxIQFbOzt6DBxCpVp1rJ63ZpmG9OtoPlZvPbyaVWmO1ZWK16Rfh9EUdy/DtF/Hse9M8rF6Yu95lCtWlfM3jvPpj0OtnvWeGmUa0teS+e/Dq1mdJnPF4jXp22E0z7uXYdav49hvyVzcoxzvdHmfvLnzYzIZ+X3nQvae3mLVrJN6DaBFtTrExsUx/PuZnL5xJV2ZKsVL82W/EeTJlZvtJw/z0c/fAjDypZ70aNqW0CjzKfCU35ay/dRhqpcsy/Q+lu2tFDNXL+Ovo/uyNXfhMlWp0vENlMHAjcM7uLx7far5z9f1okT9VmiTicT4OE6uWcidIF/s8uanTs9hFPQsxa1juzm9fkm25kqrXtkGvNdlFAZlYP2hNfy8c2mq+XY2dnzU7RPKeVYgIiaCCcvGExDmD0Ap99KMefl97HPbY9Kat+e+ga2NLd8M/D55Ozi6seXYJuasn2XV95HTtIypkq2kUsX6YrXW1QGUUsuAAcAfj7DcaK31KqVUc2ABUEYp5Qb8BnTTWu+3rPMVoMAjZukO7LH8+5dl+QZAR8yVAXFKKRfMFRb39LxXSZHCV8BsrfVayzqq8GD/aK07ZjB9tqUSqQxwVCm1SmudYJk3+l5lyT1KqWqYK5Raaa2vKaVKAH8rpa5prY8+7M0/IEcc0FUpNUVrHZLmNdsB7wGttdZ+SqncwBvAPOCEUmqJ1vo8MAf4KLsrVLzq1aKEpwf1ew2gVoWyTBs+kHaDRqcrt2XfIX5YvZEDP89PN2/tjj28/9WC7IyVIaUM9Ow0nlmLBxAWGciHA5dx4vwu/IOTK4FCwwNYvGoCrRu/kW75+IQ4Pv36davnTMlkMrLsp6mMGPUNToXc+OzT/1G9elOKeJZMKhMYcJNNG5cw7v1F2Ns7EBkZCsCpk/9w44Y3H3/yC4mJCUyf2p8qVRuSN29+64ZWCs/2jbn203oSIqMp3e9lIi9cJy44LFUxQy47XOpXIdonMGlaYsxdri/fRGJUDLldC1GyVwfOz/rJqnFNJiPLln3BiJHzcHJy47NJb1C9ehOKFEmxjQNvsmnjYsaN/yHVNr58+SSXL59k4ifLAZg65W0uXDhK+fK1rZoZoFWblpQqXZJalepSu24tZn41nVZN2qQr17fnW0mVJUuXL+bFl7vwx2+rmTP/Sz4a/zH7/tlHzzd7MGTEYD7/ZKrVc99P165d6dWr1xO9GH4gBR4tSnH9jzMkRsVTskd1oq7cJi40NlWxiIvBBOxIX5F8+4gPoXY2FKri/qQSYzIaWTxrOu/PnouzqysfvN2bWi80pmiJ5H159dJF1G/RklYvvYzPtat8MXoEc1c1oljJUkxeuAQbW1vCQkIY17sXNRu9gI2t9U/D2rVrR5kyZShTpgz16tVj/vz51K9fP8OyL730EnfupK78a9asGV26dKFatWrEx8dTuHBhq2e+p1XblpQsXYqaFWtTu25tZs6dScvGrTIs26lLR+7ciX5i2e4xGY0smT2N8bO+plBhVz7q/yY1X2hM0eLJ+8WaHxdRv7kXLV98BZ/rV5k+ZjhzGqylgGNBRk2diZNLYW5dvcIXo4by9R8brZrXoAwM6DyejxYN4HZkILMGLeOg9y5uBSV/zoLDA/jy9wm89EL6Y/Uf/ywlt10e2tV9xao502bu13k8n1gyTxu0jMPeu/BJk3nu7xPokiZzXHwsX/32Ef63b+JUoDAz3v2F45f2E3M3yipZW1StQwm3IjQa/RY1S5VnSu/BdPxkeLpyU98czOhFX3Hsijc/j/yU5lVrs+OU+XT7+81r+PbP31OVv+Bzg7YfD8VoMuHq6MTfk79h6/EDGE2m7AmuFFU792H/oinERt6myaDPCPA+xp2g5Bsvvif3cePQNgDcytekcvteHFjyBabEBLy3rqKAW1Ec3IplT577MCgDI18ay3vfv0tQRCALh/zInnO7uR6UfM+0Y90uRMVG8fq0l/Cq1ppB7YcwYdn72BhsmNB9EpNWTOCy/yUc8jmSaEwkPjGe3l/2TFr+h6E/sfPMDqu+D/HvI91/nqx/gNKZXGY/4Gn5/V1g6b0KFQCt9SqtdWCGS6agzLd2XwV6A62UUnksszwwtx6Js6wvRGvt95DVeQBJtxS11qcf8b1kSGt9CXOrG6eHFB0FfK61vmZZ7hrwOTDycV4fc+uTBUD6ox6Mx9yixc/ymnFa6++11rGW8vOUUu2BAlrrZY+ZI522jery2xbzF/vR8xdxsLfHtVD6zXT0/EWCQsPSTX+SShStTFDoLULCfDEaEzl0ajPVKzRLVeZ2uB8+gZfQWudMyDSuXT2Lq2sxCrsWxdbWjrp1W3Pi+M5UZXbvXk3zFq9ib+8AgINDIQD8/K5RtlwNbGxsyZ07L0WLleHM6ey9a5SRfJ6uxIdGEB8WhTaaCD9zGYdyxdOVc2tRl+A9x9GJiUnT7gaEkBgVA0BcUCjKzhZlY93DQNI2LpxyG+9KVca8jV9Lt40VioSEeBITE0hISMBoTMTBwdmqee9p36kdK5atBODIoaM4FnTEzd0tXbl7FSq2trbkypUrad8uXaYU+/4x7w87t+2k04udnkju+6lTpw6Ojo45miGlvO4FiA+/S0JEHNqkibgQTIFSj/5/G30rAlP8k73Ldvn8OdyLFsXN0xNbOzsatGzFkT27U5VRShEbbb6wj4mOxsnFBYDcefIkVaAkxMeb26A+IV26dOHHH38E4ODBgxQsWBB39/SVUfb29owYMYLPPvss1fSBAwcydepU4uPjAQgODrZ+aIv2ndqz4ucVABw5dATHgg4Zfg7t7e0ZNGwQM6bMfGLZ7rly/ixunkVxLWLeL+p7teZo2v2C5P0i9s4dnJzN+0XxsuVwcjFXUhUtUZL4uDjz/mFFZYpWxv/2LQLDfEk0JrL71GbqpTlWB4X7cT0g42P1qSuHiI2LsWrGtEqnybzn1GbqpskcHO7HjYBLmNJk9r99E//bNwEIiwomIjoUR/uHnW5mXZua9Vm111zxcOyKN4758uPqmPr1XB2dKJA3H8eueAOwau822tZs8MD1xsbHJVWg5LbLle3nUU5FSxN9O5CYsCC00Yjvqf24V6iVqkxiXHKlt22u3EkZjAlxhN64gCkxAWurUKwSPiG38As17wvbTm6hcaWmqco0rtiUTUfMLTJ3nt5GrdJ1Aahbtj5X/C9x2f8SAJExEZh06kqpYi7P4ZTfiZPX7t+aT4iMSKXKE6KUsgXaYe4KlBltgTWW3ytj7u5zP68rpU7c+wFS3s5tCFzTWl8BdgIdLNO3AMWUUheVUt8opVJ/M8GyFOucbpk2G9iulPpTKTVcKVXwIe+hcYp1fJB2plKqJnBJax2UYvL0FMvcq6yolMH7PwJUfMjrZ5TjhFKqVIp584CeSqm0Vx333eZa601AGLAUGPSIGTLFw8UZ36DkxjP+ISF4uGTuorJjkwbsWDiHhRPHUqSwS3ZHTOLk4EpYREDS32GRgTg5uj7y8na2ufhw0DLGv/Mj1Ss0t0bEdMLCgnAqlHyC7lTIjbCw1BcMgQE3CAy8yZTJffl80ptJFSfFipXhzOn9xMXFEhUVhrf3EUJDH1q/+djsHOxJiEy+G5sQGY2dg32qMnk9XMjlkJ+oSzfvux7HiiWJ9Q9BG7PpLtd9hIWn2cZOroSFB6UqExhwk8DAG0yZ0pfPJ/dO2salSlelfLnajBzRllEj21Cpcn2KFClh1bz3eBTxwNcn+Q6dn68fHkU8Miy7av1KLt3y5s6dO6z9Yx0A3ue8ad+pHQBdunbBs6hnhsv+V9nlz0VCVFzS3wl34rDNnytdOYcyLpTqVYOiHctnOP9JCgsOwtk1eV92LuxKWJoKhpf79mPPlr9496WOTBs1nN7vJdf5Xz57hlG9ujHmzR68PWrcE2mlAuDp6cmtW7eS/vbx8cHTM/3+OGnSJGbOnElMTOoL5rJly9K4cWMOHDjAzp07qV3b+i3F7nnUz+EHE99n3pfziI19shf7AKEhwan2i0IZ7Bdd+5j3i8Evd2TamOG8+d6odOs5tGs7xcuWwy6XdfdzZ0dXQlIcq29HBOLs8OjH6pzg7OjK7TSZC2Uhc+milbG1sSMg9NbDC2eReyFn/EKTz9v8QkNwL+SSpowL/mFpyySf2/Vp2Ym/P/uGWW8PxzFfcuvXGiXLsePzb9n++XzGLvk6+1qpAHkcnYiNuJ30992IUPJabnCkVLx+K7xGzqZi2x6c2fBjtr3+oyrs6EpQRPK5VlBEEIXT7AspyxhNRqLv3sExnyPFXJ5Da5j11lwWDfuZHk3Tt8RqWb01205ar5v800ST+Ez+PK2kUsX68loqOI4AN4EfMI/NkZGU06crpS4CvwBfPOJr/aq1rn7vx/Ka93QHVlh+X2H5G631HaAW0B/z+Ca/KqV6p1iuZ4p1jrYssxiogLkrUjPggKVbzP38k2Idk1NMH66UOgscBCanWWZ0imV68mgy2q4pp6XMUd1SwYTlPUUCP2IenyYz5gGHtdYXMpqplOqvlDqilDoS63c9k6t+fFv2H6Z29340f3sYu46eYO64YU88w6MaO6M9n33Tk+9Xjqdbh9EULlQ0pyMB5u4rQYE3GT32O/oN+Jyliz8jJiaKSpUbUKVqI6ZO7suCbz+gVKkqGAw2OR3X3K2iTUP8tty/1Uzuwk64t6yP7/pd9y3zJJm38S1Gj15Av/6TWbp0MjExUQQG3sLf/xrTZ2xi+ow/8T5/hIsXn767R690eo3yxSuRK1cumjRvDMDgd4by1jt92bFvG/kL5Lf63ed/o6iroVz64TBXfj5O9I1wPNuUzelID7Xv7y00adeBeas3MGbGbL75bCImy4VP6UqVmfHzCiZ/v5i1Py8lPi7uIWt7cqpVq0apUqVYs2ZNunm2trYUKlSI+vXrM3r0aFauXPnkAz5AlaqVKVGyOBvWWbfbzOPYv20zTdp15OvfNzBmWur9AsDn2hVWfPs1b40an4Mp/92cCrgw7NXP+Pr3j5+a1rIZWbptIw1G9aXVR+8SGB7Kxz36Jc07fvUCzd8fQLuJwxjS8TVy29k98XzXD2xl28zhnNu8nLLNX3zir/84bAw2VC1RjU+Wf8jAb96iaeVm1Cqdegwjr2qt+fvE5hxKKJ5lUqlifbEpLuKHaK3jgduk7+pSCEg5nsdorXVZYCywyDLtLOYKkExRStkALwMTlFLXgblAW6VUAQCttVFrvVNr/TEw2FL2gbTWflrrRVrrLpi7z1R+2DIZmK21rmR5vR9SdEm6n3Okf/+1SK48Srtd027Th/kSeAtIedv/YdvcZPnJkNZ6gda6tta6dt4ixR8pRJ8X27Pt+9ls+342gbfD8HRNvsPh4eKCf8jtByydWlhkFPEJ5lrdZRu3UrVsqYcskXVhkUE4OSY3KXdycCMsIugBS6QWHmkuGxLmy4VrR3jOo3y2Z0zLycmVsBStS8JCA3FyKpymjBvVqjfF1taOwoU9cXN/jsAAcwuQjp3e4uNPlzNy9DdorXFze87qmdO2TEnbcsWQKxd5XAtRqndnyr/Xk3xF3SjevR15ixROKl+8W1turd5OfFik1fM6FUyzjcOCcCqY+q6Sk5Mr1ao3wdbW1ryN3Z4jMPAmx4/voGSpKuTJk488efJRpUpDrly5/yCVj+vtd/qy++AOdh/cQUBAYKrWJUU8i+Dv53/fZePi4ti04U/adzS3Trl08TIvd3yV5g29+P3XP7h29brVcj+LEu7EY1cguS7eLn9uEu+krngy3k1EG80XP2FnAsjrZuXxih7CqbArt4OS9+XbwUE4pRlfZMeGdTRo0RKAspWrkBAXT1REeKoynsVLkDtvXm5dSz9WTHYZNGgQx48f5/jx4/j7+1OsWPI4B0WLFsXXN/UA1Q0aNKB27dpcu3aNPXv2ULZsWXbsMHc99fHx4Y8/zEPBHT58GJPJhIuL9Vo9vj3gLf45tIt/Du0i0P/hn8M69etQvWZ1Tl04wZ/b/6R0mVJs2LLOavnSKuRSONV+EZrBfrFz4zrqNzfvF2UqVyUhPi5pv7gdFMjsD8Yw4IOJuHla/2bC7YggXFIcq50d3bgd+ejH6pxwOyII5zSZQzOROW9uez54Yy6/bP2ai7ceq8d6hnp7dWTrpK/ZOulrgsJDKZKiZUqRQi4EhKY+FQ0IDcHDKW0Z87ldSGQ4Jm1Ca82ynX9SvWT6yuTLfreIjoulXNHi2fYe7kaEkdcxubVMHsdCxFrGN8uI76n9uFd8cq3W7gmOCMLVMbllmKujK8Fp9oWUZWwMNtjnyU9ETARBEUGcvHqciJgI4hLi2O+9l3KeyeeapT3KYGOw4YKv95N5M+JfRSpVcoCldYi/UqoFgFKqEOZuPnsyKP41YFBKtbH8/qZSqt69mUqprpYBbB/ECziltS6mtS6utX4e+B14SSlVzjJQ7D3VgRsPWplSqq1Sys7yuzvgDGT5ESJa63WYK0befEjRGcB4y1N97j3d5z3gXreknUAvlfxokDcxP5HnUXOEAisxV6zcMwVzqyF3y2vmUkq9/ajrzIrFazbh1W84Xv2G8+feA7za2twVplaFskRFR2dq7JSU46+0aViXSzd9HlD68Vz3PYub83O4OBXBxsaWulXbcNL70VpC5MtTAFsb8x2X/PkKUvq56vgFWe+C457iJSoSGHSL4GBfEhMTOHRoC9VqpO4BV6NmMy54m+vtoqLCCAy4SWFXT0wmI3fuhANw69YlfHwuU6lyxoM/ZqcYvyByORfErmABlI2BgpVLE3nhetJ8U1w856YtwfvLZXh/uYwYn0CuL/+TWL9gDHlyUbxHe/z/PkDMrYD7v0g2Kl6iIoGBabZx9SapytSo0YwLF8y97KKiwgkMvEnhwp4UKuTOxQvHMBoTSUxM5MKFY3h4WK/7z8LvFtGkXnOa1GvOpnWb6NbzNQBq161FZEQkgQGpu3fZ29snje9gY2ND67atuXTB3FfbxdLVTinFqPEjWLxwidVyP4tiA6LI5ZQXO4fcKIPCsVxhoq6mPoG3tU++C1ugpDNxoU++a0dKpcpXIODWLYL8/EhMSGD/31up1Sj1vuzi5s6Zo4cB8L1+jfj4eBwKOhHk54fRMr5RcIA/fjduUNg94+5k2eGbb76hRo0a1KhRgzVr1vDGG+Zm7vXq1SMiIoKAgNSf/2+//RZPT09KlCjBCy+8wMWLF2ne3HzsWbNmTdLvZcqUIVeuXISEZOZ+ReYs/PYHGtdtSuO6Tdm4fiPdepmfaFe7bu0MP4eLFiymQolKVC1XnXYt2nH50hU6tu5stXxplSxfkQCfWwT5+ZKYkMCBbVuo1ahxqjLObu6cOZa8XyRY9ovoqChmjB1Ot3cGU65KtSeS95LvWYq4PIebUxFsbWxpUrUNh84/Ha0W7+ey71k8XJ7D1ZL5haptOPyImW1tbBnbaxY7j29IeiJQdluybQOtPhpMq48G89fR/bzSyAuAmqXKExkTTVBE6vO2oIgwomJjqFnKfEH/SiMvNh87AJBq/JV2tRpywcd8Sl7MxQ0bg/myzdPZldIexfAJzr4ux+G+V7B3cSefU2GUjQ2eVRsQeD5173d75+SKLbdyNYgOeTLnESl5+5yjqEsxPCz7gle11uw5l3oMoz3ndtO+tvm5FM2qeHH0svmzd+jifkp6lCa3XW5sDDZUL1mTa4HJ55otq7eRVioiy+TpPznnDcyDnN57XtcnKbuj3KO11kqpz4AxWmsvpVQ3YIZSyhVzC4ndWJ7k8wDdgdVppv0ODMTcEmOuZVyUROAy5q5A9yxTSt0bmSpEa90SaA3MUUrdtUwfrbV+3G/WT4FflFL3nmk2XSn1YYr5dbXWJ5RSY4H1lu5GxYHmKbreLADKAyctj0k+gnmg2XsaW7pi3fNZ2icMATMxt9YBzOOmWCqt/rZU1miSWw5Z3d8HjuJVrzYHf/6W2Lg4hn0xN2netu9n49XPPLbuR++8SVevJuTNnZvjK39g2catzFi6gn5dO9K6UV2MRiPhkXcYOnWO1bKaTEZ+WT+V93rPx6AM7D22Fr+gK3TxGsh133Oc9N5Fcc9KDOo5C/u8DlQr34TOXgP5+KuX8XAtyf+6fIjWJpQy8OfuRameGmQtNja29Og5hi9nDsZkMtKocRc8PUuxZvV8ihevSPUaTalUuQFnzxzgow9ewaAMvPr6MPLnL0hCQhxfTDHXr+XNY8/b/SdhY/MEvlJNGr9N/1Dyfx1BKcKOexMXHIZb8zrE+gWnqmBJy6VuZXIXcsStaW3cmprvMF39aQPG6Nj7LvO4zNt4NF/OHmLexi90Nm/jNd9SvHgFqle3bOOzB/jow1cxGAy8+upQ8ucvSO3aXnh7H+bjj7uhUFSu3IDqaSpkrGXLX1tp1bYlx84dJjYmlnf7J/cM3H1wB03qNSeffT5+WfUzuXPnMj9GfNceFn2/BICXX+vK2wPM9bMb1mxg2dJfnkju+xkxYgSHDh0iLCyMJk2aMGTIEF599dWcC6TBf/sVnu9aGaUg7GwgcbdjKNzgOe4G3iHqaiiFqhehQKlCYALj3QR8N19KWrz4a1XI7ZQPQy4DZd+ug+/WS0TfCLdqZBtbW3qPGMWUEUMtj87tRLGSJflt4XeUKF+B2i80odfgoXw/bQqbfl2OUoqBH3yEUooLp06w9ucfsbW1RRkM9B05BoeCBa2a955NmzbRvn17Ll++TExMDH36JD82/vjx49SoUeOByy9atIhFixZx+vRp4uPjefPNh93/yD5b/txKq7atOH7+KDExsbzbL+nwzD+HdtG4btph4J48G1tber83mi9GmfeLpu07UbREKVb98B0lylWg1gtN6PnuMBZO+5y/Vv4CSvHO+Akopdjyx0oCfX34Y+lC/li6EIBxM+fi6JR+LIvsYjIZ+XbdVD7pYz5W/310LTeDrtCz5UAu+ZzjkPcuynhW4v1es8if14E6FZrQ02sg784xN2Ke2n8RRQsXJ0+ufCweu5mv/pjI8Uv7H/Kqj5954bqpTLBk3nZ0LbeCrtCt5UCu+JzjsPcuSntWYmwv8/lFnQpNeN1rIO/NeZmGVVpTsXhNCuQtSPOa5sq2ub9P4Lp/hr22H9u2k4fxqlaHfdMXERt/l+ELZyfN2zrpa1p9ZN6Hx/84z/xIZbvc7Dh1mO2nzBf+H3Z7i0rPlURr8AkJZMzirwCoW7YSgzu+RqIxEZPWvL90HqF3sq+1qTaZOL1uCfX7jEMpAzeP7iQqyJdyLV8h3Ocqgd7HKNGgNS6lKqONiSTcjeb4quQnTrYcPQfb3Hkx2NjiXrEW+xdPTfXkoOxiNBmZvXY6s96ei43Bhg2H13Et8Cpvt34Hb5/z7Dm3mw2H1/JRt0/5dcxqImMi+fiX9wGIio1ixe5l/DDkRzSw33sv+733Jq27RdWWjFr09HaTz27ySOXspZ7mfoVCPIhSaipQD2hj6Vb1VHNr3uWZ+rB1avjABktPpTc7ZNTY6+nmuMW6jzTObhEte+V0hEzr3PLJDG6bncLuWq8lgDWcnf3sffbiemWl12rOquVqvaeWWINjrmcrL8DfN689vNBT5pM5OV+5lBlPfiSQx3fAx3oty6zh26LP3mfvi8SLOR0h0/ZOO/IEn+WWvY5PmPlMXZfcU+PTkU/lNpfuP+KZpbUep7Vu/ixUqAghhBBCCCGEsC7LUBUXlFKXlVLjHlDuZaWUVko99gBB0v1HZAvLmC9pn1J0TWv9Uk7kEUIIIYQQQgjx32F5QMs8oBXgAxxWSq3TWp9LU64AMAzzU2gfm1SqiGyhtd4MyOhOQgghhBBCCPEU0/xrx1SpC1zWWl8FUEqtALpgfopsSpMwNwgYnR0vKt1/hBBCCCGEEEII8VRTSvVXSh1J8dM/TRFP4FaKv30s01KuoyZQTGu9MbtySUsVIYQQQgghhBBCPNW01gswP/E1S5RSBmAW0Du7MoFUqgghhBBCCCGEEP8Z/+JHKvsCxVL8XdQy7Z4CQGVgp1IKwB1Yp5TqrLU+ktUXle4/QgghhBBCCCGEeNYdBsoopUoopXIB3YB192ZqrSO01i5a6+Ja6+LAAeCxKlRAKlWEEEIIIYQQQgjxjNNaJwKDMT9A5TywUmt9Vin1qVKqs7VeV7r/CCGEEEIIIYQQ4pmntd4EbEozbcJ9yjbLjteUShUhhBBCCCGEEOI/wvTvfaRyjpDuP0IIIYQQQgghhBBZIJUqQgghhBBCCCGEEFkglSpCCCGEEEIIIYQQWSBjqgghhBBCCCGEEP8R5ofkiOwiLVWEEEIIIYQQQgghskAqVYQQQgghhBBCCCGyQLr/CCGEEEIIIYQQ/xFaHqmcraSlihBCCCGEEEIIIUQWSEsVIZ6QWvVv5nSETHFUNjkdIdNUvM7pCJmWMKh7TkfIlMNzOuR0hEzL1aBRTkfItLOz9+R0hEypNPyFnI6Qad0+qJ7TETLNtXHnnI6QKTpvTifIPOPBZ2/wxt6UyekImWJ4Bu/pHrcPyukImTJPn8/pCJmW26ByOoIQWfbsfasJIYQQQgghhBBCPAWkpYoQQgghhBBCCPEfYdIypkp2kpYqQgghhBBCCCGEEFkglSpCCCGEEEIIIYQQWSDdf4QQQgghhBBCiP8IeaRy9pKWKkIIIYQQQgghhBBZIJUqQgghhBBCCCGEEFkglSpCCCGEEEIIIYQQWSBjqgghhBBCCCGEEP8RJhlTJVtJSxUhhBBCCCGEEEKILJBKFSGEEEIIIYQQQogskEoVIYQQQgghhBBCiCyQMVWEEEIIIYQQQoj/CBlTJXtJSxUhhBBCCCGEEEKILJBKFSGEEEIIIYQQQogskO4/QgghhBBCCCHEf4RJS/ef7CQtVYQQQgghhBBCCCGy4JlpqaKUKgrMAypirgzaAIwGGgI7gM5a6/WWshuAGVrrnUqpnYAHEGtZ1WWt9SuWcv2BEZbpkcAIrfUey7y0y32mtV6llDICp1NEe1FrfT2DvM2AtcA1IDewQmv9iVKqN1Bbaz04RdmdwCit9RGl1HUgCtBAGPCG1vqGpdwbwBjLvERgmdZ6hlJqCbBBa70qxTrvaK3zp/j7PWAq4Ka1jrBMywd8D1QFFBAOtNVa38ngfa7QWk9VSnUEJln+D+yAOVrr79K+f8v6JwL9gGDLpL+01uNSbNu7QDzQT2t9wrLMvfd/r/p0t9Z6qFJKAR8Ab1revz8wRGt96j7vN2k7Z5ADoBlQnQfvO3aW9/qyJVMc8Kklx2St9Z+WZV4F3tJat81oO2SXWmUb8k7H0RgMBjYfXsNvuxanml+5eE36dxxFCfcyTF0xnr1n/rZmnAyVK9OAF9uPwmCw4eDRNWzfvSTV/JLFa9Cl/Sg83Erz88r3OXV2W9K8jm2GUqHsCyhl4OKVg6zZOP2JZD59Zh/LV85Am0w0fuFF2rftna7M4SNbWbthAQpFsaJl6P/2ZLwvHGHFyllJZfwDrvNOv8+pWb2Z1TOfPLifH+fMwmQy0bxjZzr3ejPV/JDAAL6d/AnRd+5gMproNmAQNRo04vThgyz/dh7GxERsbG3pOWgolWrVtnre4mXq0qzDUAwGA6ePbOTw7mWp5tds9BpVanfEZDISGx3O5j+mEhUeSIGCbnTuORmlFAaDLScO/M6pQ+usnveeyUP64VWvFrF34xj6xRxOX7qarsz4t3rxauvmFCxgT8n23ZKmv96mBRMG9CYg5DYAi1ZvYtmmrVbLmv/5grg3KwkGRfiZQEIO+6SaX7CiK26NS5BwJw6A0JP+hJ8JBOC5lyqRz70AMX6R3Fx7zmoZM2v8+PHs3LkTZ2dnNmzYkNNxAKhWpiFvdhiDwWBg+5HVrNud+nu4fPGavNlhNM+5leGrX8dx8Kz5e9iloAcje85CKQM2Bls2H1jO34dWZfQS2W7y0H541a9FbFwcQ6fM4fTFDPbjt3vxatvmFMxvT8m23VLN69y8EaP6dEdrzbnL1xg4aVa65bM988B+tKxr/uwNmTmH05czyNy7F6+1NGcu8WK3dPM7vtCARR+No9XgkZy8dNmqeU95H+DndV9iMhlpWrcTnVq8ka7MwZPbWL3lB5RSFPMozaCenxAS5s+cpePRJo3RlEirRq/QosFLVs2aEbcy1anWsQ/KYODa4W1c3L0m1fwSdVtRqn5btMlEYvxdjq35jqggn4xX9gS4lqlG1Y69UQYDNw5v5+LutanmF6/bkpL126BNJozxdzm+ZgFRQb5Wy/Pxa0NoVqked+PvMurHLzh761K6MpWfK8v0N8aSxy43O88e5JOVcwFwzFeAr9+egKezO763A3h34SdExtzBIV9+pv1vDM+7FCEuMZ4xP03jot91AArkteeLXqMpW6QEWmvG/DSN49ey9t1du2xDBnQcjY3BwJ+H17AyzbmlnY0do1+bRBnPCkTGRPD5L2MJDPfH1saWYS9+SJmiFdFaM3/9NE5dOwpA0yqt6db8LWwMNhz03s0Pf32VpWz3U6dsQwZ3GoVB2bDp8GqW71qSLvO41yZR1rMCkTHhfLp8HIFh/tgYbBn18keU8SyPjcGWLcc2sHxn8vs1KAPzh/xMSEQwHywdlq2Zxb/fM1GpYrmg/gOYr7XuopSyARYAk4GNgA/mC93191lFT631kTTr7Ai8A7ygtQ5RStUE1iil6mqtA+63HBCrta7+iNH/0Vp3VErZAyeUUvfLl1ZzS6ZPgA+BfkqpdsB7QGuttZ9SKjeQ/qh9f92Bw0BX4N43yDAgUGtdBUApVQ5IsMxL9z4tlQwLgLpaax9LhuIPed3ZWusZGUzvaalE6gNMB1qlmNdcax2Spvy7mCvQqmmtY5RSrYF1SqlKWuvoh2TIMId5t3rgvjMJc+VPZa11nFLKDWgKDAB+U0rtwPwZ+hywaoWKQRkY1HkcH/wwkJDIQL58dxkHzu/iVlDyiWZQuD+zVn3My40zs1tkH6UMdO00ju8WDyIiMpD3BvzE2fO7CAy+llQmLDyAFb9/TLMX/pdq2eLFqlL8uWrM+Np8Yjy43w+UKlGLK5YDtLWYTEaWLf+Cke/Nw8nJjUlT3qB61SYUKVIyqUxg4E02/rWY8aN/wN7egcjIUADKl6vNxI9+AeBOdATjP3yJShXrWzUvgMloZPGs6YyfPRfnwq582K83NRs1pmiJ5Myrly6iXvOWtHrpZXyuXWXamBHU+K0RBRwLMvqLmTi5FObW1StMHTmMeaute7GqlIEWnYbz++IRREUG03PgAq6c30No8I2kMsF+l1j2TT8SE+KoWrcLTdoMZOOvE4mOus2KbwdiNCZglysvbwxdwpXze4mOum3VzABe9WpRwtOD+r0GUKtCWaYNH0i7QaPTlduy7xA/rN7IgZ/np5u3dsce3v9qgdWzosCjRSmu/3GGxKh4SvaoTtSV28SFxqYqFnExmIAd6S9Obx/xIdTOhkJV3K2fNRO6du1Kr169GDt2bE5HAcz7ct9O45m8eAC3IwP5fOAyjp7fhW9w8ja9HR7A/FUT6JjmezgsKpiPvn2DRGMCuXPlZcbQ3zl6fhdhUcFpXyZbedWvRYmiHtTvMYBaFcsybcRA2g14wH68LPV+XKKoB0N7vkKnQWOJuBONS0FHq+YF8KpTi5KeHtTrM4Ba5csybchA2g3LIPOBQ/ywbiMHF6X/7NnnzUu/Fztx5PwFq+c1mYz8uHoGY/rPoZCjKx9/9RY1KzXG061EUpmA4Fus3/4jH737Lfb5HIi8Yz6OFCzgwoTBC7CzzcXduBjen9mLGhVfwMmxsNVzJ1EGqnd+iz2LJhETGUqLQVPw9z6SqtLk1sk9XDtkrhT2KF+bqu3fZO+SyU8uY6q8imqd+7J30WRiI2/TPClvcqWJz8m9XD9krtB0L1+LKu3fYN+SKVaJ06xSPYq7etL8415UL1GBz7oP56Vpg9KV+6z7e4xfNoMT186zePBUmlaqy66zhxjYpgd7vY/x7ZblDGjdnYGte/DFmgW827Yn53wuM+C7CZR0K8an3d6j15yRgLkSZ9e5Qwz6fiJ2NrbkyZU7S9kNysC7nccx3nJuOddybnkzxbllmzovcic2ij4zutC0ahveajeMz5ePo12drgAMmPMajvZOTO7zNUPm9SJ/Xgfebv8eg7/uSUR0GKNe/ZTqpepy4sqhLGXMKPOwLmMZ/cMggiMCmT/4Z/ad38WNoORzzXZ1XiQqNpL/zehC86qt6d92GJOWj6NplZbY2ebi7S9fJ7ddHhaPWMX2k38RGOYPQNdG3bkZdI18ufPf7+WFuK9npftPC+Cu1noxgNbaCAwH+gL5gJNAhFKq1f1Xkc5YYPS9i3et9TFgKeaL92xlueg/CpTO5KL7AU/L7+Mxt2bxs6wzTmv9/aOsRClVCsiPuYKme4pZHkDSUUhrfUFrHfeAVRXAXIlwO0WGxz1jSfkeH2QsMFhrHWN57S3AP0DPx3z9DPcdSyuefphbw8RZXjNQa71Sa30GcyXMWGAC8KPW+spj5nigssUq43f7FgFhviQaE9l9cjMNKjRLVSYo3J/rAZcwaZM1o9zXc0Urcfv2LULDfDEaEzl+eguV0mQMC/fHP/AyWutU0zUaW9vc2NjYYWubCxsbW6LuWP/C+eq1s7i6FqNw4aLY2tpRt3Zrjp/clarM7j2radHsNeztHQBwcCiUbj1Hj26jSuWG5M6Vx+qZL58/h5tnUdyKeGJrZ0cDr1Yc3bM7VRmlFLEx5rrGmOhonFxcAChethxOLuaT9aIlShIfF0dCfLxV87oXrUB4qC8RYf6YjIl4n9pGqQovpCpz69pxEhPMXz3+t86R33JBYTImYjSa63ltbOxQ6skdsto2qstvW3YAcPT8RRzs7XEt5JSu3NHzFwkKDXtiuTKS170A8eF3SYiIQ5s0EReCKVDK+ZGXj74VgSn+6etbXadOHRwdrX8R/6hKF61MQOgtgizfcftObaZ2mu+44HA/bgZeSvcdZzQmkmjZl+1sct2r1Le6ti/U5bfNlv343EUc8tvj6pzBfnzuIkG30+/HvTq2ZvHqTUTcMX+fhIRHWDcw0K5BXVb+bcnsfRHH+332vO//2Rv3Zg/mrvydOCt/v/F/9u47PoqiDeD4by4FQkkgvYF06b13SOhNUREEBfEFQQWlKCJ2RUBUUERsgIJKEaUpSm/Se+9FIAlppJBCSHLz/rGX5FKAJOYI6PP1w8dkd3bvuc3c7e7sMzPAuUvH8XT3x9PND3t7B5rWDWT/sa2ZymzatYLA5o9QvJjlPFLCOI/Y2zvgYO8IQHJKMuYs9eZucPWvRHzkVeKjwtCpKVw5vA3fapkzGFOSMhpo7RyLQCHEmcaIN5SEqDB0aipXDm/Hp1qjTGWs47V3LJLt81iQOtRpwa871wBw8MIJnIsVxyPLdYKHsyslihbn4IUTAPy6cw0d67S0bN+cX3auBuCXnavpWLcFAJW8y7Hj1AEAzodext/NC/eSpSlZtDiNK9Vm0bZVACSnpnA9MTfPFrN7MMu15aYcri2bVWvL2v3Gc8etR9dRt2JjAMp6VuDg+T0AxMRHEZd4nSp+1fFx9SMo4hIx8cZn88DZXbSsGZCv+HJStUxNgiKvEHLNiHnDodU0r5455hbV27Jmv/HAaPPR9dSvlFY/NE6OTphMdhRxKEJySjIJN4xj5+7sSdOqrVi1Z1mBxXqv06Tel//uVfdFpgpQA6NRIp3WOlYpdYmMhoqJGJkFOeVX/6iUSvuGXau1fjmnfQJ7MbqX5LRdgNY6EnBSSh20LLugtb5jnqZSyg1oaomv0R2KW+sMLLP8XDOHeK1NVUq9fot1fYGFGI0QDyqlvLTWocAcYI1S6lFgPfC91jotZ9H6fQJM0lovUkqtAP5WSq3H6IK1QOvb3sWPUkoNsPw8Tmu9+jbvMc1GS/cjMBq6ZgPFtdZZH7HuxegOlhvWcURprdtZrcup7lQCLmmtY2+xv3eA/Rjdl2zef8LN2ZOImND03yNiQ3mwTE1bv2yeuDh7Em0VY0xsKGX9cxfj35ePcO7CXt4etxqUYtvORYSFX7RRpBmio8NwLe2V/nvp0p5cuHA0U5mroZcAmPThYMxmMz27D6VWzeaZyuzeu4aOgf+0fS93osLDcPPMiNnVw5OzJ45lKvPI00OYPGYka35ZzI3EG7w2fUa2/ezetIFyVR7EwdHRpvGWcHbnekxY+u9xseH4lLn1x7ZWw25cPL0rY3sXTx5+agqlXP3Y8uesu5KlAuDj7kZQWEbCXEhE3PC1vwABAABJREFUBD7ubnlqQOneuhnNatfg3JVg3pw5m+DwrAl4BcOhhCPJ1zPaw5PjknDyLpmtnHNld4r7uZAUncjVTedJibP9Dee/iauzJ5ExV9N/vxYbSqUytXK9vZuLF688NQNv1zL8+Od0m2epQA71ONxSj3NoQMlJxTK+AKycORk7k4mpcxewcfcBm8SaxtvdLdNnJTgiAh+33H/2alWqgJ+HO+t27+P5R23flSYqNhy3UlbfyS4enLuUuSvG1QjjPPLe589i1mYe7vAMtasamY2R0aF8MnssoZFX6NvthbubpQI4ubiSEJPxvZoYcw3XMpWzlavQtBOVW3THZGfP1tnv3M0QMynq4kpipngjKV0m+zPL8k07UqlFN0x29vw1+z2bxeNVyp2QqIxzXEhUBN6l3Am3ZLUCeJdyJyQ64/N+NTocr1LGww73kq7pZcNjr+Fe0miQORF0jk51W7Hn7BHqPFAVP1dvvEt7kGpO5VpcNFOfGkc1/4ocvXSadxZ/TuLNG3mO3c3Zk/As15ZVs1xbujt7Eh5tfO+ZzanE34jDuVgpzoecpmm1Nmw89CceLl5U9quOh4s3B8/txt+jHF6lfAiPDaN59XbY2xXc7aa7swdhVt/DETFhVMsWswdhOcS8+ch6mldvy5LX1lDEsShf/PYx1xONy/zne4zlqz8+pViRYgUWq/hvuV8aVe5Ia71FKYVSqmUOq3PqxpMb/7T7Tyul1AHADEzWWh9TSt3qBty6GX2jUsoViAPeyOVrvZx1TBWrdf2Ah7XWZqXUL8BjwOda64NKqQpARyAQ2KOUaqa1PsEt3qfW+n9KqVqW8mMxuu0Muk1ct+r+86NSyhEjgybr62Tq/qOUcr7N/m/H+pjeKo471Z2cd6x1vFJqERB3u+wey7g9QwFqdPanbF333L7Ef4qbqz+eHuV5d2oXAJ4d9AXlH6jLhb8PFm5gGCfk0LDLvDzma6KiQpny0VDefXMhxYoZN63RMRFcCTpLjRrNCjnSDNvXraF1l25069uf00ePMOu9t5kybwEmk5HpceXCeRZ8OZPxnxRsP+d/qlqdDnj5Psjib0emL4uLCWP+jKcpXtKNXgM+4MzRTSTEF25mSG6s2bGHpRu2cDM5hSd7dGLGqy/yyJjcfp0XvOvnrxFzKhydqildyxu/TlX4+5ejd95QFJjImFDGzehD6ZIejBkwjV1H1xITf+3OGxYiezs7Kvj78vDICfh6urFsxiTaDhpJbFz+nozbmlKKd4cOZuTH99Z3W6o5ldCIy4wfPpOomDAmfvEcE8fMp7hTSdxKeTFxzHyiYsL59PtXaVS7HS4ls2dEFrbzO1dzfudqytRpSdV2j7B3yczCDum2Luxcw4Wda/Cv04Kq7Xqzb8kXhR1SrmjLpeuXq3/izcde4PfXvuFU8HmOXT5DqjkVe5MdNcpU4e1FMzh48QRvPvYCwzv145OVc++w54K1et9yynqW5/PnfyQsOoTjlw6RqlOJu3GdGcs+4LUnpmDWmhN/H8LH1f+uxnYrVcvUwGxO5bEPOlHSqSSfDpvN/rO7eMCzAtFx1zgTdII6FRoUdpjiPnW/NKocBx61XmC50S4LnMVoFAAj4+B1jEFcc7PPBsAGq2UNgGM5F8+XrVrr7lmWRQJZ81hdAetHmO0wBo39ESMjYrQlrqzx3pGlAaQysNaSbuyIMXju5wBa6ziM8Wp+VUqZga7AidvtU2t9BDiilJpv2degvMRk0R8j82YqMANjrJdbvV6sUipeKVUhS7ZKA2CN5edEpZSj1jrt0WvWY3onWevOWaCsUsr5NtkqZsu/W9Jaf40xDg1dx9fLd/5pZGwY7i4ZT8Lcnb2IjLH9U868iIkNo5RVjC7OXsTE5i7GWtXb8fflI9y8aSSGnTyznXJlatu8UaVUKU+uRWU8pYmKCqNUKc9MZUqX9qRCuZrY29nj4e6Hl2dZQsMuUb5cDcAYxLZ+3YJ9EnM7pT08iQzLiPlaeBiu7pmfbG76fQWvfvQpAFVq1uLmzZtcj4nGpbQrkWGhfPLaKwyf8BZefra/0ImLjaCkS8YxLeHswfUc6m7Zig1o3PYpFn87Ir3Lj7X465FEhJ7Hr1xtzhzbnG19QXj6oa4M6Gb0BDx48ix+nhmNoD7u7oRE5D5LJir2evrPP/6+ljeHDrxN6X8mOe4mDiUz+tQ7lCiSLQsl9UbGaTHq6FW8WpWzWTz/Vtdiw3BzyRh3xtXZi2tWWVi5FXU9nMuhZ6larn76QLYF6emHuzKg+y3qsUfe6nFweCT7j58mJTWVSyFhnL8cRAV/Hw6eLNiBXwf36MqALkbMB06fxdcjI2Zfd3dCInMXcwknJ6qWe4ClH74PgKdraea/M4En35pos8FqSzt7EBlt9Z0cE54t28TVxZOKZasb5xFXX7w9yhAacZkKVll7pV088POuwKkLB2lcu71NYs1JYsw1irlkdBd0cnElMfbWx/vy4W3U6zUEY+6Iu+9GzDWcMsXrxo3YWze0Xzm8nbq9/legMTzZ5iH6tugGwOG/T+JTOuMc51PanavRmS8/r0ZH4FMqo054l/Ig1FIm4vo1PJyNbBUPZ1cirxvvJe5GAq/M/zB9m63vL+ByRAhFHYtwNTqcgxeNS/U/DmxmWMcn8vU+ImPD8MhybRmR5fwcERuGRylvImLDMJnsKF60BLEJ0QB89fvH6eWmDfuOIEtG1q6TW9h10uiW3KVRb1LNBddlIyI2HE+r72F3F0/CY8Oyl8kh5oC6w9hzegep5hSi46M4+vchqvhVp7LvgzSv3oYmVVviaO9IsSLFGf/4+0xadKsOAP8O5nu4K8396H4ZU2U9UMwy+w2WgWo/Br4DEtIKWcbZKI0xm82dfAhMsXTNQSlVF6NxwNZN2XuAFkopb8vrNsSYHeiydSGtdQrGwLRPWbJWJmF08UnbzlEplZuzRD/gba11Ocs/X8BXKfWAUqqFUqp02v4wutL8fasdKaVKWGY1SlP3duXvRBudXN8Amiqlqt6h+FTgM6WUkyWWQIwuXGnZOZuBAZZ1TkAfjJl9chtLprpjGbtlNvCp5diglPKwzPRz152+cgxf97J4lfbF3s6e1nU6sfPEpsII5ZYuBx3H3a0MrqV9sbOzp16tjhw7mbub3+joq1QsXx+TyQ6TyZ6K5epnGuDWVsqXq05o2GXCI4JISUlm99411K3TOlOZenXacuq00fPuelw0oWGX8HDPGAZo957VNGncyeaxpqlYtRpXr1wmLDiYlORkdqxfS4OWmWN29/Lm6D6jr3PQxQsk37yJc6nSxF+/ztRXRtN32PM8WLvOXYn3atBJSrn541zaB5OdPVVrB3D+5LZMZTx8KhPYayzLfxhPYnx0+vISzh7YW8YbKFK0BH4P1CYqItNXZYGau2wVAUNGETBkFH9s28ljHY1egg2qVeF6fHyeuv5YjwHRqXljzlyy3UwZiVev41jaCQfnIiiTwuVBD66fz5wBYV/cIf3nkhXcSLqWkHU34g7OBR3D260sHpbvuOa1O7Evl99xrs6eONgbDV/Fi5ak6gP1CI64aJM45y5dRcAzowh4ZhR/bN3JY50s9bi6pR7nsusPwB9bd9K8npFa7+pSkgpl/Pg7OPQOW+XdnJWraP/cKNo/N4o/tu+kT6Al5qpViE3I/WfvekIC1fo8ScOBQ2k4cCj7TpyyaYMKQIUy1QiNuEL4tWBSUpLZeXAd9apnTnxtUKM1J84Z3aaux0dzNfwyHq5+XIsO46ZlPKn4hFhOXziMj8cDNos1J1FBZynh7kOx0p4oO3v8a7cg+ETmJO0Sbhk3sT4P1icuIuSuxmgtKugcJdy9KVbaA2Vnh3/t5oRkibe4VbzeD9Yr8Hjnb15Gtw+G0O2DIaw5tI3eTY1nu3XLV+N6Ynymrj9gdOuJuxFP3fLVAOjdtCNrDxnnwXWHt/NIU+Ma4pGmnVh7aDtgzPDjYHlY07dFN3afOUzcjQQiYqMIiQqjglcZAJo/WJ+zVy/m632cunIMP6try7Y5XFvuPLGZDvV7ANCqZiCHzhnXFkUcilLEwRhHrn6lJqSaU9MHuHUpbpz/ShQtSY+mffhz79J8xZeTk1eO4edWBm9LzO3rdGLH8czfw9uPb6ZjfeOZdpuaARywxBwWHUK9isYoDEUdilKtTC0uh1/k29Wf8/ikLjwxpTvvLRjPgXN7//UNKqLg3ReZKlprrZR6GPhCKfUGRmPQKuA1IGvO/USMqYytWY+NEqG1DtRar1BK+QHblVIaY8rcAVprm54ptNahSqkXgVXKGHUxDuiX07gkWusQpdQC4Hmt9XuW2WfWWWZD0hhjotxJX4zsE2tLLctDgFmW/ZkwZlL6xVIm65gqf2Ic21eUUl9hTDUdT/6yVNJprROVUh9jTI/9jGWx9Zgqh7XWT2Fks5QCDltmIXLEmJUnrRPpi8BXSqmRGNNDz9NaW4/eaT2mCsBDOYSTte68DrwPHFdK3cB4v2/m753+M2ZzKrNWTOH9wV9gUibW7F3OpbDzDAgczpmg4+w6sZnK/tV5Y8AnlHBypkm11gwIHMbw6Y/eeecFGOOvv33I0IGfo0x27N63nNCw83QKGMaVoOMcO7mFMn7VGfTERzg5OVO9ais6tX+WqTP6cOjYeipVbMTYFxah0Zw6s53jp7be+UX/ITs7e/r3fZlpn47AbE6lZYue+PlWZNmKLyn3QDXq1mlDzRrNOHZ8J6+//RgmZeKxR0ZSokQpACIigrkWFUqVyvVtHmt6zPb2DBo1lsljRmI2m2nbrQf+5Svw87dfUaFqNRq0bE3/50fy7YeT+GPxApRSDHvtDZRSrPn1Z0KDrrD0u9ks/W42AK9+8hkupW2Xaq7NqWxcOZ1HBn2EUiaO7l9FZNhFmgcM5mrQKc6f3EbrzsNxKOJE935GP/3r0WEs/2E8rh4P0Kbr88agiEqx96+FRIRmn73GFtbt3EdAk4bs+uFLEpOSeHFKxrg067+ZRsCQUQC88exAege0xqlIEQ4sns2Pv6/lo+8XMqR3dzq2aExqairRsXGMnPyp7YLVELLhHA/0rolSEHUslKTIBDyaleVGaBzXz1/Dta4vJSu6ghlSbyQTtDpjys9yfWpRpHQxTI4mqvyvEUFrzxD/d7Tt4s2l0aNHs3v3bqKiomjdujUjRozgsccKpV0bML7j5q6czGuDZmFSJjbuX86VsHM8FjCc80HH2XdyMxX8ajCm/ycUd3KmftXWPBownJc/ewQ/jwoM6Do6vS7/9tc8LofadppfsNTjZg3ZtcBSjydZ1ePZ0wh4xlKPhw2kd2BrnIoW4cASSz2eu5CNuw/QtlE9tsz7HLM5lXe/+C5TFpZNYt69j8BGDdk990sSkpJ48eOMmDd8MY32zxkxv/nMQHq3Mz57B3+YzY9/rmXqDwttGltO7Ozseeqh0Xz4zSi0OZXWjbvj712BX1Z/Q3n/qtSv0YpaDzbhyOldvDr1CUwmE327P0/J4i4cPb2bBStngFKgNV3b9KOMT8W7Gr82mzm4YjYtn56AUiYu7tvI9bArVA98nKgr5wg5uZeKzbrgWbEW5tRUbt6IY8+Sz+9qjFnjPbRiDi2efg2Uib/3beJ62BWqBT5G1JXzXD25jwrNOqXHm3wj3qZdfzYe3Um7mk3Y9O4PJN5M4pV5U9LX/f7aN3T7YAgAbyyYztSBr1LUwZHNx3az6Zgxdtis1Qv4/H9v0adFV4KuhfLCN8Z5sJL3A3w88FU0mtPBFxn3w9T0/b616DOmPT0BRzt7LkWE8PL8KeSH2ZzKzBVT+MDq2vLvsPM8FTic00HH2XliM3/uXcYrfd5n7tjlXE+I5YMFrwJQqnhpJg7+Aq3NRMaG8+HijEaI4T1eoYJ3FQB+3PB1egZLQTCbU5mxYgpTBs80poHeu4KLYecZ1GEYp68cZ/uJLazau4zX+rzH/LHLuZ4Yw3sLxgOwbMdixj36NnNG/QwoVu9bwfmr2ae/FiI/lC1HxBbCFpRSJTAahvZorV8r7Hhy6590/ykM1ezul0S2DA8HbirsEPLMqfr9lX65+dOehR1Cnk3Znn3mkHvdhp7Zp5C9l9UYleshqe4ZfSfULewQ8mzj1rubxfBPaafCjiDvVj6fm+dV95YrO4cVdgh5YrpvEuUzjI7Ke1e/wlSlVHRhh5BnyfruzIpWkDZM3n//BW2x/rVh99V9SZqAD768J4/5fZGpIoQ1yzgweZk+WwghhBBCCCEEkCpjqhQoaVT5h5RSnYCseXe5mmr530IpNQFjRiFrP2utJxZGPEIIIYQQQgghxN0gjSr/kNZ6NbC6sOMoTJbGE2lAEUIIIYQQQgjxn3L/dWoUQgghhBBCCCGEuAdIpooQQgghhBBCCPEfYZYxVQqUZKoIIYQQQgghhBBC5IM0qgghhBBCCCGEEELkg3T/EUIIIYQQQggh/iOk+0/BkkwVIYQQQgghhBBCiHyQRhUhhBBCCCGEEEKIfJBGFSGEEEIIIYQQQoh8kDFVhBBCCCGEEEKI/wgZU6VgSaaKEEIIIYQQQgghRD5Io4oQQgghhBBCCCFEPkj3HyGEEEIIIYQQ4j/CjLmwQ/hXkUwVIYQQQgghhBBCiHyQRhUhhBBCCCGEEEKIfJDuP0LcJXsPlC3sEPKkeP2/CzuEPHM5drawQ8izT9c+Xdgh5MmzIzYXdgh59vG37Qo7hDxLWlyzsEPIk74T6hZ2CHm2cOLBwg4hzzxL3F/nEfuipQo7hDxL8i9S2CHk2ZTk++t87W6fXNgh5JnWpQs7hDzpr3wLO4Q8+8Z8tbBDECLfpFFFCCGEEEIIIYT4j0iVKZULlHT/EUIIIYQQQgghhMgHaVQRQgghhBBCCCGEyAdpVBFCCCGEEEIIIYTIBxlTRQghhBBCCCGE+I8wYy7sEP5VJFNFCCGEEEIIIYQQIh+kUUUIIYQQQgghhBAiH6T7jxBCCCGEEEII8R8hUyoXLMlUEUIIIYQQQgghhMgHaVQRQgghhBBCCCGEyAdpVBFCCCGEEEIIIYTIBxlTRQghhBBCCCGE+I+QKZULlmSqCCGEEEIIIYQQQuSDNKoIIYQQQgghhBBC5IM0qgghhBBCCCGEEELkg4ypIoQQQgghhBBC/EekklrYIfyrSKaKEEIIIYQQQgghRD5IpooQ97iJw4cQ2KgBiUlJjPj4U46cPZ+tzPiBA+gT2I5SJYpT/uG+6csHdu3M0z26YDabib9xgzGffsHpS5dtFmvdys15uvsrmEwm1u9ZyrItczOtr1auPoO6vcwD3pWZvuhVdh5dB0A5nwcZ0us1nIqUwGxO5ddN37L9yBqbxWmtRNmS+Lb0B5Mi6ngk4ftDM60vVdUVn+a+JMcnAxB5OIKoE5E4lHTggS4VQIEyKSIPh3PtWORdiblG5eb062Yc5617l/JHluNcuVx9+nZ7GX+vyny96FX2HVuXvu7r9/ZxJfQsANeiQ/j8h5dsHu+hXTuYP+NjzGYzbbv1omf/gZnWR4Re5asP3iEh7jpms5nHn32euk1bcGTPLhZ9PZOU5GTsHRzoN3wENeo3snm8ad6d+DLtA1qSmHiDUSPf4uiRk9nK/LDgc7y83LGzs2P3rgO89upkzGYz3XsEMnrss1SuUp5unZ/k8KETNo/34M4dzPv0E8xmM+2696TXk1mO89WrzJr4DvFxcZjNZvoNe456zVpw9vgxvv1wEgBaax4dPIRGbdraPN46lZsz0FKPN+xdyoos9bhqufoM7PYyZb0q89miV9llqcfupXwY0/8TlDJhZ7Jn9c4FrNu9xObx3sn48ePZtGkTbm5u/Pbbb4UdTiYTp75DYMd2JCYmMuLZMRw5dDRbmYVL5+Hl7YmdvT27tu9m3KjXMZvNfP39TCpVrgCAs4szsTGxtG/exabxvvfBONoHtjI+eyPe4Mjh7J+fHxfNwtPLHXt7O3bt3M9rr3yA2WzmjbdH06FTG27eTObvi5cZNeJNYmOv2zTeowe3s3DeR5jNqbRq9xBdej2daf2ieR9z8vheAG4m3eB67DU+m72ZSxdP8eOcSSQmxGMymej28DM0atbRJjE2fbApY3qOwWQysXz3cuZtnJdpvYOdA2/3fZuq/lWJSYhhwg8TCIkKwae0D4teXsSl8EvGe/37KJN/nQxAx7odGdR+EBpNRGwEb/70JjEJMTaJ31qDKs15tvvLmEwmVu9Zxs+bM3931CxXn6Hdx1LeuzKTF45n29F1t9iTbbzV5wXa1WxC4s0bjP3+Q45dPpOtTM2ylflo4DiKOhRh49FdvLP4cwC61m/DS90HUsm7LL0mP8eRS6cBsDfZMeXJsdQoWxl7kx2/7lzDF6sXFGjcvpUb0Kj7UJTJxNk9azi65edM66u1eIjKjTqhU1O5kRDD9l+mEx8dDkD9zk/j/2AjUCZCzh5gz29fFWhs1hpXacaLPcdiUnb8tmcZP276LtN6BzsHJjz+Lg/6VSM2IYa3fnqVq1EhdKjbhX5tnkwvV9G7Ms981p+zIafTl00a+Am+rn4MnPa4zeIX/053bFRRSqUCRyxlTwADAU/gN611TatybwNxWuuPlFLfAW2AGEABo7XW6y3lGgMfAV5AArAPGAn0ARpqrV+w2ucmYKzWeq/l97rAAaCL1vpPq3ITgCeAVMAMPKu13mXZ3gdItBQ9q7V+VCn1IPAVUAooAmzVWg+9xftva4mhu1JqEDAHqKu1PmxZfxTorrW+qJQaDIwCNEYW0ASgI9ACcATKA6csu35fa71EKbUM8NZaN83pWGaJJU5rXSLLsreBt4DKWuuzlmUvAdOARlrrvUqpi8B1y/EB2KK1Hmn5O3UAKmitk5RS7sBeoAcw31K2LMbfMQaIsLyf6UB7y/u8AfTRWl+4xfHL+trPAcEYdemU5bjsBZ7RWidbjvdywHp/Y7XW65RS/sBMoDpgB6wCxlhiH8Rt6k9ej4HWupxlH1Us77eyZfuzlhi+AeporRMt5X4HftBaF+gZLqBRAyr4+tBk8DAaVK3Chy8Mp8tLL2crt2bXbmav/J1ds2dlWv7Lps18v8r4qHRq2ph3hw6m7+vvFGSI6UzKxDM9x/PenGFciw1l0nM/svfkZq6EZTQCRURfZeYvb9Kz5VOZtk26mciMn9/gauQlSpf0YMrzP3HwzA4Sbtj2QhgFvq3LcGHFWVLikqn42IPEXoghKepGpmIxZ6IJ3nol07KU+BTOLTmNNmtMDiYq961K7IUYUhJSbBuyMtG/x3g+mTuMqNhQXh/+IwdPbCYkPOM4X4u+ytwlb9Kx1VPZtr+ZnMS7n9+9iwVzairfT/+QVz/+HFcPT958diANWrTCr1yF9DLL582hSbsAAh96lKCL55k6bhTTFy2npEspxkz6mNLuHlw+f44PXx7JjF9+vytxtw9oQfnyZWnZtBf1G9Ri0ofj6dFlYLZyw4aMIy4uHoCvZ0+le89AVixbw8mT5xgyeCyTp064K/GaU1OZ+8lUXps2AzdPTyb8bxANWrbCv3zGcV76/Ryatg+kw8OPcOXCeaa8PJoZS1pQpkJFJn77HXb29kRFRPDqoAHUb9ESO3vbPXdRysTgHuOZOHcYkbGhfDD8R/ad2EyQVT2OjL7KrCVv0j1LPY66Hs4bXz5FSmoyRRyd+GjkL+w7sZmo6+E2izc3evfuzYABAxg3blyhxpFVQMd2VKhYjiZ1WtOgUT0+nD6RLu16ZSv3v6eeI+56HABzfvySnr27sWzJSoYOfD69zDsfvG7zBor2gS0pX+EBWjTuTv0GtZk09XW6d+qfrdyzz4xN/+x9M/cTevTqyPKlf7Jl0w4+eO9TUlNTmfDmS4x46RkmvjvdZvGazan8NHcyo177gtJuXkyc8CR1GrTB1z/js/f4U2PSf17/50IuXzQuBR2LFGXw8Hfx8ilL9LVw3p/Qnxq1m1GseMkCjdGkTLzy8Cu88PULhMWE8f3I79l6bCsXwjIutXo27sn1xOs8MuUROtTpwAtdX2DCj8b3V1BkEAOmDci0TzuTHaN7jebxqY8TkxDDiG4j6NOiD9+s/aZAY8/pvTzX81UmzB5ORGwo05//kZ0nNnPZ6lojLDqET5a8xSM5nANtrW3NJpT39KPtm09Sr3w1Jj7xEg9NeT5bufefGMX4Hz7mwIUTfPfCJNrWaMymY7s5FXyBYV+9xQf9R2Uq37VBGxztHej83v8o6lCEdW/PZcXeDVyJDM227/xQykSTnsNZO+d1EmIj6PrcNC6f3ElMWMaDuGsh5/l95kukJidRpUlXGnQezJaFU/AoWw3PB6qz8jPjErzzsx/iVb4WoReOFEhs1kzKxOiHXmXUt88RHhPKNy/MZ9vxzVy0qsvdGj3E9cRY+k19iIA6HRnWZSRv/zSetQf/YO3BPwCo4F2JD576OFODSusa7UhMSsz2mv9WqTKlcoHKTfefRK11XUsDyk1gWC73/bLWui7wEvAlgFLKC/gZGKe1flBrXQ/4E8jt2aMf8Jfl/1j22QzoDtTXWtcGAgHrR/H9LfHX1Vo/aln2GTDNsqwaMCOXrw9wBaOxJBPLDf8EoKUljqbAYa3185bj0BU4ZxXLEqVUKaAB4KKUqpB1n3lwBOhr9ftjwLEsZdpZvfZIq+WpwGDrglrrI2llgRVY/pZa60DgccAXqK21rgU8DETfIT7r195uWXbOsv9agD9Go1qarVbl61oaVBTwK7BMa10Zo5HDCfjwDq+dr2MAoJQqCvwOzNJaV9Za1we+ACItsUywlHsIcCjoBhWALs0as3j9RgD2nTyNS4nieLqWzlZu38nThF2LyrY8LiHj5FCsaBG01gUdYrpK/jW5GnmZsKggUlJT2HZ4NQ2rtc1UJjw6mEtXz2SLIyTyElcjjadgUdfDiYm/hnPx7O+zoBXzLMbNmCSSY2+izZqYM1E4l3fJ1bbarNFm430okwKlbBlquvL+NQm7dpmIqCBSU1PYfXg1dbMc58joYK6EZj/OheHciWN4+fnj6euHvYMDTdt3ZN9fWzIXUorEBOPmKCEujtJu7gCUq/Igpd09APAvX4GbSUkk37x5V+Lu1LktS342sg327zuCi3NJPD3ds5VLu6mzt7fH0dHBaGoGzp65wLlzf9+VWAHOnjiOt78/Xn7GcW4W2IG9WY6zUorEeMtxjo+ntLvxfooULZregJJ886bxKMTGKvnX5Oo14/siNTWF7bf6vsihHqemppCSamSOOdg5ou7SZ+9OGjVqhItL7r4/7qYu3TuyeMEvAOzbcwAXF2c8vTyzlUtrULG3t8fBwZGcvj569u7Orz8vt2m8nbq0Y8nilQDs33cYF5eSeHrd+bOXVk82b9pBaqrx/GTf3sP4+HrZNN4LZ4/h4V0GDy9/7O0daNSsIwf3brpl+T3bV9O4eScAvH0ewMunLAClXD0o6ezK9djs5/J/qkbZGlyJuELwtWBSUlNYc3ANrWu0zlSmTY02/L7PaLTecGQDjSrfOStQoXBydAKgeJHihMfavmGzSpmaBEde5qrlWmPLodU0y/LdERYdwsWrZzDru3/T2LF2c37duRaAAxdOUNKpBB7OrpnKeDi7UrJoMQ5cMDKwft25lo51WgBw7uolzofmkFGswamIE3YmE0Udi3AzJZnriQkFFrebfxWuRwYTF3UVc2oKFw9voUy1ppnKhJ4/TGpyEgARl05SzMX4XGqtsbN3xGRnj8neAWWy50ZcdIHFZq1amRoERV4m5Jrx919/aA0tq7fNVKZVjTb8uc84f286sp4GlRpn209gnU6sP7Q6/XcnRycebzWAeRu+tUnc4t8vr2OqbAUq5XGbHYCf5efnge+11jvSVmqtl2it79jMarmpfgwYBHSw3PCCkYkSobVOsuwvQmsdfIfd+WA0jqTFkJem1N+AGpZsF2ueGJkMcZZ9xt0qe8NKb2AlsJDMjSJ5tQzoBaCUqkhGVkluTAdGKaVy+0jSBwjR2jhTaa2vaK3zfQWgtU4FdpNRR26lPXBDaz3XartRwFNKqRK33fLOppPzMXgC2KG1XmkV7yat9VHgXeAxS/bUZIy6XeC83dwIDs/4UwaHR+Dj5panfQzu0ZXdc77kzWcG8dos2z1BcnXxJDLmavrv12JCcXPOfuF+J5X8a2Jv50DoNdt1U0pjX8KR5LiMm/TkuJs4FHfIVs65YikqPV6Vsp3K4VAiY71DCQcqPV6VqgNrEr4/1OZZKgClnT2JsjrOUbGhlHbJ/XF2sHfk9ed+ZPyz86hbrZ0tQswkKiIcV8+MmxpXD0+iIjJfePd+egjb1vzJiEe7M3XcKJ56cWy2/ezZvIFyVR7EwdHR5jEDePt4EhyUcWoKCQnD28cjx7I/LpzJoWPriIuL57eVdzfNPE1UeBhuVsfZzcOTqPDMx/mRwUP4a82fPP9wdz4cO4pBL2U8PT977ChjB/TllYFP8L+xr9o0SwXA1TnL90VsKK55qMduLl5MGbGYma/8yYot3xV6lsq9zNvHm+ArIem/BwdfxcfXO8eyi5bN5/iFA8TFxbFyaeassKYtGhMeFsGFcxdtGa7ls5dRN4KDQ/H2yblu/LR4FodPbjI+eyvWZlvfr//DbFj/l81iBYiOCsPVLeOzV9rNi+ionOtjZHgIEeFBVK2ZvcHiwtmjpKQk4+HlX+Axejh7EBqd8X0WFhOGh0vm7zMPl4wyqeZU4m7E4VLMaCT0dfVl/kvz+XLYl9QtXze9zJRfp/DTmJ9Y9cYqynuVZ8XuFQUee1Zuzp5ExGS8l4jYUNxccv5uLgxepdwJjgpL//1qdDjepTI3CnqXcifEqo6ERIfjVSp7w6G1Vfs3k5iUyO4pS9j+wQK+WbuYmISCyxor5uJGfEzG9WZCTATFnG99vVmpYUeCThtd2iIun+Tq+cM8Nn4+j42fT/CZ/cSE2+YazsPFkzCruhweE4p7lr+/u7MHYTEZdTn+RhwuxUplKtO+TkfWHcxoVPlfx+Es3PoDN5IzZyoLkVu5blSx3HB2wciKyIvOGDf9ADUxuvvcyuNKqYNp/4CGVuuaAxe01ueATUA3y/I1QBml1Gml1BdKqTZZ9vmj1T6nWpZNAzYopf5QSo2yZIzklhkjO+K1LMsPAaHABaXUXKVUj1zsqx+wwPKv3x3K3k4scFkpVROjcWZRDmU2Wh0H65zCSxjZP0/msE1OFgM9LPv5WClVLxfbpL32rqwrLI1jTTAyltK0sq4HloaiGmSpO1rrWOAiuW/oy+sxuGV91VonAGOBLcBCrXX2DrP3iDkrV9F48DDem/09o/v1ufMGhahUSXdGPPY+X/zy1j2RZQFw/UIMp+Yd4+yik8RduY5/wAPp65Ljkjm76CSnfjhG6aqu2Dvd+8NUjfuoK+9/0Z9vFo+nb7eX8XAt+Av4vNqxbjWtu3RnxpLfeHnKNGZNfBuzOeMJ45UL51j41ecMHjO+EKO8tf59n6d+7Y44OjrSouXdG/Mlr7avW0PrLt2YufQ3XvloGl+8n3GcK9WoyUc/LGTiN3NZ/sP33ExKKuRoby8yJpRxM/rw0ic9aV2/By7FXe+8kbijxx96klqVGlKkiCOt2rTItK73Y71YauMslbx6os9w6tVoj6OjIy1bZX4aPXLUEFJSUvj157vTZTA3du9YTf3GgZhMdpmWR0eFM/uLNxk07G1MpntrDomI2Ah6TuzJk9OfZPrK6bz3xHsUL1IcO5MdjzR7hCenP0nX97pyJuQMg9oPKuxw/7XqlK9KqjbTZNxjtHq9P/8L7EMZd59CiaV83Xa4+VXm2BYjA66kqw8uHmVYMmUgSyY/hU/F2niWq1EoseVG9TI1uXHzBhdCzwFQyacKvm7+bD22sZAjE/ez3HxzO1kaOPZi3HzOJj3BORvr5VOVUqeBn4ApuYxnkXW3D8trpumHkdGB5f/9wMgIwehCMxQIBxZZxtdIY93952XLNnOBahhdkdoCO5VSRXIZI5b31FQpVT5tgSVzojPwKHAamGYZ7yRHlq5QlYG/tNangWRLo0h+pWW7PAQszWG9ddeXaVnWTQJeJhf1QWt9BXgQGI/RwLReKRVwh83SXruJ1bKKlnoVipH5cthqXdbuP+fuFBe5q5MFcgzSd2xksERjdAnKkVJqqFJqr1Jqb+Lli7na7+AeXdkwcxobZk4j9FoUvh4ZTy98PdwJiczfYKhLN2+lS/Mmdy6YT9diwnBzyXj66eriRWRs2G22yMypSHHGPzWDBWs/58zlgu+Hm5OUuJs4lMjIfHAo4Zg+IG2a1KTU9G4+145H4uRRLPt+ElK4ce0GxXz/adLUnUXFhlHa6jiXdvYiKib3xzna8jeJiAri1IW9lPWpWuAxWivt7sG1sIynStfCw9K79KTZvGoFTdoFAlC5Zm2SbyZxPSYagMiwUKa//grDXnsbLz/bNgANfLoPa9YvYM36BYSGhuPrl/H02cfHk6sht86GSEq6yZo/N9Gpc1ubxngrpT08ibQ6zpHhYZT2yHycN/62gmbtjeNcpWYtkpNuph/nNH7lylPEyYnLF7IPiF2QrsVm+b5w9uJaHupxmqjr4VwOPUvVcvULMrz73uChT7Fh+x9s2P4HoVfD8PXPuPny9fUmJPjqLbdNSkriz9/W0rl7h/RldnZ2dOvZmWW/rLzldv/EoMGPs3bjYtZuXExYaAS+fhl1w9fXi6sht64bSUk3Wf3HRjp1yci869O3J4EdW/PCMNs3xJYq7ck1q3EtoiJDKVU658yJPdvX0LhFp0zLEhPimPHhizz8+HNUrFzLJjGGx4bjVSrj+8zTxZPwmMzfZ+ExGWXsTHaUKFqCmIQYklOT0wefPRl0kiuRVyjrUZYqvlUAY7wVgPWH1lPrAdvEby0yNgx3l4z34u7sRWRM4WaqPdmmF6smfM2qCV8TFnsN39IZmVXepTy4Gp05efxqdAQ+VnXEp5QHodG3TzDv1SiAzcf2kGJOJfJ6NPvOHaX2A1UK7D0kxERS3CXjerOYizsJsdmvN30q1qVW28fZOP9dzKlGdm7ZGs0Iv3ySlJs3SLl5g6DT+/AoY5tri/CYMDyt6rKHixcRWf7+EbHheLpk1OXiRUsQkxCdvj6gTkfWH8p4llvzgdpU9a/O4nErmTl8NmXcH+CzobYbaPdeYb5P/7tX5WVMlbpa6xFa65sYY0pkHfDAlcxdTl7WWlcBxmEM7grGOB8N8hqkUsoOeAR40zLg6Aygs1KqJBgNGpZuGW8BL1jK3pbWOlhrPUdr3QtIwchKyBWtdQrwMcZ7s16utda7tdaTMBo4bhdHH4xjeMHynsrxz7JVfsPItLhkyeDINUuWxUEyj2tyu/JJWus/LI1UH2A05ORV2pgqFYEGSqmedyh/nCx1RynlDHhjDHibmzp5S7c4Brmpr2bLv1vt92utdUOtdUOnMuVyEwpzVq6i/fOjaP/8KP7YsZM+AcaFYoOqVYiNj89x7JRbKe+bcSHdoXFDzgeF3Kb0P3M26Bg+7mXxLO2LvZ09LWp3Yu+Jzbna1t7OnpcHfMLmA7+lzwh0NySEJVDEpQgOJR1RJoVL5dLEXsw8c4F9sYzsE+dyLumD2NoXd0DZGWM5mIrYUdyneLYBbm3hYtAxvNzK4l7aFzs7exrX7sShk7k7zsWKlsTezui+VKJYKSqVrUtwmG1vnitUrc7VK5cJCwkiJTmZnRvWUL9Fq0xl3Dy9ObZvDwBBFy+QfPMmzqVKE3/9Oh+/OorHn32BKrXq2DROgO/nLqZjQD86BvRj9R+bePSx7gDUb1CL2OtxhIVl/jopVswpfZwVOzs7Ajq04uzZizaPMycVq1bj6uXLhAUHk5KczI51a2nQIvOYCe5e3hy1Os43Lcc5LDiY1BTj4jj8agjBf/+Nh7dtn4CeCzqGt1tZPCz1uHntTuzLZT12dfbEwd54DlK8aEmqPlCP4IiLNoz2/jPn63m0b96F9s278Mdvq+nTz7gcadCoHrGx1wkLzdxIUbx4sfRxVuzs7Ajs3J4zpzOeZ7Ru15Izp8/dtjHmn/huziI6tOtDh3Z9+HPVBh7tYyT71m9Q2xJvls9ecaf0cVbs7OwI7NiKs2eMHtdt27fguRFPM2jASBITbf+dXK5idcKuXiY8LIiUlGT27FhDnQZZk6YhJOgCCfGxVKxcO31ZSkoyX3wylmatutOgSaDNYjx++Thl3Mvgazk/d6zbka3Ht2Yqs+X4Fro1MJLA29dqz96zxnPNUsVLYVLG7YKvqy9l3MsQFBlEeGw45b3KU6p4KQAaV2nMxbCLNnsPaU5fOYave1m8LO+ldZ1O7DyxyeavezvzNy+n68ShdJ04lDUH/6J3U6NBsl75aly/EU947LVM5cNjr3H9RgL1ylcDoHfTDqw5vD3bfq0FXwuj+YNGcriTY1HqVajGuasF18UmMug0Jd39KFHaC5OdPeVqt+byicwJ5q4+FWj60AtsnP8uN+IzrpXio8PxLl8LZTKhTHZ4la9ps+4/J68cx9+tDD6Wv39AnY78leVa86/jm+ncwDh/t60VwP5ze9LXKaVoV7sD6w5lzDC5bOcSHp7YmT5TevD8rGe4HPE3I79+1ibxi3+vfOWqa63jlFIhSqn2WusNSilXjCyNT3Mo/jkwWCnVyfLzbqXU71rrXQBKqd7Atju8ZADGoK/pzftKqe+Bhy1dSsxW3S/qArcdHVAp1RlYr43ZZrwBNyDoDjFk9R3wCpZBdpVSvhiz+OzPZRz9gM5p48tYsl7WkcMguLmhtU5QSo3DyJLJj4kYg7LellKqPnBVax2slDIBtYHDd9jslrTWEUqpVzEyX27XGXc9MFkp9ZTWep6loe1j4HOtdaJSag/wuVLKW2t9VSnVEGNmp7x8q2c9Bj8B45VS3bTWvwMopVoD1yzjqtjcut37CGzUkN1zviQhKYkXP8kYU3nDzGm0f97oxfTmMwPp3bY1TkWKcHD+bH5cvZapPyzkmZ7daF2vDikpKUTHxTPi4+k2i9VsTmX2islMeHoWJmVi477lXAk7x+OBwzl35Th7T26mol8NXh7wCcWdnGlQrTV9AoYz+tNHaFarI9XK1aekUyna1Tfa12b+8iYXQ07d4VX/IQ3BW69QvmdFUIqoE5EkXbuBZ2NvEsMSuH4xFrfaHjiXd0GbIfVGClfWGx/roqWL4t0iYyig8ANhJF2z/QW82ZzKTysn89Ig4zhv27+c4LBz9AoYzsWg4xw6uZlyfjV4rr9xnOtUbU3PgOG89dkj+HhW4Mler6O1GaVM/LFlTqZZg2zBzt6egS+9zIdjR2I2m2nTtQf+5SuyZPZXlK9ajQYtWtP/+Rf5duoH/PnzT6AUz45/E6UUa5cuJjToCku//5al3xuDx437aAYupW3f1WP9ur9oH9CSbbuWk5h4g9Evvp2+bs36BXQM6Eex4k7MnTcNxyKOmEyK7dv2Mv97Y2rfzl3a8f4Hr+DqVpp5P37GsaOn6d/XJkMvAcZxHjR6LJNGj7RMXd2DMhUq8PO3xnFu2LI1A14YyTcfTmLVogUopRg+4Q2UUpw6fJDlP8zD3t4eZTIxeMwrOJcqZbNYwajHc1dO5jVLPd643/i+eCxgOOeDjrPv5GYq+NVgjKUe16/amkcDhvPyZ4/g51GBAV1Hg9agFL/9NY/LlmnCC9Po0aPZvXs3UVFRtG7dmhEjRvDYY48VdlisW72BwE7t2H14KwmJibw4LGPMog3b/6B98y4UK16M+YtnU6SII8pkYtuW7Xz/7Q/p5R5+tCdLf7b9eBkA69duJSCwFdv3/G6ZzvyN9HVrNy6mQ7s+FCvmxHc/fIajoyMmk4ntf+1m3nfG9K8TJ4+nSBFHFi0xnjTv23eYV8e+b7N47ezseWLQK0yf9ALanEqLtr3wK1OR5T/P4oHy1anb0Ghg2bNjDY2ad8w0sPLeHWs5c3I/cXExbNtiZAE9PextypbLOmzfP5NqTmXqsql8NuQzTCYTK3ev5HzoeYZ2HMqJKyfYenwrK3av4J2+7/DLuF+ITYhNn/mnXoV6PNvxWVLMKZjNZib/MpnYxFhIhG/XfstXw78ixZzC1airvLvo3QKNOydmcyqzVkzh/cFfYFIm1uxdzqWw8wwIHM6ZoOPsOrGZyv7VeWPAJ5RwcqZJtdYMCBzG8OmP3nnnBWDj0V20q9mEze/9QOLNG7z8fcZ8CqsmfE3XicZko2/8NN2YUtmxCJuO7WbTUaMBo1Pdlrz9+AhcS7gw54UPOHH5HE/NGMe8zcuY+tQ41rw5B6Xg5+2rORlUcOdvbTaze8UsAp9+D6VMnN23lpiwS9QJHEDklTNcObmLBl2ewb5IUdr0MzLA4mPC2Tj/Xf4+ug3vinXoMfILQBN8eh9XTu4usNispZpTmbb8Qz5+5nNMJjt+37Oci6HneabDME5eOc62E1v4fc9yXn/8PRa8vIzYxBje/iljxIY65esTFhNKyLW83vYJcXvqTuMW5DSNr2V5dYypZdOyA6ZqrX+0rPsOY8rlJZbfHwGe01oHWGbr+RBjYFczxpgUo7jNlMoYg4Du0lp/abWuJzAceB0jc6UURsbJWWCo5WZ9E5mnVI7QWgcqpT7BGJMl7Q5oqtY64+oh8/tsS+YpldNjVEqNxGhIKo/RzWQuxsw4NzC6Ig1L67qilCpnOSY1LT9vA/y11R9AKbXf8p66YMyaFJe2Tmvtr5QyY0xHnOYTwJmcp1/exK2nEz6stX4qh7/TrxizKJWz2k/WMp0xGh/Sukvtxvjb5ng3aXnthlrrCKtl6cfC8rvCyBJ5AWOq5KxTKqdNP10Go85VAzwwuos9a7XfXhjTS5ssx25kWiNXfo+BUqoqxkC2FYFkjAakF9MGV87p/d2KZ+de98YgIbnUpv7dm7mkoLzpN7ewQ8izT4OfLuwQ8uTZEbnLJriXPFTH9gPyFrSVRzcUdgh58uH0toUdQp4tnHiwsEPIM88SZQs7hDyxL1qqsEPIs4Vrbp8xcC8au6B9YYeQJ+72yXcudI85HmX7GQkL0ruuToUdQp59k2qbTDhb2jpl370x/Vw+zH6t0311X5LmmQ9W35PH/I6ZKjk1qFiWHwdyvFLVWg/K8vsvwC+Wn3cArXLY7DvLP+vt2lp+zHbXobVeQUZmQ/NbxNH2FstHA6NzWpdD2U0YA+Oitc4Uo9b6M4zpmdPc8qymtb6IpYuR5edss91oY8pegF3A2zmsz8t4H22tfi53izKDsvzeOxdl/iTzoLJ3iiPba1sfC8vvGrDO7c9xTkqt9WWgJ4BSqjmwQClVP63hRGu9HKNBJldxWJYPyvJ77yy/n8TIwsrRrfYrhBBCCCGEEOLf796fqkKIHGittwMP3LGgEEIIIYQQQghhI9KoYmEZ8yXrLEUXtNYPF0Y89xvL2DZZZ1B6Umt9d6ZxEUIIIYQQQggh7jJpVLHQWq8GVhd2HPerLNMlCyGEEEIIIYS4B6Xew9MT349yPUaHEEIIIYQQQgghhMggjSpCCCGEEEIIIYQQ+SCNKkIIIYQQQgghhBD5IGOqCCGEEEIIIYQQ/xGpSsZUKUiSqSKEEEIIIYQQQgiRD9KoIoQQQgghhBBCCJEP0v1HCCGEEEIIIYT4j5AplQuWZKoIIYQQQgghhBBC5IM0qgghhBBCCCGEEELkgzSqCCGEEEIIIYQQQuSDjKkihBBCCCGEEEL8R8iYKgVLMlWEEEIIIYQQQggh8kEaVYQQQgghhBBCCCHyQbr/CCGEEEIIIYQQ/xGp6MIO4V9FGlWEuEvW93i7sEPIk59ChhZ2CHnW+b0hhR1CnqVUfaCwQ8iTP+Z0KOwQ8mzl0Q2FHUKeNfAsXdgh5Ilnq56FHUKeeZYoW9gh5FlY3KXCDiFPriXHF3YIeVbTu0lhh5BndYc6FHYIedLI5FjYIeRZf9fihR1CnrwyO6iwQ8iz5AZlCjsEIfJNuv8IIYQQQgghhBBC5IM0qgghhBBCCCGEEELkg3T/EUIIIYQQQggh/iNkSuWCJZkqQgghhBBCCCGEEPkgjSpCCCGEEEIIIYQQ+SCNKkIIIYQQQgghhBD5IGOqCCGEEEIIIYQQ/xGp6MIO4V9FMlWEEEIIIYQQQggh8kEaVYQQQgghhBBCCCHyQbr/CCGEEEIIIYQQ/xEypXLBkkwVIYQQQgghhBBCiHyQRhUhhBBCCCGEEEKIfJBGFSGEEEIIIYQQQoh8kDFVhBBCCCGEEEKI/wiZUrlgSaaKEEIIIYQQQgghRD5Io4oQQgghhBBCCCFEPkj3HyGEEEIIIYQQ4j9Cuv8ULGlUsaKU8gamA42AaCAUeElrfVop9RIwGfDSWsdYyhcDvgFqA8qyTWetdZxSKk5rXcJq34OAhlrrF+4Qw0HgpNa6r9Wy74A2QCzgBOwEXtNaX1FKbQQma61XW5V/CXhQaz1cKeUOhAAjtNZfWpW5COzTWj9i+f1RoLvWepDl9y7Ae0AxIAnYoLUeo5R6GxgChFuF3VZrHZ3De2kLLAcuWBZFaK0Ds+zDEXhPa70gy3uNsWyToLVubln3EPCuZZsU4G2t9RLLuk3AWK31Xsvv5YDftNY1c4gDS9l1SikNfKK1HmPZbixQQmv9tuX3p4BXAG15zR+B0oC91nqcpcwDwEagfk7H4Z8oUbYkvi39waSIOh5J+P7QTOtLVXXFp7kvyfHJAEQejiDqRCQOJR14oEsFUKBMisjD4Vw7FlmQoeWoSuVmdO86BpPJxJ59y9m85ftM68uVq0f3rqPx9qrEwsUTOHpsQ/q6zh1f4MEHWwKwYeNsjhxda/N4c/Lu+2NpH9CCxMQbjHrxbY4eOZWtzA8/fYaXlzt29nbs3nmQ18ZPwWw239U4J44YQkDTBiTeSGLk5E85cuZ8tjLjnxnAY53aUapkcSp06ZtpXc+2LRg7qB9aa46fu8Dw9z+xabzvvjeG9gHNjeP60rvZjmtRpyJ8/fUkHijnT2qqmbVrtjLpg5kA+Pl788knb+DqVoro6FhGvvAWISFhNo334M4dzPv0E8xmM+2696TXkwMzrY+4epVZE98hPi4Os9lMv2HPUa9ZC84eP8a3H04CQGvNo4OH0KhNW5vGau3TTz+la9euJCQkMGjQIA4cOHDLssuXL6dChQrUqlUrfdkLL7zA888/T2pqKr///jvjxo2zabwTR1rqcVISIyd9ypHTOdTj/w3gsc7tKFWiOBU6Z6nH7Vow9mlLPT57geHv2bYeA0yc+g6BHduRmJjIiGfHcOTQ0WxlFi6dh5e3J3b29uzavptxo17HbDbz9fczqVS5AgDOLs7ExsTSvnkXm8d8K+PHj2fTpk24ubnx22+/FVoc1nb8tY3pkz8iNTWVno88zFP/ezrT+pDgYCa+8Q7R16JwdnHh7cnv4+ntlb4+Pi6Ofr0epXX7toyd8Opdi/u9SeNpH9jK+I57YQJHDp/IVubHxV/i6eWBvb0du3bs57VX3sdsNvPy+Bfo1KU92mwmIuIaL70wgdCr4Tm8im00qNKcZ7u/jMlkYvWeZfy8eW6m9TXL1Wdo97GU967M5IXj2XZ03V2LLU2lyk3p0m00ymRi/94V/LVlXqb1zVr0o37DXpjNKSTER7Ps1/eJib4KwICB0/EvU5NLfx/ip/lj7lrMPpXr07D7EJTJxNk9azm+ZUmm9VVb9KJSo46YU1NJSohl5y+fEh9t/N3rdR6E74ONUEoRcvYg+377+q7E/O7El2kf0NKoxyPf4uiRk9nK/LDgc+MayM6O3bsO8NqrkzGbzXTvEcjosc9SuUp5unV+ksOHsn8GbGHis0MIbGScR0Z88ilHzuVwHnlqAH0CjPNI+UcyziPDHu5J/04dSU1NJSImhpemz+BK2N377Il/D+n+Y6GUUsBSYJPWuqLWugEwHkg7U/cD9gC9rTZ7EQjVWtfSWtcEngGS/0EM1QA7oJVSqniW1S9rresADwIHgA1KKUdgAdA3S9m+luUAj2E0wvTL4SUbKKWq5xBHTeBzYIDWujrQEDhrVWSa1rqu1b/o27ytrVblArPuA+gFfKWUcsjyXtO2SWtQqQN8BPTSWlcFegBTlFINbvPat4qjrtY67YogCehtaXzKehy6AC8BHbXWtYCmGI097wMPWf5eAJ8CbxR0gwoKfFuX4cJv5zjz0wlcKpemSOmi2YrFnInm7KJTnF10iqgTRsNJSnwK55ac5uyiU5xbchqP+l7YF7NtG6pSJnr2eIW5815k2md9qFOrI54e5TOViY6+ypJf3uHQ4dWZlj9YpQW+vlWZMbM/X3w5iNYtB1CkSNaPgO21D2hB+QplaNnsYcaNncikKeNzLDds6Hg6BDxB+zaP4+pWmu49AnMsZysBTRpQ3t+Hpv2HMfbjmXw4aniO5dbs2E3nYWOzLS/v58PI/o/S44VxtHl6BG98Ptum8bZv39w4rs0fYdzLk5g0Oecb9S9n/UibVn3o1GEAjRrXoV37ZgC8+eaLLPl5FR0C+jP9k9mMf+05m8ZrTk1l7idTGffRdD76YSHb163hyoXMF2lLv59D0/aBTJ47n5Fvv8ecj6cCUKZCRSZ++x2Tv/uBVz/+lG+nTiY1JcWm8abp0qULlStXpnLlygwdOpRZs2bdsuzDDz9MXFxcpmVt27alV69e1KlTh5o1a/LRRx/ZNN6AppZ6/MQwxk6dyYejb1GPt++m87M51GN/Sz1+bhxtBo7gjRm2rccAAR3bUaFiOZrUac2YEa/y4fSJOZb731PP0a5ZZ1o3CsTN3ZWevbsBMHTg87Rv3oX2zbvw+/I/+H3FnzaP+XZ69+7Nt99+W6gxWEtNTeXj96fwyawZLFjxC2tX/cmFLDdIMz6aTpee3flh6WIGDx/CrOkzMq3/esYs6jaofzfDpn1gK8pXKEuLRl15ZfTbTProjRzLPfvMGDq0eYR2LR7Czb00PXp1AmDW53MJbN2bDm0fZd2azYwam/NnwRZMysRzPV/lzbkvMGzaI7Sp05kynhUylQmLDuGTJW+x6VDh1FelTHTr8TI/fP8SMz/tS63aHfHIcn0REnyar78YyKwZAzh+dAMdO2U8w9y29Qd+XfL2XY+5Uc9hbPzubX6b/jzl6rTG2bNMpjJRIef5Y+ZoVs0YyaWj26jX2WhAdC9bFY8HqrHqsxH8/ukLuPlXxrN8TZvH3D6gBeXLl6Vl016MG/s+kz68xTXQkHF0aN+X9m0eM66BehrXQCdPnmPI4LHs3LHf5rGmCWjYgAp+PjT53zDGfDaTD1+4xXlk1246vZT9PHLk3AU6vjiats+/yG9/befNwYNsHLG4G5RSnZVSp5RSZ5VS2VrXlVKjlVLHlVKHlVLrLQ/I/xFpVMnQDki2zubQWh/SWm9VSlUESgCvk7lxwgcIsip/Smud9A9i6AfMB9ZgNDZkow3TgKtAF2AJ0M3SwJKWoeELbLXa5xjATynln2V3HwMTcniZV4CJWuuTltdM1Vrf+ur8H9BanwESMLI/bmcs8IHW+oJluwvABxjv7Z9IAb4GRuWwbjxGRkuw5TWTtNbfaK0TLeVnKqW6AiW11j/+wziyKeZZjJsxSSTH3kSbNTFnonAu75KrbbVZo81GWp8yKVCqoMPLpox/DSIjLxMVFURqagqHjqylWrU2mcpER4dwNfQsWmdOOfT0LM/Fiwcwm1NJTr5BSOgZqlRuZvOYs+rUqQ1LFq8CYP/+o7g4l8TT0y1bubi4eADs7e1wdLSHu5xC2blFY35evRGAfcdP41yiOJ6u2T9C+46fJuxaVLblA7p3ZO6yVcRY3kdEdEy2MgWpU+fWLPn59sf1RmIS27fvAyA5OYUjR07i4+MJQOUq5dm2bQ8A27btpWOn1jaN9+yJ43j7++Pl54e9gwPNAjuw968tmcoopUiMN45fQnw8pd2NdtkiRYtiZ280YCbfvGnkMN4lvXr1Yt484+ntrl27KFWqFN7e3tnKFS9enNGjR/P+++9nWj58+HAmT57MzZs3AQgPt+3Tus4tc6jHbreox5G3qMdL7149BujSvSOLF/xixLXnAC4uznh6eWYrF3fdaLCyt7fHwcERncNXRM/e3fn15+U2jfdOGjVqhItL7s4rd8PxI0fxL+uPXxl/HBwcCOzSiS0bNmUqc/HceRo2bgRAg8aN2LJxc/q6k8eOcy0ykibNm97NsOnUpR1LFq0AYP/ew7i4lMTTK9uzGuKup5077HF0cEg/F6YtB3Aq5oS+i+eUKmVqEhx5matRQaSkprDl0GqaVWubqUxYdAgXr57BrO9uRmYaP//qXLt2haioYFJTUzh6eC1Vq2U+D1y8sI/kZOMS/PLlozi7ZHwuL5zfy82khLsas5t/Za5HhhAXFYo5NYW/D2+hTLUmmcqEnj9CqiXmiEunKOZiOS9qjcneEZOdPSZ7B0wmO27ERds85k6d27LkZyNjbf++I5ZzdQ71OM6qHjs6pF8CnT1zgXPn/rZ5nNa6NG3M4vWW88ip07gUL45n6RzOI6dOExaV/Tyy7fAREpOMc97ek6fwdc9+zSfuL0opO2Amxn1ydaBfDkkEBzB6kNTGuJf+8J++rjSqZKgJ7LvFur7AQoyGigeVUmnZK3OAcUqpHUqp95VSla22cVJKHUz7h9Ft5U4et7zOAnLOLLG2H6iqtb4G7MaoOGmxLtZaa6VUGcBHa70bWGzZv7XFQH2lVKUsy293LABGWb23jXeIs5VV2WwNOEqp+sAZrbV1Lv9Uq23SGitq5BDTXowPS25Yx3HQ0lCWZibQXymV9crylsdBa70KiAK+B2zy2Ny+hCPJcTfTf0+Ou4lDcYds5ZwrlqLS41Up26kcDiUy1juUcKDS41WpOrAm4ftDSUmw7dNyZ2cPYmIyuifFxobi4uyRq22vXj1D5crNcHAoQrFiLlQs3xAXF687b1jAvH08CA6+mv57SEgo3j7Zb5gAflwwg0NH1xIXl8BvK9ffrRAB8PFwIyg8Iv33kPAIfDxyfyFQsYwvFfx9WTljMqu++JB2jevZIsx03t6eBAdn1I2QkLBbHlcAZ+cSdOjQir+2Gg0px4+doUvXdgB06dqWkiVLULq07W4Eo8LDcPPMqH9uHp5EZWlgeGTwEP5a8yfPP9ydD8eOYtBLGe27Z48dZeyAvrwy8An+N/bV9EYWW/Pz8+Py5cvpv1+5cgU/P79s5d577z0+/vhjEhIy32RUqVKFVq1asXPnTjZt2kTDhg1tGq+PuxtBYVnqcR4uaCuW8aVCGV9WzpzMqlm2r8cA3j7eBF8JSf89OPgqPr7ZG64AFi2bz/ELB4iLi2Pl0t8zrWvaojHhYRFcOHfRluHed8LDwvG0agj09PIkPCxzV79KD1Zh0zqj6+jmdRtIiI8nJjoas9nMZ1OnMWJsTs9IbMvbx4vgoIxzR3BwKN4+OZ/Dfvr5Kw6f2kxcXDy/rViTvnzchJHsPbyO3o92Y+qkz20ecxo3Z08irM7dEbGhuLnk7tx9tzg7e2a6voiJDaPkbWKs37AnZ07vuBuh3ZKTixsJMRnfbwkxkTg53/r7rWLDDgSfNi45Iy6fIvT8EXqP/57e478n5MwBYsOv2Dxmbx9PgoOynqtzPs4/LpzJoWPrjHq88u53B0vj7e5GsNX1UHBE3s4j1vp36sD6vbe7/fl3SUXfl/9yoTFwVmt9Xmt9E+PeOlOygtZ6o9Y67SJoJ5A18SDPpFEld/oBC7XWZuAXjC41aK0PAhWAqYArsMeqS0iidXcT4M3bvYBSqiHGmCOXgPVAPaWU6+02sfrZuguQddefxzEaTsCoUFkbalItseec33dr1t1/2t2hrHW3G+s86VFKqWPALiBr/rR195/+uYwpp0+Z9bKs3X/OpRfSOhaYB4zM5WulmQns0VpnH3TDQik1VCm1Vym1d8lfv+Rx93d2/UIMp+Yd4+yik8RduY5/QEb2WnJcMmcXneTUD8coXdUVe6d7dwilM2d3cer0NoYNnUPfPhO5dPkI+i6PUZJX/fuNoH6dzjg6OtKiZaPCDidP7O3sqODvy8MvTWDYux/x8dgXcC5x97tb5cTOzo6Zs95nzuxFXLoUDMB7735K02b1Wb1mPk2b1SckOJTU1NRCjXP7ujW07tKNmUt/45WPpvHF+2+nj6tTqUZNPvphIRO/mcvyH77nZtI/SWAsWHXq1KFixYosW7Ys2zp7e3tcXV1p2rQpL7/8MosXL86+g3tIej0eaanHr9w79Rjg8YeepFalhhQp4kirNi0yrev9WC+WFnKWyv1qxNhRHNi7j6ce7ceBvfvx8PLEZLLjl4WLad66RabxVe5FTzz2LPWqt8OxiCMtW2dkLkyZ+BkNawfy65LfGfy/Jwoxwvtb7Tqd8fWtxratPxR2KLlWrm5b3PwqcXzLrwCUcPXBxcOfpVOeZunkQXhVrI1Hudw+Q7w7+vd9nvq1O96X10A5ebRdG+pUrsTMJUsLOxTxz/kBl61+v2JZdivPAH/80xe9d++y7r5jwKNZFyqlagGVgbXGsCs4Ygx4+jmA1joO+BX4VSllBroC+RmZqR9Q1TKALIAz8AjGQLg5qYfR+ALGIKzTLFkfxbTWac2s/QBvpVRaw4SvUqqypctNmvkYjSrWI+0dAxoAh/LxPnJrmtb6I6VUT2C2Uqqi1vrGbcofzyGmBhjZKgCRZO5C5ApEkHvTMbJ/rEdnSzsOG3LaADBb/t2S1vprjO5FHJl5IE/5vClxN3Eo4Zj+u0MJx/QBadOkJmXcWF47Hol3s+zfGSkJKdy4doNiviWIPRedlxDyJDY2PFN2ibOzFzGxue8+sGnzXDZZBsd7/LH3iIi8OymkA59+jP79HwLg4MHj+Pp6k1bNfHy8uHqbAVGTkm6yZvVmOnVuw9Ytu2wa59MPdWVA9w5GnCfP4ueRkZLr4+FOSHjuByIODo9k//HTpKSmculqGOcvB1HBz4eDp87eeeNcGjjo0Yzjeug4vr4ZdcPHx/OWx/XDqeO5cP4y336zMH1ZaGgEQ54xxmEpVsyJbl3bERsbl+P2BaG0hyeRYRlP6yLDwyjtkflp3cbfVjD+408BqFKzFslJN7keE41L6Yy2cL9y5Sni5MTlC+epWLUatvDcc88xZMgQAPbs2UOZMhl99v39/QkKCspUvlmzZjRs2JALFy5gb2+Pp6cnGzdupF27dly5coVff/01fV9msxl3d3ciIvLyVXp7Tz+cpR57ZqnHEfmsxyGWeuzvw8GTBVePAQYPfYoBg4xnEgf2HcbX3yd9na+vNyFW2W1ZJSUl8edva+ncvQObNxq9cu3s7OjWszOBLbsVaJz/Bh6eHoRdzTieYaFheHh6Zisz+dOPAUhISGDjuvWUdC7J0UNHOLTvAL8s/JnEhESSk5MpVqwYz43K6/OS3Bn0TF/6P2lcNh48cBRfv4wMG19fL66GhN5qU5KSbrL6j4106tKOLZsyZ1Qs/fk35i+axUdTZtok7qwiY8Nwtzp3uzt7ERlzbw3UGRsblun6wsXZk+s5xFihYiNatx3E3G+Hk5qa7yEOC0RiTCTFXDK+34q5uJEYm/37zbtiHWq27cPab8ZjTjUyisvUaErE5VOk3DQui4NP78OjTFXCLx4v8DgHPt2H/gMeBuDgwWP4+mU9V9+6LiQl3WTNn5vo1Lmtza+BrA3u3pUBnYzzyIEzZ/G1uh7ydc/beQSgdd06vPT4Yzw0bgI379IYaCL/lFJDgaFWi7623G/lZ18DMMYObXOnsncimSoZNgBFLH8oAJRStYHPMGaZKWf554vROPGAUqqFUqq0pawjRleUPN8JKqVMQB+gVtrrYKQpZesCpAwjMcZz+RPSG3Y2YnRHSptFpwrGLDZ+VvuclHWfWutkYBqZxxSZCrxm2QdKKZNSalhe31duaK1XYDSMDLxD0Y+A8ZYxY9LGjnnJEivAJmCAZcBhLPu7U9ck6ziuYWT1PGO1eBJGVyRvy2s6KqX+l9t9/lMJYQkUcSmCQ0lHlEnhUrk0sRczjxlgPfisczkXkqKME7B9cQeUnXEoTEXsKO5TPH2drVwJOo67W1lKl/bFzs6eOrU6cOLkljtviDGgWzEnozuHt1clvL0rc+bs3TlBfz/3ZzoG9qdjYH9W/7mJR/t0BaB+/ZrEXo8jLCzzyblYMaf08UDs7OwICGzB2bMXbR7n3GWrCPjfKAL+N4o//trJY52MJLEG1atwPT4+x7FTbuWPv3bSvK4x6J2rS0kqlPHj79vcAOTH998toWOHAXTsMIDVf2zm0cduf1wBXhk3jJLOJXjrzcwzuJR2dSHtoz1i5CAWLlxZoLFmVbFqNa5evkxYcDApycnsWLeWBi0y99939/Lm6D6je1LQxQvcvHkT51KlCQsOTh+YNvxqCMF//42Ht0+21ygoX3zxBfXq1aNevXosW7aMp556CoAmTZoQExPD1auZb/i//PJL/Pz8KF++PC1btuT06dO0a2fUpWXLlqX/XLlyZRwdHQu0QQVg7tJVBDwzioBnRvHH1hzqcQ5jp9zKH1t30rxelnocXLD1GGDO1/PSB5f947fV9On3iBFzo3rExl4nLDRzA2Hx4sXSx1mxs7MjsHN7zpxOT46kdbuWnDl97raNMf9V1WrW4PKlywRfCSI5OZl1f6ymVbssY3NFRaVnhc37Zg7dHzayut+ZMpFl61axdM3vjBj7El16drNZgwrAd7MX0qHto3Ro+yh/rtrAo4/3BKB+w9rExsYRFpr5s1OsuFP6OCt2dnYEdmjN2TPGpITlK5RNL9epa/v05XfD6SvH8HUvi1dpX+zt7GldpxM7T2y6a6+fG8FBJ3B1K0Op0j7Y2dlTs3YHTma5vvD2qUKPXq/y0w8vEx+f++8RW4kMOkNJd1+Kl/bCZGfPA7Vbc+XE7kxlSvtUoPFDz7N5/nskxWdc3yVEh+NZvibKZEKZ7PAqX5OY8MtZX6JAfD93MR0D+tExoB+r/9jEo491B6B+g1qWc3WWelzMKX2cFTs7OwI6tLor10DW5vy2ivYjRtF+xCj+2LGTPgGW88iDVYiNj89x7JRbqVmhPB+NGM6T704kIsb243KJf05r/bXWuqHVv6wNKkGA9ajQ/liNgZpGKRWIMbZoz384JiogmSrpLGOQPAxMV0qNA24AF4G2QNahpJdidLMJAWZZbuRNwO8Y3YPyqhUQlDYgqsUWoLpSKu1qfKpS6g2MKY53Au0s/cTSLLCKC4zGk6w5bL8Ai8g+vstsjEF4AdBaH7ZMy7xAGdNGa8B6rsVRlpa9NA9prS/m5o3ewrvAT0qptKycqUqp163WN9ZaH7T8XVYqpYoA5TCOQVrXm6+BqsAhyzTJe8ncramVZWybNO9ry3TMVj4G0oeL11qvsoyfs87yN9YYDVd3h4bgrVco37MiKEXUiUiSrt3As7E3iWEJXL8Yi1ttD5zLu6DNkHojhSvrjTa9oqWL4t0iI2sl/EAYSdds26hiNqey4rcPGTzwM5TJjr37VhAWdp7AgGcJCjrBiZNb8PerzoAnPsTJyZlqVVsS2P5Zps94HDs7e4YOMb4Tk5LiWfzzm5jNd797x/p122gf0IJtO5eRmHiD0S+9k75uzbof6RjYn2LFnJg77xMcHR0xmUxs37aX+d8XfNeu21m3cx8BTRqy68cvSUxK4sUpGbNfrP92GgH/M9pI33h2IL0DW+NUpAgHfp7Nj7+v5aPvFrJx9wHaNqzHlu8+x2xO5d0vvyMq9rrN4l2/fhvtA5qzbcevxnEd9V76ujVrf6BjhwH4+Hjy4kuDOXPmAqvXzAdg7tyfWfDTcpo3a8D4155Da9i58wATXvvH44ndlp29PYNGj2XS6JGYzWbadutBmQoV+PnbryhftRoNW7ZmwAsj+ebDSaxatAClFMMnvIFSilOHD7L8h3nY29ujTCYGj3kF51KlbBpvmlWrVtG1a1fOnj1LQkICTz+dMRXtgQMHqFfv9mOOzJkzhzlz5nDkyBFu3rzJwIF3auv+Z9bt3EdAs4bsWmCpx5Os6vHsaQQ8Y6nHwyz1uGgRDiyx1OO5lnrcqB5b5lnq8Re2rccA61ZvILBTO3Yf3kpCYiIvWs2utWH7H7Rv3oVixYsxf/FsihRxRJlMbNuyne+/zeiK8PCjPVn68wqbxplbo0ePZvfu3URFRdG6dWtGjBjBY489Vmjx2NvbM+a1cbz07POYU810f7gnFSpV5OvPZ1GtRnVatWvD/j37mDV9Bkop6jaoz9jX7960ybeyfu0WAjq0YvveP0hMTGTUiIzZf9ZuWkKHto9SrFgxvvvxc8u5Q7H9r93Mm2t0sXvtzVFUrFQOs1kTdDmYcWNzMwxfwTCbU5m1YgrvD/4CkzKxZu9yLoWdZ0DgcM4EHWfXic1U9q/OGwM+oYSTM02qtWZA4DCGT8+W3G3TGFet/IgnB32GSZk4sH8l4WEXaBcwlOCgE5w6uZWOnUfgWKQYffp9AEBM9FUW/PAyAIOHfIW7xwM4Ojox+pWVLP/1fc7Z+MGNNpvZu+JL2j/9DkqZOLdvHTFhl6gd2J/IK2cIOrmbel2exr5IUVr2M+pwQkw4m+e/z6Wj2/GqWIduIz8HNMGn9xN0co9N4wVYv+4v2ge0ZNuu5ca5+sW309etWb+AjgH9KFbcibnzpuFYxFKPt+1l/vfG5XTnLu14/4NXcHUrzbwfP+PY0dP07/u8TWNet2cfgY0asnv2lyQkJfHitIzzyIYZ02g/wjiPvDl4IL3bGtdDB+fN5sfVa5n640LefuZpihd1Yvb4VwC4Eh7BU+/mPKvbv02quruTLNxFe4DKSqnyGI0pfYFMfSqVUvWAr4DOWcb1zDeVdRYOIe4HSqnJQBOgU5bGpXtWXrv/FLafQobeudA9Zt6399UhBiCl6u26ed577E+F3LnQPWbl4TV3LnSPaeB5pwnR7i2erXoWdgh5pvcfKOwQ8iws7lJhh5An15Lj71zoHlPTu8mdC91j6g7NPoj9vayRyfHOhe4xVfStB1e/F70yO9uD+XtecoMydy50jwlbtfwuzvFXsMa/3uj+u2gGJr2/547H3DI763TADpijtZ6olHoX2Ku1XqGUWgfUwkiQALiktf5HFzKSqSLuS1rrwn80JYQQQgghhBDinmGZpXVVlmVvWv0cWNCvKY0qd5llWuGsubU/Z5kZ576ilOoETMmy+ILW+uHCiEcIIYQQQgghRM5yOT2xyCVpVLnLLI0n920DSk601quB1YUdhxBCCCGEEEIIcTfJ7D9CCCGEEEIIIYQQ+SCNKkIIIYQQQgghhBD5IN1/hBBCCCGEEEKI/wgZU6VgSaaKEEIIIYQQQgghRD5Io4oQQgghhBBCCCFEPkj3HyGEEEIIIYQQ4j9Cuv8ULMlUEUIIIYQQQgghhMgHaVQRQgghhBBCCCGEyAdpVBFCCCGEEEIIIYTIBxlTRQghhBBCCCGE+I9ILewA/mUkU0UIIYQQQgghhBAiH6RRRQghhBBCCCGEECIfpFFFCCGEEEIIIYQQIh9kTBUhhBBCCCGEEOI/IhVd2CH8q0imihBCCCGEEEIIIUQ+SKaKEHeJMt9f42zfxFzYIeRdcefCjiDPdNHCjiCPSpQo7AjyzN6usCPIOxfH0oUdQp5op8KOIO/si5Yq7BDy7FpyfGGHkCeuDsULO4Q8M5UoVdgh5JmzKa6wQ8gTP33/nauLUaywQ8gT5XT/natNLimFHYIQ+SaNKkIIIYQQQgghxH9EqvT+KVDS/UcIIYQQQgghhBAiH6RRRQghhBBCCCGEECIfpFFFCCGEEEIIIYQQIh9kTBUhhBBCCCGEEOI/QqZULliSqSKEEEIIIYQQQgiRD9KoIoQQQgghhBBCCJEP0qgihBBCCCGEEEIIkQ8ypooQQgghhBBCCPEfkVrYAfzLSKaKEEIIIYQQQgghRD5Io4oQQgghhBBCCCFEPkj3HyGEEEIIIYQQ4j9Cuv8ULMlUEUIIIYQQQgghhMgHaVQRQgghhBBCCCGEyAdpVBFCCCGEEEIIIYTIBxlTRQghhBBCCCGE+I+QMVUKlmSqCCGEEEIIIYQQQuSDZKrcZ5RS3sB0oBEQDYQCL2mtTyulXgImA15a6xhL+WLAN0BtQFm26ay1jlNKxWmtS1jtexDQUGv9wh1iOAic1Fr3tVr2HdAGiAWcgJ3Aa1rrK0qpjcBkrfVqq/IvAQ9qrYcrpdyBEGCE1vpLqzIXgX1a60csvz8KdNdaD7L83gV4DygGJAEbtNZjlFJvA0OAcKuw22qto7O8j07AFMuvlYAgIBE4DMwBlgMXgKLAb1rrsZbtRgM1tdaDLb/3B57QWne73XHLjxJlnfFpXRYURB2PIGLf1UzrS1V1w7ulP8lxyQBcOxxG1PEIHEo6UrZrRVAKZVJEHg4j6mh4Ti9RoB6s3IyHuo7FZLJj175lbNjyXab1FcrVo1fXsfh4VeKHxa9x+Nj69HXdO42kWpWWKGXi9LldLPt9qs3jTfPumyNo37YJiYk3GPXKFI4eO5NpfdGiRfj687d5oKwvqalm1m7YzqSp3wDQ55FOvD5uGFdDIwCYO38pCxavsnnME4cPIbBRAxKTkhjx8accOXs+W5nxAwfQJ7AdpUoUp/zD6R9XBnbtzNM9umA2m4m/cYMxn37B6UuXbRrvu2+8QPs2lmM87kOOHs/hGM94iwfK+JJqNrN2ww4mfWQ5xr078fq4Z62O8TIW/GzbY3xgxw7mTv8Ec6qZgJ49efipgZnWh1+9ysz33iH+ehxms5n+zz1H/eYtCAsJ5qW+ffF9oCwAVWrUZOi4V20a661M+WQSHTp3IDEhkef+9zyHDh6+ZdkFv/zIA+XL0bx+i7sYoaUeN25A4o3b1ONBVvX4ob7Z1ndv2Yw5b7xKhxfGcOjMWZvH/N4H42gf2MqoyyPe4MjhE9nK/LhoFp5e7tjb27Fr535ee+UDzGYzb7w9mg6d2nDzZjJ/X7zMqBFvEht73Wax7vhrG9Mnf0Rqaio9H3mYp/73dKb1IcHBTHzjHaKvReHs4sLbk9/H09srfX18XBz9ej1K6/ZtGTuhcOqxtfHjx7Np0ybc3Nz47bffCjucTN59+0Xat2tm1IuxH3D06OlM64sWLcJXs97jgbJ+pJrNrFu3jUlTjEuet94YQfNm9QFwciqKm1spatTuYrNY61RuzsBur2AymdiwdykrtszNtL5qufoM7PYyZb0q89miV9l1bB0A7qV8GNP/E5QyYWeyZ/XOBazbvcRmcVrzr9yQ5t2fQ5lMnNzzB4e2LMq0vlaLR6jaqAvm1FRuJMSw+ZePiIsOA6C4iwdteo+huIsHoPnjuwnERYfelbjTeFauQ+3ug1AmE3/v2cDpLcszrS/XOJAKTTuhzWZSb97gwLKvuR4WdFdjBHj3rZG0b9eUxMQkRo2dxNFjOdTjL97lgQeM66F167czacpXALz1xgs0b1YPAKeiRXFzL0WN2gV+aQzA+wOfJaBuQxJvJvHirGkcuXguW5na5Svx6bBRFHV0ZP3Bvbz+vRHnVyPHUdHHHwCX4sWJiY8ncPwIWteqy4S+T+Nob8/NlBTe/Wk2247d+rwphDVpVLmPKKUUsBT4Pq1BQylVB/ACTgP9gD1AbyDtDPkiEKq1rmUp/yCQ/A9iqAbYAa2UUsW11vFWq1/WWi+xxPkSsEEpVRNYAPQFVluV7Qu8Yvn5MYxGmH7Al2TWQClVXWt9PEscNYHPgW5a65NKKTtgqFWRaVrrj273XiyNPKst+9sEjNVa77X83hbYqrXurpRyAg4opZZqrbcBnwF7lVItgGPA+0DA7V4rXxT4ti3LhWWnSYlLpsLj1bh+PpqkqBuZisWciSJk86VMy1Likzn/80m0WWNyMFHpiRpcvxBNSny+//R3DleZ6N3jVb6a+xwxsaG8NGw+x05sJjT8QnqZqOirLPzlLdq2fDLTtuXK1KZc2Tp89Llxw/TCkNlULN+Acxf22SzeNO3bNqF8OT9ath9A/brVmPTuKHo88ly2cl9+u4jtOw/i4GDPovkf065NYzZu3g3Ait838vo7n9k81jQBjRpQwdeHJoOH0aBqFT58YThdXno5W7k1u3Yze+Xv7Jo9K9PyXzZt5vtVfwLQqWlj3h06mL6vv2OzeNu3aUL5B/xoGfik5Ri/RI9Hn89W7stvF7N9l+UYf/8R7Vo3ZuOWtGO8idffvTvHODU1ldkfT+WNT2fg6unJ+MGDaNiqFWXKV0gv88t3c2gWEEin3o9w+cJ5Jo0ezRdLjQYJb38/Ppr3w12J9VY6dA6kQqWK1K/ekIaNG/LxjI8JbNUhx7I9enUnLi4+x3W2FNCoARX8fGjytKUejxhOlxdzqMc7dzN7xe/smjMr27riTk4MeagHe0+cuhsh0z6wJeUrPECLxt2p36A2k6a+TvdO/bOVe/aZsenH9Ju5n9CjV0eWL/2TLZt28MF7n5KamsqEN19ixEvPMPHd6TaJNTU1lY/fn8Kn33yBp7cXgx8fQKt2bShfMaMez/hoOl16dqdbrx7s3bWbWdNn8Nbk99PXfz1jFnUb1LdJfPnRu3dvBgwYwLhx4wo7lEzat2tK+fJlaNmmL/Xr1WDS+2Pp8dDQbOW++noB23ccwMHBnoU/fUq7tk3ZuGkn77w3I73M04MeoUaNKjaLVSkTg3uMZ+LcYUTGhvLB8B/Zd2IzQeEZDZqR0VeZteRNurd6KtO2UdfDeePLp0hJTaaIoxMfjfyFfSc2E3Xdtg9tlDLRsucIfp8zjvjYCB5+7nP+PrmD6LCMa5+IkLP8OvN5UpOTqNakO006D2H9wokAtHtsHAc2/UTQ2f3YOxZFa23TeHN4A9TpOZhtcyaSGBtJu+cmEXJyb6ZGkyuHtnFxt9F45V21AbW6PsX27ybd1TDbt21K+fL+tGz7BPXrVWfSxNH0eGhYtnJffbMwox7/OI12bZuwcdMu3nnv8/QyTw/sTY0alW0SZ0DdhlTw9qXZqCHUr/QgU555nq5vjM5Wbsrg5xjzzWfsP3uKn8a9Q/s6DdhwaB/PfjYlvczbA54hNiEBgGvXY3nqo3cIjbpGVf8HWDD+Xeo9PzDbfv8tpPtPwZLuP/eXdkCydTaH1vqQ1nqrUqoiUAJ4HaNxIo0PRgZGWvlTWuukfxBDP2A+sAbolVMBbZgGXAW6AEuAbkopRwClVDnAF9hqtc8xgJ9Syj/L7j4GJuTwMq8AE7XWJy2vmaq1zn7FXQC01onAQcDP8nsK8BwwE/gQmKO1zv549R9y8ipOUnQSybE30WZNzOlrlKxQKncxmzXabFw0KDtl5CjZWFn/GkRGXuZaVBCpqSkcOLKGGtXaZioTFR1CSOjZbBc0Go29fRHs7Bywt3fEzs6e63GRtg8a6BTYgiVL1wCw/+AJXJyL4+nhmqnMjRtJbN95EIDk5BSOHDuDj7fHXYkvJ12aNWbx+o0A7Dt5GpcSxfF0LZ2t3L6Tpwm7FpVteVxCYvrPxYoWsfkFZqfA5ixZthawHOOSJXI+xrsOApZjfLzwjvHZ48fx9vfHy88PBwcHWgR2YO+WLZnKKBSJ8cZNc0JcPKXd3Qsj1Fvq2qMrC39YCMDe3XtxKeWMl1UGQprixYvz3IvP8dGkj+92iEY9XmdVj4vnrR4DvDrwCWYs/oWkmzdtGmuaTl3asWTxSgD27zuMi0tJPL2y/+3TGlTs7e1xdHRI/4xt3rSD1FTjUnbf3sP4+Gb/mxSU40eO4l/WH78y/jg4OBDYpRNbNmzKVObiufM0bNwIgAaNG7Fl4+b0dSePHedaZCRNmje1WYx51ahRI1xcXAo7jGw6dmjFkl+Mhur9B47h7FwCT0+3TGVu3Ehi+44DgPEdd/To6Ry/43r1DGT58rU2i7WSf02uXrtMmOVcvf3wahpmOVeHRwdzKfRMtnNDamoKKanGwxkHO0eMZ2i25+H/IDGRwVyPuoo5NYVzhzdRrlrzTGVCzh8iNdm4vA27dMKSlQKlPMtiMtkRdHY/ACk3b6SXu1tc/SsRHxlKQlQYOjWVK4e341OtUaYyKUkZ52V7R9ufl3PSsWNLlvxqPP/cf+A4ziVL4Olxh3p8i+uhXj0DWb5ifbblBaFTg6Ys3rrBiPPsKZyLFcezVOZzh2ep0pRwKsb+s0aD++KtG+jcsFm2ffVo2oql243vvaMXzxMadQ2Ak1f+pqhjERztJf9A5I40qtxfagK3enTfF1iI0VDxoFIq7UptDjBOKbVDKfW+Usq62dhJKXUw7R/wbi5ieNzyOgvI3HiTk/1AVa31NWA3RgNLWqyLtdZaKVUG8NFa7wYWW/ZvbTFQXylVKcvy2x0LgFFW723jHd/VbSilSgOVgfS7Kq31duAEEIjRsFLgHIo7khyXcaOQEncThxKO2co5VyxFpX7VKdOlAg4lHDK2L+FApX7VeXBQbSL2XbVplgqAi7Mn0TEZ6bQxsaG4OOfupvjvy0c4d2Evb49bzVvjVnPqzA7Cwi/aKNLMvL3cCQ4OS/895GoE3t63vkF2LlmcDu2b8df2/enLunZuzdrfv+Xrz9/G18f2DQHebm4Eh0ek/x4cHoGPm9tttshucI+u7J7zJW8+M4jXZn1T0CFm4u3lTnCI9TEOxzuHG9E06cd4h9Ux7tSKtSu/4esZb+Fr48aWa+FhuHlm3Oy6enoSGZ75SWyf/w1hy59/8mzP7kwaM4rBY8akrwsLDublp57kzeHDOHHwgE1jvRUfXx+CrmQ8BQ0OCsbH1ydbuQlvv8bM6TNJTEy4m+EB4O2epR5H5K0e16pUAT8Pd9bttn1GWxpvH0+CgzK6YQYHh+Lt45lj2Z8Wz+LwyU3ExcXz24rsN8n9+j/MhvV/2SzW8LBwPL2903/39PIkPCwsU5lKD1Zh0zrj5mTzug0kxMcTEx2N2Wzms6nTGDF2lM3i+zfx9s56Hgm7/XeccwkCA1vw17bMddfPz4syZXzYZnV+KWiuzp5ExmTU4Wuxobi65FyHc+Lm4sWUEYuZ+cqfrNjync2zVACKu7gTH5PxOvExERR3vvXxrdqwC5dPG1mOLm7+JN2Io0P/t+j9wiyadB6CUnf39qeoiyuJMRkPihJjIinqnL0BuXzTjnQY8yk1Ovfn8G/f3cUIDdmvh8Jvfz3kXILAgOZ3vR77uLoRHJlRH0KuReDj6patTMi1jGMeEpm9TNOqNYiIiebC1eBsr9G9cQuOXDjHzZSUAo5e/FtJo8q/Rz9godbaDPyC0aUGrfVBoAIwFXAF9li68AAkaq3rpv0D3rzdCyilGgIRWutLwHqgnlLK9XabWP2c1gUIy/8XWH5+HKPhBIzGmqwNNamW2MffLrYcTLN6b+3yuG2aVkqpQxiZPqu11ulXIUqpEkBDwAG45R2eUmqoUmqvUmrvz9t+zWcYt3b9YjSnvzvC2QXHibsUi19g+fR1yXHJnF1wnNPzj1Kqmjt2Tvdua7ubqz+eHuV5d2oX3v2wM5UqNKL8A3ULO6xs7OxMzPz0DeZ8/yuXLocAsHb9Dpq26UeHbv9jy7Z9TJ9a+OMO5MaclatoPHgY783+ntH9+hR2OOns7EzMnPY6c+YtzTjGG3bQtN0TdOgxxDjGHxb+Mf5r7RradevGVyt+Y/zH05jxztuYzWZKu7kza9kKps6bz8AXX+TTt94kIT6usMPNUa3aNSlfoRy/rfi9sEPJM6UU7w4dzFtfz71z4ULyRJ/h1KvRHkdHR1q2apxp3chRQ0hJSeHXnwv32I8YO4oDe/fx1KP9OLB3Px5enphMdvyycDHNW7fINL6KKBh2dnbMnPE2c+b+zKXLmW/mevUIZNWqTZjN5kKK7s4iY0IZN6MPL33Sk9b1e+BS/HaXgXdfpboBuPtV4dCWnwEw2dnhU64WO1d9xdIvnsfZ1Ycq9TsWcpQ5u7BzDWs/fpFjq3+iarvehR3ObdnZ2THzszeZ890v6efqNL16BNzz9Rjg4eZt0rNUrD3oX5bXn3ial7+dkcNWQuTs3r3LEjk5BjyadaFSqhZGJsVaSyqmI8YAq58DaK3jgF+BX5VSZqArRpZFXvUDqloGkAVwBh7BGAg3J/UwGl/AGPR1mlKqPlBMa53WrN0P8LYM9grgq5SqrLW2HsVyPkajylGrZceABsChfLyP3EobU6U8sFMptdjSSAXwDvADxkDB07A0YmWltf4a+Brg6Iy9ecrlTI7PnJliXyJz5gpA6o2MHpFRxyPwbpG195QxvkpSZCLFfUsSey7nFPqCEBMbRimXjAtwF2cvYmJz9wSrVvV2/H35CDdvGumvJ89sp1yZ2lz4+6AtQmXggIfo/7gxeNrBIyfx9fVMz3vy8Xbn6tWIHLf7cOJYLlwM4tvvfklfFhUdm/7zT4t+Z8K47P3oC8LgHl0Z0NkYE+PA6bP4emQ8PfL1cCckMn/dpZZu3sqHI4YZHe0K0MD+vTKO8eFT+Fo9zffx9kgfdDarD98fw4W/b3OMF69iwiu2OcZpXD08iQzLyLq6FhaGm0fmttMNK1cwYdqnADxYqxbJN29yPToaF1dXHByNz23FqtXw8vMn5NJlKlarhq39b9gzDBxsjIGwf+8B/Pz90tf5+vkSEpz5wrdR00bUrV+Xw6cOYmdvj4enO7+tWUH3jj1tFuPgHl0Z0OUW9dg99/W4hJMTVcs9wNIPjfE/PF1LM/+dCTz51sQCH6x20ODH6f/kIwAcPHgMX7+M7A9fXy+uhoTdalOSkm6y+o+NdOrSji2bdwLQp29PAju25vHeQwo0zqw8PD0Iu5qRkRAWGoaHp2e2MpM/NT78CQkJbFy3npLOJTl66AiH9h3gl4U/k5iQSHJyMsWKFeO5USNtGvP9ZOBTvXmibw8ADh0+YZxHLHy8PW/5HTdl8itcuHCZ2XN+zrauZ88AJrzxiW0CtrgWG4abS0YddnX24lrMrevwrURdD+dy6FmqlqufPpCtrcTHRKR35wFL5kps9uPrV7Ee9do+wcpvxmC2dFOKj4kgIuQc16OMz8LF49vxLFuNU/v+tGnM1m7EXMPJJSNLwsnFjRuxt74eu3J4O3V7/e9uhMbAJx/miX7dATh06GSWeuxxy+uhKZPGcuHClZzrcY/2THhjeoHG+XSHbvRv3xmAg+dP4+uWUR98XN0zZaUAhFyLzJSZ4uOWuYydyUTXxs3p+NqLmbbzcXVjzujXGfHFx/wdlnlyiH+b1Lvfw+xfTTJV7i8bgCJKqfQ7CqVUbYyBU9/WWpez/PPFaJx4QCnVwtJ9BcuYJtWBv/P6wsrIlewD1Ep7HYwxVbJ1AVKGkRjjufwJ6Q07GzG6Iy2wlKsClNBa+1ntc1LWfWqtkzEaLqzzkKcCr1n2gVLKpJTKPppWAdBaX8CYVWmc5bVqAd0wZg76GiinlMp5BMh/IDE0niKliuLg7IgyKVyquHL9QnSmMvbFMrr7lCxfKn0QW/viDsZYKoCpiB3FfEqQFJ15gNuCdjnoOO5uZXAt7YudnT31anXk2MnsTwByEh19lYrl62My2WEy2VOxXP1MA9wWtO9/WEbHHkPo2GMIq9ds49GHjadW9etWI/Z6PGHh17Jt88rowZQsWZy3rAZiAzKNDdIxsDlnz17KummBmLNyFe2fH0X750fxx46d9AkwErAaVK1CbHz8LcecyEl5q24gHRo35HxQyG1K58/3Py6nY8+hdOw5lNXr/uLRh4yPyG2P8SjLMX5/ZqblmY5xQHPOnrPNMU5TqVo1Qi5fJjQ4mOTkZLatW0vDVq0zlXH38ubI3j0AXLl4geSbN3EuXZqYqKj0MTNCg4IIuXwZT19fm8ab5tsvZ9OqcRtaNW7D7yt/p+8AIzmwYeOGxMbEEno182wXc76eS7XyNaj9YF26tO/C2TPnbNqgApZ6/Nwo2j83ij+276RPoFU9Tsh9Pb6ekEC1Pk/ScOBQGg4cyr4Tp2zSoALw3ZxFdGjXhw7t+vDnqg082se4ka7foDaxsdcJy3LzXKy4U/o4K3Z2dgR2bMXZM8b3Wdv2LXhuxNMMGjCSxETbfidXq1mDy5cuE3wliOTkZNb9sZpW7dpkKhMdFZX+NHneN3Po/rAxVNo7UyaybN0qlq75nRFjX6JLz27SoJLF9/N+pVPXp+nU9Wn+XLOVRx8xbvjq16vB9etxhIVlbyB8eewQnEsW560cBjavWLEsLs4l2bfvaLZ1Belc0DG83criYTlXN6/diX25PFe7OnviYF8EgOJFS1L1gXoER1y0YbSG8KBTuLj7UbK0NyY7eyrWbsvfJ3ZkKuPmU5FWD73E6vlvciM+OmPbK6coUrQ4RYsbY/H4VqxLVFieL4P/kaigc5Rw96ZYaQ+UnR3+tZsTcmJvpjLF3TIaurwfrEdcRMGfl3Py/fyldOr6DJ26PmPU496dAKhfrzrXr8cTFp5DPR7zP5xLluCtd7NnclSsWBYXl5Ls21+w9Xju2t8JHD+CwPEj+HPvTvq0am/EWelBrifEExad+dwRFh1FXGIC9Ss9CECfVu1ZvW9n+vrWtepxNvhKpoYW52LF+eGVt5m44Dv2nM7Ps2fxXyaZKvcRyxgkDwPTlVLjgBvARaAtMDxL8aUY3WxCgFmWGXlMwO8Y3YPyqhUQpLW2zlXdAlRXSqXdoU1VSr2BMcXxTqCd1to6tWKBVVxgNJ4szfI6vwCLyD6+y2yMQXgB0FoftkzLvMAybbQGrOdXHKWUGmD1+0Na64u5eaO38CUw1pK1MgsYpbW+AaCUGg7MU0rVzfJ+/xkNwZsvUa5nFZQJoo5HknTtBp5NfEkMi+f6hRjc6nhSsnwptNak3kjhyrqLABRxdcKnpT8aow9WxIGrJEUm3u7V/jGzOZVff/uQoQM/R5ns2L1vOaFh5+kUMIwrQcc5dnILZfyqM+iJj3BycqZ61VZ0av8sU2f04dCx9VSq2IixLyxCozl1ZjvHT22984sWgPWbdtK+bRO2bfiBxBtJjB6XMSr8mpXf0LHHEHy83Xnx+Sc5c/ZvVq/4GsiYOnnwwN50DGhBamoq0TGxvPTKZJvHvG73PgIbNWT3nC9JSErixU8yLmw2zJxG++eN9sc3nxlI77atcSpShIPzZ/Pj6rVM/WEhz/TsRut6dUhJSSE6Lp4RH0+3abzrN+2ifZsmbFv/A4mJNxj9asYwRGtWfE3HnkONY/zcAM6c+5vVy41pD9OmTh78VG86BjQnNcVyjK3+RrZgZ2/PM2PGMvGlkZjNZtp170GZChVY+PVXVKxWjUatWvPUyJF8NWkSvy9cAErx/OtvoJTixMEDLPrma+zs7TEpE0NfGUfJQhhYc80fa+nQuQMHTuwjISGR54e8kL5u6+7NtGrc5jZb3x3p9XiupR5/bFWPv5hG++es6nE7Sz3+YTY//mnU48Kwfu1WAgJbsX3P78bUuSPfSF+3duNiOrTrQ7FiTnz3w2c4OjpiMpnY/tdu5n1nPM2dOHk8RYo4smiJUcf37TvMq2Pfz/G1/il7e3vGvDaOl559HnOqme4P96RCpYp8/fksqtWoTqt2bdi/Zx+zps9AKUXdBvUZ+3rhd627ndGjR7N7926ioqJo3bo1I0aM4LHHckwUvas2bNhB+3bN+GvLIm4k3mD02A/S161eNZdOXZ/Gx9uDF0cM5MzZi/z5+xwAvpv3CwsWGpcuvXoEsmKlbQb2tGY2pzJ35WReGzQLkzKxcf9yroSd47GA4ZwPOs6+k5up4FeDMf0/obiTM/WrtubRgOG8/Nkj+HlUYEDX0aA1KMVvf83jcqjtpzHXZjPbVnxOl6cnYVImTu1bTVTY3zQIHEjEldP8fXIHTboMxb6IE4H9jM9kfEwYq+e/idZmdv7xNd0Gf4hSivCgM5zcs8rmMWeN/9CKObR4+jVQJv7et4nrYVeoFvgYUVfOc/XkPio064RnxVqYU1NJvhHPviVf3NUYATZs3GnU480LuJGYxOiXM2YfWr1qNp26PmOpx09x5uzf/Pn7twB89/2vLFhkdGXs1SOAFSs32DTOdQf2EFC3ITunf0tiUhIvfTUtY92kGQSOHwHAq3O/sEypXIQNB/ey/mBGQ9ZDzVpn6/ozuFN3ynv5Mrp3P0b3Np7v9p30OhGxMTZ9P+LfQRXG6NJC/BfltftPYZsb+mxhh5BnCxc4F3YIeZZc+f6K2eHc9cIOIc/+2FXw4xnZWmufCncudA9xbNuqsEPIM/t9tsuGs5WjITvuXOge4upQvLBDyDP/B1oWdgh51nLAvTlu062014U3e15+eXBvjR1zJyN+ujuZLgUppVnJwg4hz64u+P3uTIFlA4+9Vve+ui9J8/MHB+/JYy6ZKkIIIYQQQgghxH9E6p2LiDyQRhWRjVJqAtkHXv1Zaz2xMOIpCEqpThhjoFi7oLV+uDDiEUIIIYQQQghx/5NGFZGNpfHkvm1AyYnWejWwurDjEEIIIYQQQgjx7yGNKkIIIYQQQgghxH+EdP8pWDKlshBCCCGEEEIIIUQ+SKOKEEIIIYQQQgghRD5Io4oQQgghhBBCCCFEPsiYKkIIIYQQQgghxH+EubAD+JeRTBUhhBBCCCGEEEKIfJBGFSGEEEIIIYQQQoh8kO4/QgghhBBCCCHEf0SqVoUdwr+KZKoIIYQQQgghhBBC5IM0qgghhBBCCCGEEELkgzSqCCGEEEIIIYQQQuSDjKkihBBCCCGEEEL8R6QWdgD/MpKpIoQQQgghhBBCCJEP0qgihBBCCCGEEEIIkQ/S/UeIu2TAhRcKO4Q86VLs/mtzXbV7aWGHkGcJO3Vhh5AnqZUdCjuEPOtar3Nhh5Bn6y5dKOwQ8iR1V0phh5BnSf5FCjuEPKvp3aSwQ8gTU4lShR1Cnl35+6/CDiHPZk0IKOwQ8qQyVQo7hDx7LXl3YYeQJy/3L1bYIeTZPoIKOwQh8k0aVYQQQgghhBBCiP8Is1aFHcK/yv33KFoIIYQQQgghhBDiHiCNKkIIIYQQQgghhBD5IN1/hBBCCCGEEEKI/wiZUrlgSaaKEEIIIYQQQgghRD5Io4oQQgghhBBCCCFEPkijihBCCCGEEEIIIUQ+yJgqQgghhBBCCCHEf4RMqVywJFNFCCGEEEIIIYQQIh+kUUUIIYQQQgghhBAiH6T7jxBCCCGEEEII8R8hUyoXLMlUEUIIIYQQQgghhMgHaVQRQgghhBBCCCGEyAdpVBFCCCGEEEIIIYTIBxlTRQghhBBCCCGE+I+QKZULlmSqCCGEEEIIIYQQQuSDNKr8n737jm+q+v84/jpJB4XSvWnZZVOG7L1BpoogCio4EBQcOBD9ucU9cX4dgApOVJYDEGTvWUbLHt17L9rk/P5IaJsyW5sW9PN8PPqgyT03eTec3Nx87rnnCiGEEEIIIYQQQlSAnP4jxFWmW7MuPHHDIxgMBn7dupR5a76xWe5odOTl256jeUhTMnIymfn1/xGbFle8PMDDn19mfsenK77g67Xf4uTgxNxpn+Do4ISDwchf+9bwyYov7JK9SWhXhg99FIPBwI5dS1i3/iub5fXrt2P40BkE+Dfm+x+f5sDBNcXLhgyaRtOmPQBY8/eX7D+wyi4Zy9q7dQvz3nsHs8lM/xEjueGOO22WJ8fH89HLL5CTlY3ZbOa2qffTvlt3m+WPjB/HmLvvYeRtE6okc3jEFr5d/C5ms5leXUYyvP8d57XZvvcvFq/4AlDUDQplyu0vFi/Ly8/hqdfH0b5Vb24f/Zjd8+7ftZnvPn8LbTbRc+ANDB0zyWb595+/TeT+nQCcLcgnMyOVD79fB0BKYhzzP3iJtOQEUIqHn5uDj3+Q3TMDvPj8Q/Tr25W8vHweeewVDhw4YrO8Rg1n/vfJS9SrWweT2cxff23i1dc/BeC5Z6bTrWt7AFxcauDt7UHLsOvtmnffti18M+dtzGYzfYaNYuSEMn05IZ5PX3mB3OwszCYz4+57gLZdu7N/xza+/99HFBUW4uDoyG1Tp9Pyuo52zQoQHrmVBUvfw2w20bvTCEb0O78fb9u3ml9XfolSipDAxtw//gWS0+J4/6tZaLPGZC5iYPeb6df1RrvnBTiwdzPff/0WZrOJnn1v4PpRtn35h6/fJvJQSV/OykxlzpfrOHPqMAvnvkpebg4Gg4FhN95Nx66DqiQzwEuvzqLfgJ6WvjztafaHR5zXZuGPn+Ln74uDg5FtW3bz1BMvYzabeXzWNAZf3w9tNpOcnMrD054mIT7JrnmvtffepcyaNYu1a9fi7e3N8uXLqy1HaSGhHekx7AGUwUDEzt/Zs/57m+Vh3W+meYehaLOJvJx0/v7lTbLTEwG476WVpCacBCA7PZE/FjxTJZm9QlsQOvxmMBiI27GJM+tt9xGCOvWgTpdelu3C2QIOL/6W3MT44uXO7p50evgZTq3+jaiNq+2Ws0vTrjw88lGMBgNLty/hm79t94McjY48O+4FmgU3IyM3g/9b8BTx1n24RoGNmTl6FrWcXdHazF1z7uRs0VnevWcO3rW9MRoc2HdyD2/9+gZmba707PVCO9F72HSUwcDBnb+xc/23NsvbdR9Lyw7DivvFql9eJys9oXi5k3NNJjz0FSciNrJ22fuVnu9CWod2Y8KwJzAYDKzb+SvL18+zWd60fnvGD3ucEP9QPv7hSXYc/Kt42fyXdhGVcAyAlPQ43lvwcJVkFv9OUlT5j1NKmYD9WPpCBHAn4Acs11q3KtXueSBba/2WUmo+0BvIABQwQ2u92tquE/AW4A/kAruAB4GxQAet9bRSj7kWeExrvdN6uy2wB7hea/1nqXZPA7dhuaS6GbhPa73Nun4gkGdtekxrfbNSqinwP8ADcAY2aK0nX+BvHwy8br3ZGIixPlY4MBdYApwEalhfj8es680AWmmt77LeHg/cprUedrnX+3IMysCsmx5jyqcPkpCRyMJH5rHu4AZOJJwqbnNj55Fk5mUy8pUxDG47gIeGP8DMb/6vePmjox5iU8SW4ttni85y78fTyDubh4PByLzpn7Excgv7Tx/8p3FtKGVg5Ign+HLeNDIzE3hgyldERKwnMelkcZv09HgW/fwCPXvYFh+aNulOUFAzPvhoPEajI5Pv/h9Hjm6moCCnUjOWZTaZ+PKtN/m/9z/A28+PWXdPpEPPngQ3aFjc5uf5c+nabwCDbhpN9MkTvProDNr/UlJU+WrOe7Tr0tWuOW0ym01888tbPD5lDl7ufrzw7iTatexJnYAGxW3ik86wfPXXPD39M2rVdCMzK9XmMX754380bdiuavKaTCz89DUefeljPL39eWnG7bTt3JuguiWv8bh7Hy3+ffWy7zl94nDx7S/ffY5hY++iZbsu5OflolTVnAPcr28XGjQIoUfvcbRv15JXX36METectxnhf599x+Yte3B0dOD7b9+nb58u/L12Ky+89EFxm0kTR9OyZRO75jWbTMx/9w1mvfMhXr5+PDP5Ttr36Elw/ZLXefHXc+nStz8DbriZ6FMnePOJR3i/6xJqu3vw2Gtv4+njS9SJ47z+2IN8+Mtv9s1rNvH1r2/xxOT38XL347k5d9O+ZU/q+Jfux1EsW/M1zzzwqaUfZ1v6sUdtH56d9hmODk7kF+Ty1NsTaNeiB57uvnbP/O2813jkKUtfnv307bS5rjdBwSWv8S13lOrLf35P1ClLX3ZyrsFdU1/EP7Au6alJvPz0eFqGdaVmrdp2zQzQb0BPGjSsS/eOQ2nfIYxX33qG4YNuO6/dfXc/SnaWZZv7+fx3GTFqMEt+/YNPPpzHm69+CMDdk8fzyGNTefKxF89bv9LyXmPvvcu56aabmDBhAjNnzqzWHOcoZaDniAdZNu8JcjKTGD31Y05FbCEt6XRxm+TYY/z88VSKCgto2WkEXQdPZtUPLwNgKjzLTx/eV9WhaTJyLHvnfkBBZjod7n+C5Mj9NkWThH07id2+EQDvZq1pPHQ04fM/Kl7eeNhoUo9U7n5PWQZl4NEbn+Chz6aRmJHA3Ae/YsPB9ZxKLNkPGtFpFFl5mYx5/SYGtBnIA0On88zCpzAajDx/64u88N1zHIs7iltNd4pMRQA8/c0scq37Q6/c8Tr9wvrz177KPfCklIE+Ix7m13mPkp2ZxLip/+NExCZSS/WLpNijfP/xZIoKC2jdaRQ9Bk/hjx9eKF7eZcDdxJ4Kr9Rcl8t8x4hZvDFvCqmZCbwwdSG7I9YRm3SiuE1KejyfL3qW63ueX7Q/W1jAMx/eUmV5rzYyp0rlktN/RJ7Wuq21gHIWmHKF6z2utW4LPAx8CqCU8gd+AmZqrZtqrdsBfwJXutd4K7DR+i/Wx+wKDAfaa63DgAFAVKl1xlvzt9Va32y9bw7wrvW+5sAHXIDWesW5dYGdpR7r3JZ3g3VZO2C4UurcN+k5QHulVHellAfwMjD9Cv/GS2pVtwVRydHEpMZSZCpixZ5V9GnVy6ZNn1Y9WbbjdwD+Cv+bTqEdipf1bdWL2NRYjiectFkn76yl7uRgdMDB6IDWlZHWVkhwS1JSokhLi8FkKmLf/lU0b97bpk16ehzxCcfQZQL4+TXg1Kk9mM0mCgvziUs4SpNQ+xcqjh06REBwMP516uDg6Ei3AQPZsWG9TRulFLk5lp2Z3OwcPH18ipdtX7cOv6AgmyKMvZ04cwh/n2D8vOvg4OBI53YD2XPANvO6rUvo3300tWq6AeBW26t42amoSDKyUmnZtFPV5D16EL/AEHwDgnFwdKRTr0Hs2bb2ou23rV9B516DAYg9cwKTqYiW7boAUMOlJs41XKoiNoMG9mTRz5ba7u49B3Fzc8XPz9umTX5+AZu37AGgsLCIAweOEBhw/hf7USMHsGSJfUdeHY84iH+dYPyCLH25S/9B7NpYpi+jyLP25bzsbDy9LX25fpOmePpYcgc3aMjZggIKz561b94zh/Ar1Y+7tB3A7oMbbNqs3baUAd1K9WNXSz92cHDE0cEJgMKiQsz22KBdwMljB/ENCMHXPxgHB0c6dh3E3p1rL9p+x+YVdOpm6csBgfXwD6wLgIeXL7XdvMjKTKuK2Ay+vi+LflgKwO6d4bi718bP3+e8ducKKg4ODjg5OhZvp8/dD+BS0wWNfV/va+29dzkdO3bE3d29WjOU5hfcjIzUGLLS4jCbijgW/jf1m3ezaRN7ci9FhQUAJERFUMvOBcvLcQuuT15KEvlpKWiTiYTwXfg0D7NpYyrIL/7d6ORE6R0dn+Zh5KemkJMYhz21qNuS6OQoYlNjKDIV8dfeVfRqabsf1LNlL37fZSla/71/DR1CLaMCOzXpzLG4YxyLOwpAZm5G8WiUcwUVo8GIo9HRLu9A/+DmZKTGkGntF0fC19CweQ+bNtEn9xT3i/ioQ7iW6hd+QU2o6erJ6aM77JDuwhoFtyIxNYok637n1vAVtG/ex6ZNcnosUQlHz9vvFKKySVFFlLYBy4iN8tgC1LH+/gDwlda6eJiE1nqR1jrhgmuWoiyHn8cAE4GBSqka1kWBQLLWusD6eMla69jLPFwgEF0qw/4r/FsuSGudB+zF+ndqrYuA+4GPgDeAuVrrExd9gHLwc/cl3jrEFiAhPRG/MjszljaWl9RkNpGdn41HLXdcnFyY2O92Pl3x5XmPa1AGfnj0a9a8+Adbj2znwJnKP1rj5uZLRkbJf3VmZgLuble2IxYff5TQ0K44OjpTs6Y7jRp0wN3dv9IzlpWalIi3f8nzePv6kZpkO6x9zN33smHFn0wZNZxXH3uEu2ZYjkTn5+ayZMHXjLnrHrvnLC0tIwkvD7/i254efqRl2GaOT4oiPukML8+5lxffu5tw68gls9nMd0vfZ9zIB6ssb3pKIl4+Ja+xp7c/6SkXPnUgOTGO5IQYmodZdjLjY05Ts1ZtPnrlMZ5/6DZ+nPseZpOpSnIHBPgQG1vyXoyLTyTgAl9Ez3Fzc2XAgO5s3LTL5v46dfwJCQlk0+bddssKkJqchLdfyevs5etHWpm+fNOke9m48k+mjR7OG088wp0Pn3/q1/Z1a6jfpCmOTk52zZuWmYS3R6m87r7n9+PkM8QnRfHSh/fxwgf3Eh65tXhZSnoCT799O4/MvoHhfSbYfZQKQHpaIl7eZfpy2oX7ckpSHMlJMTRrdf5pVCePHaCoqBBf/2C7ZS0tINCf2JiSI/qxsQkEBF54+/rtT/8j/PA6srNzWL50ZfH9M59+kJ3hf3HTzcOKR63YLe819t671tRy8yGn1HstJzOJWu4Xf32bdbieM0e2F982Ojgx+v6Puem+D6jfvPtF16tMzu4e5GeUFCELMtJxdvM4r12dLr3o8ujzNBpyI0eX/2TJ6+RM3d4DObXmd7vn9HXzJbHU6TCJGQn4ltk2+br7kVBmH869pjt1feqhtebde+Yw/6FvGN/ndpv13r1nDr8/t5Lcghz+Dq/805dc3XzIyih532VnJuF6iX7RssNQTh3ZZrmhFD2vv5+Nf3xS6bkuxdPNj5SMkm1bamYCnu5+l1jDlqODEy/cv5Bn7/ua9s372iOi+A+RoooAQCnlAFyP5VSg8hgCLLb+3grL6T4Xc4tSau+5H6BDqWXdgJNa6+PAWuDcqTQrgRCl1BGl1MdKKduSPyws9ZhvWu97F1ijlPpDKfWIdTRJhSmlPIFQoPiwr9Z6M5bTpQZgKaxUuymD72Hhuu+LR6WUZtZmbnn7Dga/MJJWdVvQKKDqRlZciaPHtnH4yCamTJ7LuLGzORO1H22u/POFK2LTqpX0GTqMT5csZ9Zb7/LBi89jNpv58cvPGTbuVmrUrFndEc9jNptISIrmyQc+YertLzH/p1fJyctizaafadO8m01R5mqyff0Krus+AIPRCFj+jqOH9jD2rod55p2vSYqPYdPqZdWc8nxGo5GPPnieufN+4kyUbc131IgB/P77WsxXQX/esnoFva4fzoc/L+eJN97l45eft8kVffI433/6IXc/NqsaU5YwmU0kJEcxa+pH3D/+BeYueo2cvCwAvD38mf3oN7w580c27vqdjDKnuFW37VtW0L7TAAwGo8396WlJfPnxs0yc8jwGw9W3C3bbmPto16IvTs5O9OjVufj+12fPoUPYAH5Z9Bt33XP+qUPV5Vp5712rQtsMwC+oCXs3/Fh834K3buPnj+9n1Y+v0H3Y/bh5BVZjQlsxW9ez9e3nOb5iMfX6DgGgfv+hRG36G9PZgmpOd2lGo5E2Ddrw/LfPcN/H99C7VR86NC4pyj7yxYOMeOl6HB2cuK5xh0s8kv01bTMQv6Cm7N5gmYsnrPMNnDqyjexM+861VNlmvDWU5z4ezyc/zmL8sMfx86qaQvfVwoS6Jn+uVjKninCxFjjAMlLlSywjPS6k9Ni5N5VSrwDBwJWep/HDBeZUOedW4NxMad8DdwA/a62zlVLXAT2BvsAPSqkntdbzrW3Hn5uTpTik1vOUUiuwFHxGAfcppdqcG+1SDj2VUvuwFFTe01oXl8OVUq5YikKOgC+lRsaUppSaDEwGCO7fAO+wS3+ZTcxIIqDUF15/Dz8Syxy9tbTxJzEjCaPBiGsNV9JzMmhdryUD2/Tj4RHTqO3iilmbKSg6yw8bFxWvm5WfzY5ju+jerAvH4ytlcE2xzMwkm9Elbm7+ZJTjA3btunmsXWeZYOyWMS+RnHL6Mmv8c16+fqQklBxVSklKxMvX9qjSmuVLeeody4RrTVq3pvDsWbLS0zl26CDb/v6bhR99SE52FkoZcHJyZsjNY+ya2dPdl9RSo5nS0hPPO0rv6e5Ho3otcTA64OsdhL9vXRKSojh2ej9HTuxj9aafKTibR1FRIc7OLowd/oDd8np4+5GaXPIap6Uk4OF94VEF2zesZMKUknkHPL39CWnQFN8Ay45Ouy59OHF4Pz3tlPXOO27itnEjANgXHkFQUMl7MTDAj/iE5Auu9/prT3DyZBRfzv3pvGUjR/bn6WfesU/gUrx8fElJLHmdU5MS8SzTl9f+tpSZb84BILRVGIVnC8jKSMfd04uUxATeffoJpjz9PP517L9j6enmS0qpI7qpGUnn9WMvdz8a1W1h6cdeQQT4hpCQHEXDkBYlj+PuS52Ahhw+uZdOYf3smtnD04/UlDJ92fPCfXnH5pXcdpftHBp5udl88MZD3HjL/TQKbW3XrBPvHsf42y1nxO7dc4CgOgHFy4KC/ImPu/gA0oKCs6z4428GX9+X9Wu32Cz79aflfPPDJ7z1+kcXWbtiruX33rUmJzPZ5nSeWm6+5GSc//rWadSe6/rcxpIvZmA2FdqsD5CVFkfsyX34BIaSmWrf02oKMtKp4e5ZfNvZ3YOCzPSLtk8M30XTUeOI5BvcQurj26odjYbcgEMNF9Aac1ERMVvXVXrOpMwk/EqNwPNz9yepzD5cUkYi/h7+JGUkFu/DZeRmkJiewN4Te8jIzQBgS+RmmtZpys5jJafTnC06y4aD6+jVsjc7jm6nMmVnJlO71CgPVzdfsi/QL0IaXUenPrez6IsHMVn7RWBIS+rUDyOs8ygcnVwwGB0pLMhj08rPKjVjWWmZiXi7l2zbvNz8SSs12uZK1gdISosh8uRO6gU2IzH1grvzQlzW1XeYRFS1c3OqtNVaT9danwVSAM8y7byA0lvXx7XWTYCZWCZ1BTgIXFfeAEopIzAaeFYpdQrLHChDlFK1AbTWJq31Wq31c8A0a9tL0lrHaq3naq1HAUVYRtGU1watdRugJXC3dSLdc14AFgCzsYyMuViOz7TWHbTWHS5XUAE4GBVBXd8QgrwCcTA6MLjdQNYdsJ1nYN3BDYzoOBSAAWF92XHMUlO668MpDH35Roa+fCML1//Al399xQ8bF+FZy4PaNVwBcHZ0pkuTTpxMrPyCRXTMIXy86+LpGYTR6ECb1gOJiFx/+RWxTDZW08VyznmAf2MCAkI5emxbpWcsq1Hz5sRFR5EYG0tRYSGb/1pFhx62c9j4+AdwYKdlpyb61EkKz57FzdOTFz/5jI9+WcxHvyxm6Nhx3HjnnXYvqAA0CGlOQlIUSSmxFBUVsm3PKtq1si0ztG/Vi8hjliHvWdnpJCSdwc+7DlMmvMg7zy7h7WcWc8uI6XTvMNSuBRWABqEtSIiNIik+hqLCQravX0nbTmUHnEFc1ElyszNp1CzMZt3cnCyyrMO+I8N32ExwW9m++voXBg+dxOChk/hz5QZuHm050tm+XUuysrJJTEw5b53HH7sXt9q1eO6FOecta9SoLu5utdm164DdMp/TsFkL4qOjSIy1vM5bV6/kuu62/cLbP4ADuy19OeZcX/bwJCcri7dmPsK4+6bRtHUbu2cFaBjSnITkaJJSLf14696/aNfC9vz961r2IuK4Zd6MrJx04pOi8PWqQ2p6Imet5/Xn5GZy5GQ4gb717J65fqMWJMZHkZQYQ1FRITu2rKTNdRfoyzEnyc3JpFFoSV8uKirk43ceo2vP4VzXeYDds87/8nsG9rmZgX1u5s/f13DzLSMBaN8hjMzMbBLLFClq1nIpnmfFaDQyYGAvjh21zM3VoGHd4naDh/Yrvr8yXcvvvWtNYkwkHt51qO0ZgMHoQOOwvpyK3GzTxiewMb1HPcIfC54hLye9+H6nGq4YjI4A1KjpRkDdlqTZYX+irKyY07j4+FHD0xtlNOIfdh3JEbYDq11KFeu9m7YkN9nyhXnPZ++y9c1n2frms0Rv/pvTa1fYpaACEBF1iBCfugR6BuFgdGBA24FsOGS7H7Tx0AaGXmcZjN23dT92WYsm245spVFAY5wdnTEajLRr2J6TCSdxcXLBu7ZlTiGjwUi3Zj04nXiq0rMnxETi4R2Mm7VfNAnrx4nITTZtfAND6TfqUZYtmGXTL1b89DJz3xzLvLfGseGPT4jcu8LuBRWAEzEH8feui491v7NL2GD2RF7Z/23NGrVxsPZl15oehNZtS0xi5R5sFP8tMlJFnMc6OiROKdVPa71GKeWFZdTHha6P9iFwl/VKOh8C25VSv2mttwEopW4CNl1gvdL6A+Fa68Hn7lBKfQXcqJTaBpi11keti9oCl/wEV0oNAVZrrQuVUgGAN5Yr+1SI1vqkUuo1LAWkW5VSrbGcntQWy+S+dyulBmqt//FseCazidd+eYtPJr+PwWBgyfblHE84ydQh93IoKpJ1Bzfw67ZlzL7tOZY+9ROZuZnM/PrSlzP0cfPhpVufwWAwYlCKlftWs+HQ5f5Lys9sNrF0+RvcdecclMHIzl1LSUw8wYD+9xETE0FE5HqC67Rgwm1v4OLiRvNmPRjQ7z7e++AWjEYHJt9r+QAuKMjhx5+exWy2/9wZRgcH7prxGLMfeRCzyUzf4SMIadiQHz7/H42aNadDz17cMf1B/vfaq/z2w3egFPc//UyVXYHmgpmNDky46THe+uwhzGYzPTsNp05AQ3754zMahDSjXatetG7WhYNHtvHU6+MwKCNjR0zHtVb1TJRoNDowfsoTvPvcNMxmEz0GjKJOvUYsXvAJ9UNb0Laz5Uvp9g0r6dRzkM1razAaGXvXw7z1f1PQWlOvUXN6DaqaS+euWbOFfn27snH9D+Tn5TPjsVeKl634fR6Dh04iMMCXh6bfydFjp/jzN0ttef7XP/Pd95bLpo4aMYCly+x36c7SjA4OTHz4cV5/7EHMZjO9h44guEEjFn35Pxo0bc51PXox/oGH+OKNV/jzx29BKe6b9SxKKVb+8iMJMdH88tUX/PKV5XLrT779Ae6eXpd51n+Q1+jAHTfM4I3PH0GbTfTqNJzggIb8vOJzGgQ3o33LnrRu2pn9R7bx5Ju3YTAYGDf8AWrXcufAke18t+wDUAq0ZmjvWwkJbGS3rKUz3zbxCd57dRrabKJ7n1HUCWnEkp8+oV6DFrTtYOnLO7aspGM32768c8sqjkbuJjs7g03rLaewTZryPHXrN7V77tWr1tN/YE827/yDvLw8Hple8pmxau0iBva5mZo1azJ/4Yc4OTlhMCg2b9zO1/Msp3w89ewjNGpcH7NZExMVy0w7XvkHrr333uXMmDGD7du3k5aWRq9evZg+fTpjxti/AH8x2mxmw7IPGD7xdZQyELn7D9IST9Ox/0SSYg5zKnILXYdMxtHZhUG3PguUXDrZ068uvUc9gtYapRR71n9vc9Uge2Y+svRH2kx6AKUMxO3aQm5iHA0GDCMz+gwpkfup07U3Xo2aYTaZKMrPJWLRN3bPVZbJbOLtxW/w3r1zMBiMLN++lJMJJ7h30H1EREew8dB6lm1fwnPjXuCnmb+QmZvJMwufBiArL4vvNnzL3Ae/RqPZErmJzZGb8HT14o1J7+Dk4IhSBnYf28mvW3+p9OzabGLtsve4YeJbKGXg0O7fSU08RZf+d5EQE8nJyM30GDIFJ2cXht5queJPVnoiyxY8VelZrpTZbOLrZa/xxMRPUMrA+t1LiEk8zk39p3Iy5hB7ItfRoE5LHhr/DrVc3GjXrBc39p/KU3NGE+TXkEmj/g+tzShlYPn6uTZXDRKivJTMhvzfppTK1lq7XuD+FlgmYj03YuVNrfVC67L5WC4xvMh6ezRwv9a6v/VqPW9guSyzGcs8JI9wiUsqY5ngdpvW+tNSy0YCU4H/wzJyxQPLiJNjwGStdfIFLqmcrLUeoJR6B0vR49xU8G9qrRdc5nVYi+3lnftYbw+33naxPncP4Btgttb6D+uyDsDXQFvrSJ8LajujyzX1Zru+ZtVMCFqZxj1SvVd5qIjcrddUt8AU6ljdEcpt3MAh1R2h3BZvt+8ljSubaVtRdUcot4Jg5+qOUG7jBnap7gjlYnD1qO4I5RZ9emN1Ryi3T57uX90RyqWZblbdEcrtqcLKPd3G3sY5XX3zvV3OLjKqO0K5fT1779U7ycdldHis07W1A2q1863tV+VrLiNV/uMuVFCx3n8IyxwmF1o2scztn4Gfrb9vgQtOeTDf+lN6vT7WXydd4DmWAkutN7uVXV5m/bL3zwBmXGjZxZR9LK31WiwT5p67nUfJVY56lGm7E2iBEEIIIYQQQoj/FJlTRQghhBBCCCGEEKICZKSK+E+wzvnyepm7T2qtq2aCBiGEEEIIIYQQ/zpSVBH/CVrrFcCK6s4hhBBCCCGEENXJrK/KqUmuWXL6jxBCCCGEEEIIIUQFSFFFCCGEEEIIIYQQogLk9B8hhBBCCCGEEOI/Qk7/qVwyUkUIIYQQQgghhBCiAqSoIoQQQgghhBBCCFEBUlQRQgghhBBCCCGEqACZU0UIIYQQQgghhPiPkDlVKpeMVBFCCCGEEEIIIYSoACmqCCGEEEIIIYQQQlSAnP4jhBBCCCGEEEL8R8jpP5VLRqoIIYQQQgghhBBCVIAUVYQQQgghhBBCCCEqQIoqQgghhBBCCCGEEBUgc6oIIYQQQgghhBD/EVrmVKlUSmtd3RmE+E84OPvHa+rN9nDWa9UdodyeMnSt7gjlZlRO1R2hXFazubojlFtd7VHdEcptMQnVHaFcJhJa3RHK7fXC09Udodx8HAqrO0K5uBmuqY89AHrjXd0Rym3q7NXVHaFcDr7yc3VHKLffc96t7gjlsjCvqLojlFtnl4LqjlBu/5u955qtTLR8qPu1t4EGDr6/6ap8zeX0HyGEEEIIIYQQQogKkKKKEEIIIYQQQgghRAXInCpCCCGEEEIIIcR/hFnmVKlUMlJFCCGEEEIIIYQQogKkqCKEEEIIIYQQQghRAXL6jxBCCCGEEEII8R8hp/9ULhmpIoQQQgghhBBCCFEBUlQRQgghhBBCCCGEqAApqgghhBBCCCGEEEJUgMypIoQQQgghhBBC/EdomVOlUslIFSGEEEIIIYQQQogKkKKKEEIIIYQQQgghrnlKqSFKqcNKqWNKqScvsNxZKfWDdfk2pVT9f/qccvqPEEIIIYQQQgjxH/FvvaSyUsoIfAQMBKKBHUqppVrrQ6Wa3Q2kaa0bK6XGAa8Dt/yT55WRKkIIIYQQQgghhLjWdQKOaa1PaK3PAt8Do8q0GQV8Zf19EdBfKfWPqkxSVBFCCCGEEEIIIcS1rg4QVep2tPW+C7bRWhcBGYD3P3lSKaoIIYQQQgghhBDiqqaUmqyU2lnqZ3J1ZwKZU0UIIYQQQgghhPjPuFYvqay1/gz47BJNYoCQUreDrfddqE20UsoBcAdS/kkuKaqISqGUCgDeAzoC6UAC8DCwDzgMOAE7gbu11oVKqT7AEuBkqYd5TGv9l1LKBOwHHIEi4GvgXa212breY8DPwEPW9VpYn8ME/Km1vtAszxOBDlrraWXuP2W9P1kppYGFWusJ1mUOQBywTWs9/NxjWO8bY32I1tasAHO11nOu7BW7Mq4NAwgY1BaUIn3vSZK3RF6wXe2mdah7c3eOz11FflwaAM5+7gRdfx0GZ0fQmhNz/0KbzJUZD4AOTbpx/4jHMCgjf+z4lR/WzbdZ7mh05ImxLxFapzmZuenM/u5JEtLicDA68PCN/0eT4OaYtebjZW8SfmIXAK9M+hAvNx+MBiMHTu7hgyWvYdaVnx3AK7QFocNvBoOBuB2bOLN+lc3yoE49qNOlF9qsMZ0t4PDib8lNjC9e7uzuSaeHn+HU6t+I2rjaLhnL8gxtRqNhN6IMivid24hab/u8gZ26EdS5O1prTAUFHF38I7lJCTh7eNLh4SfJS04CIDPqNMeW/GT3vI1Du3D9sBkog4HdO5eycf3XNsu7dr+V9h1GYTYXkZuTzuJfXiYj3fIaT7jzPYJDWnHm9D6+/eZRu2c9p05oB7oMn4LBYOTwjj8IX/+jzfJW3W+iScchaJOJ/NwMNvz8DtnpiQDUcvel502PUMvdF41m5fxnyE5PsGve9qHduHf4ExgMBlbt+JVF6+fZLG9Zvz33Dnuc+gGhvPHDk2w+8FfxsucnfkTTkDAiTu/hxa8ftGvOi/EPbUub4ZNQBgMnd6zmyPrFNssbdBpIoy5D0GYzRWfz2b34f2QlRldJti5Nu/DoyEcxGAws2b6Er/+27b+ORkeeH/c8zYKbkZGbwdMLniYuLY5Az0B+ePwHziSdAeDA6QO89strAAxqO4iJ/Sai0SRnJvPst8+SkZth97/luibduG/44xgMBlbsWMxP62z7Sav67Zk8/DEaBITy2vez2FSqn1SVNqHduHOYpS+v2fkrS8v05Wb123PnsMep6x/KnB+eZNtBS0Yfj0AeHf8OShkwGhxYsfU7/tq+qEoyh4R2pMewB1AGAxE7f2fP+u9tlod1v5nmHYaizSbyctL5+5c3i7cX9720ktQEy65Qdnoifyx4pkoyX8qsWbNYu3Yt3t7eLF++vLrjAODa0J+AgW0s+0P7TpK85cgF29VuGkTd0V05Pnc1+fHpADj7uhF0ffuS/aF5a+yyP1RW/dDO9B/2EMpgIHzncravX2CzvEP3W2jdYTjabCI3J50/f3mVzPQE3Dz8uWH8KyhlwGBwYPfWRezbvsTuebs168ITNzyCwWDg161LmbfmG5vljkZHXr7tOZqHNCUjJ5OZX/8fsWlxxcsDPPz5ZeZ3fLriC75e+63d8wK0DO3G2GGWbdrGnYtZUWZ7EVq/PWOHPUYd/1C++GEWuw+WbNM83QO448Zn8XT3RwMffjWNlPQ4xDVvBxCqlGqApXgyDritTJulwJ3AFuBmYI3WWv+TJ5WiivjHrBP7/Ap8pbUeZ72vDeAPHNdat7XOxLwKGAsstK66QWs9/AIPmae1bmt9HD/gW8ANeO5cA631PGCetc0poK/WOvkf/ik5QCullIvWOg/LrNFlK5torWcDs63PnX0ua6VTisAh7Tn17TqKMvNoeNcAso7GUpCcadPM4OSAd6cm5Mak2KwbPLIz0Uu3UZCYgdHFCW3+R9uKCzIoA9NHzWTml/eTnJHAh9MWsCViHWcSS2plQzreQHZeJhPfGkWfsEHcM+QhZn/3JEM73gTA5PduwaOWJ7Mnfci0jyagteblb2eSW5ADwLMT3qRX6wGsDV9Z6flRiiYjx7J37gcUZKbT4f4nSI7cb1M0Sdi3k9jtGwHwbtaaxkNHEz7/o+LljYeNJvXIwcrPdonMjUeMZv+8TynITKfd1EdIiThAblLJl/bEfbuI274ZAK9mLWk4dBQHvrIU9fNTU9j94VtVGNfAsBGP8/W86WRmJjJ56nwOR2wgKamkj8TFHuGzj++ksLCAjp1uYtDgafz0w/8BsGnDAhydatCh441VmrnbyAf4c+4scjKTGXn/B5yJ3Ep64pniNilxx1ny0XRMhQU06zycjkPu4e/vXwGg95jH2bv2e2KP7cbBqQb/8HP6sgzKwJSRs3hm7hRSMhN45/6FbItcR1TiieI2SenxvPfzs9zY447z1v9lw1c4O9bg+k432zXnRSkDbUfezca5L5GbmUq/+18lLnKnTdEkat9GTm63FDwDm3UgbOidbJo/2+7RDMrAEzc+wbTPppGYkchXD37FhoMbOFlqGzey00iy8rIY/fpoBrYZyLSh03h64dMAxKTEMOHdCTaPaTQYmTFqBre8eQsZuRlMHzadsd3H8vmqz+3+t9w/8kme/nIqyZkJvPfAQrZG2PaTxPQ43ln0HKN7nt9PqoJSBu4aMYvZ8yx9+ZWpC9kVsY6YpJKMKenxfLLoWYaXyZiWlcQzn95BkakQZycX3nrwZ3ZFrCMtK8numXuOeJBl854gJzOJ0VM/5lTEFtKSThe3SY49xs8fT6WosICWnUbQdfBkVv3wMgCmwrP89OF9ds1YXjfddBMTJkxg5syZ1R3FQkHg4Lac+m4jRZm5NJzUj6yjcRQkZ9k0Mzg54N2x8fn7Q6M6Eb10R6n9IfsXVJQyMHDEDH6c9whZmYncPvULjkdsJCXpVHGbhNgj7P34HooKC2jb6QZ6D76fZT88R3ZWCgs/nYLJVIijkwuTHvyaYxEbycn6RwfSL8mgDMy66TGmfPogCRmJLHxkHusObuBEQkneGzuPJDMvk5GvjGFw2wE8NPwBZn7zf8XLHx31EJsittgtY1lKGbh1xJO8N28qaZkJzJq6kPCIdcSV2l6kpscxf9FzDLzANm3SzS/xx9oviDi+DWcnF8x2/qwWVUNrXaSUmgasAIxYDnofVEq9COzUWi8FvgS+UUodA1KxFF7+EZlTRVSGvkCh1vrTc3dorfdRapIgrbUJ2M75EwVdktY6EZgMTPunszJfod+BYdbfbwW+q4LnvCCXIC/OpmZTmJ6DNpvJOHSG2k2Czmvn17sVyVsi0UWm4vtcG/qTn5hBQaLlyKcp7yzY4cOiaUgrYlOiiU+NochUxNp9K+jWoo9Nm24t+rByt+VI1/oDq2nXuCMA9fwbsvf4DgDSc9LIyc+iSZ0WAMUFFaPBAQejI/b6mHMLrk9eShL5aSlok4mE8F34NA+zaWMqyC/+3ejkZPM6+jQPIz81hZzEqjuyUTu4LnmpycWZk8L34N28VZnMBbaZq1Gd4BakpkaTlhaLyVTEgfBVNGvey6bNqZO7KCy0ZI6KOoCbu1/xspMndnK2ILdKM/sGNyUzJZastHjMpiJOhK+lbvOuNm3iTuzDZM2cdCaCWu4+AHj41UUZjMQe2w1A0dn84nb2EhrciriUKBLSLO/D9eEr6Ny8j02bxPRYTsUfvWCBJ/z4dvKq+DUuzSu4MTkp8eSkJaJNRUSHbyKoeQebNkUFecW/G52c7bI9u5CWdVsSnRxNbGosRaYiVu5dSa+Wtv23d8ve/LbrNwDW7F9Dx9COl31chcLFyQWAWs61SMq07xd/gCYhrYhNiSL+XD/Zt4Ku5/WTOE7FH7XbyMDLaRzcivjUKBLTYjCZitgcvoIOZTImpcdyJuH8vmwyFVFkKgTA0ehE1ewygF9wMzJSY8hKi8NsKuJY+N/Ub97Npk3syb0UWbcDCVER1HL3rZJsFdWxY0fc3d2rO0YxlyAvzqblWPeHNBmHoqkdeoH9oV4tSN5yBF1U0n8vvD9k/8yBwc1JS40mIy0Ws6mIyPC/aNy8h02bqJN7ivtFbNRBalv7hdlUhMnal41GR5Sy/9e1VnVbEJUcTYx1W7dizyr6tLLd1vVp1ZNlO34H4K/wv+kUWrKd7tuqF7GpsRxPOElVaRDcisTUKJKt24ud4StoU2Z7kZIeR0zCUXSZbVqgb0OMBiMRx7cBUHA2j8LCfMS/g9b6d611E611I+vBcLTWz1oLKmit87XWY7TWjbXWnbTWJy79iJcnI1VEZWgF7LpUA6VUDaAzJafsAPRUSu0tdXu01vp42XW11iesI138yi6zg++BZ5VSy4EwYC7Qswqe9zyOtV0ozCr5olOYmYdLHS+bNjUCPHB0q0n2sTh8ujQtvt/JqzagqTeuF8ZazmQcPEPK1sOVntHHzZekjJJRHckZiTQLsf2C7+3mS5L1VA6z2UROfjZuNT04HneErs17sWbfn/i5+xNapzm+Hv4cjraM+nj1ro9oGtKSHYc3sWG/fYagO7t7kJ+RVny7ICMdt5D657Wr06UXId37oYwO7P3yfcDyxa5u74Hsm/shIT372yXfhTi7eVCQkV58uyAzg9ohdc9rF9i5O8Hd+2AwGtk39+Pi+2t4etH+gUcpKsjn1Ko/yDz9jz9HLsnNzY+MjJJRNBmZiQSHtLxo+/YdRnL0SNUd6bqQmu7e5GSUfMnNzUjGN6TZRds36TCE6COWAqG7dx3O5ufQf/wz1PYMIObYHnaumHveDl1l8nb3I7nU+zAlI4EmIa3t9nyVzcXdi9yMkiOweRmpeIWEnteuYZfBhHYfjsHowIYvX6iSbL5uviSUOnUrMSORlnVt+6+ve0kbk9lEdn427jUtX0iDvIL45uFvyMnP4dMVn7L35F5MZhOv//I63z76Lfln84lKjuKNX9+w+9/i7eZHcqn3YnJmAk3LbK+rm5ebHyml+nJqZgKNy9GXvd39eeKODwjwCmHhn+/ZfZQKQC03H5vtRU5mEn4hzS/avlmH6zlzZHvxbaODE6Pv/xhtMrF7/fecithk17zXIsfaLhRmltofysrDJajM/pC/dX/oeDw+XZoU3+/k5QpaU29cD4w1ncg4FE3K1gufOlSZXN18ycpILL6dlZlEYEiLi7Zv3WE4J45sK75d292P0Xe8gYdXMOv+/Niuo1QA/Nx9iU8vyZuQnkjrei0v0MZ2W+dRy52CwrNM7Hc7Uz59kDv7jrdrztI83PxIK7VNS8tMoMEVbtP8fOqSm5/FlNvewtuzDpHHt/HLijl2/ay+2piv0TlVrlYyUkXYWyNr4SQBiNNah5datkFr3bbUz3kFlapmzVcfyyiV3//p45WeofqnHZVfGAgY0Jb4v/ae/7wGAzVDfIhespWTX63BrWkdatWviprUlftz5xKSMhP5eNoCpo54jEOn92EuNSR31twHuGX2IBwdnGjb6PJHfu0pZut6tr79PMdXLKZe3yEA1O8/lKhNf2M6a99RCBUVt20TO96ZzYkVy6nXZxAAZ7My2fbGi+z+6G1O/L6E5mMnYHR2ruakJcLaDCEoqDmbNiy4fOOrRKO2/fCpE0r4esvcDcpoJKB+K7b//jlLPp5Oba9AQtsPrOaU/w4ntq5gxdvTObBiIc36jq7uOJeVnJnMyNkjuf2923lv2Xu8dNtL1HKuhdFgZHTX0dz+3u0MfWkoR+OOMrHfxOqO+6+QkpHAzA/G8vA7I+nVfgTutbwuv1IVCm0zAL+gJuzdUDJH04K3buPnj+9n1Y+v0H3Y/bh5BVZjwmtXwIAw4leHn3e/Mijr/tB2Tn69DrcmQdSqf3WNFGrRZhABQc3YsaFkHpKsjETmfzCRz9+5hZbth1Czlmc1Jry0KYPvYeG678k7m3f5xlcJo8GB0PrtWPTHu7z6yQR8PIPp1n5kdccS1zApqojKcBC47iLLjlvnHGkEXKeUKvcWSynVEMsktImXa1tJlgJvUQmn/mitP9Nad9BadxjTcUC51i3MysOxds3i245uLhRllXxgGZwdcfZ1p/6EvoQ+MAyXOt7UHdODGoGeFGblknsmGVPeWXSRiezj8dQIqPwP5OTMJHzdA4pv+7j7kZxp+9+UkpmEr4eljcFgpFYNVzJz0zGbTXy6/G2mzLmV576eQS2X2kQnn7ZZt7DoLJsPrT3vlKLKUpCRTg33ktfF2d2Dgsz0i7ZPDN+Fb4s2ALiF1KfRkBvo8viLBHfrS70+g6nTpbddcpZWkJmOs7tH8W1nN3fOZlx8gsuk/XvwbmE5cqNNJoryLEf7smOjyUtNwcXHvsW2zMxE3N39i2+7u/mRlXH+0eOGjTrSq89EvlvwWPGw5+qSm5FiMzy/prsPOZnnT9kU1KgdbfvcyqpvnsNszZyTkUxK3HGy0uLRZjNnDm3Gu05ju+ZNyUjEp9T70Nvdn5TMqtpc/nN5GanUdPcuvu3i7kVe5sWPykaFbyKoRaeqiEZSZhL+HiX918/dj6Qy/Tcpo6SN0WDEtYYrGbkZFJoKiyefjYyJJDolmrq+dWkSZDmKHpNimbJr9b7VtK5n/5FFKZmJ+JR6L/q4+ZNygfdidUrNTMS7VF/2cvMnNaP8fTktK4mohGM0q9++MuNdUE5mss32opabLzkZ528v6jRqz3V9buOPBc8Uby/OrQ+QlRZH7Ml9+ASeP0rrv64wKw9Ht1L7Q7XL7g854OzrRv3xvQi9fwgudbyoO6YbNQI8KMzKO39/yN/+BYrszCRqlzqVtbabL9kXeL/Va9SBLn3u4NcFMy/42ZeTlUJywkmC67exa97EjCQCPEry+nv4kVgmr6WN7bYuPSeD1vVa8vCIafz+f78yvtct3D3gTm7pYf85utIzE/EstU3zdPMn/Qq3aWmZCUTFHSE5LQaz2cTeiL+pG3TxEalCXI4UVURlWAM4l75OuFIqjFKXs7JOIvskMKs8D6yU8gU+BT78p7Myl8Nc4AWt9f7LtrSjvNhUnLxccXSvhTIYcG9Rl6wjscXLzQWFHH53CUc/+o2jH/1GXkwKZ37aSH5cGtkn4nH2c0c5GEEpatb1PW+C28pwOPogdbxDCPAMwsHoQJ82g9lyaJ1Nmy2H1jGovWU+4l6t+hfPo+LsWIMajjUAaN+4MyaziTOJJ6nh5IJXbcv8FAaDkc5NexJVamK3ypQVcxoXHz9qeHqjjEb8w64jOcL2v93Fu2Rn2btpS3KTLTv4ez57l61vPsvWN58levPfnF67gpittn+7fTJH4eLtSw1PL5TRiG9YO1IibSfKreHtU/y7V9MW5KVYdtoda9YC6zwDNTy9cfHxIT/VvkOKY2Mi8PIOwcMzEKPRgVZhA4mMXG/TJiCwCSNGPcm3Cx4nJyftIo9UdZJiDuPmUwdXT38MRgcahvXhTMRWmzbegY3ofsODrPrmOfJzSopaydFHcKrhSo1altM/Ahu1tZng1h6OxhwkyKcu/tb3Ya+wwWyPsH9frCxpMcdw9QmkpqcfyuhAcFh3YiN22rRx9S75oh3YtD3ZyVUzj9GhqEOE+IQQZH1tB7UdxIZDG2zarD+0nmHXWabi6te6HzuPWbJ71PLAYJ0LIcgriBCfEGJSYkjKTKKBfwM8ankA0KlJJ04lnrL733Ikukw/aTOYrRFr7f685XE85iAB3nXx9QzCaHSgW9hgdkVeWV/2cvPD0cEy8q5Wjdo0q9eO2ORTdkxrkRgTiYd3HWp7BmAwOtA4rC+nIjfbtPEJbEzvUY/wx4JnyMtJL77fqYYrBqMjADVquhFQtyVpibYHFwTkxabh5OmKo3tNlEHh3iKYrKOl94eKOPzeco5+/CdHP/6TvJhUzvy0mfz4dLJPJODs52b3/aGy4mIi8fQOwd0zEIPRgWZhAzgWaXtql19gKINGPc4vC54kt1S/cHXzxcHBMh+ac43a1KkXRmqyfT9HDkZFUNc3hCCvQByMDgxuN5B1B2y3desObmBEx6EADAjryw7rtu6uD6cw9OUbGfryjSxc/wNf/vUVP2y0/5W3TsUcxM+7Lt7W7UWHsMHsi1x7ZetGH8SlRm1ca1oKbM0adiQu0b6nQ19ttFbX5M/VSuZUEf+Y1lorpW4E3lNKzQTygVNYLqlc2mLgeaXUuTlKys6p8rLWehHgYr3/3CWVvwHeqYSoE5VSN5S63eVCjbTW0UClXhq5QrQmbsVu6t3aC2VQpO07SUFyJr69WpIfl2azQ1GWOb+QlG2HaXjXANCQfTyO7GOV/yXEbDbx4dLXefWujyyX6Ny5lNOJJ7hz4BSORB9iS8R6/ti5mCfHvsT8x5aQlZfB7O8sdTUPV09evesjtNYkZyTy+g+Wy0jWcHLhxTvexdHBMtHgvhM7WbbNPh/O2mzmyNIfaTPpAZQyELdrC7mJcTQYMIzM6DOkRO6nTtfeeDVqhtlkoig/l4hF31z+ge3JbObYsp9pNfE+lDIQv3sbuYnx1Os/hKyYKFIjD1KnS088GjVBmy0jUw4vsgwpdm/QiHr9r0ebTWitObpkUfHIFfvFNfH7sre4feIcDMrAnt3LSEo8Sd/+k4mNieBw5AYGDZmOk3NNxt5quXpORno83y14HIC77v0fPr71cHJyYcYTy1jyy8scP7btUk/5j2mzmS1LP2LIJMslLY/sWkl64mnaD7iD5OgjnIncSsfr78XR2YV+t1qufJCdkchf3zyP1ma2//E519/1GihFcsxRDu/4w655zWYTny59jRcmfYJBGfhr1xLOJB5n/ICpHI0+xPbIdYTWaclTE97B1cWNjs17Mb7/VB5433IKzWuT5xLsW58aTjWZN3MFc355nj1Hq25eG202s3fpl/SY9DRKGTi162+yEqNpMeAW0qKPExe5k0Zdr8evUWvMJhNn87PZsejDKslmMpt4c/GbzLl3DgaDgWXbl3Ei4QSTB00mIjqCDYc2sHT7Ul4Y9wI/z/yZzNzM4iv/tGvYjvsG3UeRuQiz2cxrP79GZl4m5MEXq77gf1P/R5G5iPi0eF784UW7/y1ms4lPlr7Oy3d9jEEZWLlzCWcSTzBhwFSOxhxiW8Q6QoNb8Iy1n3Ru3osJA6Yw9b2quyqU2Wxi3rLXeGqipS//vXsJ0YnHGdN/KidiDrErch0N67Tk0fHvUMvFjfbNenFz/6k8Pmc0dXwbMmHoDMskxkqxfOPXRCUcs3tmbTazYdkHDJ/4OkoZiNz9B2mJp+nYfyJJMYc5FbmFrkMm4+jswqBbnwVKLp3s6VeX3qMeQWuNUoo967+3uWpQdZkxYwbbt28nLS2NXr16MX36dMaMGVN9gbQmbuVe6o3rYd0fOkVBcha+vVpY94cuvn9j2R86SsNJ/QBN9rF4so/HX7R9pUU2m/hr2TvcPPEdDMrA/t2/kZJ4ku797yY+JpLjkZvoM+QBHJ1dGHXrSwBkpifw64In8fatR9+h0851ZXZs/I7kBPt+4TeZTbz2y1t8Mvl96+Xjl3M84SRTh9zLoahI1h3cwK/bljH7tudY+tRPZOZmMvPr6r38t9ls4vtlr/PQRMs2bdPuJcQlnmBE/6mcjjlEeOQ66tVpwdTx71DTxY2wZr0Y0X8KL8y5Ga3N/PzHOzxy96coFKdjI9iw85dq/XvEtU1V3cF/If7bDs7+8Zp6sz2c9Vp1Ryi3pwxdL9/oKmNU1Xt1nvJazebLN7rK1NUe1R2h3BaTcPlGV5GJXHunLLxeWP1fXsvLx6F6T40rLzfDNfWxB0BvvC/f6Cozdfbq6o5QLgdf+bm6I5Tb7znvVneEclmYV1TdEcqts8vVOUfdpfxv9p6rd+jEZdSf0u/a20ADpz5dc1W+5nL6jxBCCCGEEEIIIUQFyOk/4l9FKTUJ28s2A2zSWj9QHXmEEEIIIYQQ4mqizVflgI9rlhRVxL+K1noeMK+6cwghhBBCCCGE+PeT03+EEEIIIYQQQgghKkBGqgghhBBCCCGEEP8RV/Plia9FMlJFCCGEEEIIIYQQogKkqCKEEEIIIYQQQghRAVJUEUIIIYQQQgghhKgAmVNFCCGEEEIIIYT4j5A5VSqXjFQRQgghhBBCCCGEqAApqgghhBBCCCGEEEJUgBRVhBBCCCGEEEIIISpA5lQRQgghhBBCCCH+I7RZ5lSpTDJSRQghhBBCCCGEEKICpKgihBBCCCGEEEIIUQFy+o8QQgghhBBCCPEfIZdUrlwyUkUIIYQQQgghhBCiAqSoIoQQQgghhBBCCFEBcvqPEFXkbEFUdUcol2bX4NbBz/Pm6o5QfoXZ1Z2gXLpnXlt5AWor3+qOUG6/6d+rO0K5GK7BYzQ+DoXVHaHcOhqcqjtCudTRbtUdodxCaVLdEcrt4Cs/V3eEcmn51OjqjlBufz09p7ojlEufmrnVHaHcTMjpKOLadQ1+bRJCCCGEEEIIIURFyCWVK9e1d2hJCCGEEEIIIYQQ4iogRRUhhBBCCCGEEEKICpDTf4QQQgghhBBCiP8KuaRypZKRKkIIIYQQQgghhBAVIEUVIYQQQgghhBBCiAqQoooQQgghhBBCCCFEBcicKkIIIYQQQgghxH+ENld3gn8XGakihBBCCCGEEEIIUQFSVBFCCCGEEEIIIYSoACmqCCGEEEIIIYQQQlSAzKkihBBCCCGEEEL8R2itqjvCv4qMVBFCCCGEEEIIIYSoACmqCCGEEEIIIYQQQlSAnP4jhBBCCCGEEEL8V5jl9J/KJCNVhBBCCCGEEEIIISpARqqIaqeUMgH7sfTHCOBOrXWuUsoBiAO+1Fo/qZQaCLwIdNNaa6WUEdgJPAAMAp4DQrXWx6yP+zDwLtBRa71TKXUKyAJM1qder7V+UCk1HxgINNRaFyilfKyPOwL4xtq2LpBh/Um2Pt97QD9AA/nAWK31STu8RADUblyf4KF9UUqRsvsACRu2X7Cde4tQGo4bSeSnC8iLTbBXnAtqHtqN0UMfw2AwsmXXr6xaP99meaP67Rk99FGC/EOZ/+Ms9h5cDUBogw7cNPTR4nb+PvWZ/+MswiPWVmF6cK3vRUDfUFCQfiCO5O1nbJZ7tAzAv1cjCrMLAEjdG0P6/rgqzQjg2sCXgAGtwKBI33eG5K3HLtiudtNA6t7YgePz15Mfn4F7izp4d25UvLyGnxsn5q0nPzHTrnm9Q1vSbPg4lMFA9I4NnFr/p83y4E69CenSB23WmM7mc2jxN+QkxuEWXJ8WN9wBgFJwfPUyEg/tsWvWczxCQ6k/bDjKYCBh5w5i16+3We7fqRMBnbugtRlTwVlOLF5MXlIiPm3aENSzZ3G7mv4BhH/8Eblx9u0n7UK7cdfwJzAYDPy141d+XT/PZnmL+u25a9jj1AsI5Z0fnmTLgb8AqB/YlPtGPYWLsytms4mf137Bpv0r7Zr1QvxC2xA2fCLKYOD0jjUcWb/EZnn9TgNo2GUw2mzGdDafPYs/IysxpspzlnZdk27cN/xxDAYDK3Ys5qd1tq95q/rtmTz8MRoEhPLa97PYZH3Nq1Lj0C5cP2wGymBg986lbFz/tc3yrt1vpX2HUZjNReTmpLP4l5fJSI8HYMKd7xEc0oozp/fx7TePXujh7SI4tAPdht+PMhiI3PEH+9b/YLO8dffRNOt4PWaTifzcDNb9/BbZ6YkA1HL3pfdNj1LL3RfQ/DH/abLT7f856BXagtDhN4PBQNyOTZxZv8pmeVCnHtTp0su6jSvg8OJvyU2ML17u7O5Jp4ef4dTq34jauNrueV0b+hMwsA0oRfq+kyRvOXLBdrWbBlF3dFeOz11Nfny6JauvG0HXt8fg7Ahac2LeGrTJbPfMlzJr1izWrl2Lt7c3y5cvr9YspdUL7UTvYdNRBgMHd/7GzvXf2ixv130sLTsMQ5tN5OWks+qX18kq1V+dnGsy4aGvOBGxkbXL3rd73mah3bhp6GMog5Gtu35ldZl9uIb123OjdR/u6x9nse9gSV8dMfghWjTpgUEZOHx8K7/89qbd88K1v98p/j2kqCKuBnla67YASqmFwBTgHSyFjiPAGKXULK31KqXU3cDdwBfAdGCn1nqzUmoQlsLMOOBl6+OOAQ6Wea6+WuvkC2QwAXcBn5y7Q2u9HziXaz6wXGu9yHr7ViAICNNam5VSwUDOP3kRLkkpQob359hXiyjMzKLpfePJiDxGflKqTTODkyN+XdqTExVrtygXj2hgzIiZfDTvftIzE3h8ygL2R6wjPqmkzpSWHseCn5+nf4/bbdY9enInr390KwA1Xdx49pElRBzbWqX5URDYvwmnFu2lKKuAhuM7kHUsmYLUXJtmGYcTiV9ztGqzlaYgcFBrTn2/laKsPBpO7EnW0XgKUrJtmhmcjHh3aEBuTFrxfRmHYsg4ZPki6uxbm7o3dbR7QQWlaD7yNnbNfZf8zDS63P80SZH7yEksKTLE7dtG9PZ1APg2a0PToWPZPf99shNi2fbxy2izGafa7nSb/ixJkfvQZjvvwCtFgxEjOTRvLmczM2k99X7SIiLJS0osbpK8bx8J2y2FTc9mzag/dCgRX80ned8+kvftA6Cmvz9Nx0+we0HFoAzcO3IWL8ydQkpmAm/cv5AdkeuITjxR3CYpPZ4Pfn6WUT3usFm34Gwec356hriUM3jW9uWtB75lz9Et5OZn2TWzDaVoM/IuNs2dTV5mCn3vf5W4yJ02RZPofZs4td1SlAhodh2th97B5vmvVl3GMgzKwP0jn+TpL6eSnJnAew8sZGvEOqJKveaJ6XG8s+g5Rve84xKPZD9KGRg24nG+njedzMxEJk+dz+GIDSSV2ibHxR7hs4/vpLCwgI6dbmLQ4Gn89MP/AbBpwwIcnWrQoeONVZq5x8jp/DZ3JjmZydx4/4ecjtxCemJJgTs57hi/fPQApsICmnceTuch97L6+9kA9B0zkz1rvyXm2G4cnGqgta6K0DQZOZa9cz+gIDOdDvc/QXLkfpuiScK+ncRu3wiAd7PWNB46mvD5HxUvbzxsNKlHyu6u2CsvBA5uy6nvNlKUmUvDSf3IOhpHQbLte97g5IB3x8bkxqSUWlcRPKoT0Ut3UJCYgdHFyf7b4ytw0003MWHCBGbOnFndUYopZaDPiIf5dd6jZGcmMW7q/zgRsYnUpNPFbZJij/L9x5MpKiygdadR9Bg8hT9+eKF4eZcBdxN7KrzK8t48YiafWPfhZkxZwIGIdSSU2l6kp8fx7c/P06/MPlz9kDAa1G3DGx/eAsBD986lcYPrOHZyl90zX9P7neJfRU7/EVebDUBj6++3Au8DZ4Cu1vseAWYppVoC04DSn6CLgVEASqlGlIwquRLvAY9YR8dciUAgTmttBtBaR2ut0y6zToXVDA6gIDWds2kZaJOZtP2HcW/W+Lx2gf27k7BxO+Yi0wUexb7qBbciOSWalLQYTKYidu1fQevmfWzapKbHEZtwFOvLdkFtWw7g0NFNFBbm2zmxLZcAN86m51GYkY82azIOJ1C7sU+VZrgSLoGenE3LoTAj15LzUCy1QwPOa+fXsxnJW4+hTRfuC+7N65ARYf/im3twA3JTkshLS0abTMSH78CveVubNqaCkv9ro5MzWL8ImQvPFu+wGx0cqYKvRwC4BgeTn5pCQVoa2mQiOTwcz+bNy2QuKP7d4OSEvkA677A2JO+3/w5x4+BWxKVEkZAWQ5GpiI3hK+hU5r2XlB7L6fijmMt8yYxLOUNciuULa1pWEhk5qbjX8rR75tK8ghuTk5JAbloi2mQiOnwzgc072rQpKsgr/t3ByblqvixfQpOQVsSmRBFvfc3X71tB1zKveWJ6HKfij2K+xPbOnuoEtyA1NZq0tFhMpiIOhK+iWfNeNm1OndxFYaGlL0dFHcDN3a942ckTOzlbYFtUtjff4KZkpMSSlRaP2VTE8fC11G/ezaZN3Il9mKyZE89EWEelgIdfXQwGIzHHdgNQdDa/uJ09uQXXJy8lify0FLTJREL4Lnyah9m0sd3GORVv4wB8moeRn5piU2i2J5cgL8tnSHqO9TMkmtqhQee18+vVguQtR9BFJf3XtaE/+YkZFCRmAGDKO0uVbZgvoWPHjri7u1d3DBv+wc3JSI0hMy0Os6mII+FraNi8h02b6JN7KLL20fioQ7ha+zKAX1ATarp6cvrojirJW3Yfbs9F9uHiLrIP5+jgjIPREQcHJwxGB7KyU89rY+/M19p+Z3XTWl2TP1crKaqIq4a1oHE9sF8pVQMYACwDvsNSYEFrHYelALIFeFlrXXqrnQlEKaVaYRmxYjtm2OJvpdRe688jpe4/A2wEbr/AOhfyIzDC+jhvK6XaXenfWRFOtV05m1FyFOlsZhaObq42bVwC/XByq03mEbudgXRJHm6+pGWUHJlLz0zEw83vEmtc2HVhg9kVvqIyo10RR1dnCrNKPlALswpwcHU+r51bqC+N7uhI8IiWONQ+f7m9OdauQWFWyRfMwqx8HGrXsGlTw98dRzcXso8nll29mHvzoOJRK/ZUw92D/IySt2l+RhrObh7ntQvp0ocej86myZDRRC7/viRncAO6PfQCXR98jojFC6rkqKiTmzsFGRnFt89mZuDs7nZeO//OXWg341HqDR7CqQsMOfdp3ZrkffYvqni7+5FS6r2XkpGAVwXee42DW+FgdCQ+Naoy411WDXcv8jJKjobnZaRQw+38wk6DLoMY+Oj7tBwynvDl86sw4fm83fxIzigZpp+cmYB3qS9EVwM3Nz8ySmXMyEyk9iUytu8wkqNHtlRFtIuq5e5DTkZS8e2cjGRquV28uN2sw/VEHbGMGHP3DqYgP5uB45/jpmmf0HnIvShl/91cZ3cP8jNKjqkUZKRfcBtXp0svujz6PI2G3MjR5T8BliJy3d4DObXmd7vnPMextguFmSXFssKsPBxqu9i0qeHvgaNbTbKPx9vc7+TlClpTb1wPGt7VD+8uTaok87XI1c2HrIySz+DszCRc3S/el1t2GMqpI9ssN5Si5/X3s/GPTy7avrK5X2Afzv0KP0dORYVz9OQOXpy5khdnriDy6BabES72cq3vd4p/FymqiKuBi1JqL5Z5TM4AXwLDgb+11nnAz8AN1jlUAD4CjFrr+Rd4rO+xFFRuAH69wPK+Wuu21p93yyx7FXicK3hfaK2jgabALMAMrFZK9b/cenajoM6QPsSsWFdtESqDm6sPgf6NiThavTv2F5N1PJmjX2zh+Nc7yDmdRp0hzS+/UjUI6N+C+DUXH0ruEuiBudB03nDv6hS1dS0b336aIyt+pmHfYcX3Z0SfZPP7z7Ht49k06H09Boer56zVhG1b2fPO25xZsYI6ffraLHMNDsZcWEheYtXOa1RRnrV9eGjMy3z483PVPgrkYk5uXcmqtx/i4Ipvadb3puqO868S1mYIQUHN2bRhQXVHuWKN2/bHp04T9q23FCgMRiOB9Vuz9ff/8evHD+DmFUiT9oOqOWWJmK3r2fr28xxfsZh6fYcAUL//UKI2/Y3prP1H1JRHwIAw4lefXxBWBkXNEB+il2zn5NfrcGsSRK36V1cx8VrUtM1A/IKasnuD5YBCWOcbOHVkG9mZSZdZ8+rg4xWCv28DnntzCM+9MYQmDTvSsJ5djzVWmqt9v1NcO66evVPxX1Y8p8o51jlLelgnlwXwxjIp7CrrHCYX2+tfDryJZa6VTKWufJiY1vqotbgz9grbFwB/AH8opRKwFHJsZphTSk0GJgM8PexmRrfvcsV5SjublY2Te+3i205utSnMLJlDw+DkhIufD40nWaI7utai0W03cPzbxVU2WW16ZhKe7iWnoXi4+ZGeefGREhfSrvVAwg/9jdlcVNnxLqswuwDHUiM+HGs7U5Rtu6Nryi/JlbY/Fv9ejahqhVn5OJY6quhYuwZFpUbYGJwdcPZxo/5tliHzDrWcqTu6E2d+3k5+vGX0hXuLOmREVM0kn/kZ6dRw9yq+XcPdk4LM9Iu2jw/fQfNR48+7PycpHtPZAlz965AZc/oCa1Yey8iUkqHklpErF597Jnl/OA1GjeL4zyX3eYeFkRy+z54xi6VkJOJd6r3n7e5Pajneey7OtXj6jg/4dtWHHInab4+Il5SfkYqLu3dJHndv8jMvfjZldPhm2o66pyqiXVRKZiI+7v7Ft33c/EnJuLq+AGVmJuJeKqO7mx9ZF8jYsFFHevWZyLwvpmIyFVZlxPPkZCQXn84D1pErmeefxVunUTva9bmNZZ8/itmaOScjmeS442SlWY5cnzq0Gb+6zTm868/z1q9MBRnp1HAvGVnl7O5xyW1cYvgumo4aRyTf4BZSH99W7Wg05AYcariA1piLiojZar8DJIVZeTi61Sy+7VjbhaJSox8Nzg44+7pRf7zlVDEH1xrUHdONMz9tpjArj9wzyZbTfoDs4/HU8Pck59TV1fevBtmZydQudTqdq5sv2Rnn9+WQRtfRqc/tLPriweL3X2BIS+rUDyOs8ygcnVwwGB0pLMhj08rP7JY34wL7cBlX+DnSukVfTkft5+xZSz+KOLqJ+iFhnDht34nlr/X9TvHvIiNVxFVHKeUG9ATqaq3ra63rY7nCz62XW1drnYtlnpXZFXz62cBjV5CxvVIqyPq7AQgDzvump7X+TGvdQWvdoaIFFYDcmHicvTxw8nBDGQ14tm5KRuTx4uXmgrPsf/1jDr37BYfe/YKc6LgqLagAnIk5iK93CN6eQRiNDlzXejD7I8u3Y3hd2BB2hdt3B/hi8uKzcPJwwdGtBsqgcG/qT9Zx2x0gh1pOxb/XbuRDQYr95ia+mLy4dJy8auHo7mLJ2SKIrGMlw1/NBUUcnrOCo5+s5ugnq8mLTbMpqAC4NQsk41DVTGacGXOKmj5+uHj6oIxGAsI6khhhW2yo6V2y4+nbtDW5yZadIhdPH5TB8jFVw8OLmr4B5KWlYG/ZMTHU8PbB2dMTZTTiExZGWmSETZsa3iVFAM+mTclPKdVXlLKc+hNeNRMMHos5SKBPXfw8g3AwOtAjbDA7Iq7svedgdGDmhHdYu2d58RWBqlpazHFcfQKo6emLMhoJDutGXMROmza1vEt2nAOatiM7ueqvulXakeiDBPnUxd/6mvdqM5itV9lVI2JjIvDyDsHDMxCj0YFWYQOJjLS9ilVAYBNGjHqSbxc8Tk6O3aYFu2JJMYdx96lDbc8ADEYHGoX14XSE7RFk78BG9LzhYVZ88yz5Oekl60YfxrlGLWrUshREgxq1JS3RvgVYgKyY07j4+FHD0xtlNOIfdh3JEbbFSRfvkkKRd9OWxdu4PZ+9y9Y3n2Xrm88SvflvTq9dYdeCCkBebBpOnq44ute0foYEk3W05PPAXFDE4feWc/TjPzn68Z/kxaRy5qfN5Menk30iAWc/N5SDEZSiZl1fCpLtPNn5NSohJhIP72DcrH25SVg/TkRusmnjGxhKv1GPsmzBLPJK9eUVP73M3DfHMu+tcWz44xMi966wa0EFLPtwPt4heFn34dq1HsyBK9yHS0+Pp1GD6zAYjBgMDjSqf12VnP5zre93VjvzNfpzlZKRKuJqdCOwxjoS5JwlwBtKKecy959Ha/39JRb/bb2EM0C41trmsgxa64NKqd1A+8tk9AM+V0qdm1RjO/DhZdapOLMm+rc1NLpjNMpgIGX3AfKTUgjo143cmAQyDx+//GPYmdls4qflr3P/nR+hDAa27lpKfOIJhvafwpmYQxyIXE/dOi2457a3qeniRqtmvRjabwqvfDAGAC+PQDzd/Tl2yr6zxV+U1sStOUK90W1QBkXagTgKUnLx7daA/IRMso6n4NUumNqNfMCsMeUXErMisnpyrjxAvVu6oJQiLTyKguRsfHs2JT8unaxjly6k1azrTWFmPoUZVTMBpTabiVz6Le0nPYxSiphdm8hJjKXRgJFkRp8mKXIfIV374t2oBWaTiaL8HA4sslya1qNeYxr0tlw6FW0mYslCCnOzL/OMlcBs5uSypTSfOAmlFIm7d5GXmEhI/wFkx0STFhlJQJeuuDdqhDabKMrL59iiRcWru9WvT0F6BgVpVfMl1Ww28cXS13h20icYlIHVu5YQlXiccQOmcjz6EDsi19G4TktmTniHWi5udGzei1v6T+Xh90fTrfUgWtRvT20XD/q2HwnABz8/y6m4w1WSHSx9ZN/SuXSf9BQoA6d3rSUrMZrmA8aQFn2C+MhdNOw6GL9GrTGbTBTm57Br0cdVlu9CzGYTnyx9nZfv+hiDMrBy5xLOJJ5gwoCpHI05xLaIdYQGt+CZCe/g6uJG5+a9mDBgClPfu7lKM/6+7C1unzgHgzKwZ/cykhJP0rf/ZGJjIjgcuYFBQ6bj5FyTsbe+AkBGejzfLXgcgLvu/R8+vvVwcnJhxhPLWPLLyxw/ts2umbXZzKalH3L9pFctl2bdtYK0xNNcN+BOkqOPcDpyC52vn4yDswsDbn0GgJyMRFZ88yxam9n6x2cMu+sNlFIkxRwlcof95yrRZjNHlv5Im0kPoJSBuF1byE2Mo8GAYWRGnyElcj91uvbGq1Ez6zYul4hF39g918UDa+JW7qXeuB6Wz7p9pyhIzsK3Vwvy49LIOnrxgqU5v5CUbUdpOKkfoMk+Fn/evCvVYcaMGWzfvp20tDR69erF9OnTGTNmTLVm0mYTa5e9xw0T30IpA4d2/05q4im69L+LhJhITkZupseQKTg5uzD0VssVf7LSE1m24KlqyWs2m/h5+etMufMjDAYD26z7cNdb9+EORq4npE4L7r7tbVxc3GjZrBdD+k3h9Q/GsPfgX4Q26sjMaT+i0UQe3czBw+sv/6SVkPma3u8U/yrqaj13Woh/mz3Pvn1NvdnmmhdWd4Rym+L5dnVHKL/CKigSVKKYzKXVHaHcaqtr75z/N3XVTVxZGW6naXVHKLfP9ZHqjlBuHQ1Ol290Famjz5/g+WoXyrU3+aqfa7/qjlAuLZ8aXd0Ryu39p3tXd4RyOamunjnTrlTVX7fyn/vg5d1X7+VoLsN/7PBr6nvJOQk/Lr8qX3MZqSKEEEIIIYQQQvxXmK/K2sQ1S+ZUEUIIIYQQQgghhKgAKaoIIYQQQgghhBBCVIAUVYQQQgghhBBCCCEqQOZUEUIIIYQQQggh/iPkWjWVS0aqCCGEEEIIIYQQQlSAFFWEEEIIIYQQQgghKkBO/xFCCCGEEEIIIf4r5JLKlUpGqgghhBBCCCGEEEJUgBRVhBBCCCGEEEIIISpAiipCCCGEEEIIIYQQFSBzqgghhBBCCCGEEP8V5uoO8O8iI1WEEEIIIYQQQgghKkCKKkIIIYQQQgghhBAVIEUVIYQQQgghhBBCiAqQOVWEEEIIIYQQQoj/Cq2qO8G/ioxUEUIIIYQQQgghhKgAKaoIIYQQQgghhBBCVICc/iNEFcntfW91RygX17+/r+4I5fZA4mPVHaHcsk3G6o5QLq5GU3VHKLcnjW2qO0K5bY0OrO4I5bKnVmJ1Ryg3rT2rO0K5jfeqVd0RyqUmNas7Qrk9Vbi9uiOU2005+6o7Qrn89fSc6o5Qbg/NXlfdEcolyCesuiOUW9t7r639oWueXFK5UslIFSGEEEIIIYQQQogKkKKKEEIIIYQQQgghRAVIUUUIIYQQQgghhBCiAmROFSGEEEIIIYQQ4r9C5lSpVDJSRQghhBBCCCGEEKICpKgihBBCCCGEEEIIUQFy+o8QQgghhBBCCPFfIaf/VCoZqSKEEEIIIYQQQghRAVJUEUIIIYQQQgghhKgAKaoIIYQQQgghhBBCVIDMqSKEEEIIIYQQQvxX6OoO8O8iI1WEEEIIIYQQQgghKkCKKkIIIYQQQgghhBAVIEUVIYQQQgghhBBCiAqQOVWEEEIIIYQQQoj/CrOq7gT/KjJSRQghhBBCCCGEEKICpKgihBBCCCGEEEIIUQFy+o8QV7H9Bzfz7U9vo7WZnt1GMWzwxPPabN+1iiW/fY5SEFKnCffd9TIAKanxzF/wMqlpCaAUjzzwHj7eQXbN2yS0K8OHPorBYGDHriWsW/+VzfL69dsxfOgMAvwb8/2PT3Pg4JriZUMGTaNp0x4ArPn7S/YfWGW3nJ2adGXayMcwKiO/7VjMt2vn2yx3NDoy65YXaVqnORm5Gbz47ZPEp8UxoO31jOt9e3G7hgGhTJ4znmNxR+gbNpAJ/e7GYDCwJWIDn/3xQaXl7dq0C4+Nsryui7ct4au/vz4v7wu3Pk/z4GZk5GYw65uniUuLI9AzkJ+e+IHTiWcAOHDmAK/+/BrOjs68fserBHsHYzKb2XBoAx/+/lGl5YVr7zUuyye0Fc2H3wYGRfSODZxc/7vN8pBOfajbpR/abMZ0toADi78iJzEW9+AGtLzhTksjpTi2egmJh3bbLedLE6bQr01H8goKeOTzt9l/+vh5bVrXb8x7986ghpMza/bt4JkFnwLw6I3jua33EFKzMgB49aevWBO+g7YNm/DmpAeL/4a3f13In7s2/6Ocz42dTp+Wnck/m89jX7/Owaij57VpVbcJb94xkxqOzqw9uI0XfrT8/7rXrM2H9zxLHe8AYlLieeCLF8jMzcatpitv3P4E9XyCKCg6yxPfvMGR2FMA1HapxesTHqdJUAO01jzxzRvsOXnoH+SfRt9Wnck7m89jX71xkfyhvHWnJf/fB7bxwo8fAjC0fW8eHn4njQPqMuq1+9l/5ggADgYjr9/+GC3rhuJgMPLL1pV8vOK7Cme8kMDQ9nQYfi/KYODYjlUcWr/IZnmz7qNo3HEQZpOJgtxMtv78PjnpSQC0GzKRoKYdUUoRd2wvu5Z/VqnZroRfaBvChk9EGQyc3rGGI+uX2Cyv32kADbsMtr4P89mz+DOyEmOqJFuXpl15eOSjGA0Glm5fwjd/237eORodeXbcCzSzbpf/b8FTxKfFAdAosDEzR8+ilrMrWpu5a86dnC06y7v3zMG7tjdGgwP7Tu7hrV/fwKzNlZ69fmhn+g97CGUwEL5zOdvXL7BZ3qH7LbTuMBxtNpGbk86fv7xKZnoCbh7+3DD+FZQyYDA4sHvrIvZtX3KRZ6lc9UI70XvYdJTBwMGdv7Fz/bc2y9t1H0vLDsPQZhN5Oems+uV1stITipc7OddkwkNfcSJiI2uXvV8lmS9l1qxZrF27Fm9vb5YvX17dcYq99MpM+g3oSV5ePo9Mf4b94RHntVn4wyf4+fvg4GBk29bdPPXEK5jNZp55fgYDB/fm7NlCTp+K4pHpz5KZmVVl2a9r0o37hj+OwWBgxY7F/LRuns3yVvXbM3n4YzQICOW172ex6cBfVZbtqmSWaypXJhmpcg1SSmml1IJStx2UUklKqeXW2xOVUh9af39eKZWrlPIr1T677O9KqfrWx3251DIfpVRhqcear5S6uUyWK17/In/L80qpGKXUXqXUAaXUyFLLHlZK5Sul3JXFRqXU9aWWj1FK/VmO1yTJ+jznflqUyj291LofWtt/ZG13SCmVV2q9m5VSXZRS26y3I5RSz1/yP60CzGYTC354g0emvc/Lz/zItp0riYk7YdMmIfEMv6+Yz1OPfcHLz/zIrWNmFC/74qvnGDLwdmY/9xPPPDGf2rW9KjuiDaUMjBzxBPO+foh354ylTetB+Pk2sGmTnh7Pop9fYF/4Cpv7mzbpTlBQMz74aDwffzqRXj0m4Oxcyy45DcrAQzc8ycy5D3LnOzfTr81g6vnZ5hza8Qay8zIZ/+YNLNq4kMnXW75g/rX3D+55/zbuef82Zv/wLHFpsRyLO4JbTXemDHuYGZ9PYdI7Y/Gq7UP7Rh0rLe/MG5/gwS8eYsybtzC43WAa+NvmHdV5JFl5Wdz42mi+Xf8d04dNK14WkxLD+HcnMP7dCbz682vF93+zdiE3vzGW8e9OoE39NnRr1rVS8p7LfC29xudRihYjJ7Bz/rtsfO//CGzTmVp+tgXJ2H1b2TTnWTZ/+Dwn1v9Bs6G3AJCVEMOWj19k84fPs2v+O7S84Q6UwT4ftf3COtLAP4juj9/NE/Pm8OrEaRds99qd03h87hy6P343DfyD6BvWoXjZ5ysWM/CZaQx8ZhprwncAcDj6NEOee5CBz0xj/Jv/xxuTpmP8B39Dn5adqe9Xh77PTWDWt2/z8q2PXLDdy7c+zKyFb9H3uQnU96tD75adAJg6+DY2Re6m33O3sylyN1MH3QbAA0PGcyj6GNfPvocZ81/l2THFm3GeGzuddYe2M+CFOxk6+x6OxZ+ueP5WnWngV4c+z97OUwvfYfZtD184/22PMGvB2/R59nZLe2v+w7EnmfK/59h+LNym/dDreuPk4MiQl+5h+CtTuK3XCIK9/SucsyylDHQcOYW/5z/P8vceoH6bXrj5hdi0SYs7wR8fzeD3Dx7kzIFNtBsyCQCfus3wrdec3+dM57f3p+EdHIpfg1aVlu0K/wDajLyLzfNf5a/3ZhDcpju1/erYNInet4k1cx7n7w9ncmT9UloPvaNKohmUgUdvfIIZXz7ErW+NZWDbQdQvs40b0WkUWXmZjHn9Jr5f/y0PDLX0T6PByPO3vsgbP7/G+Ldv4f5Pp1BkKgLg6W9mcce74xn/9i14uHrSL6x/pWdXysDAETNY9NVjzH1/As3DBuDtW9+mTULsEb75+B7mfzCRIwfW0nvw/QBkZ6Ww8NMpfPXhJBZ8OpnOvSZQq7Z3pWe8UOY+Ix5m8VdP8M37d9IkrD9evvVs2iTFHuX7jyez8IO7OHpgHT0GT7FZ3mXA3cSesn0PVqebbrqJL774orpj2Og3oAcNGtaje6fhPDHjRV598/8u2O6+ux9jYJ8x9O1xE97eXowYNQiA9Wu30LfHTQzofTMnjp9m+sN3V1l2gzJw/8gneXbeNKa8O5rebYYQ4tfQpk1iehzvLHqOtfv+rLJc4r9DiirXphyglVLKxXp7IHCpQzPJwKNX8LgngWGlbo8BDpYjV0XXf1dr3dbafq5S6ly/vBXYAdyktdbAFOAdpVQNpZQr8ArwgLXtlbwmP2it25b6OXfYMhF4SCnlVLqx1voBa66hwPFS6y0CvgImW5e3An68gr+zXE6cOoifbwh+PsE4ODjS+bqB7N23zqbNuo2L6dd7DLVqugHgZi2cxMSdwGQ20bJ5ZwBq1KiJs1ONyo5oIyS4JSkpUaSlxWAyFbFv/yqaN+9t0yY9PY74hGNY/jtL+Pk14NSpPZjNJgoL84lLOEqT0Mr7kl9as5CWxKREEZcaQ5GpiDX7VtK9RR+bNt1b9ubPXZYjR+v2r+a6xp3Oe5z+bQazZp+lOBToVYfo5DNk5KQDsOvoNnq1rpyd4ZZ1WxKVEk1MaixFpiJW7l1J75a9bNr0btmb5Tt/A2B1+Bo6hV662FBQWMCu47sAKDIVERkTiZ+73yXXKY9r7TUuyyO4IbkpieSlJaFNJuLDt+HfvK1NG1NBfvHvDk7OYO3S5sKzaLPlyLLBwZHiBXYwuH0XFm1aDcDu45G413TFz93Tpo2fuye1XWqy+3gkAIs2rWZI+0u/t/LOFmCy/g3Ojk7nvV/La2Cb7vyydSUAe09G4FazFr5utkVeXzcvXGvUYu9Jy1HRX7auZFCbHtb1u/HzVks/+HnrCga17Q5A44D6bDm8B4ATCVEEe/vjU9uT2jVq0alxGD9ssowuKjQVkZWXU+H8g8K68ctWy8i5PScjqO3iesH8tWvUZE9x/lUMamPJeTz+DCcSos5/YA0uzi4YDQZqODlztqiQrLzcCucsyzs4lKyUOLLTEjCbijgdvp4Q62fCOQkn9mMqLAAg+cxharpbvyBrjcHBCYPRAYODIwaDkfzs9ErLdiW8ghuTk5JAbloi2mQiOnwzgc1tt21FBXnFvzs4Of/jvnqlWtRtSXRyFLHWbdxfe1fRq6Xt513Plr34fZdlu/z3/jV0sG6XOzXpzLG4YxyLs4x2yszNKB6Nkltg6adGgxFHo6Ndth6Bwc1JS40mIy0Ws6mIyPC/aNy8h02bqJN7KLL2i9iog9R29wXAbCrCZCq0ZDQ6UrK7Zl/+wc3JSI0hMy0Os6mII+FraFgmc3SpzPFRh3C1ZgbwC2pCTVdPTh/dUSV5r0THjh1xd3ev7hg2Bl/fl0U/LgNg965w3N1r4+fvc1677GxLP3VwcMDJybH4fbdu7RZMJhMAu3aGExhUeUXiy2kS0orYlCji0yzvyfX7VtC1eR+bNonpcZyKP2qX0V9CSFHl2vU7JQWMW4FLjRmeC9yilLrcUIVcIEIpde4w5i2Ur1jwj9bXWkcARYCPUqoR4Ar8H5a/D631AWAZMBN4Fvhaa116rHt5XpPSkoDVwJ1XmhXwA+KsuUylCjSVJj09CS/Pkg8kT09/0jKSbNokJJ4hPuEMr7x1Ny+/MYn9By1D9BMSzlDTpTYf/u9xnn9lPD/+8j5ms6myI9pwc/MlI6NkqG1mZgLubr6XWKNEfPxRQkO74ujoTM2a7jRq0AF3d/t8GPu6+5FUakhwUkYCvu62OX3dfEmy/i0ms4ns/Gzca3rYtOnbZhBr9lq+6MWkRFHXtx4BnoEYDUZ6tOyDXyXl93P3JaFU3sT0RPzK5C3dxmQ2kZ2XjXtNy85akFcQCx/5hv9N/ZS2Ddqe9/iuNVzp2aInOypxZ/Nae43Lcnb3IC8jtfh2fkYazm6e57Wr26UfvR59jSZDxhCxfGHx/e7BDen+0Et0f/BFDi7+prjIUtkCvLyJTU0uvh2bmkyAl0+ZNj7EpZVtU3JkedKAEfz18se8c88juNd0Lb6/XcOm/P3Kp6x55RNmzv+wuMhSEf4ePsSlJRbfjktLJsCjTE4PH+LSS7Zv8elJ+Fvb+NT2IinT8v+RlJmKj7V4HBFznMFtewLQpl4z6ngFEODpS7BPAKnZ6bx5x0yWP/UZr014DJd/UFT29/AhtlT++PSkC+dPK8kfVyr/xfy+ex15BXlsf30Rm1/5js9X/UhGbuUNlXdx9yY3o+T/PjcjBRe3i48qaNRhILFHLMXW5KjDJJzYz02zvuKmWV8Rd3QPmUnRlZbtStRw9yIvI6X4dl5GCjUu8D5s0GUQAx99n5ZDxhO+fH6VZPN18yWx9Hb5Qts4dz/b7XK+Zbtc16ceWmvevWcO8x/6hvF9brdZ79175vD7cyvJLcjh7/DVlZ7d1c2XrIyS/pyVmWRTgCirdYfhnDiyrfh2bXc/Jk6fz5QnfmH7+oXkZKVcdN3K4urmY5M5OzMJV/eLv79adhjKqXOZlaLn9fez8Y9P7B3zmhcQ6EdsTHzx7djYBAICL3zA5dsfPyE8ci3Z2TksX3r+6dq3jr+RNas32i1rWd5ufiSX2gdNzkzA+xL9WojKJkWVa9f3wDilVA0gDNh2ibbZWAorD5XjcUMAExBbwVzlXl8p1RkwYylyjLM+1gagqVLq3LenF4DbgOuBNy7y3Bd7TW4pc/qPS6llrwOPKaWMVxj3XeCwUupXpdR91uesciaziYSkKJ545H/cd9fLzF84m9zcLMxmE0eP7WHs6Id4ZuZXJCXHsHHL1XPObllHj23j8JFNTJk8l3FjZ3Mmar/dvohWhuYhrSg4m8/JBEtNLzsvi3d+fZVnb3uNOVO+ID4t7qo4EpKcmczwl0cy/t3beXfpe7w8/iVqlTqtymgwMnvCy/yw8QdiUsv7Vreva+E1PrN1DevffpIjK36iUd8RxfdnRJ9g0/vPsOXjl2jYeygGh6tz+rKvVv9G18fuYuAzD5CQnspzt91bvGzPicP0fWoK1z//ENOHj8XZ0bEak9rS1uP3n674FjcXV3576nPu7HsjB6OOYjKbcDAYaRnShIXrlzL8lcnkFuQzdfCt1Zz6fG0aNMOkzXSeOYae/zeeewaMJcQnsFqy1G/bB+86jTm0/hcAXL0CcfcN5tfXJ/HraxPxbxSGb/0W1ZLtck5uXcmqtx/i4Ipvadb3puqOc1lGo5E2Ddrw/LfPcN/H99C7VR86NC4ZgfPIFw8y4qXrcXRw4rrGHS7xSPbXos0gAoKasWNDyfwlWRmJzP9gIp+/cwst2w+hZq3zC13VqWmbgfgFNWX3hu8BCOt8A6eObCM7M+kya4ryuG3sVNq17IeTkxM9etqONH3wkXspKiril59+q6Z04koo87X5c7W6Ovf0xGVprcOVUvWxjMj4/TLNAeYAe5VSb12m3Z/AS0AC8EPZp71QlHKsfzGPKKUmAFnALVprrZS6FbhRa21WSv2M5dSgD7XWOUqpH4BsrXWBTZDLvyY/aK1tJh1QSp1b94RSahuWgs1laa1fVEotBAZZ17kV6FO2nVJqMjAZ4PGH32PU8ElX8vAAeHj4WiaZtUpLS8CzTNXdy8OPBg1a4mB0wNenDgH+dUlIPIOnpx8hwU3w8wkGoF2bPhw/uR8YdcXPX16ZmUk2o0vc3PzJKMdOzNp181hrnVTsljEvkZxS8TkQLiUpIxFfj5Kcvu7+JJUZAZSUmWS9PxGjwYhrDVcyctOLl/drM4jVZc7J3RKxgS0RGwAY3unGShsZlJiRhH+pvH4efiSWyXuuTeK5vC6uZORaJh89929kTCQxKdHU9a1LRLTlFIWnb55FVFIU31l3PivLtfYal1WQkY6Le8nAvhrunhRkpl20fVz4dlqMuv28+3OS4jCdLcDVP5jMmFOVkm1i/+GM7zMEgL0njxBUamRKkJcP8aVGrgDEpyYT6Fm2jeXIcnJmevH9C9f+wdczXjjv+Y7FRpFTkEfT4PqEnzx/ctaLub33DYzrbhk4GH46kkDPkqOdgZ4+xKeXyZmeTKBHyfYtwMOXBGub5KxUfN0so1V83bxIybL8X2Tn5/LENyW19Q0vf0dUchw1nJyJT09i7ylLP/9jzzqmDLqiTXup/KO4tYcl/77ThwkqlT/Aw/fC+T1L8geWyn8xozr2Z93BHRSZTaRkpbPr+AHC6jUhKjmuXFkvJi8jhZqljubXdPcmL/P8UQUBjdrQqs9YVn0+C7N1bo+Qll1IjjpM0VnLaW6xR3bhG9KMpFOVPijzovIzUnFxLxlZ4+LuTf4l3ofR4ZtpO+qeqohGUmYSfqW3yxfaxmUk4u9RdhuXQWJ6AntP7CneNm+J3EzTOk3ZeaxktODZorNsOLiOXi17s+Po9krNnp2ZRO1Sp3vWdvMlO+P8z+p6jTrQpc8dfP/FtOJTfkrLyUohOeEkwfXbcOTg2krNWFZ2ZrJNZlc3X7Izzn9/hTS6jk59bmfRFw8WZw4MaUmd+mGEdR6Fo5MLBqMjhQV5bFpZ9RMvX40m3nUL428fDcDevQcJqhNQvCwoyJ/4uMSLrUpBwVlW/PE3g6/vy/p1WwEYO24kAwb14pab7r3oevaQkpmIT6l9UB83f1Iu0K+FsBcZqXJtWwq8xRWc5qK1Tge+pWQOkou1OwvswjIHy6Iyi1OA4kMS1tOJbD7VLrP+xbxrnaukp9Z6g1KqNRAKrFJKncIyaqX0YUaz9edCrvg1uYBXsJxapK6ksdb6uNb6E6A/0EYpdd64aq31Z1rrDlrrDuUpqAA0qNeChMQzJCXHUFRUyLZdq2gbZjuXRrs2vTl8xHJlkazsdOITzuDrU4cG9VqQm5dNpvXLR8ThHQQFNjjvOSpTdMwhfLzr4ukZhNHoQJvWA4mIXH9F6yploKaL5XSVAP/GBASEcvTYpQZfVdzh6EMEe4cQ4BmEg9GBfm0GsTnCdq6azYfWMeS64QD0bt2f3cdLdnaVUvQJG8iafStt1vGwHq1zdanNDV3H8NuOxZWS91DUIUJ8QgjysuQd1HYQ6w9usGmz/uB6hnewfAHsH9aPHcd2WjN5YLCe817HK4gQnxBiUixTDU0dMgXXGq68vfSdSslZ2rX2GpeVEXOSmj7+uHj6oIxGAsI6kxix16ZNTe+SHXzfpmHkJlt2PF08fYonpq3h4U0t30Dy0i795bo85q9eXjyx7J+7tnBzd8u8Mu0bNSMzN4fEDNsvnYkZaWTl5dK+UTMAbu7enxW7LTu/pedfuf66bhyOthQyQ3z8iyemrePtR+PAEKKTEiiPb9YtZtgr9zLslXtZuW8TN3WxTGTYtkFzsvJyik/nOScpM5Xs/BzaNmgOwE1dBrFq3yYA/grfzOgugwEY3WUwq/ZZTnOs7VILR6Pl2NC47sPYfjSc7PxckjPTiEtLpKG/ZVLWbk3bcyz+VDnzL2Ho7MkMnT2ZlXs3clOXgQC0a9CcrPwL58/Kz6Vdcf6BrAy/9BWTYlMT6da0HQAuTjVo17A5x+MvMPdKBaXEHKW2TxC1PP0xGB2oF9aL6AjbL+iegQ3pdMMDrPvmJQpyMorvz01Pwq9BK5TBgDIY8W/Qioykyst2JdJijuPqE0BNT1+U0UhwWDfiInbatKnlXfIFMKBpO7IrqSB1ORFRhwjxqUugdRs3oO1ANhyy/bzbeGgDQ6+zbJf7tu7HLmvRZNuRrTQKaIyzozNGg5F2DdtzMuEkLk4ueFsnfTUajHRr1oPTiacqPXtcTCSe3iG4ewZiMDrQLGwAxyI32bTxCwxl0KjH+WXBk+Ra57ECSzHDwcEy/ZxzjdrUqRdGavKZSs9YVkJMJB7ewbh5BmAwOtAkrB8nymT2DQyl36hHWbZgFnmlMq/46WXmvjmWeW+NY8MfnxC5d4UUVEqZP/cHBvYdy8C+Y/nz9zXcPNYy6rL9dWFkZmaRmGD7+VWzlkvxPCtGo5EBg3py7OhJAPr068790ycxccKD5OXlU5WORB8kyKcu/tb3ZK82g9kasbZKM4j/Nhmpcm2bC6RrrfcrpfpcQft3sEz8ern/97eBdVrr1HMjOazWAg8rpb6yFk8mAn+XY/0rdSvwvNb61XN3KKVOKqXqaa0vN3yhvK9JMa11pFLqEDACy+t0UUqpYcDv1gl0Q7Gc6pRenue7HKPRgQm3PME7Hz6I2WyiR9eR1AlqxK/LPqV+vea0C+tNqxZdORixjadfHIvBYGDsTQ/h6uoBwC03PcRb79+PRlO/bjN6d7+xMuOdx2w2sXT5G9x15xyUwcjOXUtJTDzBgP73ERMTQUTkeoLrtGDCbW/g4uJG82Y9GNDvPt774BaMRgcm32vZySkoyOHHn5612ygEk9nE+0ve4M27P8RgMPLHjiWcSjjBpIFTOBx9iM0R6/l9xxKeuuUlFj6+mMy8DF789qni9ds0aE9SRgJxqbbzIE8f+RiNApsA8PXqz4mupB1Nk9nEm7++yQf3zsGoDCzdsYwTCSe4b/BkIqIiWH9oA0u2L+XFW1/g1yd/JjM3k6cWPA1A+4btuG/wfRSZitDazKs/v0ZmXiZ+7n7cPeAuTiacZMHD3wDw46afWFJJl8a81l7jsrTZzKGlC+gwaQZKGYjetZHsxFgaD7iBjOhTJEXupW7X/ng3aoE2mSjMz2H/IstVHDzrhdKg91C0yYTWmkNLvqEwN/syz1gxq/ftoH+bjmx+cy55Z/N55It3i5eteulDBj5jGZg36+uPLJdUdnTm7/AdxVf5+b9xd9OybkO0hujkBJ6YNweATk1aMm34WIpMRZi15qmvPiI1O7PCOf8+sJW+rTqz9sUF5J0t4ImvXy9e9ttTnzPsFcsRzWe+e48373ySGo5OrDu4nbUHLYXVT1Z8x4f3PMfY7kOJSU1g2ueWETWNA+rx9p1PotEciT3FzAVvFj/ucz/M4d1JT+NkdOBMchyPf/M6FfX3gW30bdWZdS8tIO9sPo9/VTI65venP2Po7MmW/N++Z7mkspMzaw9uZ+0BS/7BbXvw/C3T8XJ1Z+60V4iIOs4dH8zk63WLefOOmax8di5KwU+bVxAZc+KCGSpCm83sXPop/Sa9gFIGju/6i4zEM4QNGE9K9FFiIrfT7vpJODjXoMetTwKQm5HEum9e5syBzfg3asOwBz8ENLFHdhMTWbWTfGqzmX1L59J90lOgDJzetZasxGiaDxhDWvQJ4iN30bDrYPwatcZsfR/uWvRxlWQzmU28vfgN3rt3DgaDkeXbl3Iy4QT3DrqPiOgINh5az7LtS3hu3Av8NPMXMnMzeWahZbuclZfFdxu+Ze6DX6PRbIncxObITXi6evHGpHdwcrBMALv72E5+3fpLpWfXZhN/LXuHmye+g0EZ2L/7N1IST9K9/93Ex0RyPHITfYY8gKOzC6NufQmAzPQEfl3wJN6+9eg7dBpag1KwY+N3JCdUXp+9VOa1y97jholvoZSBQ7t/JzXxFF3630VCTCQnIzfTY8gUnJxdGHqrZfuQlZ7IsgVPXeaRq8+MGTPYvn07aWlp9OrVi+nTpzNmzJhqzbR61Qb6D+jJ5h2/WS6p/OAzxctW/f0jA/uOpWZNF+YvmIOTkxMGg4HNG7fz9fyfAJj92iycnZ34YdH/ANi1K5wnH3v5gs9V2cxmE58sfZ2X7/oYgzKwcucSziSeYMKAqRyNOcS2iHWEBrfgmQnv4OriRufmvZgwYApT37v58g/+byVXVK5UqqpmSheVRymVrbV2LXNfH+AxrfVwpdREoIPWepr1Ur/ZWuu3rO3eAR7RWqvSj2U9bWa51rpVmcctfizr7eeAm7EUEY4DU7TWSVe6/gX+Fpt81vtOAEO11pGl7nsHSNBav36Rda7kNXkT2ysC3Y9lzpfi3EqpNsAe4C6t9Xzrfef9bUqp74H2WCbnLQKe1lrbXie4jE2rM6+pN9vyv+1zZRV72lJ4FZ9seRHZpiudxufq4Gq074TH9vCksU11Ryi3u6Kr5oh7ZXGuVbVHJSuD9WPwmjLbyz6XmreXmtSs7gjl9kah/YsEle0mJ+fqjlAuTlxbn3sAD81ed/lGV5Egn7DqjlBube+99vrF76/uufY+SKz8+4y6pr6XnJOwdslV+ZpLUUWIKiJFFfuToor9SVGlakhRxf6kqGJ/UlSpGlJUsT8pqtifFFWqlhRVKpfMqSKEEEIIIYQQQghRATKniqgSSqmnsVzBp7SftNazqyOPEEIIIYQQQvwnXXuDu69qUlQRVcJaPJECihBCCCGEEEKIfw05/UcIIYQQQgghhBCiAqSoIoQQQgghhBBCCFEBcvqPEEIIIYQQQgjxXyFzqlQqGakihBBCCCGEEEIIUQFSVBFCCCGEEEIIIYSoADn9RwghhBBCCCGE+K8w6+pO8K8iI1WEEEIIIYQQQgghKkCKKkIIIYQQQgghhBAVIEUVIYQQQgghhBBCiAqQOVWEEEIIIYQQQoj/CCWXVK5UMlJFCCGEEEIIIYQQogKkqCKEEEIIIYQQQghRAVJUEUIIIYQQQgghhKgAmVNFCCGEEEIIIYT4r9C6uhP8q0hRRYgq0mOAe3VHKJfA24dUd4Ryeyokv7ojlNsqY1p1RyiXGwms7gjldtev0dUdodw+vdGnuiOUy0c6orojlNt4FVTdEcrtiS9jqjtCuSgX1+qOUG6Pj69Z3RHKbV5eQXVHKJc+NXOrO0K5BfmEVXeEcolNDq/uCOXW+IHe1R1BiAqT03+EEEIIIYQQQgghKkBGqgghhBBCCCGEEP8VcknlSiUjVYQQQgghhBBCCCEqQIoqQgghhBBCCCGEEBUgRRUhhBBCCCGEEEL8aymlvJRSq5RSR63/el6gTVul1Bal1EGlVLhS6pYreWwpqgghhBBCCCGEEP8RyqyvyZ9/6ElgtdY6FFhtvV1WLnCH1rolMAR4TynlcbkHlqKKEEIIIYQQQggh/s1GAV9Zf/8KuKFsA631Ea31UevvsUAi4Hu5B5aiihBCCCGEEEIIIa5qSqnJSqmdpX4ml2N1f611nPX3eMD/Ms/VCXACjl/ugeWSykIIIYQQQgghxH+F/sen0lQLrfVnwGcXW66U+gv4f/buOzyKqovj+Pck9N47ShFUQDp2UTpiBRVF7FiwolgQK/au2NtrL9jFLigIWBDpIEVBAemhJvSSnPePOwmbze4mQJKZgfN5H553dmYSfqyzszN37j23RoxNt0f9HhWRuG+CiNQE3gEuVNVcJ6C2RhVjjDHGGGOMMcaEmqp2jrdNRFaKSE1VXe41mqTE2a8c8A1wu6r+npe/14b/GGOMMcYYY4wxZl/2JXCht3wh8EX0DiJSDPgceFtVP8nrL7ZGFWOMMcYYY4wxxuzLHga6iMg8oLP3GhFpKyL/8/bpDbQHLhKRad6flrn9Yhv+Y4wxxhhjjDHG7C/2fnri0FHVNUCnGOsnAZd6y+8C7+7u77aeKsYYY4wxxhhjjDF7wBpVjDHGGGOMMcYYY/aANaoYY4wxxhhjjDHG7AGrqWKMMcYYY4wxxuwnZD+sqVKQrFFlHyEi6cBM3H/TOcCFqro5av0C4HxVXe/9zE24ojxbgR3As6r6dpzfPwaoCWzxVt0PTAK+VtVmEfsNATaq6uMi8qa3/ZOI7fWifybBv+lN4HggFcgArlbV8d62ocBZQF2gGDANOEtVZ3rbbwYOAh7y/t0PqOod3rYqwHLgZVW9xst8GbAq4q8/AWgJ/AScqqpfeT/7NfA4MACoD5QBqnp/B8BVqvpbbv+23fH000/To0cPNm/ezEUXXcTUqVPj7vvFF1/QoEEDDjvsMADuvvtuLrvsMlatcv+02267je+++y4/4wFw33n96diiHVu2beOGV59g5qJ/cuxzWL2DGHrZQEoUK87o6RO5892XALixZ1/OPb47azekAvDQx28xesZEeh7Vgat6nJH184fWrU+3u65l1n//5mv2Axq147iTrk6I2LwAAJeeSURBVEGSkpk96RumjBuWbXvLY86iSdseZGSks2VTKqM/e5QN61cCcNV9P7JmpftPv3H9Sr559458zRZPq0ZHc9nJt5CUlMQPEz/n03FvZNvepF5rLj3pZurVaMTjH97Kb3/+mLXt7ouep3Hd5sxZNJX7376uUPLWbtSGw0/ujyQlMW/i98wc93H2vMf0pHG77mSkp7N1cyq/fvoUm9anUKNBcw7vcXnWfuWr1mXsBw/z35zxhZL7vtuuomP7dmzZuo0bbnucmbPnZ9teskRxXh56B/Xq1iI9I50ffvqdB598HYDzzz6Ji849lYz0DDZt3sLNdw9l3j//FWjeqo2ac9jJFyBJSSya+BPzx32VbfuBh3ei/pFd0IwMdm7fxvTh/2NjylKKlixDu74DqFC7IYunjGPmV28WWMa2jY+m/8k3k5yUxHcTh/PR2OzHbtHkotzc+z4a1T6UtM2pPPj+IFauX06R5CIMOP0OGtVpgqry4lePMmPBZACOP6wr53ToR3JSMhPmjuO1758psPy1GrWh3cmXI0lJzJ84kj+jjuVDjzmdRu26od6x/NunQ9m03p1/W3e/mDoHtwNJYvn8qUz8+uUCyxnt3gdupmOnY9myZSs3XHc3f86cm2Ofd4c9R/XqVUhOTuaPCVO57daHycjI4ORTOjPwpito1Lg+J3U/nxnT5xR83ruvo2OHI9myZRs33PQQf876O9v2EiWK8/IL93LggbVIT8/gx1G/8dAj7v28+85rOPqoVgCULFGCylUq0LT5SQWa98BGh3P8SdciSUnMmvQNk8a9n217q2N607TtSWhGOls2reeHzx7J+h4BKFa8FOcNeIt/5/zCmK+eLtCsAEcfciS3nH4DSUlJfP77l7wx+p1s24smF+X+c+/m0LoHk7opjUFv38GydcuztteoUJ3PBg3jpRH/4+0x70f/+gJxSKOj6dXjJiQpmd8nf86ocW9m296gXmt69riRWtUb8fZHg5k+a1TWtlO6DaBJ42NJkiT++ud3PvvmsULJDHDfg4Po2Pk499m79k5mzsj5+XnvwxepVr0KRYokM+H3Kdx2y4NkZGRw55CBdOl2PNu372DRwsXccO1dpKVtKLTs0QYPHsyYMWOoXLkyX3/9tW85AO486zpOaHoEW7ZvY9A7DzFr8bwc+zSt25hHzx9MiWLFGDNrAvd97L4bypcqy9OXDKFO5RosWbOC6167m7QtGzm1XWcu73IugrBp22bu+uBJ5i7NeT1rTCw2/GffsUVVW3qNFduB/jHWrwWuBhCR/kAX4HBVbYmrhCy5/B19vd/Vcnfm7d5LN3v5bgVeBhCRJKAnsBg4XlW3AtcDL4hTG/fvv9X7HQuAyCuqs4BZUX/PUxH/tpaZDU/AEuD26FCq2tPLdSnwc8TP5WuDyoknnkijRo1o1KgRl19+OS+++GLcfXv27MnGjRtzrH/qqado1aoVrVq1KpAGlY7N21G/ei2Oubkft7zxDA9ddE3M/R6+8Bpufv0Zjrm5H/Wr16JD87ZZ214dMZwud15DlzuvYfSMiQB8Pv6nrHXXvvw4/61ame8NKiJJHH/KAL5661bef/oiGjfvRMWqB2bbZ9WyeXz0Qn8+ePZS/vlzLEd3uyJr284d2/nwucv48LnLCq1BJUmSuOLUwdzz5tVcM7QXx7XoTt1qDbLts3r9Cp7+9C7GTc/53/vzn99i6Mc5DukCI5LEEadezQ9v3snwoVdQv8UJlK92QLZ91i7/h6+ev44vn72KRX/+QtvulwCw4t8ZfPncNXz53DV8/9qt7NyxjaXzpxRK7o7t21H/wNoc0/1ibrl7KA/dFbsB6qXXP6H9Sf3o2usq2rVqSofj2gHw+dc/0em0K+jS60peeO0jhgy6IubP5xsRmp96Mb+/+Sijh95M7RZHU6Za7Wy7LJ3+G2OeuZWxz93G/HFf0azHeQBk7NzB3B8+YdZ37xVoxCRJ4upTb+WON67hsqfOoEOL7hwQdex2a3c6G7ds4OLHT+OzX96j34kDADixXS8A+j/dm1tf68/lJw1ERChbqjyX9rjerRt6JhXLVqFlw8MLJL87lq9k1Jt38+XQK6nXoj3lq9XNts/a5f/yzfPX89Wz17Doz19p4x3LVQ84lGoHNuGrZ67hq6evokqdRlSvf1iB5IzWsdMx1K9/AMceeRqDbrqfhx4dHHO//pcNokvHc+h4/FlUqlyRk0/tDMDcuf9w2SU38fv4QvrsnXAk9evX4dgTzmXQbY/x0AMDY+738qsfcEKn8+l+Uj/atmlGhxOOAOCe+56jW49+dOvRjzfe+pTvvh9XoHlFkjjhlOsZ/tYtvPP0hTRu3olKMb5HPnjhct579hLm/TmWY7v1z7b9yM79WLZwRoHmzJQkSQzudRNXv3IDvR7pQ/fWXWlQvV62fXoecSppW9I49cGzeHfsMAacfHW27TeeNoBfC6lxG9x7fOYpg3j57Wt5+JkzaH1Yd6pXrZ9tn/Xrl/P+p0OYMuP7bOvr1W1O/QNa8OhzZ/Pws2dxQO2mHFS/TaHk7tj5WOo3OJBjDj+ZWwbey0OPxb5OuKLfTXQ54Sw6HNuLypUrccppXQEYN2Y8HY7tRefjz+TffxZx7fX9CiV3PL169eJ///tf7jsWsOObHkG9qnXoNKQvd7z/OPecE/scce85A7n9/cfoNKQv9arWoX0Td464omtfxv81mc73uP+/omtfABavXs65T13HSQ9ezHPfvc39595UaP8mE37WqLJv+hnXSyPaeCDzKvs24EpVTQNQ1TRVfauQ8u2Jcez6N52AaxR5EegDoKrf43qfXAA8BQxR1XXe/puBOSKSeRd/NvBRHv/e6UCqiHTZ23/AnjjttNN4+23XeWjChAlUqFCBGjVq5NivdOnSDBw4kPvvv7+wI9Kt9ZF88qt7IjTln7mUL1WGauUrZtunWvmKlC1Ziin/uKejn/w6iu6tj8rz33H6kcfzxYSx+RfaU73OIaSuXUbauuVkpO9k3ozRNDj0mGz7LF0wjZ07tgGwYvFsypSvmu85dkejOs1YsWYxK9ctZWf6Tn6eMYLDDz0h2z4p65exaMU8MjRn184Z//zBlm2bCyktVKnTmA1rlrFx3Qoy0neyYMZYDjj0yGz7rPh3Bunee7zqv7mUKl8lx++p1+w4lvw9KWu/gtat49F88sUPAEyZPpfy5UpTrWqlbPts2bqN3/6YDsCOHTuZOXs+NWu47Bs37XqPS5UsQYz/FPmqYp2D2LRmJZvXpaDp6SydMZ4ah2a/cdi5bUvWcpFixVEvVPqObaxd9BcZO3cUaMaD6zZj2ZrFrPCO3THTR3BU1LF71KEn8MMU18Pm5z9/zGogOaBaA6b96xpcUzetY+OWDTSu3YSalWqzdPV/pG5yp/up8ydwbLMcsyXmi8pRx/LCGeOoG3Usr4w4lldHHMuqSnKRYiQlFyGpSFEkqQhbN64vkJzRunU/gU8+dk+Vp0yeSflyZalWLednbOPGTQAUKVKEYsWKgnfMzp+3gH/+WVQoWQG6dj2WTz4b4fJOnU25smWoVrVytn22bt3Gb+Ndr80dO3by56x51KyR89x82qmd+eLLUTnW56fqdQ4lde3SrO+Rv2eMpsGhx2bbZ8mCqXG/R6rVakypMhVZNG9igebM1OyAJixevYSla5exM30nI6b+wAnN2mfb54Rmx/HVxG8B+HHGTxzeaNdDkA7N2rNs7TL+WbmAwnJgnWasXrOENeuWkp6+k6kzR3BY1Llj7frlLF85D9WMHD9ftEhxiiQXpYj3GdywcW2h5O52Ygc++cidz6ZMnkH58mWpVj33z17muXnsmPGkp6cDMHnSDGrWql4oueNp164d5cuX9zUDQOfmx/L5BHeOmLZwNuVKlqFquezfz1XLVaJMiVJMWzgbgM8njKBLi2O9nz+Gzya4xrfPJnyftX7qglmkbXEPJ6ctmEWNCv5e7xU41XD+CShrVNnHiEgR4ETckJ/I9cm43ihfikg5oKyq7u5j//dEZJr3p3Luu+erU9j1b+oDDAM+B04SkaLe+uuBB4CqqvpO1M9/AJwjInWBdGBZ1PYbIv5tP0VtewAonG4IUWrXrs3ixYuzXi9ZsoTatWvn2O++++7jiSeeYPPmnDfL11xzDdOnT+e1116jQoUK+Z6xRqXKLFu7Ouv1srWrqVGpStQ+VVi+LnqfXYfQxZ1P4cf7X+DJS2+gfKkyOf6OU484nuHjx+R79tLlqrAhNSXr9ca0VZSOcUOfqUnbHiz6e0LW6yJFitH7qpc484rnqR/VGFNQKpevxurUFVmv16SupHK5aoXyd++JUuWrsCl118i6TamrKVUu/umjUduuLP17Uo719Zu3Z8H0MQURMaYa1SuzbMWu3MtWrKZGtfi5y5UtTZcOR/LL+F3D8y469xR+G/Emd9x0GXc++HyB5i1RviJbUtdkvd6aupaSUReZAPWO7EKnG5+iSfdz+fPrmKM9C0zlctVYlbpryMPqtJVUiWqkrFKuGqvWu+M7IyOdTVs3Uq5UBf5d/jdHHno8SUnJVK9Yi0a1m1C1fA2WrV5Mnar1qF6hJklJyRzdpANVyxfMjUep8pXZlLrrPLY5l2P5oIhjefXiuaz4dwZnDX6Hswa/w7J5U0hdtTjuz+anGjWrsWzprvd9+fIUatSMfbPw3gfPM33Wj2zcuImvv/ox5j4FrUb1Kixbtuu8vHzFKmrUiH9eLleuDJ07Hc0vv07Otr527erUrVuTX38r2B42ZWJ8j5RJ8D3StG0PFmZ+j4hw3IlX8ct38Xuh5rdq5auyYv2uvCvXp1At6nPo9nHHTHpGOhu3bqRC6fKULFaSizqez0sjXiu0vADly1VlXcT33vq0FMrn8Xtv4eIZzFswkXsHjeTeQSOYO288K1cVToOQ++ztyr1s2Upq1Iyd+/2PXmTG3DHus/flDzm29+nbk9GjfimwrGFSvXwVlkccwyvWr6J6VANI9QpVWbF+VfZ9vM9llbIVWZXmGtZWpa2lStnsDwIBzjr6JMbNmpBjvTHxWKPKvqOkiEzD1Tn5D3gtav0KoDqQ80ydd5HDf9aQ9Rwrh/xsRnzMy3850E9EigE9gOFeL5sJQDcAVV0GjMb1YIn2PW640znAhzG2Rw7/6RC5QVXHAYjIsTF+LiERuVxEJolIzrvEfNKiRQsaNmzI8OHDc2x78cUXadiwIS1btmT58uU88cQTBRVjj7016huOuukSutx5NSvXr+Xucy/Ltr1Vg4PZsn0rfy0tvCelsTRu0ZlqtQ5mys+7Dp+3Hj+Hj17oz8iP7ue4k66hXKVaPiYMvwYtO1CldmP+HPdptvUly1akYo36LJ03Oc5P+is5OYkXHr+N194dzn9Ldl1Av/n+Vxzd7SIeeOJ/DOjf18eEuyz8/QdGPXEDs0cMo3GH0/2Ok2cjJn/B6tSVPHf1e1x58s3M/m866ZrOxq0beHb4g9x27iM8ccXrrFy3jIyMnE+qC1v9lh2oXLsRs7xjuWylmpSvWpdPHrmQTx6+gJoNm1OtXlOfU+bU95yrad28K8WKFeOYY9v5HSdXycnJPP/MXbz+5qf8t3h5tm2nndKJb78dE4jjIdPBLbp43yMfAND8iNNZ+PcENqatyuUng6F/t0t5b+wHbNm+JfedA6JKpbpUr1qfux/rzt2Pdqdxg3Y0OLCV37FyOLf3lbRq2pFixYpx7HHZhzBed8Nl7Ny5k88+/sandPu26JuWIxu14qyjT+LRLwqv7pUJPytUu+/Y4tX4iLleREoBI3DFXp8RkY0i0mAPeqtEWgNEN+9WYlfR1vxwc1Sh21OACsBMEQEohSuem1kxK8P7k42qbheRycCNQBPg1N3MkdlbZefu/JCqvgK84mXPU2PTVVddxWWXuYaFiRMnUrfurjH7derUYenSpdn2P+qoo2jbti0LFiygSJEiVKtWjZ9++okOHTqQkrKrJf/VV1/Nt8JiF3U6mb4ndAdg2oK/qRXRM6VWpSqsiOi5ArBi7WpqVozexz1VX522Pmv9e2O+4+2B92T72dOOPJ7hv+f/0B+ATWmrKVt+11OjMuWqZnsSnalOw9a0PeE8Pv/f9WSk78j28wBp65azdME0qtY8iLS10Z2g8tea1BSqlN81BKxy+eqsSUtJ8BP+2py6mtIRT0FLl6/C5rQ1Ofar2bAlzU84h+9fvSXbewxQ77D2LJr1G5qRXqBZLzr3FPqe2QOAaX/+Ra2I4QS1alRhRUrO3ACP3XM9CxYt5X9vfx5z+/Bvx/DQ3QVbFHhr6jpKlt/Va6JE+UpsSYvfxX3pjPE0P+2SAs0UbU1aSrZeJFXKVWd1avabydVpKVStUIPVaSkkJSVTukQZ0javB+Dlb3Y1Cj/V/02WrnaFfyfMHceEua5uxontepFeQMfJ5tQ12XqylUpwLB92wtmMfHUQGenuK+OApkexavFcdm7fCsDSvydTte4hpCyMLu+VPy68uDd9z+sJwLRps6hVe9f7XrNmNVYsj38Tv23bdkZ+P4Zu3U/g53GF86T2wvN7cm6fkwGYPn0utWrtOi/XrFGVFStynpcBHnnoJhYsWMJrr3+cY9upp3Tk9juHFkjeSBtjfI9sjPE9UrdhGw4/4Xw++d91pHvnuJp1m1K7XnOaH3EaRYuVJCm5KDu2beHXka8UWN6U1FXUqLArb/UK1UiJ+hy6faqTkrqK5KRkypQow/pNqRx2YFO6tOjI9adcQ9mSZcjQDLbt3M6HvxRsmb3UtFVUjPjeq1CuGql5/N47rEkHFi2eyXavIWjOvF+pV7c5/y6KX/R/b1x0ydn0Pd8V2XefvV25a9Wqzorl8XNv27adEd/9RLcTOzBu7O8A9D7nVDp3bc/ZvS6L+3P7g/Pan07vY9w5Yuaiv6gZcQzXqFCVleuzH8Mr16/KNnynRoWqrPQ+l6s3rKNquUqsSltL1XKVWLNhXdZ+B9dqwIN9b+aSF25h/aa0gvwnmX2M9VTZT6jqZuA64EZviNBDwPPeUCBEpIyIXLCbv3MjsFxEOnq/oxLQHSjI/ol9gEtVtZ6q1sPNwNPFazTKzRPAIFXd7cG0qjoS14DUfHd/dne98MILWYVlhw8fzgUXuP8sRxxxBKmpqaxYsSLb/i+99BK1a9emfv36HHvssfz999906OA620TWX+nZsyd//vlnvmR8c9TXWUVkv588njOPcTUMWjc8hLTNm0hJXZdt/5TUdWzYspnWDQ8B4MxjOjFiirtgiKy/cmKbo/lrya4eKSLCKYcfxxcF1KiyculcyleuTdmKNUhKLkKj5h1ZMDd7reEqNQ+iw2kD+ebd29myaX3W+uIlypCU7EaelShVjpoHNGNtSsH3ppm3dBY1qxxAtYq1KJJchOOad+OPOQXz/uSH1Uv/plyVWpSpWJ2k5CLUb348i+f8nm2fSjUbctTp1zHqnXvYuik1x+9o0PwEFswYU+BZ33z/K7r0upIuva7k+1G/ceZprpRS6xaHkLZhEymrcp46bhlwEWXLluauh7J3kKt/4K5eS52PP4IFi5ZG/2i+Wr/0H0pXqUGpilWR5GRqNz+KlXOy9+wpXXnX+aD6wa3YtHpF9K8pUH8tmUXtKgdQ3Tt2T2jRjd/njMm2z+9zxtKl9SkAHNesM9P/cXUmihctQfGiJQBofdARpGek81+KeyZQvrQ7h5QpUZZTjuzN95NiN27trTVL/6ZsldpZx3K95u1ZPCd7o0Olmg048vRr+Omde7Mdy5vWr6JG/cOQpCQkKZnq9ZsV6PCft974iK6d+tC1Ux9GfDeGM89yNyOt2xxG2oaNpKRkv+kvVapkVp2V5ORkOnU5jvnzFxZYvhx53/k8q7js9yN/5sxe3VzeVk3YsGETKatyNl7dfOOllCtbhrvvfTbHtoYND6B8+bJMnpI/33mJrFw6lwqV61DO+x5p3Lwj/879Nds+VWs2ouNpN/LVu4OzfY+M+Ph+Xn+sN288fg4/f/cic6eNKNAGFYBZi+dwQNW61KpUkyLJRejWqgtj//w52z5jZ/3MKe1cA3Pn5h2YON91tr3kuf70uL8nPe7vyXvjPuS1H98q8AYVgP+WzqJK5bpUqliL5OQitDqsG3/Ozdv33vr1K2hYvw1JSckkJRWhYb02BTr8583XP6RLh9506dCb778dzZm93fmsdZvmpKVtIGVl1GevdMmsOivJycl07noc8+e5fCd0PIarrr2Yi867ji1bthZY5jB4d9xwTn3oUk596FJ+mP4zPY9w54iW9ZqwYcumrOE8mValrWXj1s20rNcEgJ5HdOPHGe72ZNTMX+l1hHsw2OuI7vw4w31ea1asxguX38eNbz3AwpQlhfVP80+GhvNPQFlPlf2Iqk4VkRm4hokXcdMBTxSRHbgplfdkbMgFuMaZJ73X96hq5PxjL3vTH4ObracPcLCIRJ6tblDVnI+ZongNJ93ZNbMRqrpJRH7B1VyJNayHiH1nkXPWn6wMInJexOvTY+zzAPBFbjnz07fffkuPHj2YP38+mzdv5uKLL87aNnXqVFq1StyF9dFHH6Vly5aoKgsXLuSKK/J/BpJR0yfSqUU7fnvsdbZs38oN/3sqa9sP9z1HlzvdbECD337eTalctDg/zZiYNcvPHef0o+kBDVCFJatXcssbu6ZDPfLgZixbu5r/VhXMzZ9mZDDuq2c47aJHEUli9pTvWJuykMM7XUzK0r9YOPc3junen6LFS9K9zxBg19TJFasdSIfTBqKqiAiTxw1j3aqCb1TJyEjnlS8fZsjFL5IkSYya/AWLU/7h3M5XMn/JbP6YO5aDajdl8HlPUqZkOdod2p4+na7k2qfdk7MHL3+dOlXrUaJYKV4bNILnPhvC1HkFN4uDZmTw+5cv0uXi+xFJZv7kkaxP+Y+Wnc9nzZK/WTx3Am1P7EfR4iXo0Oc2ADamrmL0O67HUpkK1ShVvgorFsxM9Nfku1Fj/6BT+8P5bcSbWVMqZ/rhsxfp0utKalavwvX9z2XeP/8x8tMXAHjj/S94/5Pvufjc0zju6Fbs3JHO+rQNDBhcsFN4akYGM798kyMvvhWRJP6bPIYNKUs5uPOZrF/yLyvnTqH+UV2p0rAZmr6THVs3MfWTXQ1BnW9+miLFS5KUXIQaTdow/o2H2ZiSvw1BGRnpPP/lIzx4yQskSRIjJ33BopR/uaDzlfy9dDa/zxnL95OGc0vv+3njpi/YsDmNB4e5SdwqlK7IA5e8gGoGa9JW8ehHu8pcXXnKLTSo0RiA90a/ktWDJb9pRgZ/fPkinS++D5Ek5k/+gdSU/2jR+TzWLJnHkrkTaHNiP4oUL8HxfdwMO5tSV/HTO/ey6M9fqdGwBadc9wKgLPt7Mkvm/lEgOaON+vEXOnY6ll8nfMGWLVsZOGBI1raRo4bRtVMfSpUuyRtvP0Wx4sVIShJ++3US77zlbpa7n9iB+x+8hUqVK/L2e88w68+/6XvO1XH+tr03+qff6djhKH4ZO4ytW7Yx8OaHsraN+PY1uvXoR80aVRlw7QXMm7+I779xs5G8+dZnDPvQDY847ZROfPnV6ALLGEkz0hnz1VBOv+hx73vkW9amLOTITpewculcFsz9jWO796dY8ZL06OPOaxvWp/DVu7cVSr5o6RnpPPzZ47x4+dMkJSXxxR9f88/KBVzZ/TJmL57L2Fk/8/mEr3jg3Lv58raPSducxqC37/Qla6aMjHQ+/foR+l/4PElJSUyY/CUrUv7lxE79+W/pbGbNHUfd2k3od+4TlCxZjqaHtKd7x/488uxZTJv1I40atmPQNR+hKHPn/casvwp2RqhMo374mU6dj+O3id9405nveh9/+OkjunToTalSJXnz3WcoVqwYSUlJ/PbLH7z9prskfuDhwRQvXowPP3HDUCZPnsGtNxX+hASZBg4cyB9//MG6deto37491157LWeddVah5xgz63dOaHoko4e876ZUfvfhrG1fDv4fpz50KQB3f/gUj55/KyWKFmfs7AmM9WqkvDzyfZ7pN4Szjj6JpWtXcN1rQwC49sQLqVC6PPeccwMA6enp9Hy0gGfuM/sM0QBX0TVmX5LX4T9BUfP87n5H2G231Q3fk5wfsiapCoee1PQ7wm677fOCHTZUEF7qGb/QZRA9r3P8jrDb+kr4aiANfm157jsFiJTMWXg86G7uK35H2G1vbCmcWdHyywmltvsdYbd99NJujf723bLVhTNFd3466Orj/Y6w2+Y/PzZ8JwxPrabdQnVfkmnZrBGBfM+tp4oxxhhjjDHGGLO/CPBQmjCyRhWTjYh8jqtTEmmQqo4owL/zeSB6PtqnVfWNgvo7jTHGGGOMMcaYvWWNKiYbVe3pw99ZcIOzjTHGGGOMMcaYAmKz/xhjjDHGGGOMMcbsAeupYowxxhhjjDHG7CfEJqvJV9ZTxRhjjDHGGGOMMWYPWKOKMcYYY4wxxhhjzB6wRhVjjDHGGGOMMcaYPWA1VYwxxhhjjDHGmP1FhtVUyU/WU8UYY4wxxhhjjDFmD1ijijHGGGOMMcYYY8wesOE/xhhjjDHGGGPM/kIz/E6wT7GeKsYYY4wxxhhjjDF7wBpVjDHGGGOMMcYYY/aANaoYY4wxxhhjjDHG7AGrqWKMMcYYY4wxxuwvbErlfGU9VYwxxhhjjDHGGGP2gDWqGGOMMcYYY4wxxuwBUbWuP8YUhhMGtQnVh62ohCouAKWSwjc93OaMcLVtlwjhezzhr7p+R9htjRou9zvCbikewuNih4rfEXbbXzPr+B1htySV3+l3hN3WtcFSvyPstpKE61guJuHKC/BPeriuif5OK+d3hN02//mxfkfYE+E7mD21GxwfroPas/TfsYF8z8N1NW+MMcYYY4wxxhgTENaoYowxxhhjjDHGGLMHrFHFGGOMMcYYY4wxZg/YlMrGGGOMMcYYY8x+QmxK5XxlPVWMMcYYY4wxxhhj9oA1qhhjjDHGGGOMMcbsAWtUMcYYY4wxxhhjjNkDVlPFGGOMMcYYY4zZX2iG3wn2KdZTxRhjjDHGGGOMMWYPWKOKMcYYY4wxxhhjzB6w4T/GGGOMMcYYY8z+wqZUzlfWU8UYY4wxxhhjjDFmD1ijijHGGGOMMcYYY8wesEYVY4wxxhhjjDHGmD1gNVWMMcYYY4wxxpj9hU2pnK+sp4oxxhhjjDHGGGPMHrCeKiY0RKQyMMp7WQNIB1Z5r1sA0yN2/0BVHxaRMUAZVW3r/Y62wOOqeoKIXAS0VdVrIv6OMcBNqjpJRBYCGwAF1gEXqOoib790YGb035cf/87DGx/FNafeRLIk883E4bw/5s1s24smF2Xw2fdycO1DSd2cyr3v38qKdcvp3PJEzjn+/Kz9GtRoxOXP9GX+8r/p0LwL53XsR1JSEuPn/Mwr3z2bH1EBaNv4aK465SaSJJnvJn7Oh2Nz5r2l9300qn0oaZvX88CwW1m5bjlFkotwfc87aFznUDJUeeGrx5jx7+RsP3vvBU9Ro1JtLh/aO9/yRmvV6GguO/kWkpKS+GHi53w67o1s25vUa82lJ91MvRqNePzDW/ntzx8BqF/zYPqfdhulipchIyOdj8f8j19mjiywnJEK8j0vCK2j3uNPot7jpvVac5n3Hj8a8R4DDLnoeQ6u25w5i6Zy79vXFXjWBy65nM6t27Bl+zauffZpZi74J8c+zRs05JlrrqdksWL8OGUyt7/+ivt3HFiPx664mlIlSrB4VQpXDn2cjVu2ANDkwHo8fsXVlClVioyMDLoNGsi2HTv2KusRjY/i+tNuIkmS+OqP4bw75q1s24smF+XOc+7JOlfc9d5gVqxbDkDDGgdxyxm3Ubp4aTJUufTZCyiSXIQXrnw16+erlq/OyCnf8vRXT+5VzkjtGh/NNd6x++3EzxkW49i9tfd9NPaO3Xu9Yzc5qQg3nXEnjWofQnJSEUZO+ZphY3YdR0mSxIvXvsvq1FXc/taAfMsL7pw84FSX+euJw3kvxjn5du+cnLY5lbu9c3KXlifSJ+Kc3LBGI/p55+RMD134JLUq1ebCp87O18yRHrjiMjq3a8OWbdu49smnmfnPvzn2GXzBefTu1IEKZUpT/4xzstb373kqfbt1JT09ndWpqVw/9FmWpKzK8fP54f4Lr6BTy7Zs2b6NAS8+xcyFMT579Q/i6f43UKJYMUZNm8Qdb70MwMvXDaJhzToAlC9dmtRNm+g8+FraH9aS28+5mGJFirB9507uff81fp01I9+zH9boaM47yZ3jxk76nK+jznEH12tN35Nupm71Rrzw4a1MnLXrHPfmfZNZvHI+AGvWL2fou9fne75oTRsdTe+TbiYpKYlfJg1nRFTeRvVa0/ukm6hdvRH/+3AwUyLyVixfgwt63kXF8tVR4Lm3rmHN+uUFnvnQRkdzRo+bSEpKZvzkz/lh3JvZtjes15ozetxIreqNePOjwUyb5S4XG9VvS68eN2btV71KPd78aDAz5owp8MyR2jQ+mitOdu/5iInD+Xhs9ve8Wb3WXH7yTdSv0YiHPxjMrxHfgwXtzrOu44SmR7Bl+zYGvfMQsxbPy7FP07qNefT8wZQoVowxsyZw38fPAFC+VFmevmQIdSrXYMmaFVz32t2kbdnIqe06c3mXcxGETds2c9cHTzJ3ac7PdEEaPHgwY8aMoXLlynz99deF+neb/Y81qpjQUNU1QEsAERkCbFTVx73XG1W1ZZwfrSYiJ6rqd3vw13ZQ1dUicg9wB3CZt35Lgr9vjyVJEgNOv5Wb/ncVq1JX8tI17/Dr7LEsSlmQtU+PdqezcUsafR87nY4tunL5iddx7/uD+XHad/w4zf0T69c4iPsveIL5y/+mXKny9D/pei5/pi+pm9Zza+97aN2wHVP+mZgvea89bRCDXruK1akree6adxk/Zyz/ReTt7uW96PHTOKF5Vy7tPoAHht1Kj3a9ALh86NlUKF2RBy5+jmuePw9VN8XbsU07smX75r3OmFv+K04dzN2v92dN2koev+o9/pg7lsUpu246Vq9fwdOf3kXPYy/I9rPbtm9h6Md3snzNf1QqW5Unrn6fqfPGs2nrhgLPXFDveUHl7X/qYO703uMnr3qPCVHv8ar1Kxga4z0G+OzntyhetAQnHn5mgWXM1Kl1GxrUrMUR11xBm0YH8+jlV3Li4Jty7Pfo5Vdx44vPMXneXwy7fQgdW7Vh9NTJPHnVdQx563XGz/6TPh07c/VpvXjkg/dITkrihQEDufrpJ5m1aCEVy5RlR3r6XmVNkiRu7DmI61+9mpTUlfzv2rf5ZfY4FkYcBycffhobtmzg7Ed70qlFV67qcS13vXcbyUnJ3NXnPu774C7mL59HuVLl2Zm+k+07t3PR0L5ZP//ade8w5s+f9ipndOYBpw3i5tfc+e3Fa97ltznZz28ntjudDVvSOP/x0+jQvCuXdx/AfcNu5fjDOlO0SDEuHXo2xYuW4I2BnzB6+ves9BqJeh3Th/9SFlCqeJl8y5uZeeDpt3KDd05+1TsnR77PJ3mZ+zx2Op1adKX/idcx5P3B/DDtO37wzskNahzEg945OVP7ph3Ysm1LvuaN1qltGxrUrskRl/anzcGNefSaKznxhptz7Ddywh+89tU3TPjfi9nWz/xnAV0HDGTLtu1c1KM7d11yEZc//Fj+52zZlgY1anHUDZfR+qCDeaTf1fS4c2CO/R655CpufPUZpsz/i/cH3UPHFm0YPX0yVzzzSNY+Q87rR9pm992xdkMaFzx+DyvXreWQOgcybPC9tLr6wnzNLpLEBacM5tE3+rM2bSX3XPkeU+aMZdmqXee4NetX8Oond3HicTnPcdt3bOPO5wquUS1W3j6n3MrQN65kXdpKBl/5HjPmjGV5RN6165fz5id30yVG3ovPvI/vxvyPOf9MoHixkmQU4PdHZOazThnE829cxfq0ldzc/11mzhnLilW7Pofr1i/n3U+H0OnY87P97LwFk3jk+T4AlCpZjrtu+II5838v8MyRkiSJq069ldtfu5LVaSsZevV7/D4n+/dgyvrlPPnJ3ZwR4z0vSMc3PYJ6VevQaUhfWtZrwj3nDOTMx67Msd+95wzk9vcfY9rC2bx21aO0b3IE42ZP4IqufRn/12Re/uF9ruhyLld07ctjX7zM4tXLOfep60jbspH2TY7g/nNvivl7C1KvXr0477zzGDRoUKH+vaFhw3/ylQ3/MfuDx4Db9/J3jAdq50OWhA6p25SlaxazfO1SdqbvZPT0kRzT5IRs+xzT9Hi+n+xa3MfOHEWbgw7P8Xs6tejG6OkjAKhZqTZLVv9H6qb1AEyeN4H2h3XKl7wH123GsjVLWOHlHTN9BEdH5T26yQmMnOLyjvtzFK0OagfAgdUbMM1r2Fm/aR2btm6gce0mAJQoVpIzjuvLe6P/ly8542lUpxkr1ixm5TqX/+cZIzj80Oz5U9YvY9GKeTkuHJet+Y/la/4DYO2GVaRuWku50hULNC8U3HteUBrVacbyiPd43IwRHBHjPV64Yl7Mxp0Z//zBlm0F27iW6cR2R/LR2NEATJ73F+VLl6Zahez/TatVqEjZUqWYPO8vAD4aO5oehx8JQMOatRg/+08Axk6fxslHHg3ACS1bMXvhQmYtWgjAuo0byMjYu4uZQ+s2ZcnqxSzzjoNR00dyXNPjs+1zXJPj+XaSOw7GRJwrDm98JP8sn8f85e5pZNrmVDKiLq7qVjmAimUqMn3B1L3KGemQus1YumZJxPkt57F7TMSxO/bPUbT2jl1QShYrSVJSMsWLFmfHzh1s3roJgCrlqnHkIcfx7cTh+ZY106FR5+RR00dybFTm4yLOyWPinJM7t+jGKO+cDFCyWEnOPu483i7gc9yJRx7OR6Ncw9jkv/52x3TFnOepyX/9Tcq6dTnW/zpjJlu2bQdg0ty/qFWlcoHk7NbmSD762X32psz/i3KlYn/2ypQsxZT53mfv59F0b3tUjt91ypHH8flvYwH4c+G/rFy3FoC5SxZRolhxihXJ3+eJDes0I2XtYlatW0p6+k5+nzGC1lHnuNXrl7F4ZexzXGGr7+Vd7eWdNGMELaLyrlm/nKUr56FR54WaVRuQnJTMnH8mAO7hwo4dWws884F1mrF6zRLWeJknzxzBYVGZ165fzrIYmSO1bNqZ2fN+LZTMkRrXbcayNYtZkfk9OH0ER+X4HlzOwhXzcpyLC1rn5sfy+QR3bpq2cDblSpaharlK2fapWq4SZUqUYtrC2QB8PmEEXVoc6/38MXw24XsAPpvwfdb6qQtmkbZlo/u9C2ZRo0LVQvn3RGrXrh3ly5cv9L/X7J+sUcXsK0qKyLSIP5GPfcYD20Wkw178/u7A8Dz+fXusavlqrFq/Muv1qtSVVC2f/YuoarmqrEp1+6RnpLNx60bKl6qQbZ8OLboyepr7kly6ZjEHVD2QGhVrkpyUzLFNT6Ba+er5EZcq5aqyKnVF1uvVqSlUKVct2z6Vy1Vl1Xq3T0ZGOpu2bqRcqQr8s/xvjjq0PUlJydSoWItGtQ+lagWX66KuV/HJz++yrYAvfCqXr8bqiPxrUldSOSp/XjSq04wiyUVZsXZxfsaLqaDe84KSX+9xYahRqTLLVq/Oer1szRpqVs5+E1mzcmWWr4ncZzU1Krl9/lr8Hyd6DSynHn0MtatUAaBhzdoo8OGd9/DjY0O55rRee521avlqpKTuOlekpKZQNep9jdwn3TsOypcqT90qB6AKT/Z7ltcHvMu5x+d8Mtq5ZVdGTf9hr3NGqlKuKilRx2505irlqpIS49gdO3MUW7Zv4ZPbRjLs1m/56Od32LAlDYCrT7mJl797ukBuRqqWr0ZK1Dm5StQ52f27ot/nCtn26diiKz9O29WocmnXK/ng53fZWsDnuBpVKrNsVcTxuno1NfewYaRvty6MmlQwwwVrVqrMsjW7hhUtX7uampUq59hn+do1u/ZZk3OfIw9pyurU9SxYsSzH33Hy4ccwc8E/bN+5M1+zVyxXjTURx/XatJVULJ/3c1zRIsW456r3uOuKt2l96N5cpuRNhXLVWBdx7liXtpIK5fN2w1utygFs3rqB/uc+zu1XD+OM7tcjUvC3EhXKVWVdxHu8Pi2FCnvwPdKmeTcmzxiR+475rHK5aqyOeM9Xp62kch7f84JWvXwVlq9PyXq9Yv0qqkc1gFSvUJUV61dl36e8+36rUrYiq9Jcw+WqtLVUKZuz0faso09i3KwJBRHfmMCw4T9mX5HbcJz7ccN3IvsAxntkFLn+JxGpBGwE7tyNv883h9ZtxrbtW1mw0o1d3bhlA09+/hB3nfswqhn8uWgGtSvX8TklfD/pCw6oVp8XrnmXleuXM3vRdDIyMmhYszG1KtXhpa+foHrFmn7HzFXFslW44az7GfrJnYF4CplIvPfc5I8BLzzDg5dczsAzz2bExAlZN29FkpM5/JAmdBs0kC3btvHpkPuZ/u98fp6Z/7Ud8iI5KZnm9Vtw6TMXsHXHVp65/EX+WjqHyfN3DQns1KIr931wly/5YjmkblMyMtI568FulC1Zlqf7v8aU+RM4sFoD1m9cy7ylc2jRoI3fMWNqUrcZWyPOyQfVbEytynV49usnqRGCcxzAmR2Op0Wjgzj9ltv8jpJQz6OPz+qlEungOgdwx7kXc/aDd/iQKrGBj/dgXVoKVSvW5tZ+r7Jk5TxS1i7xO1ZMyUlFaFSvFfc/14e1qSu47OxHOLr1qfw6ebjf0XJVrkwValY/iDnzxvsdZZ8WfRV0ZKNWnHX0SZzz5DUx9zdmX2GNKma/oKqjReR+4MiI1WuA6Cb1SsDqiNcdgPXAe8A9QM5B3gmIyOXA5QCNuh5ArZZVEu6/KjUlW8+BquWrsyo1e1HAVWmrvPUpJCclU6ZEGVI3r8/a3rFFV0ZN/z7bz4yf8zPj5/wMwMmH9yQjY+/qOWRanbaKquVrZL2uUr4aq9NSsu2zJm0VVSvUYHVaCklJyZQuUYY0L+9LXz+Rtd/QK99gyepFNK/fhsZ1mvDOoK9JTkqmQulKPH75K9z0yuX5kjlbttQUqkTkr1y+Omui8idSsnhp7rzgWd794Tn+Xjwz9x/IBwXxnhekvX2PC9ol3XtwXuduAEydP49aVXZ9RmtVrszyNWuy7b98zRpqVo7cpworvKfn85cuofd9riGiQc1adG7jhq4sW7Oa32f/ydoNrmfFj1Mm0bxBw71qVFmVmpKtx1m18tVYFfW+Zu6Tea4oXaIMqZtTSUlNYfq/U0ndnArA+Lm/cnDtQ7IaVQ6q2YjkpGT+Wjp3j/PFsjptFdWijt3ozKvTVlEtxrHbqWV/Jv49nvSMnazftI4/F02nce0mNKp1MEc3OZ4jDjmWYkWKUap4aQaffT8PfZg/N8+rUlOoFnVOXh11Tnb/ruj3eX3W9k5R5+RmBzbnkDpN+GjQVyQnJ1OxdCWeufxlrnvlinzJfMnJPTivWxcAps6bT62qEcdrlSosX70m3o/G1L5lC64/+yxOH3R7vvbyuLjLSfTt2B2Aaf/+Ta3Ku56O16xUJVuvFIDla9dk65lSs3L2fZKTkuhx+NF0vS17oeKalSrz+sA7uPaFJ1iUsoL8ti4thcoRx3WlctVZl5r3c9w67zOwat1S5i6YxIE1DynQRpX1aSlUjDh3VCxXnfWpeSs+vC5tJYuX/83qdUsBmDbnJxrUPYxfC7je+fq0VVSMeI8rlKvG+t38Hml1WBdmzP6JjIz87amUF2vSUqgS8Z5XKVedNXl8zwvCee1Pp/cxJwMwc9Ff1Kywq9dPjQpVWbk+e7aV61dlG75To0JVVqa6S+XVG9ZRtVwlVqWtpWq5SqzZsGsY4cG1GvBg35u55IVbWL8prSD/SWYPaEawHwSGjQ3/MfuT+4FbIl5PBI4RkRqQNTNQcSDbGA5V3QlcD1zg9VrJM1V9RVXbqmrb3BpUAP5aMps6letSo2ItiiQXoWOLrvw2J/tTt99mj6V7G/dlePxhnbIVnBURTmjehdHTs89CU8Gr9VGmZFlOP+osvsmn2gN/LZlF7Yi8J7ToxvjZ2fOOnz2Wrq1d3vbNOmXV9ChetAQlipYAoPVBR5Cekc5/KQv4esInnPNgN85/5GRueOkSlqxeVCANKgDzls6iZpUDqOblP655N/6Yk/MpZyxFkosw+Lwn+Wnq19lmqyloBfGeF6R5S2dRq8oBVPfytt+N97gwvP79t3S8aQAdbxrAd3/8Tu/jOwLQptHBpG3eTMr67HUmUtavY8PmzbRpdDAAvY/vyHcTXdHDKuXc2G0RYeCZZ/PWSFek9KdpUzj0wHqULFac5KQkjm7ajL8W791QsblLZlOnSl1qeu9rpxZd+WX2uGz7/DJ7HD3auuPghMM6ZTWa/PH3eBrUPIjiRYuTnJRMywatWbByV8HEzi27ZRuqkl/mRh27HWMcu79FHLvHN+vEVO/YTVm/nFYNXSNViaIlOLTuYSxetZD/jXiOsx86kXMfOZn7hg1m6j+T8q1BxWV25+Rs73PU8ftLxDn5hBjn5A7Nu/BjxDl5+O+f0POB7vR+5BSufrEfi1cvyrcGFYDXv/6WjtfeQMdrb+C78b/Tu5MbUtLm4MakbdoUs3ZKPM0a1Ofxa6/k/HsfYHVqar5lBHjjh2/oPPhaOg++lu8n/U7v49xnr/VBB7Nh86aYn72NWzbT+iDvs3dcR0ZM3lVwtP1hrZi/bEm2hpZypUrz7i1DeGDYm0z8e06+5s/079JZVK98AFUq1iI5uQhHNu/G1Ll5O8eVKlGWIslFAShTqgKNDmjJ0pScszPlp4VLZ1Gt8gFU9vK2bd6N6XPH5O1nl8yiZImylCnlrikOadCO5QWcF+C/pbOoWrluVuY2h3VjZh7f40xtmndn8ozvc9+xAPy9JOp7sEU3fi/k2YcivTtuOKc+dCmnPnQpP0z/mZ5HuAcLLes1YcOWTVnDeTKtSlvLxq2baVnP1WDreUQ3fpzxCwCjZv5KryNc42ivI7rz44xfAahZsRovXH4fN771AAtTgtnzypj8ZD1VzL6ipIhMi3j9vareGrmDqn4rIqsiXq8UkQHAt+IGBW8E+miMKmequlxEhgFXA/fl5e/bE+kZ6Tz9xaM81u85kpKS+W7iFyxc+S8Xd+nPX0tm89uccXw78QtuO/s+3rt5OGlbUrn3/V3dsVvUb82q1JUsX7s02++99tSbaFizMQBvj3qVJav/29uogKt58NyXj/DQJc+7aQInfcmilH+5sEt//l4ym/FzxvHdpOHc2vs+3rzpCzZsSeWBYYMBqFCmIg9d8jyqyurUFB758M5c/rb8l5GRzitfPsyQi18kSZIYNfkLFqf8w7mdr2T+ktn8MXcsB9VuyuDznqRMyXK0O7Q9fTpdybVPn8Exh3Wlab3WlC1ZgY6tTwXgmU/vYsHyvwo8c5je84yMdF768mHu8d7jHyd/wX8p/9C385XM897jRrWbclvEe9y305Vc/fQZADx8+evUqVqPEsVK8cagETzz2RCmFlD37R+nTKJz67b88fwrbN62jQHPP521bfTjT9PxJvcEfNCrL2ZNqTxq6mRGTXGPaXse155Lup8EwDcTxjNstGtsS920iZe+Gs6IR59EVRk1ZRI/Tpm0V1nTM9J56ovHePLSZ0lOSubriV+yYOW/XNr1CuYumcMvs8fx9cQvuPOce/nwls9J25zG3d65YsOWDXww7j1eu/ZtFNdTZfzcX7N+d8fmnbnp9fydlhjcsfDsl4/wyCXPk5yUxHeTvmRhyr9c5B27v80Zx7eThnNb7/t4xzt27/OO3eHjP2LQmUN4/YaPAWHE5C/5d0XOaT/zm3ufH+UJ75z8jXdO7telP3OXzObXOeP4ZuIX3HH2fQzzzslDos7JKTHOyYXlx4mT6dyuLX+89pI7pp96Nmvb6GefouO1NwBw1yUX0uuE9pQsXpxpb7/GeyN+4LH3PmBIv4spXaIkrw12zyOWrFrNBfc+kP85p06kU8u2/D70f2zZto3rX35q17aHnqXz4GsBuPWNF7wplYszetokRk3b9Tk6/aj2OYb+XNLtZOpXr8XAXn0Y2MvNAHPOQ3ewOi3/GogyMtJ5+6uHueWiFxFJYtyUL1ia8g+9Ol3JgqWzmTp3LPVrN2VA3ycpXbIcrQ5pT89OV3LbM2dQq1oDLj7tDlQzEEni63GvZ5s1qCBkZKTzwVePMOCiF0iSJH6d8gXLU/7llE5XsmjpbGbMHcuBtZtwZd8nKVWyHM0Pac8pnfpzzzNnoprBp989yQ39XkIQFi2bw8+TPivQvJmZP/76Ea668HkkKYnfJ3/JipR/6dGpP/8tnc2fc8dxQO0mXHruE5QqWY5mh7SnR8f+PPjsWQBUqlCTiuWrM39hAXepSZD/xS8f4f5L3Hs+ctIX/JfyL+d1vpJ5S2czYc5YGtVpwp3e9+ARh7bnvM79uXJowc96N2bW75zQ9EhGD3nfTan87sNZ274c/D9OfehSAO7+8CkePf9WShQtztjZExjr1Uh5eeT7PNNvCGcdfRJL167guteGAHDtiRdSoXR57jnHnWPS09Pp+Wj+NR7nxcCBA/njjz9Yt24d7du359prr+Wss84q1Axm/yFBrwFgzL7ihEFtQvVhKyqhigtAqaTw1QfZnBGuDoMlQvgeT/irrt8Rdlujhsv9jrBbiofwuNih4neE3fbXTP/rYe2OpPKFP9Rib3Vt4E8D2N4oSbiO5WISrrwA/6SH65ro77RyfkfYbfOfD04v1t0QvoPZU7vm4eE6qD1Ll/8RyPfceqoYY4wxxhhjjDH7i0KevntfF65HpMYYY4wxxhhjjDEBYY0qxhhjjDHGGGOMMXvAhv8YY4wxxhhjjDH7Cxv+k6+sp4oxxhhjjDHGGGPMHrBGFWOMMcYYY4wxxpg9YI0qxhhjjDHGGGOMMXvAaqoYY4wxxhhjjDH7iwyrqZKfrKeKMcYYY4wxxhhjzB6wRhVjjDHGGGOMMcaYPWCNKsYYY4wxxhhjjDF7wGqqGGOMMcYYY4wx+wlVq6mSn6ynijHGGGOMMcYYY8wesEYVY4wxxhhjjDHGmD1gw3+MMcYYY4wxxpj9hQ3/yVfWU8UYY4wxxhhjjDFmD1ijijHGGGOMMcYYY8wesEYVY4wxxhhjjDHGmD0gqup3BmPMXhCRy1X1Fb9z7I6wZQ5bXrDMhSFsecEyF4aw5QXLXBjClhfClzlsecEyF4aw5S0stSo1CWUjwLK1s8XvDLFYTxVjwu9yvwPsgbBlDltesMyFIWx5wTIXhrDlBctcGMKWF8KXOWx5wTIXhrDlNSFkjSrGGGOMMcYYY4wxe8CmVDbGGGOMMcYYY/YTalMq5yvrqWJM+IVxnGjYMoctL1jmwhC2vGCZC0PY8oJlLgxhywvhyxy2vGCZC0PY8poQskK1xhhjjDHGGGPMfqJmxUNC2QiwfN1cK1RrjDHGGGOMMcYYs6+wmirGGGOMMcYYY8z+wmqq5CvrqWKMMcYYY4wxxhizB6xRxRhToETkSL8z7A0RKSoirUSkmt9ZjH9EpFyCbQcUZpa8SpTZ5B8ROdvvDLtjXzouRCSUPa6DmFtErvE7w/5KRCqKSCDrRITpGk5EbolYPitq24OFn8jsT6xRxZgQEZGOEcv1o7b1KvxEefKCiLwsIhX8DpIXIvKSiDT1lssD04G3gaki0sfXcHGIyGUi0shbFhF5Q0TSRGSGiLT2O18sInKg9/5mvu4gIk+LyEARKeZntjjGZC6IyKiobcMLNUneTRWRc/wOsTtE5FsRqed3jt10voh8LyIN/A6SR6E6LkTkKxE5MMb6zsC0wk+UNyHMfYnfAXZHCL9DABCRu0TkEG+5uIj8BPwDrPSOjaB5we8AuyHyvDY4alv3wgxi9j/WqGJMuDwesfxp1LY7CjPIbmgLzAH+EJHz/Q6TB8ep6ixv+WLgb1U9DGgD3BL/x3w1AFjoLfcBmgP1gYHA0z5lys1HQGkAEWkJfAz8B7QgmBdxkU8RKyXYFiQdgbNF5AcROcjvMHn0BjBSRG4XkaJ+h8kLVT0ZeAn4RkTuFJEqIlIp84/f+WII23HxAfBT5jEhIrVE5CPgAeBCn7MlEtbcYRG275BMZwN/ecuZx0FV4HjAelPsHYmzHOv1fk81I5R/gipw3Q+NMQmF7gtD3RlwqIiMBMaLyAuA4vKqqgatK/r2iOUuuAs1VHVFQHvnAuxU1R3e8snA26q6BvhRRB71MVciJVV1mbd8HvC6qj4hIkkE8ymuxlmO9ToQVHUR0FNETgR+FZGJQEbE9lN9CxeHqn4sIt8BdwKTROQdsmd+0rdwCajqcBFZAIwD+rHrmFAgUD1YwnZcqOp7IvI18Ciugb4ormHiVVUN5GcPQpm7uYikxVgf1O/qsH2HZNoe8d+/G/CBqqYDc4I4LAxoICJfxtsYsPNF6L6nzb4jiB9eY0x8ofzCEJF+wK3A7cDzAb2gzLReRE4GlgLH4G6QMsfAl/QzWAIZIlITWAd0wl24Zwpq5sgWqo54XXVVNSOgjVfVRGQgLnfmMt7rqv7FSkxEDgZuAn4Gnifi5jnAtgObgOJAWQKeWUSK43oKngn0VdWvfY6UqxAeF02Aw4E/cL0fq+OuYXck+qEACFPumarayu8QuyFs3yGZtolIM2Al0AH3OcxUyp9ICa0CnvA7RB618BoGBSgZ0UgoQAn/Ypn9gTWqGBMumU8MhOxPDwQ33CNwROQ33NCU41R1hc9x8uIK4BmgBnB9ROZOwDe+pUrsLmASkAx8mTl8SUSOB/71M1gCo72u8MuBisBoAK9xaHuiH/TJq7gb/OhlgP8VfpzcicjDwGnADar6vd958kJEugNPAl8CrVV1s8+R8mIGbjhma1Xd4neY3ITtuBCR14BWwFWqOl5ESgP3ANNF5HpVHelvwtjCmjtEfgrZd0imAcAnuMb4p1R1AYCI9ACm+hksjo2qOtbvEHmhqsl+ZwiTIA+lCSMJ9gNjY0wk7yY5riB+8YnIqcB4VV0Vtb4qsEFVt/qTbN/i9aQpq6rrItaVxp3nN/qXLDZxjxLPBmoCH6nqUm99K6Caqo7wM9++QETuB+5T1W1+Z8krEfkZuEJVZ/udJa9EpD2wOjqziDQBVkWf+/wWtuNCRG4AnvGGSESuPwx4QVWP8ydZYmHLLSK3qWpoanqE9TtERHqp6md+58grEflMVYM6EUKeiJso4WpVfSC3ffcn1cs1CGUjwMq0fwPZFc0aVYwJEa8hompYLt4BROQV4PvoiwgR6Ql0VdUr/UkWm4h8pKq9veVHVHVQxLaRqtrVv3Sxicgtqvqot3yWqn4cse1BVb3Nv3SxicghqjrXWy4eeYMnIkeq6u/+pctJRB4D5qvqy1HrrwDqq+qt/iSLT0RuBNar6mtR6/vhGuCG+hIsAa+nShlV/SRq/ZlAqqr+4E+y+ETkA9xN8rio9ccBV6rquf4kiy2Mx0U8InKgVyMmVIKYW0SeJcEwYlW9rhDj5Cqo38e5EZEpqhrIWfli8R7mJTouxsXbVthEpC6uHlct3Kx8w4B7gQuA91V1gH/pgscaVfKXNaoYEyJhu3gHEJHJqtomzrZZqtq0sDMlIiJTM8eVR1/8RG4LksicMTIH8gIubJlFZDLQNroekFcUcYaqNvMnWXxe5iMjihhnri8GTFLV5v4ki09EfgVOj9GzrQrwlaoe5U+y+ERkkqq2jbPtz6AdGyE9Lo4CagPjVDVFRJrj6nQdp6p1/U0XX5hyi0jCGYlU9a3CypIXQf0+zk0Qv98SEZGvYqxW3CyDdYM05Ebc9NRjgfG4KZS744oW3xCS4eeFyhpV8pfVVDEmXA6K9VRAVX8WkRf9CJQHiQqvBXFa90RfMkH9AgrdrFCEL3PxWAWWvaKIQcwLUCT6xhlAVbcHOHPxWD3uVHW1N5wtiMom2BbEaaFDdVx4vcROxt0cDRKREcClwEPAJT5GSyhsuYPWaJIH5UUk7rCUAA+xOUREZsRYnznLUqAaNVX1lMjXInIMrjD3CuBaX0LFV0lVh3jLI0TkLFzxcCseEou9LfnKGlWMCZewXbwDpIjI4ar6R+RKEWmHqyofNKW8MdlJuOrxrXAXO0JwZ9IJ46xQYcu8RUQaqeq8yJUi0ggIanHSJBGprqorI1eKSHW/AuVBOREpoqo7I1eKSFGC+/mbLyI9VPXbyJXipiwOYqHosB0XJwGtVHWriFQEFgPNVHWhv7FyFarckmDaXAjc1LkA5XGNVrEaAhUIaqPKAuCUXPcKGBHphBtao8CDQRyKCeB91jKPiTW4xjcBUNW1vgUz+zxrVDEmXMJ28Q5wM/CRiLwJTPbWtcWNcT3Hr1AJrMDNPhK9nPk6iMI4jWAdEXkGlzFzGe91bf9ixXUX8J1X5DPyOB4MXO9XqFw8Bnzj1dCY4q1r461/3LdUiX0GvCoi16jqJgARKQM8TXBvkq7Hvc+9yX5sHIW76QuasB0XWzMLmqvqOhGZF9SGiShhy30UruFnGDCBYPYYjLRIVQPX4ycPtgetnk4iInIScDuQCtyhqr/4HCmR8rhzcOSxm3mOU6BBoScy+w2rqWJMiHhPxb8BfiPGxbuq/u1XtkS8J6BXAZm1BWYBz6lqin+pjJ/CNn4fQESa4RoJI4/jx1R1pn+pEvMaXG9lV+Y/gYdV9Tv/UsUnbhar+3HDJBbhLo7rAq8Bd8YathIEIlIcOJfsx8b7GtDZzcJ0XIjIeiBy2Gv7yNcB7EEBhC+3iCQDXYA+uHoZ3wDDVHWWr8HiCHFNledU9Rq/c+SViGQAS4DpxOhFGrTj2ORdtTIHhLIRIGXjf4Fs8LVGFWNCJmwX72HjDUtanFnUTEQuAM7A3eANCWL3UREpBezIvOEUkYOBHsBCVf3c13C7weu2uz5W7RKzfxGRksBB3sv5qhrUIVamgHmzj8SlqmMLK8vuCGtuyLrO6IPrvXSPqj7nc6QcRKRpUBt8EvEeKCSaTeftQoyTqzAdxyISXQBYcdPdL/YjT9BZo0r+skYVY0yB8qqxxzvRqKp2Ksw8uRGRKUBnVV0rIu2BD3DF2FoCh6rqmX7mi0VExgH9VHWeiBwE/AG8BzQBJmowp/u9C/hIVed6F/Df4d7jncC5qvqjn/miicgbJD6O+xVmnrzw3uN4VFXvK7QweeR95uIK0vSdmURkAYmPjYaFmSc3YTsuRORNVb3I7xy7K4y5vXPxSbgGlXrAl8DrqrrUz1yxxPjcScTrwH3uMombujqWU4Haqhqo0gwiUk5V0+JsO0BV/yvsTPF415vRKgHFgD6qOq1wEwWbNarkr0B9cI0xiYXt4t1zU4x1RwK3AEEc/pMc0RvlbOAVVf0U+FREpvkXK6GKEQVUL8R12b7WmyJ1Mq6bf9CcDWTevF2IuyCuCjQG3gIC1agCfB1jXV3gBiAwU0pG2RRjXWmgH1CZXe9/kNwcY13W9J0E872Onk45CeiNO/dNLfw4uQrbcRGo2VB2Q6hyi8jbuB6w3+J6p/zpc6TchO1zB4CqZs2Y4xVQ7QsMAn4HHvArVwJjgNYAIjIq6kHY8MxtQaCqHWKtF5G2wDO4IXjGFAhrVDEmXEJ3EaGqmbVfMruR3okrnto/iOP3geSI2Uc6AZdHbAvqOTOyoa0jrst25hSpQZ0zb3vEMJ9uwAeqmg7M8epqBIrXsAaAiDQAbsNdoD2Mq/cROKr6ROayiJQFBgAX43pfPRHv5/wUsuk7AVDVNQAikgScj2sYmgacpKqzfYwWUwiPi8wZ2WI+nVTVKbHWB0DYcp+Ha3AbAFwXMbt25lS/5fwKFkvYPneRvO+4i3DXbr8DZ6rqX76Gii/y+K2UYFtgqeokr+C5iWAzTeevwF24GmPiC+tFhIh0w90YbQMeUNVYXTSDYhgwVkRW46bK/RnAG1aT6mewBGaIyOPAUlwdipEAIlLBz1C52OYVfl0JdCB7j6ZS/kRKTEQOwR3HrXANV/2jp/4NGhGpBAzEPQ19C2itquv8TZW7sEzfCVnTPV+C67X0C3C6qs73N1ViITsuauMae+JNnduxcOPkWahyq2qS3xl2Rxg/dwAicjWu4WoU0D3gM0JB9oc20T2lQzF8xJssIRRZTXhZo4oxIRLGiwgRmYgb1vEYMN5bl9VdNGhP61T1AREZBdQERkb0pkgCglqx/zLcRVo9oKuqbvbWNyGYU6SCy/sJ7th4SlUXAIhIDwLY60pEPsZNO/sE7vOXDpTLfJob0ALGjwG9gFeAw1R1o8+RchWy6TszLcDVAhoK/Ac0F5GsoR+qGqipoEN4XMxX1UA1QORRqHJ7DW1xBfAcF6rPXYRncUOfjwWOidEjKGjDxqqJyEBcvsxl2DVkNzC8ejXRjSeVgKNx1xzGFBgrVGtMiIjIErJfRGQTxIsIERlD4jowgb/oFJHSuJuQc1T1JL/z5JWI1MVlfszvLLtDRKqr6kq/c0QSkYVEFEHMXJ35WlUbFHqoXHhDv7bhzhk5CjoGrTs/hHP6ThF5k8TnuEsKMU6uwnZchHjq3FDljqjZFrNnTdDOcWH73GUSkQMTbVfVRYWVJS9E5O5E21X1nsLKkhtvZqVICqzBFewPYg0/X1UtXSeUjQCrNi0J5LAza1QxJkTCehERRl6R15Nw01d3Az4FPlPVr3wNlgsRqQqchZu9oRbwuarGKhYcKN5QpTNw7/ehqlrL30TGD2GavtMUDhHpqqoj87Dfp6p6RmFkyouw5o5FRGoHcQagMBKRQ1R1rrdcXFW3RWw7UlV/9y+d2Z9UKVUrlI0Aqzcvs0YVY0zBCeLTfQARuUVVH/WWz1LVjyO2Paiqt/mXLicR6YprkOgK/AR8CDyrqvX8zJWIV2yyF65BojHwGXC2qtbxNVguRKQkcBoudyugLHA6ME5DUEFNRBrisp+jqk39zhNNRDqq6mhvuX7mECvvda+A9mwLzfSdmURkqKpe7y0PUNWnI7YFblrdMB4XeRG2niGZwpBbRP5T1QP8zhEpbJ+7TCIyRVVbRy/Heh0EIvJMou2qel1hZcmNN6VyogePneJs2y9Zo0r+ClVRKmNMdiJSQUT6eTVAAleHwnNOxPLgqG3dCzNIHn0PNACOVdXzvJ4pQb/BT8HV2rkfaKCqNwLb/Y2UmIi8D/wNdMGNMa8HrFPVMUFuUBGRWiJyg1craBbue/ScXH7ML5H1dD6N2nZHYQbZDWMyF7zzWqThhZok7yKn6Yzufh60+ggQzuMiL0J5g0A4cgfxJiZsn7tMEmc51usg6I+r/7IMmARMjvoTJDfhJnCI/PMp0BAI1LBGs++xQrXGhEyip/s+xkokbBcQrXE3yT+KyL+4aUaT/Y2Uq8G4zC8Aw0TkQ5/z5EUTYB0wB5ijqukiEtibCxG5HNeDqTbwEdAP+CJI48ljCNtnD8I5fWei9zmIwnhcGH8F8dwcts9dprDNplMTN6T4bFwdpg+BT1R1vZ+hYlHVrEYebyjpnUAJ3Ex93/kWLKAC/PwqlKxRxZgQ8Z7uH4ebMvdZYDRuhoExfubKRaguIFR1Gm6a6ltF5GjcjXRREfkOV5/kFR/jxaSqQ4GhItIA17gyHKglIoNwmf/2MV5MqtrSm6K4D64BazVQNqjD2IDncLNXnauqkwCC3AjkCdVnzxPGzEkiUhHXaylzOfMmL4gNsmF8j/MiTDfWkQKRO87MKeDyVSjcNHkSts9dpjrekBqJWMZ7Xdu/WLGp6hrgJeAlEamDu8aYLSKDVPUdf9PlJCLdcD3utgEPqOpPPkcy+wmrqWJMiIjINNwFxNvAB6q6RET+DVpV/kgikg5swl0wlAQyp/sVoISqFvUrW16JSBLQGVc7IxTFgEWkGa43U29VPcjvPLkRkTa4vGcBS1T1aJ8jZSMildlVALgGrrfKRapa19dgCYjIelwPNsE1xmb2ZhPc8LaKPkWLy5vh7Elcxhu8ZbzX1wfx/fZmhsogPLOmrCdEx0Ve6+zktTCsX0SkKNAMWBo5E0lQcseYOSUbVX2rsLLkRdg+d5nC9j5nEpHWuO+/LrhhP0+o6mx/U2XnDcutCjyGewiSjapOKfRQAVa5ZI1QNgKs2bIiEA3R0axRxZiQiXi6fzawGjgYaBbQp/uh4104xGVfygVLRAQ4TlWDOpwtc6rq3rjPYWlcb6BAFVyGcM6kE6bpO8MqbMdFVGHPUZHFJoNY2DOTiLyEK3I+S0TK427y0nHD2m5S1WG+BtxDIvKsql7rdw5TOETkXtxMiHNww6G/V9Wd/qaKTUTGkLhQbcdCjBN41qiSv6xRxZgQ857u98Hd4AXu6T6AiETXRVBgvQb05ONVj8/UhuyF2AL5pSwiG4jfbVtVNXAF2hJ0NQeCNaMAgIg8D7yvqr9GrW+M68F0rz/JjN9iNMQqsFpVF/uRZ18TOTtO9Ew5QZ45R0RmZc4KJiLXAyeo6ukiUgP4Lqi5cxOUhqywPgARkS8TbVfVUwsrS16ISAawgF29jDO/tzOvL4JcFNgkUKlktUBeh+dm7ZaUQDaqWE0VY0LMK8o1WURuxnXjDqLJuC/hyJNgWW8o06WqutCPUPGoaofMZe+CvUOi/YNAVctmLgf5JiPKpIjle4CEPRQC4G/gcRGpiRv6M0xVp3r1agLZoCIiM8lZP2M1bqrwx1V1qy/BEogxfWdWZlX9xYdIefFEjHWVRKQY0Mer0xQYITwuwloDJnIGti7AxwCqusJ1yDN7aRLwJ+7YhezXGAoE7gGI5yhgMTAMmEBAauokUN/vAHklIreo6qPe8lmq+nHEtgeD2KPU7Dusp4ox+wgR+U9VD/A7R16JSC/gclUN4rTKQHCeyO2OkGYOS0MQInIgrlDfObgaQcNwPVjm+RosBi9rtEq46UdLq+plhRwpV3HqDVTC9cb70CvKHAoi0hZ4UlXb57pzIQrbcRHGOjuQ1evxCWAprsHqEK9BpQjwp6oe4mvAPRSU7xiv98+ZQCpuWMrnqrrR11B5ICLJuEa2Pripn7/BNdLP8jVYHCLyIjAoXl2jIIkaKpjtOA3KcRsk1lMlf1mjijH7CBFZHNSLy3iC/iUX9HyxWObCIyKtgNeB5qoa5NkmcghTQxaQOZX8b2HKDOE7toN4XIS1zo43NPAZXGHroar6pre+G9BVVW/0Md4eC9oxEjHr3WnAIuDBoPUOi0dEiuMaVx4D7lHV53yOlIPXE/py4G5Vfd/vPImEdaigXyqWqBLKRoB1W1cHslHFhv8Ys+8I1clRRMrgZjIKlKhaH5HTHQLBq/UBWb1+MlWIeo2qflbIkfZZ3lPmE3EX8Z2AMcAQHyPtqcB99hJR1S1hGzIhItUJ2XmZAB4XQW00yY03NDBHT0xVHQGMKPxEie3G8IinCzzMblDVf0XkC1zPwfOBxsA0X0PlwmtMOQnXoFIP1/j2uZ+Z4lHVx0TkfeBJEekHvIibdSlze5CuL8I6VNDsA6xRxZgQEZGviF+QtHIhx8kTERkYY3VF4FQgcE9lyF7rY3LcvYLllIjlsVGvFQjSRQ+Qo7huKRHJ7FocyOK6IpLZXfsk3Dj4D3DD1zb5GiyBOIUcKwLnsWsa3cDzGrLOB5b4nSWWOEWXKwFHAwMKP1FiYTsuROQxYL6qvhy1/gqgvqre6k+yxETkI1Xt7S0/oqqDIraNVNWu/qWLqTuQa6NKZo8bv0X1UFmMOyc/qKpbfA2WCxF5Gze19re43il/+hwpV6q6VES+AR7AXV9kNqoE7fqipXctIUDJqOuKEv7FMvsDG/5jTIiEbSpMiNl1W4E1wDhVnelDpIREpARQVlVXRa2vCmwIYBFHUwhEZDSufsonqrrO7zx5ETWTFez67I0BXlHVHYUeKhcRjW2R3VI24xoLr1fVZb4ESyBGHZjM93miqqb4ECmhsB0XIjIZaBs9Y5yIJAEzVLWZP8kSixqKEF3fIXBDEURkOnACcQqnquraQg2UC29WmhnAF0AaUQ2bqvpkrJ/zm5c7szE+MnNQHyg0xfVOWQbcoKrLfY4UVxA/V0Fmw3/yl/VUMSZE4jWaiEhd3BObwDWqRHbdFpFy3rogFzx7BvienE9fjgW6AlcWeqJceL2BUlX1taj1/XANREN9CZaAiLQDqqjqd1HrTwRSvJmtAkNVO2YO/RGRzAKTc4DvVXWnj9HiCsPMVdEiZ7IKC1V9C0BESgEHeav/UtVt/qWKL4THRfHoBhUAVc2QYI8JS3TDEsSbmUNwvTNjvacKNCjcOLm6l13vYxk/g+wOVQ3cELtcfIJr0M42ZM17AHVK5Aw7ARDEz1VgqWbkvtM+RkQqAR/iht0tBHrHe1Dm3bPMBoar6jW5/W5rVDEmpLyeE2fhhiTUIqDjcQFEZABwC173SxFZA9ylqh+ISF1VXexrwOzaqOrl0StV9XMRud+PQHnQFzgyxvp3cMOZhhZqmrx5BLg4xvrZwBsEbDpMEakNjAaWA1NxNx4nA0+ISIcg9qCArGK6NwJNvFWTgEdVdb6IFAlig5BXlLYv2TN/oqrb4/+Uf0SkKK7Q5Pm4izQBqovIs6r6sIi0DFrhzJAdF1tEpFH0DFsi0ggI8lCPUt77nIQbitAKd2wIrv5H0MwO2VP+71X1d79D7C4R+Ra4SlUX+p0lj1pmNhB7Mxd1w113dgV+xpsqPCCqxRlyDgS395IpVLcCo7zv5lu914Pi7HsfuzEkNmytpcbs10SkrIhcKCIjgD+Ahrgx5Q1V9Saf48UkIkNwX8LHqWplVa2MG7vdV0QG4aaaDJJSCbYF9ZxZJFaXfe8mNKhPcsuq6qLold66Kj7kyc0DwIuqeoKq3qCq16vq8cDzwEM+Z4tJRM7AXfCOBi7y/vwOfCIiRxHMYpmH4RrWjsM1UCzEnT9+FZEKAW3YfAL3pLyeqrbxhnkcCjTwpiMNVIN3CI+Lu4DvROQiETnM+3Mxbirau3zOlsgK3PTPj0csPxHx2uydF0TkZREp73eQ3fQGMFJEbvcaZANNVbeJyPEi8jLufNwPNyV0fVU909dwOSXjzsVl4/wx5jTgLW/5LeD0WDuJSBugOjAyr7/YeqoYEy4puMaUO4BfVFVFpKfPmXLTFzgsshaJV62/N7AKONe3ZLGliMjhqvpH5EpvuMqqOD/jtyQRqa6qKyNXerOPBFXFBNsSNWz55UhVvSh6pao+IyJ/+ZAnL+4GOkc9EZ3h1YeZi7vJC5pncAWAf4hcKSKdgT+BWb6kSqwH0ChyiIqqponIlcBq3GxRQRKq40JVvxOR04GbgWu91bOAM4JYlyuTqp7gd4bdFKhZffKgLXAdMFFE7lPVd/wOlBeq+rGIfAfcCUwSkXfIPptOoD5/IrIE+A9XV+UmVd0gIgtUdbPP0WJZrqr3+h3CFCwRuRw3zXemV1T1lTz+ePWIukArcA0n0b8/CdcAfh7QOa+5rFHFmHAZjKud8gIwTEQ+9DlPXqTHKu6qborUpar6pR+hErgZ+EhE3mTX7D9tgQtw730QPQZ8IyI3AlO8dW289U/4liqxH0XkAeCOzJtRrz7CPbgn6EGTaJhBEC8uwfVgWhi9UlUXisgizdv0qYWtZnSDCoCq/igiO4AgNiJnxKn5kS4iqwI4RCF0x4U3Q0p0QeBA8xriF6vqCu/1BcAZwCJgSNAKvwJniEiveBtV9dTCDJMbdQUhhorISGC8iLzAriLXgSv4GmU7rlhtcVwPiiAXt/gE9zT/bCBd3PTVQa1dEtSeuYEU1poqXgNK3EYUEfkRqBFj0+1Rv0dFJNaxfBXwraou2Z2yXdaoYkyIeAVHh0ZMJTgcqOUNo/lcVf/2MV48S0Wkk6qOilwpIh2BpT5liktV/xCRI3An1Yu81bOAIzSAM3kAqOrbIrIKV7ivGe6CZxaubs13CX/YPzcC/wPmi8g0b10LXG2HS/0KlUD5ODccAgT14n2HiBygqv9FrhSRA4FAFlHF9boqHl3k1SuKuCOgT0dni8gFqvp25EoROQ9XzDhoQnVciMgbxL+JU1XtV5h5dsPLeE85RaQ98DCup01L3A1B0IZOPO53gN3lFWO/FXez9Hysxs2gEZHuuN5gXwKtA3pOy6Kq14vIDbiZofoAj+K+D3vjbjw3+pkvSie/Axj/qWrc3iUislJEaqrqchGpiRsBEO0o4DgRuQo3nKyYiGxU1VsT/b02pbIxIScizXBDaHqr6kG57V/YxE3H9wXwC9l7fhwDnKqqs/3KtjtEpAtwi6p28TtLXolIBeBqVX3A7yzxeA2ETb2Xs7yhYTlu+Pzm3djFpaqxiu76yhsy8SjwINk/e7cCg1R1uD/J4hORO3BFl6/OrLkjIvVww4Imqup9PsaLySti/BmuN1Pk+1wS6KmqgWo8Dttx4dWAiVYXuAFIVtU6hRwpT0Rkuqq28JafB1ap6hDv9TRVbeljvITEFcJHVYM65BUR+Q1X42NgZm+giG1FY9UZCwIR+Rnor6qzotbXBc5R1cf8SZY3Xh2YzGK13VQ1iDXQTB6UL1YhlI0AqdvX73GPJBF5DFgTUai2kqrekmD/i4C2mofZf6xRxZiQE5EquBNEYD/M3lPmc9l18zwbeC/WsCC/eT1oXsLNqDQcN0vNG7geCQ+oavRUy77zLsbuAGrjimJ+gBtGcwEwTFUH+BgvLq8oZm1gnKqmiEhz3I3dcapa1990eRernk1QiEgLXK+grIYr4AlVne5fqsRE5BrcbGGZtXU2AY+r6rP+pcqdd+7IOsdF984LkjAeF5DVCHsb0B54CnhNgzsr1J+4mVN2ishcXK2gcZnbVLWZvwlzEpG7cb1pknDfeTuBZ4NYp0JEOqvqjxGvBTdr3LnAyaoa5JpiQOxZHDVgkw6IyJG4XlcNgZnAJao6x9tWUlWDPAOXSaBssfKBvW9IZMP21L1pVKkMfAQcgBuK2VtV14pIW1xj56VR+1+ENaoYs+/xvtweBtbipvp6BzdTShJwgap+72O8mETkEFWd6y1n69YvIkcGrd6AiEzFPQEdjysw+S5wq6o+52uwBETkJ2AsLnN378804IboJ3hB4T0tOBmX8yDcjCOX4mbSeTmIDW6RvF5AZ+Au4A9V1Vr+Jto9Erxpc3MQkbIAqrrB7yyJiEhHVR3tLddX1QUR23oFsSE2nqAeFyJyCK7huBWuVtS7QcwZSURuxxUxXo27gG/tjeE/CHhLVY/xNWAUcVPRnohr/FngrWuAK1D6vao+5We+eLzronNxdT8qAVcDX6rqOj9zxeOd13rhMjfG9XI7O8A9ribh6vmNA04FLlXVbv6mMvlhf2xUKUjWqGJMiHhfbrcB5XFjsk9U1d+9C85hqtrK14AxiMgUdVOMZluO9ToIYmT8S1UP9jNTbiK7mXuvlwAHaICrkInIbNxNxlYRqQgsBprFKqAZFCJSEjcd37m4m7uyuAv5cUF8r0XkF1U91lt+R1XPj9gWuM8egIgMVdXrveUBqvp0xLY3NcYMTH4L4TkuVMeFiHyMK7z9BO4JY3rkdg1ewdcs3g1/TWCkqm7y1jUGSqvqVF/DRfEeKHRR1dVR66vi8gfq+kJEHsT18vgPGIbrpTlJVev7GiwXIrKFnLM4/quqDXyOFlMYzmlmz1ijSv6yQrXGhEsRVR0JICL3ZvbyUNW5shsVqguZxFmO9ToIKkQVJC0S+TqoT529honM93MNrpCcQGBvOrZm9kZR1XUiMi/gDSrvA8cBI4FncTMUzVfVMX7mykXpiOXooQZB/OyBG9aR6UKyT/PavJCz5FXYznFhOy7a4QrV3oQbsgS7cioQyJtRgOiemCJSGjgCV2j+JF9CxVc0ukEFXF0Vr45G0FwK/I3rSfOVqm6T2DN5BE3YZnGMviaqEIZrImMKmzWqGBMukU/Do8exBvViQuMsx3odBGOBUyJej4t4rbiuukFTHldwMvKGKHNq5aDedDQQkcjptOtHvtaATd8JNAHW4WZzmaNuutwgHr+RwvbZg8QNFEEVtvc5VHlVtZ7fGfaGiBTDNaCciyvw+SmublfQJKpNE8S6NTWBLrh6JEO9YbAlgzqELZOGbxbH6GuiyNdBvSYyeRDADrahZo0qxoRLCxFJw91slPSW8V6X8C9WQnVE5BlcxsxlvNe1/YsVWxBncclNSG86Tot6/YQvKfJIVVt6w+z6AD+KyGqgbJCL1OKeKPbE1VyKfLoouIa4IEryel0lRSxnNq4k+xcrocwGQiF7Y6EAQRyKEMbjIhsRaYhrpDhHVZvmtr8fRKQr7nzRFfgJeBtoF+DvmBYR1xSRAnl9oarpwPfA9yJSHFejqySwVERGqeq5vgbMXZqqPgg8KG4Wxz7At7gaY4GR1+NVRC5U1bcKOo8xQWU1VYwxBUpELky0PWhfwl6xvkiKKzT4S2QByiARkejxzQqsVtXFfuTZH4hIG9xFcG9giaoe7XOkHCSc00AvxPXIi9lLJYj1EkTk+ETbVXVsYWXJizAeFwAiUgs4G9eYchiuqPVnqjrT12BxiEgG8DNwUUTh18DWzggbcbMK9sc1QswAXvdmWioHnK6qb/saMA4ROQV4HTezUjpu9pHf/E2196zWSviUKVo2lI0AG3dsCGQvVmtUMcb4RkQOUNX//M4RyZtSMlolXLftIar6QSFHypXX7TlaJaAY0EdVpxVuotyJyExyDkNYjXui+3jQZ//J5NWtOS5iqtTBqvqQz7FMQIjIMar6q985wkxELsc1YNbGFar9CPgiiA1skUSkJW54x1nAv7ip7u9S1QP9zBVP2Gax8mqR7MA1XJ0ILMwsch1kIjID15AyV0SOAB5V1YQNs2EgIlODVszYJGaNKvnLGlWMMQVORI7CXRCPU9UUEWkO3Iq7Ga3rb7q8EZFKwI9hehIjIm2BJ1W1fa47FzIRiXVjUQlXnLS0ql5WyJHyRdCe1olIMlAxswClV9/hItx024f6mW13eDOm3BzE48J7j3vjznHfq+qfInIybqa2kkG80QjTcSEi23HTxd+oqpO8daHq8SEiR+Mahs4ApuNqZ7zib6rsQjiL1UxVPcxbLgL8EbSMsYThvd0T+8q/Y39SukjpUDYCbNq5KZCNKlZTxRhToETkMdxY52nAIBEZgava/xBwiY/Rdouqrs2cTScsVHWSiJTxO0csqrooxupFwFRvas+wCswxIiLnAC8Dm0RkHvAArtv5RKCvn9ni8RpcHwdq4Qo4Pg88h5sxJah1d14D6uKmSX1GRJYBbYFbVXW4n8FiCeFxURPX2+MJEamB66kSxNlo4vKGd/wmIgOAzrgeLIFqVCF8s1jtyFzwhv34mWV3VIsaZpzttao+6UOm/BCa/wDGFARrVDHGFLSTgFaqutUrOrkYaBbk6XNjEZEOuNlfQkNEqhPA2TzyIMnvAHshSO/3HUAbVZ3v1d0ZD5ypql/5nCuRV3FTpI4HuuMaY98C+gZ4SFhboLmqZnh1HlYADVV1jc+54gnVceG9jy8BL4lIXVyvoJUiMgfX4+M2XwPGEaPWVabVuIbCoAnVrFBkL6wbWbxfAFXVcv5FS+hVoGyC16EhImeo6qfeSxvmaPZrNvzHGFOgYnR1DfS42xi1PsANS1kGXKCqcws/VWIi8iyxMx8NDAjizVKcG46KwHnARlW9tpAj5YsgHd8xPnt/qmozPzPlRkSmqWrLiNeBH+YRtu78YTsuROR54P3o2jTekLBzVPVef5IlFlXrqg1u2vtMqqodCzlSQiKyHhiHa5Q4zlvGe32sqlb0Kdp+KQz1uUTkP1U9wO8cZs+ULFIylI0AW3ZuCWSvKOupYowpaJFTjALUj3ytqqf6kCmRk6NeK7BGVTf5ESaPJkW9VmANMFBVU3zIkxfRQzkyM48heN3id8fHfgeIEN3NvEIIupmXEJFW7OpKvi3ytapO8S1ZfId4xSfB5Wzovc58Yt7cv2gxhe24+Bt4XERq4ob+DFPVqar6NxDIBhUAVe2Quew1tnZItH8ARE5z/3jUtujXpuCdhRsmHWSBvLk1xg/WU8UYU6BCON1o5DSNM4HXVHWnv6ly5800cRAwS1Xn+BxnnxOnN1AWVb2uEOPkSZyZrLKo6j2FlSWvRGQM8d/nwD3dh7hFl7PEqR/kmzAeF5D1Pp/j/SkJDMP1YJnna7A8CHrvpdzYLFaFL0i9HuOxnirhZj1V8pc1qhhjClQQp01OJMY0jYtUdYC/qRITkTuB83Hdy48AHlLVV/1NlZg3leQrQENc49UlQW4MEpELI17eA2S7MVXVtwo3kQkKETlSVX/3O8f+xOu99Dqulk2y33lyE4ZGlTDOYrUvC8oxE2dINLheKgerarFCjmTyiTWq5C9rVDHGFKioaRo/VdUz/M6USBinaRSRWUA7Vd0sIpVxF8Tt/M6ViIhMAgbjxu2fClyqqt38TZU3YXiCCCAiI1W1q7cc+PH5ACLyYGbhURHpoqo/+J0pN1HnuPGqepTfmRIJ43EBWefjE3E9VTrhhgoOU9Uv/MwVT1TvtnOADyK3B613m4i8ya5ZrI7A1REL7CxW+7qgfM+ErSeeybsSycVD2QiwNX1bIBtVrKaKMaagRZ78Al1w0hPGaRq3qepmcDNliEgYZs9Jirhh/lhEBvuaZveE5UKkasRyGMbng5vxJ3M2l0eAwDeqkP0cV8K3FHkXquNCRLoAfXAzyU3ANU5cHvA6V5C91tXkuHsFR9hmsdrXBaI+V6JGExH5FTimEOMYE1jWqGKMKWiJpmkMojBO0xhZDDizUGaQiwGDK47ZK95rVf3Mh0z7mjB83vYFSd508UkRy1kNLaq61rdksYXtuBiMq59yo6qGaVr7D4GyqroqcqWIVAU2+BMpoe2qmgGgqlu9mbesQSWficgzibZn9mBS1QcLJ9FesXoqxnhs+I8xpkCJSDqwCa+BAticuYngNlKEStiKAQOIyBsJNquqXlJoYfJARDaw62a0FO44zrxxDuRxnGCKVCCYjW0isgR4Epf5Bm85SwBnpkFEFgIZxJ4JQ4M2JXRIj4vMoT+HeKvm4IY5BraIuIi8gsv4WdT6nkBXVb3Sn2SxichmYH7mS1y9q8zXBHAWq1ASke3An7iZrJYRdd4IU30uK1QbbsWSi4WyEWB7+vZAdiG3RhVjTCCISMWQPYUMnTDUtIkmIheG6SIzSELa2BbKmWnyQkSaquqsAOQI1XEhIrWB0cByYCruJrQVUAPooKrLfIwXl4hMVtU2cbbNUtWmhZ0pERFpBFQHFkdtqgusUNX5OX/K7C6v7tlZwNnATlyPpk9Udb2fueKJ6lGabRPwkqpWjbPdBJw1quQva1QxxgRCUCrd78uCUvhudwTluBCRUsAOVd3hvT4Y6AEsVNXPfQ23l0La2BaaAquZgnIs51VQjguvgOo0VR0atf46oI2qXhjr5/wmInNU9dDd3eYXEfkaGKyqM6PWHwY8qKqn+JNs3yUidXBFjAcCg1T1HZ8j5ZBLr1JU9eLCymLylzWq5C+rqWKMCYpAniT3MWH8Ag3KcfE90A+YJyIHAeOB94CTReQIVb3V13R7J1DDU/Io8AVWYwjKsZxXQTkujlTVi6JXquozIvKXD3nyKkVEDlfVPyJXikg7YFWcn/FT9egGFQBVnSki9XzIs08Tkda4AsxdgO8IaDFjazQxJm+sUcUYExRhvOE3BS8ox0VFVZ3nLV+Im8r1WhEphrsYDnOjSlDe490RtgYKCN/7HJS8WxJs25xgm99uBj7yetpk3jC3BS7A9U4ImgoJtpUsrBD7OhG5FzeT1RzcTFaDA14baGDUKgVWA7+o6gIfIpl8kuHqUpt8Yo0qxhiz/wjjjWhQMkfeYHYEHgNQ1e0iYlcmhS8oN/ym4JWPU9dBgMAViM6kqn+IyBHAVcBF3upZwBGqmuJbsPgmichlqvpq5EoRuZSA9qIIqTuABUAL78+DIgK7ivcHrSBw2Rjr6gG3i8gQVf2gkPMYE0jWqGKMCYqg3DyHjogcoKr/5WHXQQUeJv/96ncAzwwReRxYChwEjAQQkQp+hsonYfzshTHzdr8D7KagvMdjgXj1PMbFWR8IqroSyFZ8WUS6iMgtqtrFp1jxXA98LiJ9yd6zphjQ069Q+6D6fgfYHfGKg4tIJeBHXG8bY/Z7VqjWGFOgRKSjqo72lutHdhcVkV6Z002KSCVVXetXzjCLLIAZlOKSuRGRU4AZqrrIe30XcAawCBgQtG7FIlISGADUBF5X1ene+qOBhkEsMBhNRIoCzYClkU/KRaSrqo70L9nuE5HbVPVBv3MAiMiBwHpVTfVedwBOxx3Lz6lqoBpTRKScqqbF2ZbVQBuG40JEqnsNF4EjIh2Bl4BawHDgEeANXGPVA9FTLQeFd/w2817Oyvz+NiZaGIvfm12KJBUJZSPAzoydQWnwzybJ7wDGmH3e4xHLn0ZtuyNzwRpU9krkF0xQikvm5gG8Yo0icjJwHnAJ8CXuRiRQVHWLqj6sqgMyG1Q8i3FTuwaOiLwkIk295fLAdOBtYKqI9MncL0g3ziJymTe1K+K8ISJpIjLDK+wIQFAaVDwfAaUBRKQl8DHwH65r/wv+xYprTOaCiIyK2jY8cyFIx0UkEakgIv287FP9zpPAE8DlQGXgE1xx6zdVtU1QG1QAVPUnVX3W+2MNKvlMRDZ457TMP6ki8o+I/M+bbjkUvMa3dX7nMHtOQ/q/oLLhP8aYgiZxlmO9NntG4ywHmapqZpHJXsBrqjoZmCwiV/mYK1ciUhU3+0wf3FPooE6pfJyq9veWLwb+VtXTRaQGbraJYf5Fi2sA8Ka33Adojusu3wp4GjjOn1gJlVTVZd7yebieTE+ISBIwzb9YcUWedysl2BYYXk+x04BzccdCWVxvoCAP/1FVHeMtDxeRpar6nJ+BjP9UNUeNEhGpiKu78xLuuyUwRGQmOa8rKgHLcEWXjTFYo4oxpuAluuEPSwNA0LUQkTTcDVFJbxl2Fb4LYjFHEZEyuNk7OpH9iX4JfyLFJyJlcY0/5wKNgc+A+qpax9dgiUUOO+mC60GBqq7wCiMG0U5V3eEtnwy8raprgB9F5FEfcyUS+WZ2BAYDqGpGQN/nUJ2TReR9XGPaSOBZYDQwP6LBIqgqRBXYLRL5Osi9VUzhUtV1wFMicr7fWWI4Oeq1AmtUdZMfYYwJKmtUMcYUtAYi8iXuxiNzGe91qAq2BZWqJvudYQ8MxT3FTwPmqOokABFpBSz3L1ZcKcAfuCFrv6iqikjQizeu94ZWLQWOAfoBiEgRgjtFaoaI1MR1K++EGyaWKaiZfxKRj3DHbUXcTT/evyNQ9VQ81bxpUiViGe91Vf9ixdUEdzzMwZ0r0kUkcI0/MUQX2B0X8VpxDbPGAFk1r4J4X5Y1XE1EKnoNQGYfYFMq5y8rVGuMKVAicnyi7ao6trCy7KuiCv6G4qJHRA4A0oFqwHRV9+3u3YgWzeNsRoVGRK4HzsHVzhgGfAj8oKqBrWEjIo2BZ3A1X4aq6pve+m5AV1W90cd4MXmNQC8DycBXqnqZt/544BZVPcnPfLGI645yNq6I8UequtRb3wqopqoj/MwXTUTuTrQ93mwffhKRQ3DDwc4GVgMHA82CWqTWmHjiTA9eEXds/6Kq9xZypISiCuFnLZvwC0njdA6qGsguoNaoYowpUF79iaqqOjtqfRNglaqu8ifZviOMFz1hyRlNRBrgGlf6AI2Au4Dhqvq3r8H2IV5PmrKRjYMiUhp3zbLRv2SxichIVe3qd479hYi0wX3+egNLVPVonyPFFNEDKJPiGoR+CdrsZqbwiMgbUasUWAOMUdVvfIiUUOQMPzbbz77FGlXyl83+Y4wpaM8CVWKsr4wrPGn2XqJiwEEVlpwAiMhBInKMqv6rqg+q6mFAO6A7blhC4HhDUjKXH4naFtSZXW5R1Z2quk5Esgo2euP3b/MxWiJBHDITl4g8JiJXxFh/hYg87Eem3aGqk1X1JuBA4NbM9SIy2L9UMZWN+lMOaAt8JyLn+BnM+EdVL476c4mq3hzEBhVPSRFp5TVmlvCWW2f+8TucMUFhPVWMMQVKRCapats42/5U1WaFnWlfIyJzcU9uk4B3ccVUsxotVHWKT9HiEpEU4IN421X1ukKMkysR+RoYrKozo9Y3Bx5U1ehifr6LesKYrWdQUJ84Jup1FdTeTSLyL3BTvO1BK0gqIpOBthp1AejNVjQjrOfkoB4f0USkEvBjGLKa/CcizyTaHsDvvp8SbFZV7VhoYYwJsCAWRDLG7FtyTB8YoWihpdi3LQee9JZXRCyD61ocxIueLcBkv0PshurRDSoAqjpDRA70I1AeJHpqEtQnKmGcgr08boaMWPmCWJC0eHSDCmTNVhTU9zgvQpFdVdeG/H02e6c/8CfwEW5a4kAfC6raIS/7iUgXVf2hoPMYE1TWqGKMKWjzRaSHqn4buVJETgT+9SnTPiWvFz0Bs0ZV3/I7xG6okGBbUGelKeUVS03C68KNu4AXgps5VNP9ehap6iV+h9gNW0SkkarOi1wpIo1wjZ1hFdTjIxsR6YCbzcjsn2oCZ+EK0+7EFT3/RFXX+xkqHzwCWKOK2W9Zo4oxpqBdD3wjIr3Z1TOhLXAU7umuyQciUg24GmjqrZoFPK+qKf6lSiiIU80mMklELlPVVyNXisilBLfHTWSvpegeTCsKP06etBCRNLyGH28Z73UJ/2IlFOgnzTHchavrcT/Zz8mDcefrsArUfwcRmUnOhp5KuN4JFxR+IhMEqroGeAl4SUTq4AqfzxaRQar6jr/p9kqgPn/GFDarqWKMKXAiUhxX5yNzrP4s4H1V3epfqn2HiBwDvA+8ya6bpDbAhUBfVf3Vp2hxeVMqxxXAKZWrA5/jGoMib0SLAT1VNaiNFKaAiUhTVZ3ld47dISLNgJvJfk5+LNYQt7AQkdtU9UG/c2SKMSxQcT30NvmRxwSLV+S1D9AF953yRPQsiWESlppGxhQUa1QxxpiQE5HfgStVdWrU+pbAy6p6hC/BEoh4ihv5dEtxM6lUU9VkX4Llwuu6n3Ujqqqj/cyTiIi0AxZnNviIyAXAGcAiYIiqrvUzXywiUgrYoao7vNcHAz2Ahar6ua/h4hCRBWTvkSARr1VVGxZ+qn2HiDxLgqE9QSvsmUlESuDqZxwEzAReU9Wd/qYyfhORe4GTcLPGfQB8vy8cF9aoYvZ31qhijClQMW44ItkNRz4Qkdmq2mR3twWJiNQDBgGdgWdU9Vl/E4WfiEwBOnuFMdvjLuCvBVoCh6rqmX7mi0VExgH9VHWeiBwE/AG8BzQBJqrqrQl/gQ9EpHLUqiSgN25GoCmqekbhp4pPRN4g8Tm5X2HmyY2IXBjx8h7g7sjtQa3NJCIfAjuAn4ETcbV3BvibyvhNRDKABcBmb1XmZ1Fwn7/mvgTbSyLymar28juHMX6xRhVjTIEK2w1HGInIHOBoVV0Xtb4S8JuqHuJPstx5xTFvB44AngDeyuylYPaOiExX1Rbe8vPAKlUd4r2epqotfYwXk4jMVNXDvOX7gEqqerWIFAMmZ24LIm9K4vNxw2qm4abaDlx3fhGJdc6tC9wAJKtqnUKOlGdBnQo8lqhjuQjwhz3JN7nNFqeqiworS16IyHm4+8V3otafD6Sr6vv+JDMmWKxQrTGmQHlF2WLdcJwUxBuOkHoKGCkiNwFTvHVtcNX4n/ItVQJeTYfbcYV1H8X1Tkj3N9U+J1lEinhdyzsBl0dsC+r3f+STno7AYwCqut17whs4IlIUuATXKPELcLqqzvc3VXyq+mnmsog0AG4D2gMPA6/5lSuPwvQkMKtxWFV32izKBoLXaJIH1+K+P6J9BozD1XMzZr8X1IsqY8w+Imw3HGGkqq+IyDLgPlwjhQKzgftV9Stfw8U3HVgMfAMcDhweedMR1DoJITMMGCsiq3FT5f4M4A2rSfUzWAIzRORxYCmuFsVIABGp4GeoXCzATY06FPgPaC4iWV34VfUzn3LFJSKHAHcArXANV/33hboOAZM5kxVkn80qc5hHOf+iGb+IyAZiNw4G9bgoqqobo1eq6ibv+s4Ygw3/McYUMBFZQvYbjmyCeMNhCp6IXETi4pOBrJMQNiJyJFATGJk564iINAZKRxc2DgIRKQkMwGV+XVWne+uPBhoGccpREXmTxDVKLinEOLkSkY9xPdmeAD4CsvUQC1oB46ib0FK4WhSZLbBBvAk1Zp/hDS9uGz1rlYiUxdW5CuzwYmMKkzWqGGMKVNhuOMJIRD5S1d7e8iOqOihi20hV7epfut0XMWTF5DMRKQ30As5R1ZP8zpNXIlIXl/kxv7OEnYgsJGJ2oszVma9VtUGhhzLGBJI3rLgTrjfbIm9dPeB5YIydk41xbPiPMaZAqepF8baJSPVCjLIvaxSx3AU3i06mqoWcJU9E5BdVPdZbfkdVz4/Y/AdgBR3ziVfk9STgXKAb8Cnwkq+h8kBEqgJnAX2AWkBQp1QeqqrXe8sDVPXpiG1vJjoH+kFV6/mdYXeEcZptY+KJ6HkVWWRHcfdkxVQ1UPdmqvq4iGwExolIGW/1RuBhVX3Rx2jGBEqS3wGMMfsXEakgIv1EZBQQuOEHIZWoy2FQuyOWjlhuGrXNKjrmAxHp6k2fuwA4A3gbWKuqFwe11o6IlBWRC0VkBK5xrSFQX1UbqupNPseLp33E8oVR20IxPaqINBSRO0Vklt9ZYvgeqAdZ9YDGAw2Aa0TkYR9zGbPbVLWsqpbz/r8sbqjjA8AK4OnEP+0PVX1JVQ/EfQ7recsvi0hff5MZExyBag01xuybvDoJp+GelLcCygKn4yrHm71XSkRa4RrKS3rL4v0p6Wuy+MLYEBQ23+OK0x6rqgsARCSQF+0RUnCNKXcAv6iqikhPnzPlRuIsB5qI1ALOxp2XDwMeAs7xNVRsFVV1nrd8ITBMVa/NnGYbuNW/aMbsGa/49vXABbgZdNplzpYYJCJSDrgaqA18AfwoItcAN+EKzr/nYzxjAsMaVYwxBUpE3geOw83i8SwwGpivqmP8zLWPWQE8GWM583UQVfBulpO85V7eegHK+xdrn9Iad5P8o4j8C3wAJPsbKVeDcZlfAIaJyIc+58mLJBGpiDuWM5czG1cC936LyOW4IVW1cYVq+wFfqOo9vgaLL3TTbBsTj4hUAW7ENWi+DrRS1aDOxgbwDrAO10PsMuB23PntdFWd5mMuYwLFCtUaYwqUiEzD3Wy8DXygqktE5F8rhrh/84alxKWqFxdWlv2BN3tOH9wwoOnA56r6ir+p4hORBrjGlT64mkF34zL/7WuwGLzCrxnE7qUSuMKvIrIdd4N0o6pO8tYF9pwsIu/iGoeX4nql1FfVzd6T/rGq2sLPfMbsDhHZBKwC3gA2RG9X1Sdz/JCPRGSmqh7mLScDy4EDVHWrv8mMCRZrVDHGFDgROQR3c3Q2sBo4GGimqit9DbaPEJH2ibarqg2zMgCISBLQGTeTTihm3hKRZrghKr1V9SC/84SdiFRmVwHgGrjeKhepal1fg8URxmm2jYlHRIaQYIhr0HqMicgUVW0d77UxxrFGFWNMoRKRNriL+d7AElU92udIoScisYqOKq5IZl1VDeIQhIGJtgftaV0YiUjCC19VnVJYWfZlYX6fvamqe+POyaVxvYFu8zdV3tg028YUPBFJBzaxqydeSWCz91pVtZxf2YwJEmtUMcb4QkQEOM56UeQ/ETkGV+izIvBAEGd68WohTAO+A7YRNXQiaE/rwkhEfop42QZX1DOTqmrHQo6Uq4jpRnNsIqAX8N6x/CeuFx5ETZUatPdZRJ4H3lfVX6PWN8Y1UtzrT7LcxZpmO8CzQhmTg4g8k2i7ql5XWFmMMfnHGlWMMb4Rkf9U9QC/c+wrRKQTcCfupvRBVf3B50hxiUgL3I1Rd9zN/jBglNqXUoEQkamq2srvHLsjLJlF5HrgTCAVVwz4c1Xd6GuoBERkAK5eTU3c0J9hqhrY6e1FpCzQCzcErDHwGXC2qtbxNZgxe0BEoqddz0ZV3yqsLHkhIiWA/sBBwAzcELyd/qYyJnisUcUY4xsRWRzUcfxhIiIn4Sryp+J6pvzic6TdElFEtTMwSFW/9DnSPieM4+DDljmiuO5pwCJcw+Y0X0MlICIH4vKeg+vSPwzXg2Vewh8sZCKyhZzTbAe2sK4x+xJvBrYdwM/AicAiVR3gbypjgscaVYwxvrGeKvnDG36wBDerS+RJPXPIxKm+BMsDrzt/b1yX/h3Anar6u7+p9j1ha6CA0GZuimukOB+4RVU/8jlSnohIK9z0rs2DVoPJ6wl0Dq7myzDgQ+AHa1QxYSQiCR8aBO37Omr2nyLAH2E7LxtTGIr4HcAYs2/ziqjGq5FQuZDj7Ks6eP9fEjf9rALzgS2+JcqFiFyCa0wpAXyCm9klxd9U+xYReZZdn7060WP5gzh2X0R6RbysEPUaVf2skCPlKqqHymLcEKAHVTWwnz/IukE6EZe9EzAGGOJjpJhUdSgwNOJ9Hg7UEpFbgOFBnGbbmASOwp0nhgETiD0Ve5DsyFxQ1Z2uHJ4xJpr1VDHGFCgROT7RdlUdW1hZ9lXezdGDwCXAf97qusCbwG2quiPOj/omorjnIm9Vti+joD2tC6Owjd0HEJE3EmzWIE4D7R3LM4AvgDRyHsuBmslKRLrghtudhLup+wD4QlU3+RosDhE5CKgeWVhXRA4DngaOD1rPGmMSEZFkIPMz2Bz4BlfXaJavweKImP0HXAOQzf5jTAzWqGKM8YVNh5l/ROQpoAwwUFU3eOvKAY8Dm1X1eh/jxWSNbQXPKzBYVlVXRa2vCmxQ1a3+JNu3iMgQYvfGA3fTEajZdERkNO4p+Sequs7vPLkRka+Bwao6M2p9c1yPoJP9SWbM3hGR4rjGlceAe1T1OZ8jGWP2kDWqGGMKjU2HWTBEZB7QOHrmHO+J2FxVbeRPsj0jIh+q6tl+5wg7EXkF+D56yIyI9AS6quqV/iSLT0QGAqmq+lrU+n64BqKhvgTbQyJyfRAzRwz9OcRbNQd3rARuVg8Rmaiq7eJsy6r3YExYeI0pJ+GuheoBX+Jm1VnqZy5jzJ6zRhVjTIGy6TALnoj8raqNd3dbUFkB4/whIpNVtU2cbbNUtWlhZ8qNiEwGjowesiYixYBJqtrcn2R7JojHsojUBkYDy4GpuG78rYAaQAdVXeZjvBxEZF68hmERma+qBxV2JmP2lIi8DTQDvgU+UNU/fY5kjMkHVqjWGFPQUsg5HWZPnzPta2aLyAWq+nbkShE5D5jrUybjv1IJtiUVWordUyRWDSBV3S7hrJAYxMwPAC9G96ARkeuAh4CEtXh8MElELlPVVyNXisilwGSfMhmzp87D1SgZAFwXcVqzGiXGhJg1qhhjCtpg3IwNLwDDRORDn/Psi64GPvNm1Mm8yWiLKygXyAYsEYk3JaMARQszyz4sRUQOV9U/IleKSDtgVZyf8VuSiFRX1ZWRK0Wkul+B9lIQuwMfqaoXRa9U1WdE5C8f8uTmeuBzEelL9vNbMQJ6fjMmHlUNaoO2MWYv2PAfY0yhiJgOsw9u2t+7cTVVbDrMfCIiHYHMIR2zVXWUn3kSEZGfEm1X1Q6JtpvcicjhwEe4WaAib0YvwBWJnuBTtLhE5ALgOuBG4P/t3X2wrXV53vHvBUfDgYBwEmKNim+AUUHlTR2JoaBgSIwNEBWSlDbaOqm2am1Gk6ipGSvxJb5iJsZMIiYdRROBCdNKUWM0pFjDmzIgGkc0irEomNSCVYSrf6x1PIvN3vvsszl7Pc/a5/uZ2cPzPL/zxzVr1gxr3ev3u++rpo+PYdLI8ffanjdQtBUl+TYrj43fd2zTaZJc3faoXV0bWpITmRybALiu7V8OmUeSpO0sqkiauyRHMOmx8mzPw2upJE8c4xf+RTTd4fECZr6MAu9oe/NwqVaX5FTg15lkLpPMr2v7oUGDbRJJvggs1yA8wBvaPmLOkSRJWmgWVSTNXZIfBW5ZOq1GgnE299xMkpwMvKztyUNnWaskBwIvbPvaobPsijG+l5O8e7X1tr8yryySJG0G9lSRtKGSPAl4HXAr8BrgT4EfZdI74ey2lwyZT6M0xuaeC2d6HOydTMaXXwS8Hng3k9d3lMWJJA9m0tT6gcCFwPnAbzM5svS+AaOt1+jey6sVTRa4d40kSYOxqCJpo70D+E3gfkzGeJ7a9pNJfoLJlySLKlrKHUy7x5uA5wOXA6dO//vrbd8xaKrV/QnwcSaj138auAK4Bnhs268PmGu9Rv9enu4COoPJkcxHMSnCSZKkNfL4j6QNleSato+fXn+27aNm1kbbFFEbK8nFrNzc86S2+8050qaT5Kq2R8/cf67tI4fMtDNJPt32cTP3XwUOaXvXgLFWleSlKy0Br2i7bZ551iLJVuBfMCmkHAXsD/w88Ikxv9aSJI2RO1UkbbTZD+jfWbJmVXfP9bvrXNPaHZjk9Jn7LbP3bS8YINNOJTmIHcdmbgHulyQAbW8dLNjK9l9l7W1zS7FGSd4LPAW4FDiXyQ7CL7T9qyFzSZK0qNypImlDJbkTuI3Jl6StwO3bl4B92t5nqGwan2lPjTPbvnHoLItuJw1J2/a5cwuzRkm+xKQQu1wvkrZ9+HwT3TtJjmv7t0PnmJXkGmAvJketzm/71SRfXLTXVpKksbCoIkkaVJKDgWcBZzHp53Bh2+VGvkqjl+TRTN7LZwH/2PbYgSPdw7Sn1VnAc4BvAo8Ejmj7vwcNJknSArKoIkmauyT7A6cz6elwOJPGpM9p+6BBg20iy/T6KJMv0Je1vXGASDuV5Ogljwp8s+1XhsizVkkeyo5Cyh3AQ4Bj235pwFhrkuQYJrmfDXy17ZMHjiRJ0kKxqCJJmrsk3wE+xWR87mVt6xGE3SvJf17m8Tbg6cCr254/50g7leRjyzzeBtwXOKvtNfNNtHNJLgcOYDL++fy2f5fkxrYPGzjaLpn2rXlK209M73+j7e8MHEuSpNGzqCJJmrskLwHOBPZjMlr7/cCHLapsvCTbgI/MTgYauyTHAm9u+1NDZ1kqyUXA0cBfAO9t+z83Q4Fw6fQoSZK0vL2GDiBJ2vO0fWvbJzEZ6wpwEfDjSV6e5PDhkm1+0wk6yzWCHa22VwA/PHSO5bT9eeBI4Erg1UluBA5K8oRBg917C/UekSRpKBZVJElzl+QcgLZfbHtO2yOBY5kco/jvg4bb5JKcCHxr6By7Isn9GekI9iSnt/2ntu9uewrwROBVwFuSjLoXzE6M8vWWJGlsPP4jSZo7jxZsvCTXcs8vxtuArwFnt71h/qlWl+Rcls/8ZODFbS+ef6rVrfZeTvKQtl+ed6bdIcnVbY8aOockSWO3ZegAkqQ90t5JDmKFIwbTIyq6d56x5L7ALW1vGyLMGl2x5L7ALcBL2948QJ57ZVELKlN/NnQASZIWgTtVJElzl+S7wE0sX1Tpojf5HIMk+wC/ChwKXAv8UdvvD5tq55I8nknm69p+duA4O5XkduALyy0xeS8/ds6RVrXCbqAfaPuiOcaRJGnhuVNFkjSE6z1asOHeA9wB/DVwKvBo4MWDJtqJJK8C/iWTpq9vSPI7bf9w4Fg7cyPwc0OH2AWzu4F+G1hu9LYkSVojd6pIkubOfg0bL8m10wbAJNkCfGrsfWySXAcc1/b2JD8CXNL2uKFzrWaR38uLnF2SpLFw+o8kaQhvW/ogyUFJHOO6+9yx/WIRjv1Mfbft7QBtb2ExPqf8zdAB7gV/WZMk6V7y+I8kaQiHJPmJtjck+SHgEuBxwPeT/GLbjwycbzN4XJL/M70OsHV6v73XxwHDRVvRw5P8xfQ6wCNm7mn7zGFirep/zE75SfJbwBnAl5lMLLpx0HSSJGlDefxHkjR302MeR7RtkucDZwFPAw4H3tP2CYMG1CCSnLDaetuPzyvLWiX5DPCk6ZGlZwBvZvJ+Pgp4VtunDxpwiSTfZscOlX2B29nRMHqsxTZJkkbLnSqSpCF8rzuq+k8Hzm97J/DZaf8P7YHWWjRJ8sG2Z2x0njXq9iNLwOlMpixdCVyZ5AUD5lpW2/2HziBJ0mayCGeVJUmbz3eTHJHkYOBE4NKZtX0HyqTFMaaR20nyw0n2Ap4KfHRmbZ+BMq0oyb5J7jNz/8gk/zHJaUPmkiRpUVlUkSQN4SXAnwM3AG/Z3nciyc8AVw+YS4thTGeX3wpcw2RU8WfbXgGQ5CjgH4aLtaJLgIcCJDkUuJxJkerfJ3ndgLkkSVpI9lSRJEkLJclVYxoPneSBwI8Bn2571/TZA4D7tP37QcMtsWTU9muAbW1fmOS+wJXb1yRJ0tp4bl2SNHdJzl5luW3/dG5htIhGM3o7ySHTy1uABy3AVPDZX9NOAt4I0PZ7Se4aJpIkSYvLoookaQjHrfD8mcADAYsqe6Akh6xxZ8fLNzzM2v03JoWK2WpKgYOZ7F7Ze4hQq/hMkt8FbgIOZdrPKMmBQ4aSJGlRefxHkjSoTH7a/yUmX5SvB17b9jPDptIQZo/1jGzCz5oleSiT9/LTgLe3PXfYRHeXZCvwYuABwB+3/fT0+ZOBR7hLTJKkXeNOFUnSIKajk/818GvAJ4FfaPu5QUNpaLO7PcY04WenkhwGvAJ4IvAm4EVt7xg21T21/Q6wXEParwDHzzmOJEkLz6KKJGnukryQya/lHwV+uu2Xhk2kkegK16OV5AgmxZTHAG8Antf2zmFTrc10pPmzgLOAHwcuHDaRJEmLx+M/kqS5mzbEvBn4Bnf/8hwmjWofO0gwDSrJncBtTN4HW4Hbty8xeV8cMFS2lUwzf4VJb5V7FFPavmjuoVaRZH/gdOAXgcOBC4DntH3QoMEkSVpQ7lSRJA3hYUMH0Pi0HVtT17V4Hguyq2bqZuBTwCuBy9o2yWkDZ5IkaWG5U0WSJI1CktPbXjC9Pqjtt4bOtNkkeQlwJrAf8D7g/cCH2y5UDxtJksbCoookae6SfJvlf90f7TEPbbwl039+cD1mSS5mlZ0qbZ85xzhrluThTIorZwGHAb8FXNT284MGkyRpwVhUkSRJo5Dk6rZHLb0esyQnrLbe9uPzyrIWSQ4F7t/2b2aeHQm8DThhQY9gSZI0GHuqSJKksdia5ChgL2Cf6fUPxiy3vWqwZCtYa9EkyQfbnrHRedbgrcBvzD5oe+30WNA5QwSSJGmRuVNFkiSNQpKPrbLctifNLcxuNpadN0n+tu1xK6xd2/bIeWeSJGmRuVNFkiSNQtsTh86wgcbyK9aBq6xtnVcISZI2C4sqkiRpNJL8GPBC4DHTR9cBv9f25uFSbSpXJPm3bf9w9mGSfwNcOVAmSZIWlsd/JEnSKCQ5HngvcB47vuAfA/wr4Jdmm6sumhEd/7k/cCHwPXa8xscC9wVOa/v1obJJkrSILKpIkqRRSPJJ4N+1vXrJ88cDf9D2iYME2wVJ7gMcAdw0u7smySltLx0u2d0lOZFJToDr2v7lkHkkSVpUFlUkSdIoJLm+7aN3dW1ISd4JnNv2uiT3Ay4H7gS2Ab/W9n2DBpQkSRtqr6EDSJIkTSXJQcs83MZ4P7M8pe110+tfAT4/naBzDPCy4WJJkqR5GOsHFEmStOd5C3BpkhOS7D/9++fAh6ZrY/S9meuTgYsA7E0iSdKewek/kiRpFNq+K8nXgNcwmf5T4Hrgv7S9eNBwK/vHJM8AbgKOB54HkGQLjiiWJGnTs6eKJEnSOiU5HHg78M+At7Y9b/r86cApbf/TgPEkSdIGs6giSZJGIckH2j57ev36ti+fWbu07SnDpZMkSbone6pIkqSxOGzm+uQlawfPM8haJfnAzPXrl6yNZoSyJEnaGBZVJEnSWKy2fXasW2sXrhAkSZJ2HxvVSpKksdg3yVFMfvTZOr3O9G+sTV8XsRAkSZJ2E4sqkiRpLL4OvHmZ6+33Y7SIhSBJkrSb2KhWkiRpnZL8FavsSGl74vzSSJKkebOoIkmSRiHJT6223vYT88oiSZK0FhZVJEnSKCS5eJnHBR4LPLjt3nOOtFNJjgO+0vbr0/uzgTOALwOvbnvrkPkkSdLGsqgiSZJGKcnxwCuBg4DXtl2u6DKoJFcBT2t763SnzfnAfwAeDzyq7S8MmU+SJG0sG9VKkqRRSfJU4FVMdqmc0/bDA0dazd4zu1GeA7yr7QeBDya5ZrhYkiRpHiyqSJKkUUjys8ArgH8CXtn2soEjrcXeSba0/T7wVOD5M2t+zpIkaZPz+I8kSRqFJHcBXwU+zd0n6gRo22cOEmwVSV4B/AzwTeAQ4Oi2TXIo8J62xw8aUJIkbSiLKpIkaRSSnDC93AocxqSw8gXgOwBtPz5QtFUleRLwAODStrdNnx0O7Nf26kHDSZKkDWVRRZIkjUKSLcA5wHOBv58+fjBwHvCbbe8YKNouSbIfcDpwZtufHTqPJEnaOHsNHUCSJGnqjUwm/Tys7dFtjwYeAdxvujZaSe6b5LQkfwb8A3AS8M6BY0mSpA3mThVJkjQKSf4OOLxLPpwk2Ru4oe1hwyRbWZJTgLOAU4CPAe8Hzm370CFzSZKk+XCniiRJGosuLahMH97J3RvXjsklwMOBn2z7y20vBu4aOJMkSZoTiyqSJGksrk9y9tKHSX4ZuGGAPGtxNHA58JEkH07yPGDvgTNJkqQ58fiPJEkahSQPBC5gMu3nyunjY5lMAzqt7U1DZVuLJE9mchToDCZjoS9s+65hU0mSpI1kUUWSJI1KkpOAx0xvr2/70SHz7KokewFPYzL957lD55EkSRvHoookSdI6JTl6tfW2V80riyRJmj+LKpIkSeuU5GMzt8ew49gSTBrvnjTnSJIkaY4sqkiSJO0GSa5ue9TQOSRJ0vw4/UeSJGn38JcqSZL2MBZVJEmSJEmS1mHL0AEkSZIWVZJz2bFD5UFJ3j673vZF808lSZLmxaKKJEnS+l0xc33liv9KkiRtSjaqlSRJWqck+wD7t/3GkucHA99u+/+GSSZJkubBniqSJEnr93bgKcs8/0ngLXPOIkmS5sydKpIkSeuU5Mq2x6ywdl3bx8w7kyRJmh93qkiSJK3fvqus+TlLkqRNzv/ZS5Ikrd/NSZ6w9GGS44BvLPPvJUnSJuLxH0mSpHWaFlQ+AJzHjuk/xwJnA2e2/V8DRZMkSXNgUUWSJOleSHJ/4AXAEdNH1wHvaHvzcKkkSdI8WFSRJEnazZKcDLys7clDZ5EkSRvHniqSJEnrlOSkJJ9P8n+T/NckRya5Angd8PtD55MkSRvLoookSdL6vQl4PvAjwJ8DlwPntT2m7QWDJpMkSRvO4z+SJEnrlOSqtkfP3H+u7SOHzCRJkuZny9ABJEmSFtiBSU6fud8ye+9uFUmSNjd3qkiSJK1Tknevsty2z51bGEmSNHcWVSRJkiRJktbB4z+SJEnrlOSlSx4V+CZwWdsbB4gkSZLmyOk/kiRJ67f/kr8DgGOBDyU5c8hgkiRp43n8R5IkaTdLsg34yOxkIEmStPm4U0WSJGk3a3srkKFzSJKkjWVRRZIkaTdLciLwraFzSJKkjWWjWkmSpHVKci2T5rSztgFfA86efyJJkjRP9lSRJElapyQPWfKowC1tbxsijyRJmi+LKpIkSeuUZB/gV4FDgWuBP2r7/WFTSZKkebGoIkmStE5J3g/cAfw1cCrw5bYvHjaVJEmaF4sqkiRJ65Tk2rZHTq+3AJ9yjLIkSXsOp/9IkiSt3x3bLzz2I0nSnsedKpIkSeuU5E5ge1PaAFuB26fXbXvAUNkkSdLGs6giSZIkSZK0Dh7/kSRJkiRJWgeLKpIkSZIkSetgUUWSJEmSJGkdLKpIkiRJkiStg0UVSZIkSZKkdfj/U/Q22Njlx00AAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 1224x1224 with 2 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "correlation = sqrt_skew.corr()\n",
-    "plt.figure(figsize=(17,17))\n",
-    "sns.heatmap(correlation, vmax=1, square=True,annot=True,cmap='cubehelix')\n",
-    "\n",
-    "plt.title('Correlation between different features')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "c98bf417",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from sklearn.preprocessing import StandardScaler\n",
-    "X_std = StandardScaler().fit_transform(sqrt_skew)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "d6266f8f",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[-1.0780545 , -0.09712559, -0.59690132, ..., -0.66790184,\n",
-       "        -0.63618182,  0.35348056],\n",
-       "       [ 1.05361908,  0.19053935, -1.0423371 , ...,  0.52254404,\n",
-       "         0.78887411,  0.35348056],\n",
-       "       [ 0.77167992,  0.46414608,  0.22574803, ...,  0.08464159,\n",
-       "        -0.63618182,  0.35348056],\n",
-       "       ...,\n",
-       "       [-1.14422589, -0.04811222, -0.49431949, ..., -0.82330785,\n",
-       "         0.87531901, -4.27612743],\n",
-       "       [-1.19386072, -0.04811222, -1.0423371 , ..., -0.91494252,\n",
-       "         0.87531901, -4.27612743],\n",
-       "       [-0.52978249, -0.61472285,  0.46555636, ..., -0.8052387 ,\n",
-       "        -0.63618182, -4.27612743]])"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "X_std"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "153af0c7",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0, 0.5, 'Cumulative explained variance')"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from sklearn.decomposition import PCA\n",
-    "pca = PCA().fit(X_std)\n",
-    "plt.plot(np.cumsum(pca.explained_variance_ratio_))\n",
-    "plt.xlim(0,8,1)\n",
-    "plt.xlabel('Number of components')\n",
-    "plt.ylabel('Cumulative explained variance')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8f2d6a01",
-   "metadata": {},
-   "source": [
-    "### Took 7 components because variance>90 percent for 7 components"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "id": "e7fdf705",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from sklearn.decomposition import PCA \n",
-    "sklearn_pca = PCA(n_components=7)\n",
-    "Y_sklearn = sklearn_pca.fit_transform(X_std)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "id": "5e0fb10d",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[[-0.88512191 -2.48301693  0.23090242 ...  0.04336989 -0.38202562\n",
-      "  -0.35720617]\n",
-      " [-3.00034342  2.01508943 -0.16533426 ...  1.67093843 -0.28801526\n",
-      "   0.94274938]\n",
-      " [ 1.19172624  0.38517395 -1.92678896 ... -0.55010278 -0.23006842\n",
-      "   0.52287556]\n",
-      " ...\n",
-      " [ 0.10596162 -3.06675754  1.18931984 ... -2.96585047  1.26333337\n",
-      "   1.97973232]\n",
-      " [-2.84716017 -2.51797947 -0.29519488 ... -2.99036079  0.69668999\n",
-      "   1.77427724]\n",
-      " [-0.16460436 -0.5243077  -1.64424995 ... -4.69253162  1.53231934\n",
-      "   0.09281539]]\n"
-     ]
-    }
-   ],
-   "source": [
-    "print(Y_sklearn)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "id": "6e3fe3f7",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(8950, 7)"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "Y_sklearn.shape"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ea1d2b11",
-   "metadata": {},
-   "source": [
-    "### Clustering Starts"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "id": "66470867",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "datafr= pd.DataFrame(Y_sklearn , columns = ['PC1','PC2','PC3','PC4','PC5','PC6','PC7'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "id": "a1afd30b",
-   "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>PC1</th>\n",
-       "      <th>PC2</th>\n",
-       "      <th>PC3</th>\n",
-       "      <th>PC4</th>\n",
-       "      <th>PC5</th>\n",
-       "      <th>PC6</th>\n",
-       "      <th>PC7</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>-0.885122</td>\n",
-       "      <td>-2.483017</td>\n",
-       "      <td>0.230902</td>\n",
-       "      <td>0.807129</td>\n",
-       "      <td>0.043370</td>\n",
-       "      <td>-0.382026</td>\n",
-       "      <td>-0.357206</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>-3.000343</td>\n",
-       "      <td>2.015089</td>\n",
-       "      <td>-0.165334</td>\n",
-       "      <td>-1.087171</td>\n",
-       "      <td>1.670938</td>\n",
-       "      <td>-0.288015</td>\n",
-       "      <td>0.942749</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>1.191726</td>\n",
-       "      <td>0.385174</td>\n",
-       "      <td>-1.926789</td>\n",
-       "      <td>1.859338</td>\n",
-       "      <td>-0.550103</td>\n",
-       "      <td>-0.230068</td>\n",
-       "      <td>0.522876</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>-0.794805</td>\n",
-       "      <td>0.218433</td>\n",
-       "      <td>-1.661542</td>\n",
-       "      <td>1.195618</td>\n",
-       "      <td>0.058950</td>\n",
-       "      <td>0.798510</td>\n",
-       "      <td>-0.086756</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>-1.265058</td>\n",
-       "      <td>-1.593317</td>\n",
-       "      <td>-0.689436</td>\n",
-       "      <td>1.339644</td>\n",
-       "      <td>-0.114019</td>\n",
-       "      <td>-0.837737</td>\n",
-       "      <td>0.231600</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",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8945</th>\n",
-       "      <td>0.668484</td>\n",
-       "      <td>-2.871696</td>\n",
-       "      <td>1.452469</td>\n",
-       "      <td>-2.236975</td>\n",
-       "      <td>-2.854943</td>\n",
-       "      <td>0.766981</td>\n",
-       "      <td>2.343375</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8946</th>\n",
-       "      <td>0.262604</td>\n",
-       "      <td>-2.240280</td>\n",
-       "      <td>1.844972</td>\n",
-       "      <td>-0.568118</td>\n",
-       "      <td>-3.339266</td>\n",
-       "      <td>1.706628</td>\n",
-       "      <td>1.774529</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8947</th>\n",
-       "      <td>0.105962</td>\n",
-       "      <td>-3.066758</td>\n",
-       "      <td>1.189320</td>\n",
-       "      <td>-1.775107</td>\n",
-       "      <td>-2.965850</td>\n",
-       "      <td>1.263333</td>\n",
-       "      <td>1.979732</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8948</th>\n",
-       "      <td>-2.847160</td>\n",
-       "      <td>-2.517979</td>\n",
-       "      <td>-0.295195</td>\n",
-       "      <td>-2.148352</td>\n",
-       "      <td>-2.990361</td>\n",
-       "      <td>0.696690</td>\n",
-       "      <td>1.774277</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8949</th>\n",
-       "      <td>-0.164604</td>\n",
-       "      <td>-0.524308</td>\n",
-       "      <td>-1.644250</td>\n",
-       "      <td>-1.315554</td>\n",
-       "      <td>-4.692532</td>\n",
-       "      <td>1.532319</td>\n",
-       "      <td>0.092815</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>8950 rows × 7 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "           PC1       PC2       PC3       PC4       PC5       PC6       PC7\n",
-       "0    -0.885122 -2.483017  0.230902  0.807129  0.043370 -0.382026 -0.357206\n",
-       "1    -3.000343  2.015089 -0.165334 -1.087171  1.670938 -0.288015  0.942749\n",
-       "2     1.191726  0.385174 -1.926789  1.859338 -0.550103 -0.230068  0.522876\n",
-       "3    -0.794805  0.218433 -1.661542  1.195618  0.058950  0.798510 -0.086756\n",
-       "4    -1.265058 -1.593317 -0.689436  1.339644 -0.114019 -0.837737  0.231600\n",
-       "...        ...       ...       ...       ...       ...       ...       ...\n",
-       "8945  0.668484 -2.871696  1.452469 -2.236975 -2.854943  0.766981  2.343375\n",
-       "8946  0.262604 -2.240280  1.844972 -0.568118 -3.339266  1.706628  1.774529\n",
-       "8947  0.105962 -3.066758  1.189320 -1.775107 -2.965850  1.263333  1.979732\n",
-       "8948 -2.847160 -2.517979 -0.295195 -2.148352 -2.990361  0.696690  1.774277\n",
-       "8949 -0.164604 -0.524308 -1.644250 -1.315554 -4.692532  1.532319  0.092815\n",
-       "\n",
-       "[8950 rows x 7 columns]"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "datafr"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "d6200585",
-   "metadata": {},
-   "source": [
-    "### Finding out the error and plotting it"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "id": "097c0a48",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from sklearn.cluster import KMeans\n",
-    "wcss = []\n",
-    "m= range(1,11)\n",
-    "for i in m:\n",
-    "    kmeans = KMeans(n_clusters = i, init = 'k-means++',random_state = 42)\n",
-    "    kmeans.fit(datafr)\n",
-    "    wcss.append(kmeans.inertia_)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "dc48e954",
-   "metadata": {},
-   "source": [
-    "### took k=3 using elbow method"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "id": "ee59478c",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(m,wcss,'bx-')\n",
-    "plt.plot(range(1,11), wcss)\n",
-    "plt.xlabel('PC')\n",
-    "plt.ylabel('Inertia')\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "id": "dd1bf05a",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x296d5bea8c0>"
-      ]
-     },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "kmeanss = KMeans(n_clusters=3)\n",
-    "kmeanss.fit(datafr)\n",
-    "plt.scatter(datafr[\"PC1\"],datafr[\"PC2\"], c=kmeanss.labels_, cmap='rainbow')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "76a22c05",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.4"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}

From 5c5f119ab18c155b2f089001b43e5489bf43f13f Mon Sep 17 00:00:00 2001
From: aryanagarwal21 <97836807+aryanagarwal21@users.noreply.github.com>
Date: Tue, 5 Jul 2022 23:50:11 +0530
Subject: [PATCH 5/7] Add files via upload

renamed and uploaded new
---
 Assignment 1/210199_ARYAN_1.ipynb | 2964 +++++++++++++++++++++++++++++
 1 file changed, 2964 insertions(+)
 create mode 100644 Assignment 1/210199_ARYAN_1.ipynb

diff --git a/Assignment 1/210199_ARYAN_1.ipynb b/Assignment 1/210199_ARYAN_1.ipynb
new file mode 100644
index 0000000..92e8dcc
--- /dev/null
+++ b/Assignment 1/210199_ARYAN_1.ipynb	
@@ -0,0 +1,2964 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "d976baf9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "de8ba614",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib as mpl"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "2a5d7cb1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns\n",
+    "%matplotlib inline\n",
+    "from math import sqrt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "f2d477e5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('Dataset.csv')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "85c39f7f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "columns_name=df.columns.tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "c388fe9a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['CUST_ID', 'BALANCE', 'BALANCE_FREQUENCY', 'PURCHASES', 'ONEOFF_PURCHASES', 'INSTALLMENTS_PURCHASES', 'CASH_ADVANCE', 'PURCHASES_FREQUENCY', 'ONEOFF_PURCHASES_FREQUENCY', 'PURCHASES_INSTALLMENTS_FREQUENCY', 'CASH_ADVANCE_FREQUENCY', 'CASH_ADVANCE_TRX', 'PURCHASES_TRX', 'CREDIT_LIMIT', 'PAYMENTS', 'MINIMUM_PAYMENTS', 'PRC_FULL_PAYMENT', 'TENURE']\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(columns_name)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "d4892478",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(8950, 18)"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "a1da23d7",
+   "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>CUST_ID</th>\n",
+       "      <th>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>C10001</td>\n",
+       "      <td>40.900749</td>\n",
+       "      <td>0.818182</td>\n",
+       "      <td>95.40</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>95.4</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>201.802084</td>\n",
+       "      <td>139.509787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>C10002</td>\n",
+       "      <td>3202.467416</td>\n",
+       "      <td>0.909091</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6442.945483</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7000.0</td>\n",
+       "      <td>4103.032597</td>\n",
+       "      <td>1072.340217</td>\n",
+       "      <td>0.222222</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>C10003</td>\n",
+       "      <td>2495.148862</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>773.17</td>\n",
+       "      <td>773.17</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>7500.0</td>\n",
+       "      <td>622.066742</td>\n",
+       "      <td>627.284787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>C10004</td>\n",
+       "      <td>1666.670542</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>1499.00</td>\n",
+       "      <td>1499.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>205.788017</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7500.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>C10005</td>\n",
+       "      <td>817.714335</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1200.0</td>\n",
+       "      <td>678.334763</td>\n",
+       "      <td>244.791237</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  CUST_ID      BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "0  C10001    40.900749           0.818182      95.40              0.00   \n",
+       "1  C10002  3202.467416           0.909091       0.00              0.00   \n",
+       "2  C10003  2495.148862           1.000000     773.17            773.17   \n",
+       "3  C10004  1666.670542           0.636364    1499.00           1499.00   \n",
+       "4  C10005   817.714335           1.000000      16.00             16.00   \n",
+       "\n",
+       "   INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "0                    95.4      0.000000             0.166667   \n",
+       "1                     0.0   6442.945483             0.000000   \n",
+       "2                     0.0      0.000000             1.000000   \n",
+       "3                     0.0    205.788017             0.083333   \n",
+       "4                     0.0      0.000000             0.083333   \n",
+       "\n",
+       "   ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "0                    0.000000                          0.083333   \n",
+       "1                    0.000000                          0.000000   \n",
+       "2                    1.000000                          0.000000   \n",
+       "3                    0.083333                          0.000000   \n",
+       "4                    0.083333                          0.000000   \n",
+       "\n",
+       "   CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "0                0.000000                 0              2        1000.0   \n",
+       "1                0.250000                 4              0        7000.0   \n",
+       "2                0.000000                 0             12        7500.0   \n",
+       "3                0.083333                 1              1        7500.0   \n",
+       "4                0.000000                 0              1        1200.0   \n",
+       "\n",
+       "      PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
+       "0   201.802084        139.509787          0.000000      12  \n",
+       "1  4103.032597       1072.340217          0.222222      12  \n",
+       "2   622.066742        627.284787          0.000000      12  \n",
+       "3     0.000000               NaN          0.000000      12  \n",
+       "4   678.334763        244.791237          0.000000      12  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "43e524f1",
+   "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>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>BALANCE</th>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.322412</td>\n",
+       "      <td>0.181261</td>\n",
+       "      <td>0.164350</td>\n",
+       "      <td>0.126469</td>\n",
+       "      <td>0.496692</td>\n",
+       "      <td>-0.077944</td>\n",
+       "      <td>0.073166</td>\n",
+       "      <td>-0.063186</td>\n",
+       "      <td>0.449218</td>\n",
+       "      <td>0.385152</td>\n",
+       "      <td>0.154338</td>\n",
+       "      <td>0.531283</td>\n",
+       "      <td>0.322802</td>\n",
+       "      <td>0.398684</td>\n",
+       "      <td>-0.318959</td>\n",
+       "      <td>0.072692</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <td>0.322412</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.133674</td>\n",
+       "      <td>0.104323</td>\n",
+       "      <td>0.124292</td>\n",
+       "      <td>0.099388</td>\n",
+       "      <td>0.229715</td>\n",
+       "      <td>0.202415</td>\n",
+       "      <td>0.176079</td>\n",
+       "      <td>0.191873</td>\n",
+       "      <td>0.141555</td>\n",
+       "      <td>0.189626</td>\n",
+       "      <td>0.095843</td>\n",
+       "      <td>0.065008</td>\n",
+       "      <td>0.132569</td>\n",
+       "      <td>-0.095082</td>\n",
+       "      <td>0.119776</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <td>0.181261</td>\n",
+       "      <td>0.133674</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.916845</td>\n",
+       "      <td>0.679896</td>\n",
+       "      <td>-0.051474</td>\n",
+       "      <td>0.393017</td>\n",
+       "      <td>0.498430</td>\n",
+       "      <td>0.315567</td>\n",
+       "      <td>-0.120143</td>\n",
+       "      <td>-0.067175</td>\n",
+       "      <td>0.689561</td>\n",
+       "      <td>0.356963</td>\n",
+       "      <td>0.603264</td>\n",
+       "      <td>0.093860</td>\n",
+       "      <td>0.180379</td>\n",
+       "      <td>0.086288</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <td>0.164350</td>\n",
+       "      <td>0.104323</td>\n",
+       "      <td>0.916845</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.330622</td>\n",
+       "      <td>-0.031326</td>\n",
+       "      <td>0.264937</td>\n",
+       "      <td>0.524891</td>\n",
+       "      <td>0.127729</td>\n",
+       "      <td>-0.082628</td>\n",
+       "      <td>-0.046212</td>\n",
+       "      <td>0.545523</td>\n",
+       "      <td>0.319724</td>\n",
+       "      <td>0.567292</td>\n",
+       "      <td>0.048755</td>\n",
+       "      <td>0.132763</td>\n",
+       "      <td>0.064150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <td>0.126469</td>\n",
+       "      <td>0.124292</td>\n",
+       "      <td>0.679896</td>\n",
+       "      <td>0.330622</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.064244</td>\n",
+       "      <td>0.442418</td>\n",
+       "      <td>0.214042</td>\n",
+       "      <td>0.511351</td>\n",
+       "      <td>-0.132318</td>\n",
+       "      <td>-0.073999</td>\n",
+       "      <td>0.628108</td>\n",
+       "      <td>0.256499</td>\n",
+       "      <td>0.384084</td>\n",
+       "      <td>0.132172</td>\n",
+       "      <td>0.182569</td>\n",
+       "      <td>0.086143</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <td>0.496692</td>\n",
+       "      <td>0.099388</td>\n",
+       "      <td>-0.051474</td>\n",
+       "      <td>-0.031326</td>\n",
+       "      <td>-0.064244</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.215507</td>\n",
+       "      <td>-0.086754</td>\n",
+       "      <td>-0.177070</td>\n",
+       "      <td>0.628522</td>\n",
+       "      <td>0.656498</td>\n",
+       "      <td>-0.075850</td>\n",
+       "      <td>0.303985</td>\n",
+       "      <td>0.453238</td>\n",
+       "      <td>0.140107</td>\n",
+       "      <td>-0.152935</td>\n",
+       "      <td>-0.068312</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <td>-0.077944</td>\n",
+       "      <td>0.229715</td>\n",
+       "      <td>0.393017</td>\n",
+       "      <td>0.264937</td>\n",
+       "      <td>0.442418</td>\n",
+       "      <td>-0.215507</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.501343</td>\n",
+       "      <td>0.862934</td>\n",
+       "      <td>-0.308478</td>\n",
+       "      <td>-0.203478</td>\n",
+       "      <td>0.568430</td>\n",
+       "      <td>0.119788</td>\n",
+       "      <td>0.103464</td>\n",
+       "      <td>0.003030</td>\n",
+       "      <td>0.305802</td>\n",
+       "      <td>0.061506</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <td>0.073166</td>\n",
+       "      <td>0.202415</td>\n",
+       "      <td>0.498430</td>\n",
+       "      <td>0.524891</td>\n",
+       "      <td>0.214042</td>\n",
+       "      <td>-0.086754</td>\n",
+       "      <td>0.501343</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.142329</td>\n",
+       "      <td>-0.111716</td>\n",
+       "      <td>-0.069088</td>\n",
+       "      <td>0.544869</td>\n",
+       "      <td>0.295038</td>\n",
+       "      <td>0.243537</td>\n",
+       "      <td>-0.030327</td>\n",
+       "      <td>0.157531</td>\n",
+       "      <td>0.082466</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <td>-0.063186</td>\n",
+       "      <td>0.176079</td>\n",
+       "      <td>0.315567</td>\n",
+       "      <td>0.127729</td>\n",
+       "      <td>0.511351</td>\n",
+       "      <td>-0.177070</td>\n",
+       "      <td>0.862934</td>\n",
+       "      <td>0.142329</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.262958</td>\n",
+       "      <td>-0.169207</td>\n",
+       "      <td>0.529975</td>\n",
+       "      <td>0.060755</td>\n",
+       "      <td>0.085551</td>\n",
+       "      <td>0.030073</td>\n",
+       "      <td>0.250087</td>\n",
+       "      <td>0.073275</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <td>0.449218</td>\n",
+       "      <td>0.191873</td>\n",
+       "      <td>-0.120143</td>\n",
+       "      <td>-0.082628</td>\n",
+       "      <td>-0.132318</td>\n",
+       "      <td>0.628522</td>\n",
+       "      <td>-0.308478</td>\n",
+       "      <td>-0.111716</td>\n",
+       "      <td>-0.262958</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.799561</td>\n",
+       "      <td>-0.131168</td>\n",
+       "      <td>0.132616</td>\n",
+       "      <td>0.183192</td>\n",
+       "      <td>0.098838</td>\n",
+       "      <td>-0.249773</td>\n",
+       "      <td>-0.133372</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <td>0.385152</td>\n",
+       "      <td>0.141555</td>\n",
+       "      <td>-0.067175</td>\n",
+       "      <td>-0.046212</td>\n",
+       "      <td>-0.073999</td>\n",
+       "      <td>0.656498</td>\n",
+       "      <td>-0.203478</td>\n",
+       "      <td>-0.069088</td>\n",
+       "      <td>-0.169207</td>\n",
+       "      <td>0.799561</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.066157</td>\n",
+       "      <td>0.149700</td>\n",
+       "      <td>0.255278</td>\n",
+       "      <td>0.109739</td>\n",
+       "      <td>-0.169784</td>\n",
+       "      <td>-0.043421</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <td>0.154338</td>\n",
+       "      <td>0.189626</td>\n",
+       "      <td>0.689561</td>\n",
+       "      <td>0.545523</td>\n",
+       "      <td>0.628108</td>\n",
+       "      <td>-0.075850</td>\n",
+       "      <td>0.568430</td>\n",
+       "      <td>0.544869</td>\n",
+       "      <td>0.529975</td>\n",
+       "      <td>-0.131168</td>\n",
+       "      <td>-0.066157</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.272882</td>\n",
+       "      <td>0.370832</td>\n",
+       "      <td>0.096333</td>\n",
+       "      <td>0.162066</td>\n",
+       "      <td>0.121874</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <td>0.531283</td>\n",
+       "      <td>0.095843</td>\n",
+       "      <td>0.356963</td>\n",
+       "      <td>0.319724</td>\n",
+       "      <td>0.256499</td>\n",
+       "      <td>0.303985</td>\n",
+       "      <td>0.119788</td>\n",
+       "      <td>0.295038</td>\n",
+       "      <td>0.060755</td>\n",
+       "      <td>0.132616</td>\n",
+       "      <td>0.149700</td>\n",
+       "      <td>0.272882</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.421861</td>\n",
+       "      <td>0.126671</td>\n",
+       "      <td>0.055672</td>\n",
+       "      <td>0.139167</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <td>0.322802</td>\n",
+       "      <td>0.065008</td>\n",
+       "      <td>0.603264</td>\n",
+       "      <td>0.567292</td>\n",
+       "      <td>0.384084</td>\n",
+       "      <td>0.453238</td>\n",
+       "      <td>0.103464</td>\n",
+       "      <td>0.243537</td>\n",
+       "      <td>0.085551</td>\n",
+       "      <td>0.183192</td>\n",
+       "      <td>0.255278</td>\n",
+       "      <td>0.370832</td>\n",
+       "      <td>0.421861</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.126651</td>\n",
+       "      <td>0.112138</td>\n",
+       "      <td>0.106136</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <td>0.398684</td>\n",
+       "      <td>0.132569</td>\n",
+       "      <td>0.093860</td>\n",
+       "      <td>0.048755</td>\n",
+       "      <td>0.132172</td>\n",
+       "      <td>0.140107</td>\n",
+       "      <td>0.003030</td>\n",
+       "      <td>-0.030327</td>\n",
+       "      <td>0.030073</td>\n",
+       "      <td>0.098838</td>\n",
+       "      <td>0.109739</td>\n",
+       "      <td>0.096333</td>\n",
+       "      <td>0.126671</td>\n",
+       "      <td>0.126651</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.140379</td>\n",
+       "      <td>0.059444</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <td>-0.318959</td>\n",
+       "      <td>-0.095082</td>\n",
+       "      <td>0.180379</td>\n",
+       "      <td>0.132763</td>\n",
+       "      <td>0.182569</td>\n",
+       "      <td>-0.152935</td>\n",
+       "      <td>0.305802</td>\n",
+       "      <td>0.157531</td>\n",
+       "      <td>0.250087</td>\n",
+       "      <td>-0.249773</td>\n",
+       "      <td>-0.169784</td>\n",
+       "      <td>0.162066</td>\n",
+       "      <td>0.055672</td>\n",
+       "      <td>0.112138</td>\n",
+       "      <td>-0.140379</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>-0.016486</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TENURE</th>\n",
+       "      <td>0.072692</td>\n",
+       "      <td>0.119776</td>\n",
+       "      <td>0.086288</td>\n",
+       "      <td>0.064150</td>\n",
+       "      <td>0.086143</td>\n",
+       "      <td>-0.068312</td>\n",
+       "      <td>0.061506</td>\n",
+       "      <td>0.082466</td>\n",
+       "      <td>0.073275</td>\n",
+       "      <td>-0.133372</td>\n",
+       "      <td>-0.043421</td>\n",
+       "      <td>0.121874</td>\n",
+       "      <td>0.139167</td>\n",
+       "      <td>0.106136</td>\n",
+       "      <td>0.059444</td>\n",
+       "      <td>-0.016486</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   BALANCE  BALANCE_FREQUENCY  PURCHASES  \\\n",
+       "BALANCE                           1.000000           0.322412   0.181261   \n",
+       "BALANCE_FREQUENCY                 0.322412           1.000000   0.133674   \n",
+       "PURCHASES                         0.181261           0.133674   1.000000   \n",
+       "ONEOFF_PURCHASES                  0.164350           0.104323   0.916845   \n",
+       "INSTALLMENTS_PURCHASES            0.126469           0.124292   0.679896   \n",
+       "CASH_ADVANCE                      0.496692           0.099388  -0.051474   \n",
+       "PURCHASES_FREQUENCY              -0.077944           0.229715   0.393017   \n",
+       "ONEOFF_PURCHASES_FREQUENCY        0.073166           0.202415   0.498430   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY -0.063186           0.176079   0.315567   \n",
+       "CASH_ADVANCE_FREQUENCY            0.449218           0.191873  -0.120143   \n",
+       "CASH_ADVANCE_TRX                  0.385152           0.141555  -0.067175   \n",
+       "PURCHASES_TRX                     0.154338           0.189626   0.689561   \n",
+       "CREDIT_LIMIT                      0.531283           0.095843   0.356963   \n",
+       "PAYMENTS                          0.322802           0.065008   0.603264   \n",
+       "MINIMUM_PAYMENTS                  0.398684           0.132569   0.093860   \n",
+       "PRC_FULL_PAYMENT                 -0.318959          -0.095082   0.180379   \n",
+       "TENURE                            0.072692           0.119776   0.086288   \n",
+       "\n",
+       "                                  ONEOFF_PURCHASES  INSTALLMENTS_PURCHASES  \\\n",
+       "BALANCE                                   0.164350                0.126469   \n",
+       "BALANCE_FREQUENCY                         0.104323                0.124292   \n",
+       "PURCHASES                                 0.916845                0.679896   \n",
+       "ONEOFF_PURCHASES                          1.000000                0.330622   \n",
+       "INSTALLMENTS_PURCHASES                    0.330622                1.000000   \n",
+       "CASH_ADVANCE                             -0.031326               -0.064244   \n",
+       "PURCHASES_FREQUENCY                       0.264937                0.442418   \n",
+       "ONEOFF_PURCHASES_FREQUENCY                0.524891                0.214042   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY          0.127729                0.511351   \n",
+       "CASH_ADVANCE_FREQUENCY                   -0.082628               -0.132318   \n",
+       "CASH_ADVANCE_TRX                         -0.046212               -0.073999   \n",
+       "PURCHASES_TRX                             0.545523                0.628108   \n",
+       "CREDIT_LIMIT                              0.319724                0.256499   \n",
+       "PAYMENTS                                  0.567292                0.384084   \n",
+       "MINIMUM_PAYMENTS                          0.048755                0.132172   \n",
+       "PRC_FULL_PAYMENT                          0.132763                0.182569   \n",
+       "TENURE                                    0.064150                0.086143   \n",
+       "\n",
+       "                                  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "BALANCE                               0.496692            -0.077944   \n",
+       "BALANCE_FREQUENCY                     0.099388             0.229715   \n",
+       "PURCHASES                            -0.051474             0.393017   \n",
+       "ONEOFF_PURCHASES                     -0.031326             0.264937   \n",
+       "INSTALLMENTS_PURCHASES               -0.064244             0.442418   \n",
+       "CASH_ADVANCE                          1.000000            -0.215507   \n",
+       "PURCHASES_FREQUENCY                  -0.215507             1.000000   \n",
+       "ONEOFF_PURCHASES_FREQUENCY           -0.086754             0.501343   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY     -0.177070             0.862934   \n",
+       "CASH_ADVANCE_FREQUENCY                0.628522            -0.308478   \n",
+       "CASH_ADVANCE_TRX                      0.656498            -0.203478   \n",
+       "PURCHASES_TRX                        -0.075850             0.568430   \n",
+       "CREDIT_LIMIT                          0.303985             0.119788   \n",
+       "PAYMENTS                              0.453238             0.103464   \n",
+       "MINIMUM_PAYMENTS                      0.140107             0.003030   \n",
+       "PRC_FULL_PAYMENT                     -0.152935             0.305802   \n",
+       "TENURE                               -0.068312             0.061506   \n",
+       "\n",
+       "                                  ONEOFF_PURCHASES_FREQUENCY  \\\n",
+       "BALANCE                                             0.073166   \n",
+       "BALANCE_FREQUENCY                                   0.202415   \n",
+       "PURCHASES                                           0.498430   \n",
+       "ONEOFF_PURCHASES                                    0.524891   \n",
+       "INSTALLMENTS_PURCHASES                              0.214042   \n",
+       "CASH_ADVANCE                                       -0.086754   \n",
+       "PURCHASES_FREQUENCY                                 0.501343   \n",
+       "ONEOFF_PURCHASES_FREQUENCY                          1.000000   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY                    0.142329   \n",
+       "CASH_ADVANCE_FREQUENCY                             -0.111716   \n",
+       "CASH_ADVANCE_TRX                                   -0.069088   \n",
+       "PURCHASES_TRX                                       0.544869   \n",
+       "CREDIT_LIMIT                                        0.295038   \n",
+       "PAYMENTS                                            0.243537   \n",
+       "MINIMUM_PAYMENTS                                   -0.030327   \n",
+       "PRC_FULL_PAYMENT                                    0.157531   \n",
+       "TENURE                                              0.082466   \n",
+       "\n",
+       "                                  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "BALANCE                                                  -0.063186   \n",
+       "BALANCE_FREQUENCY                                         0.176079   \n",
+       "PURCHASES                                                 0.315567   \n",
+       "ONEOFF_PURCHASES                                          0.127729   \n",
+       "INSTALLMENTS_PURCHASES                                    0.511351   \n",
+       "CASH_ADVANCE                                             -0.177070   \n",
+       "PURCHASES_FREQUENCY                                       0.862934   \n",
+       "ONEOFF_PURCHASES_FREQUENCY                                0.142329   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY                          1.000000   \n",
+       "CASH_ADVANCE_FREQUENCY                                   -0.262958   \n",
+       "CASH_ADVANCE_TRX                                         -0.169207   \n",
+       "PURCHASES_TRX                                             0.529975   \n",
+       "CREDIT_LIMIT                                              0.060755   \n",
+       "PAYMENTS                                                  0.085551   \n",
+       "MINIMUM_PAYMENTS                                          0.030073   \n",
+       "PRC_FULL_PAYMENT                                          0.250087   \n",
+       "TENURE                                                    0.073275   \n",
+       "\n",
+       "                                  CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  \\\n",
+       "BALANCE                                         0.449218          0.385152   \n",
+       "BALANCE_FREQUENCY                               0.191873          0.141555   \n",
+       "PURCHASES                                      -0.120143         -0.067175   \n",
+       "ONEOFF_PURCHASES                               -0.082628         -0.046212   \n",
+       "INSTALLMENTS_PURCHASES                         -0.132318         -0.073999   \n",
+       "CASH_ADVANCE                                    0.628522          0.656498   \n",
+       "PURCHASES_FREQUENCY                            -0.308478         -0.203478   \n",
+       "ONEOFF_PURCHASES_FREQUENCY                     -0.111716         -0.069088   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY               -0.262958         -0.169207   \n",
+       "CASH_ADVANCE_FREQUENCY                          1.000000          0.799561   \n",
+       "CASH_ADVANCE_TRX                                0.799561          1.000000   \n",
+       "PURCHASES_TRX                                  -0.131168         -0.066157   \n",
+       "CREDIT_LIMIT                                    0.132616          0.149700   \n",
+       "PAYMENTS                                        0.183192          0.255278   \n",
+       "MINIMUM_PAYMENTS                                0.098838          0.109739   \n",
+       "PRC_FULL_PAYMENT                               -0.249773         -0.169784   \n",
+       "TENURE                                         -0.133372         -0.043421   \n",
+       "\n",
+       "                                  PURCHASES_TRX  CREDIT_LIMIT  PAYMENTS  \\\n",
+       "BALANCE                                0.154338      0.531283  0.322802   \n",
+       "BALANCE_FREQUENCY                      0.189626      0.095843  0.065008   \n",
+       "PURCHASES                              0.689561      0.356963  0.603264   \n",
+       "ONEOFF_PURCHASES                       0.545523      0.319724  0.567292   \n",
+       "INSTALLMENTS_PURCHASES                 0.628108      0.256499  0.384084   \n",
+       "CASH_ADVANCE                          -0.075850      0.303985  0.453238   \n",
+       "PURCHASES_FREQUENCY                    0.568430      0.119788  0.103464   \n",
+       "ONEOFF_PURCHASES_FREQUENCY             0.544869      0.295038  0.243537   \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY       0.529975      0.060755  0.085551   \n",
+       "CASH_ADVANCE_FREQUENCY                -0.131168      0.132616  0.183192   \n",
+       "CASH_ADVANCE_TRX                      -0.066157      0.149700  0.255278   \n",
+       "PURCHASES_TRX                          1.000000      0.272882  0.370832   \n",
+       "CREDIT_LIMIT                           0.272882      1.000000  0.421861   \n",
+       "PAYMENTS                               0.370832      0.421861  1.000000   \n",
+       "MINIMUM_PAYMENTS                       0.096333      0.126671  0.126651   \n",
+       "PRC_FULL_PAYMENT                       0.162066      0.055672  0.112138   \n",
+       "TENURE                                 0.121874      0.139167  0.106136   \n",
+       "\n",
+       "                                  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT    TENURE  \n",
+       "BALANCE                                   0.398684         -0.318959  0.072692  \n",
+       "BALANCE_FREQUENCY                         0.132569         -0.095082  0.119776  \n",
+       "PURCHASES                                 0.093860          0.180379  0.086288  \n",
+       "ONEOFF_PURCHASES                          0.048755          0.132763  0.064150  \n",
+       "INSTALLMENTS_PURCHASES                    0.132172          0.182569  0.086143  \n",
+       "CASH_ADVANCE                              0.140107         -0.152935 -0.068312  \n",
+       "PURCHASES_FREQUENCY                       0.003030          0.305802  0.061506  \n",
+       "ONEOFF_PURCHASES_FREQUENCY               -0.030327          0.157531  0.082466  \n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY          0.030073          0.250087  0.073275  \n",
+       "CASH_ADVANCE_FREQUENCY                    0.098838         -0.249773 -0.133372  \n",
+       "CASH_ADVANCE_TRX                          0.109739         -0.169784 -0.043421  \n",
+       "PURCHASES_TRX                             0.096333          0.162066  0.121874  \n",
+       "CREDIT_LIMIT                              0.126671          0.055672  0.139167  \n",
+       "PAYMENTS                                  0.126651          0.112138  0.106136  \n",
+       "MINIMUM_PAYMENTS                          1.000000         -0.140379  0.059444  \n",
+       "PRC_FULL_PAYMENT                         -0.140379          1.000000 -0.016486  \n",
+       "TENURE                                    0.059444         -0.016486  1.000000  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.corr()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "837f17f2",
+   "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>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8949.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8637.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>1564.474828</td>\n",
+       "      <td>0.877271</td>\n",
+       "      <td>1003.204834</td>\n",
+       "      <td>592.437371</td>\n",
+       "      <td>411.067645</td>\n",
+       "      <td>978.871112</td>\n",
+       "      <td>0.490351</td>\n",
+       "      <td>0.202458</td>\n",
+       "      <td>0.364437</td>\n",
+       "      <td>0.135144</td>\n",
+       "      <td>3.248827</td>\n",
+       "      <td>14.709832</td>\n",
+       "      <td>4494.449450</td>\n",
+       "      <td>1733.143852</td>\n",
+       "      <td>864.206542</td>\n",
+       "      <td>0.153715</td>\n",
+       "      <td>11.517318</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>2081.531879</td>\n",
+       "      <td>0.236904</td>\n",
+       "      <td>2136.634782</td>\n",
+       "      <td>1659.887917</td>\n",
+       "      <td>904.338115</td>\n",
+       "      <td>2097.163877</td>\n",
+       "      <td>0.401371</td>\n",
+       "      <td>0.298336</td>\n",
+       "      <td>0.397448</td>\n",
+       "      <td>0.200121</td>\n",
+       "      <td>6.824647</td>\n",
+       "      <td>24.857649</td>\n",
+       "      <td>3638.815725</td>\n",
+       "      <td>2895.063757</td>\n",
+       "      <td>2372.446607</td>\n",
+       "      <td>0.292499</td>\n",
+       "      <td>1.338331</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>50.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.019163</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>128.281915</td>\n",
+       "      <td>0.888889</td>\n",
+       "      <td>39.635000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1600.000000</td>\n",
+       "      <td>383.276166</td>\n",
+       "      <td>169.123707</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>873.385231</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>361.280000</td>\n",
+       "      <td>38.000000</td>\n",
+       "      <td>89.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>7.000000</td>\n",
+       "      <td>3000.000000</td>\n",
+       "      <td>856.901546</td>\n",
+       "      <td>312.343947</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>2054.140036</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1110.130000</td>\n",
+       "      <td>577.405000</td>\n",
+       "      <td>468.637500</td>\n",
+       "      <td>1113.821139</td>\n",
+       "      <td>0.916667</td>\n",
+       "      <td>0.300000</td>\n",
+       "      <td>0.750000</td>\n",
+       "      <td>0.222222</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>17.000000</td>\n",
+       "      <td>6500.000000</td>\n",
+       "      <td>1901.134317</td>\n",
+       "      <td>825.485459</td>\n",
+       "      <td>0.142857</td>\n",
+       "      <td>12.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>19043.138560</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>49039.570000</td>\n",
+       "      <td>40761.250000</td>\n",
+       "      <td>22500.000000</td>\n",
+       "      <td>47137.211760</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.500000</td>\n",
+       "      <td>123.000000</td>\n",
+       "      <td>358.000000</td>\n",
+       "      <td>30000.000000</td>\n",
+       "      <td>50721.483360</td>\n",
+       "      <td>76406.207520</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>12.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "            BALANCE  BALANCE_FREQUENCY     PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "count   8950.000000        8950.000000   8950.000000       8950.000000   \n",
+       "mean    1564.474828           0.877271   1003.204834        592.437371   \n",
+       "std     2081.531879           0.236904   2136.634782       1659.887917   \n",
+       "min        0.000000           0.000000      0.000000          0.000000   \n",
+       "25%      128.281915           0.888889     39.635000          0.000000   \n",
+       "50%      873.385231           1.000000    361.280000         38.000000   \n",
+       "75%     2054.140036           1.000000   1110.130000        577.405000   \n",
+       "max    19043.138560           1.000000  49039.570000      40761.250000   \n",
+       "\n",
+       "       INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "count             8950.000000   8950.000000          8950.000000   \n",
+       "mean               411.067645    978.871112             0.490351   \n",
+       "std                904.338115   2097.163877             0.401371   \n",
+       "min                  0.000000      0.000000             0.000000   \n",
+       "25%                  0.000000      0.000000             0.083333   \n",
+       "50%                 89.000000      0.000000             0.500000   \n",
+       "75%                468.637500   1113.821139             0.916667   \n",
+       "max              22500.000000  47137.211760             1.000000   \n",
+       "\n",
+       "       ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "count                 8950.000000                       8950.000000   \n",
+       "mean                     0.202458                          0.364437   \n",
+       "std                      0.298336                          0.397448   \n",
+       "min                      0.000000                          0.000000   \n",
+       "25%                      0.000000                          0.000000   \n",
+       "50%                      0.083333                          0.166667   \n",
+       "75%                      0.300000                          0.750000   \n",
+       "max                      1.000000                          1.000000   \n",
+       "\n",
+       "       CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "count             8950.000000       8950.000000    8950.000000   8949.000000   \n",
+       "mean                 0.135144          3.248827      14.709832   4494.449450   \n",
+       "std                  0.200121          6.824647      24.857649   3638.815725   \n",
+       "min                  0.000000          0.000000       0.000000     50.000000   \n",
+       "25%                  0.000000          0.000000       1.000000   1600.000000   \n",
+       "50%                  0.000000          0.000000       7.000000   3000.000000   \n",
+       "75%                  0.222222          4.000000      17.000000   6500.000000   \n",
+       "max                  1.500000        123.000000     358.000000  30000.000000   \n",
+       "\n",
+       "           PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT       TENURE  \n",
+       "count   8950.000000       8637.000000       8950.000000  8950.000000  \n",
+       "mean    1733.143852        864.206542          0.153715    11.517318  \n",
+       "std     2895.063757       2372.446607          0.292499     1.338331  \n",
+       "min        0.000000          0.019163          0.000000     6.000000  \n",
+       "25%      383.276166        169.123707          0.000000    12.000000  \n",
+       "50%      856.901546        312.343947          0.000000    12.000000  \n",
+       "75%     1901.134317        825.485459          0.142857    12.000000  \n",
+       "max    50721.483360      76406.207520          1.000000    12.000000  "
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7ca04a59",
+   "metadata": {},
+   "source": [
+    "## checking the datatypes of different columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "db1b8506",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "CUST_ID                              object\n",
+       "BALANCE                             float64\n",
+       "BALANCE_FREQUENCY                   float64\n",
+       "PURCHASES                           float64\n",
+       "ONEOFF_PURCHASES                    float64\n",
+       "INSTALLMENTS_PURCHASES              float64\n",
+       "CASH_ADVANCE                        float64\n",
+       "PURCHASES_FREQUENCY                 float64\n",
+       "ONEOFF_PURCHASES_FREQUENCY          float64\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY    float64\n",
+       "CASH_ADVANCE_FREQUENCY              float64\n",
+       "CASH_ADVANCE_TRX                      int64\n",
+       "PURCHASES_TRX                         int64\n",
+       "CREDIT_LIMIT                        float64\n",
+       "PAYMENTS                            float64\n",
+       "MINIMUM_PAYMENTS                    float64\n",
+       "PRC_FULL_PAYMENT                    float64\n",
+       "TENURE                                int64\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "460593d4",
+   "metadata": {},
+   "source": [
+    "### Removing \"CUST_ID\" because non numerical columns are of no use to us"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "e0f755e4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df=df.drop(['CUST_ID'],axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "90a2d2f2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>40.900749</td>\n",
+       "      <td>0.818182</td>\n",
+       "      <td>95.40</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>95.40</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>201.802084</td>\n",
+       "      <td>139.509787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>3202.467416</td>\n",
+       "      <td>0.909091</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>6442.945483</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7000.0</td>\n",
+       "      <td>4103.032597</td>\n",
+       "      <td>1072.340217</td>\n",
+       "      <td>0.222222</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2495.148862</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>773.17</td>\n",
+       "      <td>773.17</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>12</td>\n",
+       "      <td>7500.0</td>\n",
+       "      <td>622.066742</td>\n",
+       "      <td>627.284787</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1666.670542</td>\n",
+       "      <td>0.636364</td>\n",
+       "      <td>1499.00</td>\n",
+       "      <td>1499.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>205.788017</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7500.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>817.714335</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.083333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1200.0</td>\n",
+       "      <td>678.334763</td>\n",
+       "      <td>244.791237</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
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+       "      <td>...</td>\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",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8945</th>\n",
+       "      <td>28.493517</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>291.12</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>291.12</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>325.594462</td>\n",
+       "      <td>48.886365</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8946</th>\n",
+       "      <td>19.183215</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>300.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>300.00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>275.861322</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8947</th>\n",
+       "      <td>23.398673</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>144.40</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>144.40</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.666667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1000.0</td>\n",
+       "      <td>81.270775</td>\n",
+       "      <td>82.418369</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8948</th>\n",
+       "      <td>13.457564</td>\n",
+       "      <td>0.833333</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>36.558778</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.166667</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>500.0</td>\n",
+       "      <td>52.549959</td>\n",
+       "      <td>55.755628</td>\n",
+       "      <td>0.250000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8949</th>\n",
+       "      <td>372.708075</td>\n",
+       "      <td>0.666667</td>\n",
+       "      <td>1093.25</td>\n",
+       "      <td>1093.25</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>127.040008</td>\n",
+       "      <td>0.666667</td>\n",
+       "      <td>0.666667</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.333333</td>\n",
+       "      <td>2</td>\n",
+       "      <td>23</td>\n",
+       "      <td>1200.0</td>\n",
+       "      <td>63.165404</td>\n",
+       "      <td>88.288956</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8950 rows × 17 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "0       40.900749           0.818182      95.40              0.00   \n",
+       "1     3202.467416           0.909091       0.00              0.00   \n",
+       "2     2495.148862           1.000000     773.17            773.17   \n",
+       "3     1666.670542           0.636364    1499.00           1499.00   \n",
+       "4      817.714335           1.000000      16.00             16.00   \n",
+       "...           ...                ...        ...               ...   \n",
+       "8945    28.493517           1.000000     291.12              0.00   \n",
+       "8946    19.183215           1.000000     300.00              0.00   \n",
+       "8947    23.398673           0.833333     144.40              0.00   \n",
+       "8948    13.457564           0.833333       0.00              0.00   \n",
+       "8949   372.708075           0.666667    1093.25           1093.25   \n",
+       "\n",
+       "      INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "0                      95.40      0.000000             0.166667   \n",
+       "1                       0.00   6442.945483             0.000000   \n",
+       "2                       0.00      0.000000             1.000000   \n",
+       "3                       0.00    205.788017             0.083333   \n",
+       "4                       0.00      0.000000             0.083333   \n",
+       "...                      ...           ...                  ...   \n",
+       "8945                  291.12      0.000000             1.000000   \n",
+       "8946                  300.00      0.000000             1.000000   \n",
+       "8947                  144.40      0.000000             0.833333   \n",
+       "8948                    0.00     36.558778             0.000000   \n",
+       "8949                    0.00    127.040008             0.666667   \n",
+       "\n",
+       "      ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "0                       0.000000                          0.083333   \n",
+       "1                       0.000000                          0.000000   \n",
+       "2                       1.000000                          0.000000   \n",
+       "3                       0.083333                          0.000000   \n",
+       "4                       0.083333                          0.000000   \n",
+       "...                          ...                               ...   \n",
+       "8945                    0.000000                          0.833333   \n",
+       "8946                    0.000000                          0.833333   \n",
+       "8947                    0.000000                          0.666667   \n",
+       "8948                    0.000000                          0.000000   \n",
+       "8949                    0.666667                          0.000000   \n",
+       "\n",
+       "      CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "0                   0.000000                 0              2        1000.0   \n",
+       "1                   0.250000                 4              0        7000.0   \n",
+       "2                   0.000000                 0             12        7500.0   \n",
+       "3                   0.083333                 1              1        7500.0   \n",
+       "4                   0.000000                 0              1        1200.0   \n",
+       "...                      ...               ...            ...           ...   \n",
+       "8945                0.000000                 0              6        1000.0   \n",
+       "8946                0.000000                 0              6        1000.0   \n",
+       "8947                0.000000                 0              5        1000.0   \n",
+       "8948                0.166667                 2              0         500.0   \n",
+       "8949                0.333333                 2             23        1200.0   \n",
+       "\n",
+       "         PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT  TENURE  \n",
+       "0      201.802084        139.509787          0.000000      12  \n",
+       "1     4103.032597       1072.340217          0.222222      12  \n",
+       "2      622.066742        627.284787          0.000000      12  \n",
+       "3        0.000000               NaN          0.000000      12  \n",
+       "4      678.334763        244.791237          0.000000      12  \n",
+       "...           ...               ...               ...     ...  \n",
+       "8945   325.594462         48.886365          0.500000       6  \n",
+       "8946   275.861322               NaN          0.000000       6  \n",
+       "8947    81.270775         82.418369          0.250000       6  \n",
+       "8948    52.549959         55.755628          0.250000       6  \n",
+       "8949    63.165404         88.288956          0.000000       6  \n",
+       "\n",
+       "[8950 rows x 17 columns]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "b28126b3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "columns_name=df.columns.tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "013d65b0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BALANCE                               0\n",
+       "BALANCE_FREQUENCY                     0\n",
+       "PURCHASES                             0\n",
+       "ONEOFF_PURCHASES                      0\n",
+       "INSTALLMENTS_PURCHASES                0\n",
+       "CASH_ADVANCE                          0\n",
+       "PURCHASES_FREQUENCY                   0\n",
+       "ONEOFF_PURCHASES_FREQUENCY            0\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY      0\n",
+       "CASH_ADVANCE_FREQUENCY                0\n",
+       "CASH_ADVANCE_TRX                      0\n",
+       "PURCHASES_TRX                         0\n",
+       "CREDIT_LIMIT                          1\n",
+       "PAYMENTS                              0\n",
+       "MINIMUM_PAYMENTS                    313\n",
+       "PRC_FULL_PAYMENT                      0\n",
+       "TENURE                                0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[columns_name].isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "a931dac1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "column_means=df.mean()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "984ec252",
+   "metadata": {},
+   "source": [
+    "### Filling the NaN values with their respective column means"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "b7f9ac65",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df=df.fillna(column_means)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "486ca3f7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BALANCE                             0\n",
+       "BALANCE_FREQUENCY                   0\n",
+       "PURCHASES                           0\n",
+       "ONEOFF_PURCHASES                    0\n",
+       "INSTALLMENTS_PURCHASES              0\n",
+       "CASH_ADVANCE                        0\n",
+       "PURCHASES_FREQUENCY                 0\n",
+       "ONEOFF_PURCHASES_FREQUENCY          0\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY    0\n",
+       "CASH_ADVANCE_FREQUENCY              0\n",
+       "CASH_ADVANCE_TRX                    0\n",
+       "PURCHASES_TRX                       0\n",
+       "CREDIT_LIMIT                        0\n",
+       "PAYMENTS                            0\n",
+       "MINIMUM_PAYMENTS                    0\n",
+       "PRC_FULL_PAYMENT                    0\n",
+       "TENURE                              0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[columns_name].isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "95c342b4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([<AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>], dtype=object)"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x2880 with 17 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df.plot.area(figsize = (20,40),subplots=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "02cfdc0c",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BALANCE                              2.393386\n",
+       "BALANCE_FREQUENCY                   -2.023266\n",
+       "PURCHASES                            8.144269\n",
+       "ONEOFF_PURCHASES                    10.045083\n",
+       "INSTALLMENTS_PURCHASES               7.299120\n",
+       "CASH_ADVANCE                         5.166609\n",
+       "PURCHASES_FREQUENCY                  0.060164\n",
+       "ONEOFF_PURCHASES_FREQUENCY           1.535613\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY     0.509201\n",
+       "CASH_ADVANCE_FREQUENCY               1.828686\n",
+       "CASH_ADVANCE_TRX                     5.721298\n",
+       "PURCHASES_TRX                        4.630655\n",
+       "CREDIT_LIMIT                         1.522549\n",
+       "PAYMENTS                             5.907620\n",
+       "MINIMUM_PAYMENTS                    13.867357\n",
+       "PRC_FULL_PAYMENT                     1.942820\n",
+       "TENURE                              -2.943017\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.skew(axis=0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7e069ef5",
+   "metadata": {},
+   "source": [
+    "### Removing the skewness using Square Root Method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "da3fdce4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sqrt_skew = np.sqrt(df[columns_name])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "7df6f776",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "BALANCE                             0.829498\n",
+       "BALANCE_FREQUENCY                  -2.819495\n",
+       "PURCHASES                           1.730752\n",
+       "ONEOFF_PURCHASES                    2.129460\n",
+       "INSTALLMENTS_PURCHASES              1.546939\n",
+       "CASH_ADVANCE                        1.486159\n",
+       "PURCHASES_FREQUENCY                -0.421872\n",
+       "ONEOFF_PURCHASES_FREQUENCY          0.724607\n",
+       "PURCHASES_INSTALLMENTS_FREQUENCY    0.130409\n",
+       "CASH_ADVANCE_FREQUENCY              0.706976\n",
+       "CASH_ADVANCE_TRX                    1.417779\n",
+       "PURCHASES_TRX                       1.185757\n",
+       "CREDIT_LIMIT                        0.680933\n",
+       "PAYMENTS                            1.951535\n",
+       "MINIMUM_PAYMENTS                    3.805340\n",
+       "PRC_FULL_PAYMENT                    1.297280\n",
+       "TENURE                             -3.064332\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sqrt_skew.skew()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "4dc8855f",
+   "metadata": {
+    "scrolled": true
+   },
+   "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>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>6.395369</td>\n",
+       "      <td>0.904534</td>\n",
+       "      <td>9.767292</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>9.767292</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.408249</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.414214</td>\n",
+       "      <td>31.622777</td>\n",
+       "      <td>14.205706</td>\n",
+       "      <td>11.811426</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>56.590347</td>\n",
+       "      <td>0.953463</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>80.267961</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>83.666003</td>\n",
+       "      <td>64.054919</td>\n",
+       "      <td>32.746606</td>\n",
+       "      <td>0.471404</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>49.951465</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>27.805935</td>\n",
+       "      <td>27.805935</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "      <td>86.602540</td>\n",
+       "      <td>24.941266</td>\n",
+       "      <td>25.045654</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>40.824877</td>\n",
+       "      <td>0.797724</td>\n",
+       "      <td>38.716921</td>\n",
+       "      <td>38.716921</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>14.345313</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>86.602540</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>29.397390</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>28.595705</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>4.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>34.641016</td>\n",
+       "      <td>26.044861</td>\n",
+       "      <td>15.645806</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</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",
+       "      <td>...</td>\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>8945</th>\n",
+       "      <td>5.337932</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>17.062239</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>17.062239</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.912871</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.449490</td>\n",
+       "      <td>31.622777</td>\n",
+       "      <td>18.044236</td>\n",
+       "      <td>6.991879</td>\n",
+       "      <td>0.707107</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8946</th>\n",
+       "      <td>4.379865</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>17.320508</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>17.320508</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.912871</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.449490</td>\n",
+       "      <td>31.622777</td>\n",
+       "      <td>16.609073</td>\n",
+       "      <td>29.397390</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8947</th>\n",
+       "      <td>4.837217</td>\n",
+       "      <td>0.912871</td>\n",
+       "      <td>12.016655</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>12.016655</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.912871</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.816497</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.236068</td>\n",
+       "      <td>31.622777</td>\n",
+       "      <td>9.015031</td>\n",
+       "      <td>9.078456</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8948</th>\n",
+       "      <td>3.668455</td>\n",
+       "      <td>0.912871</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.046386</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.408249</td>\n",
+       "      <td>1.414214</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>22.360680</td>\n",
+       "      <td>7.249135</td>\n",
+       "      <td>7.466969</td>\n",
+       "      <td>0.500000</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8949</th>\n",
+       "      <td>19.305649</td>\n",
+       "      <td>0.816497</td>\n",
+       "      <td>33.064331</td>\n",
+       "      <td>33.064331</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>11.271203</td>\n",
+       "      <td>0.816497</td>\n",
+       "      <td>0.816497</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.577350</td>\n",
+       "      <td>1.414214</td>\n",
+       "      <td>4.795832</td>\n",
+       "      <td>34.641016</td>\n",
+       "      <td>7.947667</td>\n",
+       "      <td>9.396220</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8950 rows × 17 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        BALANCE  BALANCE_FREQUENCY  PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "0      6.395369           0.904534   9.767292          0.000000   \n",
+       "1     56.590347           0.953463   0.000000          0.000000   \n",
+       "2     49.951465           1.000000  27.805935         27.805935   \n",
+       "3     40.824877           0.797724  38.716921         38.716921   \n",
+       "4     28.595705           1.000000   4.000000          4.000000   \n",
+       "...         ...                ...        ...               ...   \n",
+       "8945   5.337932           1.000000  17.062239          0.000000   \n",
+       "8946   4.379865           1.000000  17.320508          0.000000   \n",
+       "8947   4.837217           0.912871  12.016655          0.000000   \n",
+       "8948   3.668455           0.912871   0.000000          0.000000   \n",
+       "8949  19.305649           0.816497  33.064331         33.064331   \n",
+       "\n",
+       "      INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "0                   9.767292      0.000000             0.408249   \n",
+       "1                   0.000000     80.267961             0.000000   \n",
+       "2                   0.000000      0.000000             1.000000   \n",
+       "3                   0.000000     14.345313             0.288675   \n",
+       "4                   0.000000      0.000000             0.288675   \n",
+       "...                      ...           ...                  ...   \n",
+       "8945               17.062239      0.000000             1.000000   \n",
+       "8946               17.320508      0.000000             1.000000   \n",
+       "8947               12.016655      0.000000             0.912871   \n",
+       "8948                0.000000      6.046386             0.000000   \n",
+       "8949                0.000000     11.271203             0.816497   \n",
+       "\n",
+       "      ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "0                       0.000000                          0.288675   \n",
+       "1                       0.000000                          0.000000   \n",
+       "2                       1.000000                          0.000000   \n",
+       "3                       0.288675                          0.000000   \n",
+       "4                       0.288675                          0.000000   \n",
+       "...                          ...                               ...   \n",
+       "8945                    0.000000                          0.912871   \n",
+       "8946                    0.000000                          0.912871   \n",
+       "8947                    0.000000                          0.816497   \n",
+       "8948                    0.000000                          0.000000   \n",
+       "8949                    0.816497                          0.000000   \n",
+       "\n",
+       "      CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "0                   0.000000          0.000000       1.414214     31.622777   \n",
+       "1                   0.500000          2.000000       0.000000     83.666003   \n",
+       "2                   0.000000          0.000000       3.464102     86.602540   \n",
+       "3                   0.288675          1.000000       1.000000     86.602540   \n",
+       "4                   0.000000          0.000000       1.000000     34.641016   \n",
+       "...                      ...               ...            ...           ...   \n",
+       "8945                0.000000          0.000000       2.449490     31.622777   \n",
+       "8946                0.000000          0.000000       2.449490     31.622777   \n",
+       "8947                0.000000          0.000000       2.236068     31.622777   \n",
+       "8948                0.408249          1.414214       0.000000     22.360680   \n",
+       "8949                0.577350          1.414214       4.795832     34.641016   \n",
+       "\n",
+       "       PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT    TENURE  \n",
+       "0     14.205706         11.811426          0.000000  3.464102  \n",
+       "1     64.054919         32.746606          0.471404  3.464102  \n",
+       "2     24.941266         25.045654          0.000000  3.464102  \n",
+       "3      0.000000         29.397390          0.000000  3.464102  \n",
+       "4     26.044861         15.645806          0.000000  3.464102  \n",
+       "...         ...               ...               ...       ...  \n",
+       "8945  18.044236          6.991879          0.707107  2.449490  \n",
+       "8946  16.609073         29.397390          0.000000  2.449490  \n",
+       "8947   9.015031          9.078456          0.500000  2.449490  \n",
+       "8948   7.249135          7.466969          0.500000  2.449490  \n",
+       "8949   7.947667          9.396220          0.000000  2.449490  \n",
+       "\n",
+       "[8950 rows x 17 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sqrt_skew"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "65211894",
+   "metadata": {
+    "scrolled": true
+   },
+   "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>BALANCE</th>\n",
+       "      <th>BALANCE_FREQUENCY</th>\n",
+       "      <th>PURCHASES</th>\n",
+       "      <th>ONEOFF_PURCHASES</th>\n",
+       "      <th>INSTALLMENTS_PURCHASES</th>\n",
+       "      <th>CASH_ADVANCE</th>\n",
+       "      <th>PURCHASES_FREQUENCY</th>\n",
+       "      <th>ONEOFF_PURCHASES_FREQUENCY</th>\n",
+       "      <th>PURCHASES_INSTALLMENTS_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_FREQUENCY</th>\n",
+       "      <th>CASH_ADVANCE_TRX</th>\n",
+       "      <th>PURCHASES_TRX</th>\n",
+       "      <th>CREDIT_LIMIT</th>\n",
+       "      <th>PAYMENTS</th>\n",
+       "      <th>MINIMUM_PAYMENTS</th>\n",
+       "      <th>PRC_FULL_PAYMENT</th>\n",
+       "      <th>TENURE</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "      <td>8950.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>31.780551</td>\n",
+       "      <td>0.921054</td>\n",
+       "      <td>22.855845</td>\n",
+       "      <td>14.278686</td>\n",
+       "      <td>13.021440</td>\n",
+       "      <td>18.494035</td>\n",
+       "      <td>0.584054</td>\n",
+       "      <td>0.297600</td>\n",
+       "      <td>0.435160</td>\n",
+       "      <td>0.239918</td>\n",
+       "      <td>1.102261</td>\n",
+       "      <td>2.879521</td>\n",
+       "      <td>62.139544</td>\n",
+       "      <td>34.645065</td>\n",
+       "      <td>23.557147</td>\n",
+       "      <td>0.210447</td>\n",
+       "      <td>3.386634</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>23.548531</td>\n",
+       "      <td>0.170098</td>\n",
+       "      <td>21.928723</td>\n",
+       "      <td>19.712937</td>\n",
+       "      <td>15.541452</td>\n",
+       "      <td>25.237134</td>\n",
+       "      <td>0.386326</td>\n",
+       "      <td>0.337498</td>\n",
+       "      <td>0.418441</td>\n",
+       "      <td>0.278554</td>\n",
+       "      <td>1.426210</td>\n",
+       "      <td>2.533557</td>\n",
+       "      <td>25.163411</td>\n",
+       "      <td>23.085123</td>\n",
+       "      <td>17.586981</td>\n",
+       "      <td>0.330816</td>\n",
+       "      <td>0.219169</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>7.071068</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.138430</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.449490</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>11.326160</td>\n",
+       "      <td>0.942809</td>\n",
+       "      <td>6.295629</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>40.000000</td>\n",
+       "      <td>19.577440</td>\n",
+       "      <td>13.071253</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>29.553091</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>19.007366</td>\n",
+       "      <td>6.164414</td>\n",
+       "      <td>9.433981</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.707107</td>\n",
+       "      <td>0.288675</td>\n",
+       "      <td>0.408249</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>2.645751</td>\n",
+       "      <td>54.772256</td>\n",
+       "      <td>29.272881</td>\n",
+       "      <td>18.320161</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>45.322621</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>33.318613</td>\n",
+       "      <td>24.029248</td>\n",
+       "      <td>21.648037</td>\n",
+       "      <td>33.373959</td>\n",
+       "      <td>0.957427</td>\n",
+       "      <td>0.547723</td>\n",
+       "      <td>0.866025</td>\n",
+       "      <td>0.471404</td>\n",
+       "      <td>2.000000</td>\n",
+       "      <td>4.123106</td>\n",
+       "      <td>80.622577</td>\n",
+       "      <td>43.601999</td>\n",
+       "      <td>29.397390</td>\n",
+       "      <td>0.377964</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>137.996879</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>221.448798</td>\n",
+       "      <td>201.894155</td>\n",
+       "      <td>150.000000</td>\n",
+       "      <td>217.111059</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.224745</td>\n",
+       "      <td>11.090537</td>\n",
+       "      <td>18.920888</td>\n",
+       "      <td>173.205081</td>\n",
+       "      <td>225.214305</td>\n",
+       "      <td>276.416728</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>3.464102</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           BALANCE  BALANCE_FREQUENCY    PURCHASES  ONEOFF_PURCHASES  \\\n",
+       "count  8950.000000        8950.000000  8950.000000       8950.000000   \n",
+       "mean     31.780551           0.921054    22.855845         14.278686   \n",
+       "std      23.548531           0.170098    21.928723         19.712937   \n",
+       "min       0.000000           0.000000     0.000000          0.000000   \n",
+       "25%      11.326160           0.942809     6.295629          0.000000   \n",
+       "50%      29.553091           1.000000    19.007366          6.164414   \n",
+       "75%      45.322621           1.000000    33.318613         24.029248   \n",
+       "max     137.996879           1.000000   221.448798        201.894155   \n",
+       "\n",
+       "       INSTALLMENTS_PURCHASES  CASH_ADVANCE  PURCHASES_FREQUENCY  \\\n",
+       "count             8950.000000   8950.000000          8950.000000   \n",
+       "mean                13.021440     18.494035             0.584054   \n",
+       "std                 15.541452     25.237134             0.386326   \n",
+       "min                  0.000000      0.000000             0.000000   \n",
+       "25%                  0.000000      0.000000             0.288675   \n",
+       "50%                  9.433981      0.000000             0.707107   \n",
+       "75%                 21.648037     33.373959             0.957427   \n",
+       "max                150.000000    217.111059             1.000000   \n",
+       "\n",
+       "       ONEOFF_PURCHASES_FREQUENCY  PURCHASES_INSTALLMENTS_FREQUENCY  \\\n",
+       "count                 8950.000000                       8950.000000   \n",
+       "mean                     0.297600                          0.435160   \n",
+       "std                      0.337498                          0.418441   \n",
+       "min                      0.000000                          0.000000   \n",
+       "25%                      0.000000                          0.000000   \n",
+       "50%                      0.288675                          0.408249   \n",
+       "75%                      0.547723                          0.866025   \n",
+       "max                      1.000000                          1.000000   \n",
+       "\n",
+       "       CASH_ADVANCE_FREQUENCY  CASH_ADVANCE_TRX  PURCHASES_TRX  CREDIT_LIMIT  \\\n",
+       "count             8950.000000       8950.000000    8950.000000   8950.000000   \n",
+       "mean                 0.239918          1.102261       2.879521     62.139544   \n",
+       "std                  0.278554          1.426210       2.533557     25.163411   \n",
+       "min                  0.000000          0.000000       0.000000      7.071068   \n",
+       "25%                  0.000000          0.000000       1.000000     40.000000   \n",
+       "50%                  0.000000          0.000000       2.645751     54.772256   \n",
+       "75%                  0.471404          2.000000       4.123106     80.622577   \n",
+       "max                  1.224745         11.090537      18.920888    173.205081   \n",
+       "\n",
+       "          PAYMENTS  MINIMUM_PAYMENTS  PRC_FULL_PAYMENT       TENURE  \n",
+       "count  8950.000000       8950.000000       8950.000000  8950.000000  \n",
+       "mean     34.645065         23.557147          0.210447     3.386634  \n",
+       "std      23.085123         17.586981          0.330816     0.219169  \n",
+       "min       0.000000          0.138430          0.000000     2.449490  \n",
+       "25%      19.577440         13.071253          0.000000     3.464102  \n",
+       "50%      29.272881         18.320161          0.000000     3.464102  \n",
+       "75%      43.601999         29.397390          0.377964     3.464102  \n",
+       "max     225.214305        276.416728          1.000000     3.464102  "
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sqrt_skew.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "ce81d3e8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([<AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
+       "       <AxesSubplot:>], dtype=object)"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x2880 with 17 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sqrt_skew.plot.area(figsize = (20,40), subplots = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "f415ad90",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Correlation between different features')"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1224x1224 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "correlation = sqrt_skew.corr()\n",
+    "plt.figure(figsize=(17,17))\n",
+    "sns.heatmap(correlation, vmax=1, square=True,annot=True,cmap='cubehelix')\n",
+    "\n",
+    "plt.title('Correlation between different features')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "c98bf417",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.preprocessing import StandardScaler\n",
+    "X_std = StandardScaler().fit_transform(sqrt_skew)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "d6266f8f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[-1.0780545 , -0.09712559, -0.59690132, ..., -0.66790184,\n",
+       "        -0.63618182,  0.35348056],\n",
+       "       [ 1.05361908,  0.19053935, -1.0423371 , ...,  0.52254404,\n",
+       "         0.78887411,  0.35348056],\n",
+       "       [ 0.77167992,  0.46414608,  0.22574803, ...,  0.08464159,\n",
+       "        -0.63618182,  0.35348056],\n",
+       "       ...,\n",
+       "       [-1.14422589, -0.04811222, -0.49431949, ..., -0.82330785,\n",
+       "         0.87531901, -4.27612743],\n",
+       "       [-1.19386072, -0.04811222, -1.0423371 , ..., -0.91494252,\n",
+       "         0.87531901, -4.27612743],\n",
+       "       [-0.52978249, -0.61472285,  0.46555636, ..., -0.8052387 ,\n",
+       "        -0.63618182, -4.27612743]])"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_std"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "153af0c7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Cumulative explained variance')"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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rJg3i62dk071Tm0SHJ9JgotwpbADOcPfd8Q5GJNkcKivniaUFzF68iS1FhxjQtT0/vXAk007vpwFm0iRFeabwh8YIRCSZ7DpQyiNvbOZPb37AvkNHGZ3VmZvPG8aUEb1UlVSaNH3VEYmxfucBZi/exJP5hRytrORzI3oy4+yBnD4gM9GhiTQKJQVp9tydtzYVcf+ijby8ZidtWrbgq2P78c2zBpLTTZVJpXk5ZlIIu6Aek7sXNXw4Io2nvKKSeSt2cP+ijSwvLKZrh9bccM4QLp+QRdeOengszVNddwpLCcYOGJAF7A1fdyYYdJYT7+BE4qGktJy/LdnKA69uonDfYQZ268DPLzqZL4/pq/IT0uwdMym4ew6Amd0PPFU1z4GZnQt8qVGiE2lAO4qP8NDrm/nLWx9w4Eg547Izue2CkXx2WA/NWSASivJMYYK7X1W14O5/D8cuiKSENTv2c/+iTcx9r5CKSufcUb351qdzGJ3VJdGhiSSdKElhm5nNBP4cLl+G5j2QJOfuvLZ+D7MWb2TRul20a5XGZeMH8K9n5pDVtX2iwxNJWlGSwiXArQTF8BxYFK4TSTpHKyp5btk2Zi3axOrt++nWsQ3f//xQLhufRef2rRMdnkjSizJ4rQi43sw6uPvBRohJ5LjtP3KUR9/ewgOvbmbH/iMM6tGRO6edwoWj+9CmpR4ei0QVpfbRp4DZQEcgy8xOBb7t7lfHOziR+hTuO8yDr27i0SVbKSkt54yBXfmvL5/MZ4Z018NjkRMQpfnov4HPA3MB3P09Mzs7rlGJ1GNFYTH3L97Ic8u2A3D+yb256tMDOblfRoIjE0ltkUY0u/vWGhOFVMQnHJFjc3cWrtvF/Ys28vqGPXRoncaVn8rmyrNyNOm9SAOJkhS2hk1IbmatgOuJOJ+CSEMoLa/gmXe3MXvxRtZ9WEKv9Lb86NxhTB+XRUa7VokOT6RJiZIU/g24G+hLMK3mi8A18QxKBKCsvJK/LdnC715Zz84DpQzr1Ylff/VUvnBKH81sJhInUXof7SYYmyDSKCornbnvbePXL61jS9EhxmZ34VdfOZVPD+6m+Y5F4ixK76PuwFVAduz+7v6v8QtLmiN355U1O/nl/LWs2XGA4b3TefCKsUwc2l3JQKSRRGk+egZYDPwDPWCWOHlr4x7unL+WpR/sZUDX9tw9/TS+eEofdSsVaWRRkkJ7d/9B3CORZmnltmJ+OX8tC9fuokenNvzsolF8Nbc/rdL0zEAkEaIkhefM7LyqKqnHw8ymEjykTgNmu/sdNbb/NzApXGwP9HD3zsd7HUk9m3Yf5NcvrePZ97aR0a4VPzx3GN84I5t2rTX6WCSRoiSF64GbzawUOEowp4K7e3pdB5lZGnAPMAUoAJaY2Vx3X1W1j7vfELP/dcDo438Lkkp2FB/h7pff57G8rbROa8E1k05ixtknqWupSJKI0vuo0wmeexyw3t03ApjZo8CFwKpj7F9VeE+aoH2Hyrh34QYeen0zle5cPj6LayYPokentokOTURi1DUd5zB3X2NmY2rb7u759Zy7L7A1ZrkAGH+Maw0gmMntlWNsnwHMAMjKyqrnspJMDpaW8+Brm/jDoo2UlJZz0Wl9uWHKEPpnqny1SDKq607hRoIP4rtq2ebA5AaMYzrwhLvX2rvJ3WcBswByc3O9Aa8rcVJWXslf397C7155n90lZZwzvCc3fX4Iw3rV2eooIglW13ScM8Lfk461Tz0Kgf4xy/3CdbWZjkZJNwkVlc4z7xby65fWUbD3MONzMvnD14dx+gDNciaSCiIVxDOzUcAIoLoB2N0fqeewJcBgM8shSAbTgUtrOfcwoAvwRsSYJQm5Oy+t+pBfvbiWdR+WMLJPOj+76GTO1ihkkZQSZUTzrcBEgqQwDzgXeBWoMym4e7mZXQvMJ+iS+oC7rzSz24E8d58b7jodeNTd1SyUot7YsIc756/hnS37yOnWgd9fOprzRvXWwDORFGT1fRab2XLgVOAddz/VzHoCf3b3KY0RYE25ubmel5eXiEtLDcsLirlz/hoWv7+bXultuf6cwVx8ej8NPBNJQma21N1z69svSvPRYXevNLNyM0sHdvLxZwXSzGzYVcKvX1zH88u307l9K24+bxj/ckY2bVtp4JlIqouSFPLMrDNwP7AUKEHt/83S9uLD3P2P93l8aQFtWrbgO5MH8a2zB5LeVgPPRJqKKIPXquZivs/MXgDS3X1ZfMOSZFJ0sIx7F67n4Tc+wN35+oQBXDNpEN07tUl0aCLSwOoavFbroLWqbREGr0mKKykt54+LN3H/4o0cKivnotH9+O45gzXwTKQJq+tOobZBa1UaevCaJJHS8gr+8uYW7lmwnj0Hy/j8yJ7c9LmhDO55ohVPRCRV1DV47UQHrUmKqqh0nswv4Df/eJ/CfYc5Y2BX/t/UoYzO0sAzkeYiyjiFtsDVwFkEdwiLgfvc/UicY5NG4u7MXxkMPFu/s4ST+2Zwx7STOWuQBp6JNDdReh89AhwAfhcuXwr8CfhKvIKSxvPa+t3cOX8t723dx8DuHbj3sjFMHdVLyUCkmYqSFEa5+4iY5QVmdqzy15IiNuwq4ba5K1n8/m56Z7Tlzmmn8OUxfWmpgWcizVqUpJBvZhPc/U0AMxsPaEhxijpytIL/WbiB+xZuoE2rFsw8fziXTxiggWciAkRLCqcDr5vZlnA5C1gblr9wdz8lbtFJg3pt/W5mPr2CTbsPcsGpfZj5heGa5EZEPiZKUpga9ygkrnYdKOVnz6/i6Xe3MaBrex7513GcPaR7osMSkSQUJSkMdvd/xK4ws2+4+8NxikkaSGWl8+iSrdzx99UcPlrBdyYP4upJg9RUJCLHFCUp3GJm04CbgI7AbKAUUFJIYqu37+fHTy0nf8s+JgzM5D+/dDKDenRMdFgikuSiJIXPAN8D3g2Xb3H3v8YtIvlEDpWVc/c/3mf2q5vIaNeKu75yKl8e01ddTEUkkihJoQswDthAMKXmADMzTYqTfP6x6kNunbuSwn2HmT62Pz+YOowuHVonOiwRSSFRksKbwB3u/oCZtQN+AbwGfCqukUlk2/Yd5ifPrmT+yg8Z0rMjj//bGYzNzkx0WCKSgqIkhXPcfQuAux8GvmNmZ8c3LImivKKSh17fzH+/tI4Kd34wdRjfPCuH1i01AE1ETkyUpLDbzP4DyHL3q8xsMJAe57ikHu9u3cfNTy5n1fb9TBrandsvHKWS1iLyiUVJCg8SzLh2RrhcCDwOPBevoOTY9h85yi9fWMuf3/qAHp3a8D+XjeFc1SoSkQYSJSmc5O5fM7NLANz9kEX8BDKzqcDdQBow293vqGWfrwK3EVRgfc/dL40afHPi7jy7bDs/fW4Ve0pK+cYZ2Xzvc0PopKkwRaQBRUkKZeEDZgcws5MIxinUyczSgHuAKUABsMTM5rr7qph9BgM/As50971m1uME3kOT98Geg8x8egWL39/NyX0zeOAbYzm5X0aiwxKRJihKUrgVeAHob2Z/Ac4Erohw3DhgvbtvBDCzR4ELgdgKq1cB97j7XgB33xk99KavtLyCWf/cyO8XrKdVWgtu++IIvn5GNmkt1FQkIvFRb1Jw95fMLB+YABhwvbvvjnDuvsDWmOUCYHyNfYYAmNlrBE1Mt7n7CzVPZGYzgBkAWVlZES6d+t7cuIcfP7WcDbsOcv7JvfmPL4ygV4aK14lIfEW5U8Dd9wDPx+n6g4GJBAPjFpnZye6+r8b1ZwGzAHJzc5v0oLmig2X87PnVzMkvoF+Xdjx4xVgmDVOrmog0jkhJ4QQVAv1jlvuF62IVAG+5+1Fgk5mtI0gSS+IYV1KqrHSeWFrAz/++mpIj5Vw98SSumzyYdq1VvE5EGk88k8ISYLCZ5RAkg+kEU3nGehq4BHjQzLoRNCdtjGNMSWndhweY+dQK3t5cxNjsLvzsopMZ0rNTosMSkWYoUlIws7MISmg/aGbdgY7uvqmuY9y93MyuBeYTPC94wN1XmtntQJ67zw23fS6c3rMC+H7YVNUsHC6r4HevvM+sRRvp2LYld047hYtP70cLPUgWkQSx+uramdmtQC4w1N2HmFkf4HF3P7MxAqwpNzfX8/JSfzbQBWt3csszK9hadJhpY/px83nD6NqxTaLDEpEmysyWuntufftFuVO4CBgN5AO4+zYzU9vGCfpw/xFuf3YVzy/fzkndO/DXqyZwxkldEx2WiAgQcfCau7uZVQ1e6xDnmJqkikrnT29s5lcvrqOsopLvTRnCjM8MpE1LPUgWkeQRJSk8ZmZ/ADqb2VXAvwL3xzespmVFYTE3P7WcZQXFfHpwN3564Siyuym3ikjyiTJ47VdmNgXYDwwlmHntpbhH1gSUlJZz14trefj1zWR2aMNvLxnNF0/preJ1IpK06k0KZnYj8DclgujcnRdW7OAnz67iwwNHuHz8AG76/FAy2ql4nYgktyjNR52AF82sCPgbQc+jD+MbVupyd256fBlz8gsY0Tudey8fw+isLokOS0Qkknqn6HL3n7j7SOAaoDfwTzP7R9wjS1HzV+5gTn4BM84eyNxrz1RCEJGUcjzzNu4EdgB7ABXjqUVJaTk/eXYVw3p14vufH0rLNE2LKSKppd5PLTO72swWAi8DXYGr3P2UeAeWin7z0jq2Fx/hZxedTCslBBFJQVGeKfQHvuvu78Y5lpS2att+Hnx9M5eM68/pA9RkJCKp6ZhJwczS3X0/8MtwOTN2u7sXxTm2lFFZ6cx8ejkZ7Vrxg6nDEh2OiMgJq+tO4X+BLwBLCabijO1c78DAOMaVUv6Wt5X8Lfv41VdOpXP71okOR0TkhB0zKbj7F8LfOY0XTurZXVLKHX9fw/icTKaN6ZvocEREPpEoD5pfjrKuufqveWs4WFrOf35plEYqi0jKq+uZQlugPdDNzLrwUfNROsH8y83eGxv2MCe/gKsnnsRgTYojIk1AXc8Uvg18F+hD8FyhKinsB34f37CSX1l5Jf/xzAr6dWnHdZMHJzocEZEGUdczhbuBu83sOnf/XSPGlBLuX7yR9TtLeOCKXM2jLCJNRpQqqb8zs1HACKBtzPpH4hlYMttadIjfvvw+U0f2YvKwnokOR0SkwUSpknorMJEgKcwDzgVeBZplUnB3bnlmBWktjFu+OCLR4YiINKgotRguBj4L7HD3K4FTgYy4RpXE5q/cwYK1u7hxyhD6dG6X6HBERBpUlKRw2N0rgXIzSycojNc/vmElp9iCd1d8KjvR4YiINLgoSSHPzDoTTMG5FMgH3ohycjObamZrzWy9mf2wlu1XmNkuM3s3/PnW8QTf2GIL3qkCqog0RVEeNF8dvrzPzF4A0t19WX3HmVkacA8wBSgAlpjZXHdfVWPXv7n7tccZd6NTwTsRaQ7qGrw2pq5t7p5fz7nHAevdfWN4zKPAhUDNpJD0KiudH6vgnYg0A3XdKdxVxzYHJtdz7r7A1pjlAmB8LftNM7OzgXXADe6+teYOZjYDmAGQlZVVz2Ub3qNLtvLOln3cpYJ3ItLE1TV4bVIjXP9Z4K/uXmpm3wYeppZk4+6zgFkAubm53ghxVdtdUsovXggK3n1ZBe9EpImLMk7hX2pbH2HwWiEf76XUL1wXe449MYuzgTvri6ex/Xzeag6VlfOzi1TwTkSavigzr42Ned2WYMxCPvUPXlsCDDazHIJkMB24NHYHM+vt7tvDxQuA1VGCbixvbNjDk/mFXD3xJAb1UME7EWn6ovQ+ui52Oeye+miE48rN7FpgPpAGPODuK83sdiDP3ecC3zGzC4ByoAi44rjfQZyo4J2INEdR7hRqOghEmnjH3ecRlMaIXXdLzOsfAT86gRjiTgXvRKQ5ivJM4VmC3kYQDHYbATwWz6ASTQXvRKS5inKn8KuY1+XAB+5eEKd4Ek4F70SkOYvyTOGfAGHdo5bh60x3L4pzbAlRVfBu5vnDVfBORJqdKM1HM4DbgSNAJcEMbA4MjG9oja+ktJzb5q5ieO90FbwTkWYpSvPR94FR7r473sEk2m9eWseO/Ue457IxKngnIs1SlE++DcCheAeSaB8VvMtSwTsRabai3Cn8CHjdzN4CSqtWuvt34hZVI6sqeNe5XSt+MHVoosMREUmYKEnhD8ArwHKCZwpNjgreiYgEoiSFVu5+Y9wjSRAVvBMR+UiUZwp/N7MZZtbbzDKrfuIeWSNRwTsRkY9EuVO4JPwdW46iSXRJVcE7EZGPizJ4LVKdo1RTVl7JzKeXq+CdiEiMeM6nkNTuX7yRDbsO8uAVY1XwTkQkFM/5FJLWlj0fFbybNKxHosMREUkacZtPIVm5O7fOXUHLFsatF6jgnYhIrBOp5RB5PoVkVFXw7oYpQ+idoYJ3IiKxmtV8Cip4JyJSt2Y1n4IK3omI1O2YScHMBgE9q+ZTiFl/ppm1cfcNcY+uAangnYhI/er6uvwbYH8t6/eH21KGCt6JiERTV1Lo6e7La64M12VHObmZTTWztWa23sx+WMd+08zMzSw3ynmPV1XBu5vPG66CdyIidagrKXSuY1u93XbMLA24BziX4OH0JWb2f/qAmlkn4HrgrfrOeSJU8E5EJLq6kkKemV1Vc6WZfQtYGuHc44D17r7R3csIxjZcWMt+PwV+QTDdZ4NTwTsRkejq6n30XeApM7uMj5JALtAauCjCufsCW2OWC4DxsTuY2Rigv7s/b2bfP9aJwnmiZwBkZWVFuHSgquDdNZNU8E5EJIpjJgV3/xD4lJlNAkaFq59391ca4sJm1gL4NXBFffu6+yxgFkBubq7Xszvw8YJ3105SwTsRkSiilLlYACw4gXMXAv1jlvuF66p0Ikg2C8NmnV7AXDO7wN3zTuB6H6OCdyIixy+eI7iWAIPNLMfMWgPTgblVG9292N27uXu2u2cDbwINkhBU8E5E5MTELSm4ezlwLTAfWA085u4rzex2M7sgjtdVwTsRkRMUpczFCXP3ecC8GutuOca+ExvimlUF72aeP1wF70REjlOTKgCkgnciIp9Mk0oKv3lpHR8eOMLPLhqlgnciIiegyXxyrtxWzIOvb2b62CzGZKngnYjIiWgSSaGy0pn59AoVvBMR+YSaRFJQwTsRkYaR8klhd0kpd/x9tQreiYg0gJRPCj+ft5rDRytU8E5EpAGkdFKoKng34+yBKngnItIAUjYpVBW865+pgnciIg0lriOa40kF70REGl5K3ilUFbw7d5QK3omINKSUTAq3hAXvbvmiCt6JiDSklEsKxYePsnDtLm6YMkQF70REGljKJYXt+46o4J2ISJykXFI4WlmpgnciInGScp+s3Tq2UcE7EZE4Sbmk0DujbaJDEBFpslIuKYiISPwoKYiISDUlBRERqaakICIi1eKaFMxsqpmtNbP1ZvbDWrb/m5ktN7N3zexVM9MQZRGRBIpbUjCzNOAe4FxgBHBJLR/6/+vuJ7v7acCdwK/jFY+IiNQvnncK44D17r7R3cuAR4ELY3dw9/0xix0Aj2M8IiJSj3iWzu4LbI1ZLgDG19zJzK4BbgRaA5NrO5GZzQBmAGRlZTV4oCIiEkj4fArufg9wj5ldCswEvlHLPrOAWQBmdsDM1jZulCekG7A70UFEoDgbTirECIqzoaVKnEOj7BTPpFAI9I9Z7heuO5ZHgXsjnHetu+d+ksAag5nlKc6GkwpxpkKMoDgbWirFGWW/eD5TWAIMNrMcM2sNTAfmxu5gZrHzaJ4PvB/HeEREpB5xu1Nw93IzuxaYD6QBD7j7SjO7Hchz97nAtWZ2DnAU2EstTUciItJ44vpMwd3nAfNqrLsl5vX1J3DaWZ80rkaiOBtWKsSZCjGC4mxoTSpOc1cvUBERCajMhYiIVFNSEBGRaimVFOqrpZQMzOwBM9tpZisSHcuxmFl/M1tgZqvMbKWZnciznbgzs7Zm9raZvRfG+ZNEx1QXM0szs3fM7LlEx3IsZrY5pt5YpC6KiWBmnc3sCTNbY2arzeyMRMdUk5kNDf+OVT/7zey7iY6rJjO7Ifz/Z4WZ/dXM6pypLGWeKYS1lNYBUwhGRy8BLnH3VQkNrAYzOxsoAR5x91GJjqc2ZtYb6O3u+WbWCVgKfCkJ/5YGdHD3EjNrBbwKXO/ubyY4tFqZ2Y1ALpDu7l9IdDy1MbPNQK67J/VgKzN7GFjs7rPDLu3t3X1fgsM6pvDzqRAY7+4fJDqeKmbWl+D/mxHuftjMHgPmuftDxzomle4U6q2llAzcfRFQlOg46uLu2909P3x9AFhNUJYkqXigJFxsFf4k5bcYM+tHMNZmdqJjSXVmlgGcDfwRwN3LkjkhhD4LbEimhBCjJdDOzFoC7YFtde2cSkmhtlpKSfdBlmrMLBsYDbyV4FBqFTbJvAvsBF5y96SME/gN8P+AygTHUR8HXjSzpWFNsWSUA+wCHgyb42abWYdEB1WP6cBfEx1ETe5eCPwK2AJsB4rd/cW6jkmlpCANzMw6AnOA79aoWJs03L0iLK3eDxhnZknXJGdmXwB2uvvSRMcSwVnuPoagpP01YXNnsmkJjAHudffRwEEgKZ8hAoTNWxcAjyc6lprMrAtBi0oO0AfoYGaX13VMKiWF462lJHUI2+jnAH9x9ycTHU99wuaDBcDUBIdSmzOBC8L2+keByWb258SGVLvwmyPuvhN4iqBZNtkUAAUxd4VPECSJZHUukO/uHyY6kFqcA2xy913ufhR4EvhUXQekUlKot5aSRBM+wP0jsNrdk3ZiIzPrbmadw9ftCDoZrEloULVw9x+5ez93zyb4d/mKu9f5bSwRzKxD2LGAsDnmc0DS9ZJz9x3AVjOrqur5WSCpOkHUcAlJ2HQU2gJMMLP24f/3nyV4hnhMCS+dHdWxaiklOKz/w8z+CkwEuplZAXCru/8xsVH9H2cCXweWh+31ADeHZUmSSW/g4bBnRwvgMXdP2u6eKaAn8FTw2UBLgpkPX0hsSMd0HfCX8AvgRuDKBMdTqzC5TgG+nehYauPub5nZE0A+UA68Qz3lLlKmS6qIiMRfKjUfiYhInCkpiIhINSUFERGppqQgIiLVlBRERKSakoI0CjNzM7srZvkmM7utgc79kJld3BDnquc6Xwkrdi6I97USzcxuTnQMkhhKCtJYSoEvm1m3RAcSKywSFtU3gavcfVK84kkiSgrNlJKCNJZygkEzN9TcUPObvpmVhL8nmtk/zewZM9toZneY2WXhHAvLzeykmNOcY2Z5ZrYurEVUVUzvl2a2xMyWmdm3Y8672MzmUstIWTO7JDz/CjP7RbjuFuAs4I9m9stajvlBeMx7ZnZHuO40M3szvPZTYR0azGyhmf13GO9qMxtrZk+a2ftm9p/hPtkWzCXwl3CfJ8ysfbjts2GhuOUWzN/RJly/2cx+Ymb54bZh4foO4X5vh8ddGK6/IrzuC+G17wzX30FQVfPd8PodzOz58L2tMLOvHcd/d0k17q4f/cT9h2COiXRgM5AB3ATcFm57CLg4dt/w90RgH8HI5jYEta5+Em67HvhNzPEvEHzJGUxQO6ctMAOYGe7TBsgjKAw2kaDIWk4tcfYhKA3QnWDU7ysEc00ALCSYi6DmMecCrxPU/AfIDH8vAz4Tvr49Jt6FwC9i3se2mPdYAHQFsgkqmp4Z7vdA+DdrS1AteEi4/hGCgoaEf9vrwtdXA7PD1z8HLg9fdyaYl6QDcAXBaOGM8LwfAP1j/xuEr6cB98csZyT635N+4vejOwVpNB5UYn0E+M5xHLbEg/kfSoENQFXZ3+UEH5xVHnP3Snd/n+CDbhhBbZ9/CUt5vEXwYTs43P9td99Uy/XGAgs9KCBWDvyFoLZ/Xc4BHnT3Q+H7LLJgToDO7v7PcJ+Ha5ynqm7XcmBlzHvcyEeFH7e6+2vh6z8T3KkMJShwtu4Y560qbriUj/4+nwN+GP4dFhIkgKxw28vuXuzuRwjumgbU8v6WA1PM7Bdm9ml3L67n7yEpLGVqH0mT8RuCOiwPxqwrJ2zKNLMWQOuYbaUxrytjliv5+L/fmvVaHDCCb87zYzeY2USCO4VEin0fNd9j1fuq7T1FPW9FzHkMmObua2N3NLPxNa4de8xHF3VfZ2ZjgPOA/zSzl9399gixSArSnYI0KncvAh4jeGhbZTNwevj6AoIZ1o7XV8ysRficYSCwlqB44r9bUCYcMxti9U/W8jbwGTPrFhbiuwT4Zz3HvARcGdPmnxl+m95rZp8O9/l6hPPUlGUfzU18KcG0imuBbDMbdBznnQ9cZ2ElPDMbHeHaR2P+bn2AQ+7+Z+CXJHcZa/mEdKcgiXAXcG3M8v3AM2b2HsGzgRP5Fr+F4AM9Hfg3dz9iZrMJmlDyww/EXcCX6jqJu283sx8SzN1gwPPu/kw9x7xgZqcBeWZWBswj6L3zDeC+MFmcSKXPtQQT4TxA0LRzb/i+rgQeD3tOLQHuq+c8PyW4Q1sW3oltAuqbQ3pWuH8+QZPfL82sEjgK/Ptxvg9JIaqSKpKELJgm9Tl3T7qZ5qRpU/ORiIhU052CiIhU052CiIhUU1IQEZFqSgoiIlJNSUFERKopKYiISLX/D7POXqGob7loAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.decomposition import PCA\n",
+    "pca = PCA().fit(X_std)\n",
+    "plt.plot(np.cumsum(pca.explained_variance_ratio_))\n",
+    "plt.xlim(0,8,1)\n",
+    "plt.xlabel('Number of components')\n",
+    "plt.ylabel('Cumulative explained variance')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8f2d6a01",
+   "metadata": {},
+   "source": [
+    "### Took 7 components because variance>90 percent for 7 components"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "e7fdf705",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.decomposition import PCA \n",
+    "sklearn_pca = PCA(n_components=7)\n",
+    "Y_sklearn = sklearn_pca.fit_transform(X_std)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "5e0fb10d",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[[-0.88512191 -2.48301693  0.23090242 ...  0.04336989 -0.38202562\n",
+      "  -0.35720617]\n",
+      " [-3.00034342  2.01508943 -0.16533426 ...  1.67093843 -0.28801526\n",
+      "   0.94274938]\n",
+      " [ 1.19172624  0.38517395 -1.92678896 ... -0.55010278 -0.23006842\n",
+      "   0.52287556]\n",
+      " ...\n",
+      " [ 0.10596162 -3.06675754  1.18931984 ... -2.96585047  1.26333337\n",
+      "   1.97973232]\n",
+      " [-2.84716017 -2.51797947 -0.29519488 ... -2.99036079  0.69668999\n",
+      "   1.77427724]\n",
+      " [-0.16460436 -0.5243077  -1.64424995 ... -4.69253162  1.53231934\n",
+      "   0.09281539]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(Y_sklearn)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "6e3fe3f7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(8950, 7)"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "Y_sklearn.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ea1d2b11",
+   "metadata": {},
+   "source": [
+    "### Clustering Starts"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "66470867",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "datafr= pd.DataFrame(Y_sklearn , columns = ['PC1','PC2','PC3','PC4','PC5','PC6','PC7'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "a1afd30b",
+   "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>PC1</th>\n",
+       "      <th>PC2</th>\n",
+       "      <th>PC3</th>\n",
+       "      <th>PC4</th>\n",
+       "      <th>PC5</th>\n",
+       "      <th>PC6</th>\n",
+       "      <th>PC7</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.885122</td>\n",
+       "      <td>-2.483017</td>\n",
+       "      <td>0.230902</td>\n",
+       "      <td>0.807129</td>\n",
+       "      <td>0.043370</td>\n",
+       "      <td>-0.382026</td>\n",
+       "      <td>-0.357206</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-3.000343</td>\n",
+       "      <td>2.015089</td>\n",
+       "      <td>-0.165334</td>\n",
+       "      <td>-1.087171</td>\n",
+       "      <td>1.670938</td>\n",
+       "      <td>-0.288015</td>\n",
+       "      <td>0.942749</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1.191726</td>\n",
+       "      <td>0.385174</td>\n",
+       "      <td>-1.926789</td>\n",
+       "      <td>1.859338</td>\n",
+       "      <td>-0.550103</td>\n",
+       "      <td>-0.230068</td>\n",
+       "      <td>0.522876</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.794805</td>\n",
+       "      <td>0.218433</td>\n",
+       "      <td>-1.661542</td>\n",
+       "      <td>1.195618</td>\n",
+       "      <td>0.058950</td>\n",
+       "      <td>0.798510</td>\n",
+       "      <td>-0.086756</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-1.265058</td>\n",
+       "      <td>-1.593317</td>\n",
+       "      <td>-0.689436</td>\n",
+       "      <td>1.339644</td>\n",
+       "      <td>-0.114019</td>\n",
+       "      <td>-0.837737</td>\n",
+       "      <td>0.231600</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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8945</th>\n",
+       "      <td>0.668484</td>\n",
+       "      <td>-2.871696</td>\n",
+       "      <td>1.452469</td>\n",
+       "      <td>-2.236975</td>\n",
+       "      <td>-2.854943</td>\n",
+       "      <td>0.766981</td>\n",
+       "      <td>2.343375</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8946</th>\n",
+       "      <td>0.262604</td>\n",
+       "      <td>-2.240280</td>\n",
+       "      <td>1.844972</td>\n",
+       "      <td>-0.568118</td>\n",
+       "      <td>-3.339266</td>\n",
+       "      <td>1.706628</td>\n",
+       "      <td>1.774529</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8947</th>\n",
+       "      <td>0.105962</td>\n",
+       "      <td>-3.066758</td>\n",
+       "      <td>1.189320</td>\n",
+       "      <td>-1.775107</td>\n",
+       "      <td>-2.965850</td>\n",
+       "      <td>1.263333</td>\n",
+       "      <td>1.979732</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8948</th>\n",
+       "      <td>-2.847160</td>\n",
+       "      <td>-2.517979</td>\n",
+       "      <td>-0.295195</td>\n",
+       "      <td>-2.148352</td>\n",
+       "      <td>-2.990361</td>\n",
+       "      <td>0.696690</td>\n",
+       "      <td>1.774277</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8949</th>\n",
+       "      <td>-0.164604</td>\n",
+       "      <td>-0.524308</td>\n",
+       "      <td>-1.644250</td>\n",
+       "      <td>-1.315554</td>\n",
+       "      <td>-4.692532</td>\n",
+       "      <td>1.532319</td>\n",
+       "      <td>0.092815</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8950 rows × 7 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "           PC1       PC2       PC3       PC4       PC5       PC6       PC7\n",
+       "0    -0.885122 -2.483017  0.230902  0.807129  0.043370 -0.382026 -0.357206\n",
+       "1    -3.000343  2.015089 -0.165334 -1.087171  1.670938 -0.288015  0.942749\n",
+       "2     1.191726  0.385174 -1.926789  1.859338 -0.550103 -0.230068  0.522876\n",
+       "3    -0.794805  0.218433 -1.661542  1.195618  0.058950  0.798510 -0.086756\n",
+       "4    -1.265058 -1.593317 -0.689436  1.339644 -0.114019 -0.837737  0.231600\n",
+       "...        ...       ...       ...       ...       ...       ...       ...\n",
+       "8945  0.668484 -2.871696  1.452469 -2.236975 -2.854943  0.766981  2.343375\n",
+       "8946  0.262604 -2.240280  1.844972 -0.568118 -3.339266  1.706628  1.774529\n",
+       "8947  0.105962 -3.066758  1.189320 -1.775107 -2.965850  1.263333  1.979732\n",
+       "8948 -2.847160 -2.517979 -0.295195 -2.148352 -2.990361  0.696690  1.774277\n",
+       "8949 -0.164604 -0.524308 -1.644250 -1.315554 -4.692532  1.532319  0.092815\n",
+       "\n",
+       "[8950 rows x 7 columns]"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "datafr"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d6200585",
+   "metadata": {},
+   "source": [
+    "### Finding out the error and plotting it"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "097c0a48",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.cluster import KMeans\n",
+    "wcss = []\n",
+    "m= range(1,11)\n",
+    "for i in m:\n",
+    "    kmeans = KMeans(n_clusters = i, init = 'k-means++',random_state = 42)\n",
+    "    kmeans.fit(datafr)\n",
+    "    wcss.append(kmeans.inertia_)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dc48e954",
+   "metadata": {},
+   "source": [
+    "### took k=3 using elbow method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "ee59478c",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.plot(m,wcss,'bx-')\n",
+    "plt.plot(range(1,11), wcss)\n",
+    "plt.xlabel('PC')\n",
+    "plt.ylabel('Inertia')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "dd1bf05a",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.collections.PathCollection at 0x296d5bea8c0>"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "kmeanss = KMeans(n_clusters=3)\n",
+    "kmeanss.fit(datafr)\n",
+    "plt.scatter(datafr[\"PC1\"],datafr[\"PC2\"], c=kmeanss.labels_, cmap='rainbow')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "76a22c05",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

From b462e1c8fbcef3b1de3c9414d87f01ee0d12b673 Mon Sep 17 00:00:00 2001
From: aryanagarwal21 <97836807+aryanagarwal21@users.noreply.github.com>
Date: Wed, 13 Jul 2022 18:56:07 +0530
Subject: [PATCH 6/7] Create new

---
 Assignment 2/new | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 Assignment 2/new

diff --git a/Assignment 2/new b/Assignment 2/new
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/Assignment 2/new	
@@ -0,0 +1 @@
+

From db393fdddb852f9a9589106ef4d2d3be91bea162 Mon Sep 17 00:00:00 2001
From: aryanagarwal21 <97836807+aryanagarwal21@users.noreply.github.com>
Date: Wed, 13 Jul 2022 18:57:00 +0530
Subject: [PATCH 7/7] Add files via upload

till checkpoint #22
---
 Assignment 2/210199_ARYAN_2.ipynb | 1300 +++++++++++++++++++++++++++++
 1 file changed, 1300 insertions(+)
 create mode 100644 Assignment 2/210199_ARYAN_2.ipynb

diff --git a/Assignment 2/210199_ARYAN_2.ipynb b/Assignment 2/210199_ARYAN_2.ipynb
new file mode 100644
index 0000000..71bc4a2
--- /dev/null
+++ b/Assignment 2/210199_ARYAN_2.ipynb	
@@ -0,0 +1,1300 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "48a0071d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "60589578",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt\n",
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "c50d6ece",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "c217ae72",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "4dd33c52",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import RepeatedStratifiedKFold"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "8cd1ba0e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import cross_val_score\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.metrics import roc_curve\n",
+    "from sklearn.metrics import roc_auc_score\n",
+    "from sklearn.metrics import confusion_matrix\n",
+    "from sklearn.metrics import precision_recall_curve\n",
+    "from sklearn.metrics import auc\n",
+    "from sklearn.metrics import roc_auc_score\n",
+    "from sklearn.feature_selection import f_classif\n",
+    "from sklearn.pipeline import Pipeline\n",
+    "from sklearn.base import BaseEstimator\n",
+    "from sklearn.base import TransformerMixin\n",
+    "from scipy.stats import chi2_contingency"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "99f74fd6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.read_csv('credit_risk_dataset.csv', low_memory=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "615ddeec",
+   "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>member_id</th>\n",
+       "      <th>loan_amnt</th>\n",
+       "      <th>funded_amnt</th>\n",
+       "      <th>funded_amnt_inv</th>\n",
+       "      <th>term</th>\n",
+       "      <th>int_rate</th>\n",
+       "      <th>installment</th>\n",
+       "      <th>grade</th>\n",
+       "      <th>sub_grade</th>\n",
+       "      <th>...</th>\n",
+       "      <th>total_bal_il</th>\n",
+       "      <th>il_util</th>\n",
+       "      <th>open_rv_12m</th>\n",
+       "      <th>open_rv_24m</th>\n",
+       "      <th>max_bal_bc</th>\n",
+       "      <th>all_util</th>\n",
+       "      <th>total_rev_hi_lim</th>\n",
+       "      <th>inq_fi</th>\n",
+       "      <th>total_cu_tl</th>\n",
+       "      <th>inq_last_12m</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1077501</td>\n",
+       "      <td>1296599</td>\n",
+       "      <td>5000</td>\n",
+       "      <td>5000</td>\n",
+       "      <td>4975.0</td>\n",
+       "      <td>36 months</td>\n",
+       "      <td>10.65</td>\n",
+       "      <td>162.87</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B2</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>1077430</td>\n",
+       "      <td>1314167</td>\n",
+       "      <td>2500</td>\n",
+       "      <td>2500</td>\n",
+       "      <td>2500.0</td>\n",
+       "      <td>60 months</td>\n",
+       "      <td>15.27</td>\n",
+       "      <td>59.83</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C4</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>1077175</td>\n",
+       "      <td>1313524</td>\n",
+       "      <td>2400</td>\n",
+       "      <td>2400</td>\n",
+       "      <td>2400.0</td>\n",
+       "      <td>36 months</td>\n",
+       "      <td>15.96</td>\n",
+       "      <td>84.33</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>1076863</td>\n",
+       "      <td>1277178</td>\n",
+       "      <td>10000</td>\n",
+       "      <td>10000</td>\n",
+       "      <td>10000.0</td>\n",
+       "      <td>36 months</td>\n",
+       "      <td>13.49</td>\n",
+       "      <td>339.31</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C1</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>1075358</td>\n",
+       "      <td>1311748</td>\n",
+       "      <td>3000</td>\n",
+       "      <td>3000</td>\n",
+       "      <td>3000.0</td>\n",
+       "      <td>60 months</td>\n",
+       "      <td>12.69</td>\n",
+       "      <td>67.79</td>\n",
+       "      <td>B</td>\n",
+       "      <td>B5</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 74 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        id  member_id  loan_amnt  funded_amnt  funded_amnt_inv        term  \\\n",
+       "0  1077501    1296599       5000         5000           4975.0   36 months   \n",
+       "1  1077430    1314167       2500         2500           2500.0   60 months   \n",
+       "2  1077175    1313524       2400         2400           2400.0   36 months   \n",
+       "3  1076863    1277178      10000        10000          10000.0   36 months   \n",
+       "4  1075358    1311748       3000         3000           3000.0   60 months   \n",
+       "\n",
+       "   int_rate  installment grade sub_grade  ... total_bal_il il_util  \\\n",
+       "0     10.65       162.87     B        B2  ...          NaN     NaN   \n",
+       "1     15.27        59.83     C        C4  ...          NaN     NaN   \n",
+       "2     15.96        84.33     C        C5  ...          NaN     NaN   \n",
+       "3     13.49       339.31     C        C1  ...          NaN     NaN   \n",
+       "4     12.69        67.79     B        B5  ...          NaN     NaN   \n",
+       "\n",
+       "  open_rv_12m  open_rv_24m max_bal_bc all_util total_rev_hi_lim inq_fi  \\\n",
+       "0         NaN          NaN        NaN      NaN              NaN    NaN   \n",
+       "1         NaN          NaN        NaN      NaN              NaN    NaN   \n",
+       "2         NaN          NaN        NaN      NaN              NaN    NaN   \n",
+       "3         NaN          NaN        NaN      NaN              NaN    NaN   \n",
+       "4         NaN          NaN        NaN      NaN              NaN    NaN   \n",
+       "\n",
+       "  total_cu_tl inq_last_12m  \n",
+       "0         NaN          NaN  \n",
+       "1         NaN          NaN  \n",
+       "2         NaN          NaN  \n",
+       "3         NaN          NaN  \n",
+       "4         NaN          NaN  \n",
+       "\n",
+       "[5 rows x 74 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "61b9c738",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(466285, 74)"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "cde1fb08",
+   "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>member_id</th>\n",
+       "      <th>loan_amnt</th>\n",
+       "      <th>funded_amnt</th>\n",
+       "      <th>funded_amnt_inv</th>\n",
+       "      <th>int_rate</th>\n",
+       "      <th>installment</th>\n",
+       "      <th>annual_inc</th>\n",
+       "      <th>dti</th>\n",
+       "      <th>delinq_2yrs</th>\n",
+       "      <th>...</th>\n",
+       "      <th>total_bal_il</th>\n",
+       "      <th>il_util</th>\n",
+       "      <th>open_rv_12m</th>\n",
+       "      <th>open_rv_24m</th>\n",
+       "      <th>max_bal_bc</th>\n",
+       "      <th>all_util</th>\n",
+       "      <th>total_rev_hi_lim</th>\n",
+       "      <th>inq_fi</th>\n",
+       "      <th>total_cu_tl</th>\n",
+       "      <th>inq_last_12m</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>4.662850e+05</td>\n",
+       "      <td>4.662850e+05</td>\n",
+       "      <td>466285.000000</td>\n",
+       "      <td>466285.000000</td>\n",
+       "      <td>466285.000000</td>\n",
+       "      <td>466285.000000</td>\n",
+       "      <td>466285.000000</td>\n",
+       "      <td>4.662810e+05</td>\n",
+       "      <td>466285.000000</td>\n",
+       "      <td>466256.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.960090e+05</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>1.307973e+07</td>\n",
+       "      <td>1.459766e+07</td>\n",
+       "      <td>14317.277577</td>\n",
+       "      <td>14291.801044</td>\n",
+       "      <td>14222.329888</td>\n",
+       "      <td>13.829236</td>\n",
+       "      <td>432.061201</td>\n",
+       "      <td>7.327738e+04</td>\n",
+       "      <td>17.218758</td>\n",
+       "      <td>0.284678</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.037909e+04</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>1.089371e+07</td>\n",
+       "      <td>1.168237e+07</td>\n",
+       "      <td>8286.509164</td>\n",
+       "      <td>8274.371300</td>\n",
+       "      <td>8297.637788</td>\n",
+       "      <td>4.357587</td>\n",
+       "      <td>243.485550</td>\n",
+       "      <td>5.496357e+04</td>\n",
+       "      <td>7.851121</td>\n",
+       "      <td>0.797365</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.724713e+04</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>5.473400e+04</td>\n",
+       "      <td>7.047300e+04</td>\n",
+       "      <td>500.000000</td>\n",
+       "      <td>500.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>5.420000</td>\n",
+       "      <td>15.670000</td>\n",
+       "      <td>1.896000e+03</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>3.639987e+06</td>\n",
+       "      <td>4.379705e+06</td>\n",
+       "      <td>8000.000000</td>\n",
+       "      <td>8000.000000</td>\n",
+       "      <td>8000.000000</td>\n",
+       "      <td>10.990000</td>\n",
+       "      <td>256.690000</td>\n",
+       "      <td>4.500000e+04</td>\n",
+       "      <td>11.360000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>1.350000e+04</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>1.010790e+07</td>\n",
+       "      <td>1.194108e+07</td>\n",
+       "      <td>12000.000000</td>\n",
+       "      <td>12000.000000</td>\n",
+       "      <td>12000.000000</td>\n",
+       "      <td>13.660000</td>\n",
+       "      <td>379.890000</td>\n",
+       "      <td>6.300000e+04</td>\n",
+       "      <td>16.870000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>2.280000e+04</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>2.073121e+07</td>\n",
+       "      <td>2.300154e+07</td>\n",
+       "      <td>20000.000000</td>\n",
+       "      <td>20000.000000</td>\n",
+       "      <td>19950.000000</td>\n",
+       "      <td>16.490000</td>\n",
+       "      <td>566.580000</td>\n",
+       "      <td>8.896000e+04</td>\n",
+       "      <td>22.780000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>3.790000e+04</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>3.809811e+07</td>\n",
+       "      <td>4.086083e+07</td>\n",
+       "      <td>35000.000000</td>\n",
+       "      <td>35000.000000</td>\n",
+       "      <td>35000.000000</td>\n",
+       "      <td>26.060000</td>\n",
+       "      <td>1409.990000</td>\n",
+       "      <td>7.500000e+06</td>\n",
+       "      <td>39.990000</td>\n",
+       "      <td>29.000000</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>9.999999e+06</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>8 rows × 52 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 id     member_id      loan_amnt    funded_amnt  \\\n",
+       "count  4.662850e+05  4.662850e+05  466285.000000  466285.000000   \n",
+       "mean   1.307973e+07  1.459766e+07   14317.277577   14291.801044   \n",
+       "std    1.089371e+07  1.168237e+07    8286.509164    8274.371300   \n",
+       "min    5.473400e+04  7.047300e+04     500.000000     500.000000   \n",
+       "25%    3.639987e+06  4.379705e+06    8000.000000    8000.000000   \n",
+       "50%    1.010790e+07  1.194108e+07   12000.000000   12000.000000   \n",
+       "75%    2.073121e+07  2.300154e+07   20000.000000   20000.000000   \n",
+       "max    3.809811e+07  4.086083e+07   35000.000000   35000.000000   \n",
+       "\n",
+       "       funded_amnt_inv       int_rate    installment    annual_inc  \\\n",
+       "count    466285.000000  466285.000000  466285.000000  4.662810e+05   \n",
+       "mean      14222.329888      13.829236     432.061201  7.327738e+04   \n",
+       "std        8297.637788       4.357587     243.485550  5.496357e+04   \n",
+       "min           0.000000       5.420000      15.670000  1.896000e+03   \n",
+       "25%        8000.000000      10.990000     256.690000  4.500000e+04   \n",
+       "50%       12000.000000      13.660000     379.890000  6.300000e+04   \n",
+       "75%       19950.000000      16.490000     566.580000  8.896000e+04   \n",
+       "max       35000.000000      26.060000    1409.990000  7.500000e+06   \n",
+       "\n",
+       "                 dti    delinq_2yrs  ...  total_bal_il  il_util  open_rv_12m  \\\n",
+       "count  466285.000000  466256.000000  ...           0.0      0.0          0.0   \n",
+       "mean       17.218758       0.284678  ...           NaN      NaN          NaN   \n",
+       "std         7.851121       0.797365  ...           NaN      NaN          NaN   \n",
+       "min         0.000000       0.000000  ...           NaN      NaN          NaN   \n",
+       "25%        11.360000       0.000000  ...           NaN      NaN          NaN   \n",
+       "50%        16.870000       0.000000  ...           NaN      NaN          NaN   \n",
+       "75%        22.780000       0.000000  ...           NaN      NaN          NaN   \n",
+       "max        39.990000      29.000000  ...           NaN      NaN          NaN   \n",
+       "\n",
+       "       open_rv_24m  max_bal_bc  all_util  total_rev_hi_lim  inq_fi  \\\n",
+       "count          0.0         0.0       0.0      3.960090e+05     0.0   \n",
+       "mean           NaN         NaN       NaN      3.037909e+04     NaN   \n",
+       "std            NaN         NaN       NaN      3.724713e+04     NaN   \n",
+       "min            NaN         NaN       NaN      0.000000e+00     NaN   \n",
+       "25%            NaN         NaN       NaN      1.350000e+04     NaN   \n",
+       "50%            NaN         NaN       NaN      2.280000e+04     NaN   \n",
+       "75%            NaN         NaN       NaN      3.790000e+04     NaN   \n",
+       "max            NaN         NaN       NaN      9.999999e+06     NaN   \n",
+       "\n",
+       "       total_cu_tl  inq_last_12m  \n",
+       "count          0.0           0.0  \n",
+       "mean           NaN           NaN  \n",
+       "std            NaN           NaN  \n",
+       "min            NaN           NaN  \n",
+       "25%            NaN           NaN  \n",
+       "50%            NaN           NaN  \n",
+       "75%            NaN           NaN  \n",
+       "max            NaN           NaN  \n",
+       "\n",
+       "[8 rows x 52 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "f35d66db",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "columns_name=df.columns.tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "40287de5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "id                    int64\n",
+       "member_id             int64\n",
+       "loan_amnt             int64\n",
+       "funded_amnt           int64\n",
+       "funded_amnt_inv     float64\n",
+       "                     ...   \n",
+       "all_util            float64\n",
+       "total_rev_hi_lim    float64\n",
+       "inq_fi              float64\n",
+       "total_cu_tl         float64\n",
+       "inq_last_12m        float64\n",
+       "Length: 74, dtype: object"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "13023230",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 466285 entries, 0 to 466284\n",
+      "Data columns (total 74 columns):\n",
+      " #   Column                       Non-Null Count   Dtype  \n",
+      "---  ------                       --------------   -----  \n",
+      " 0   id                           466285 non-null  int64  \n",
+      " 1   member_id                    466285 non-null  int64  \n",
+      " 2   loan_amnt                    466285 non-null  int64  \n",
+      " 3   funded_amnt                  466285 non-null  int64  \n",
+      " 4   funded_amnt_inv              466285 non-null  float64\n",
+      " 5   term                         466285 non-null  object \n",
+      " 6   int_rate                     466285 non-null  float64\n",
+      " 7   installment                  466285 non-null  float64\n",
+      " 8   grade                        466285 non-null  object \n",
+      " 9   sub_grade                    466285 non-null  object \n",
+      " 10  emp_title                    438697 non-null  object \n",
+      " 11  emp_length                   445277 non-null  object \n",
+      " 12  home_ownership               466285 non-null  object \n",
+      " 13  annual_inc                   466281 non-null  float64\n",
+      " 14  verification_status          466285 non-null  object \n",
+      " 15  issue_d                      466285 non-null  object \n",
+      " 16  loan_status                  466285 non-null  object \n",
+      " 17  pymnt_plan                   466285 non-null  object \n",
+      " 18  url                          466285 non-null  object \n",
+      " 19  desc                         125983 non-null  object \n",
+      " 20  purpose                      466285 non-null  object \n",
+      " 21  title                        466265 non-null  object \n",
+      " 22  zip_code                     466285 non-null  object \n",
+      " 23  addr_state                   466285 non-null  object \n",
+      " 24  dti                          466285 non-null  float64\n",
+      " 25  delinq_2yrs                  466256 non-null  float64\n",
+      " 26  earliest_cr_line             466256 non-null  object \n",
+      " 27  inq_last_6mths               466256 non-null  float64\n",
+      " 28  mths_since_last_delinq       215934 non-null  float64\n",
+      " 29  mths_since_last_record       62638 non-null   float64\n",
+      " 30  open_acc                     466256 non-null  float64\n",
+      " 31  pub_rec                      466256 non-null  float64\n",
+      " 32  revol_bal                    466285 non-null  int64  \n",
+      " 33  revol_util                   465945 non-null  float64\n",
+      " 34  total_acc                    466256 non-null  float64\n",
+      " 35  initial_list_status          466285 non-null  object \n",
+      " 36  out_prncp                    466285 non-null  float64\n",
+      " 37  out_prncp_inv                466285 non-null  float64\n",
+      " 38  total_pymnt                  466285 non-null  float64\n",
+      " 39  total_pymnt_inv              466285 non-null  float64\n",
+      " 40  total_rec_prncp              466285 non-null  float64\n",
+      " 41  total_rec_int                466285 non-null  float64\n",
+      " 42  total_rec_late_fee           466285 non-null  float64\n",
+      " 43  recoveries                   466285 non-null  float64\n",
+      " 44  collection_recovery_fee      466285 non-null  float64\n",
+      " 45  last_pymnt_d                 465909 non-null  object \n",
+      " 46  last_pymnt_amnt              466285 non-null  float64\n",
+      " 47  next_pymnt_d                 239071 non-null  object \n",
+      " 48  last_credit_pull_d           466243 non-null  object \n",
+      " 49  collections_12_mths_ex_med   466140 non-null  float64\n",
+      " 50  mths_since_last_major_derog  98974 non-null   float64\n",
+      " 51  policy_code                  466285 non-null  int64  \n",
+      " 52  application_type             466285 non-null  object \n",
+      " 53  annual_inc_joint             0 non-null       float64\n",
+      " 54  dti_joint                    0 non-null       float64\n",
+      " 55  verification_status_joint    0 non-null       float64\n",
+      " 56  acc_now_delinq               466256 non-null  float64\n",
+      " 57  tot_coll_amt                 396009 non-null  float64\n",
+      " 58  tot_cur_bal                  396009 non-null  float64\n",
+      " 59  open_acc_6m                  0 non-null       float64\n",
+      " 60  open_il_6m                   0 non-null       float64\n",
+      " 61  open_il_12m                  0 non-null       float64\n",
+      " 62  open_il_24m                  0 non-null       float64\n",
+      " 63  mths_since_rcnt_il           0 non-null       float64\n",
+      " 64  total_bal_il                 0 non-null       float64\n",
+      " 65  il_util                      0 non-null       float64\n",
+      " 66  open_rv_12m                  0 non-null       float64\n",
+      " 67  open_rv_24m                  0 non-null       float64\n",
+      " 68  max_bal_bc                   0 non-null       float64\n",
+      " 69  all_util                     0 non-null       float64\n",
+      " 70  total_rev_hi_lim             396009 non-null  float64\n",
+      " 71  inq_fi                       0 non-null       float64\n",
+      " 72  total_cu_tl                  0 non-null       float64\n",
+      " 73  inq_last_12m                 0 non-null       float64\n",
+      "dtypes: float64(46), int64(6), object(22)\n",
+      "memory usage: 263.3+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "39472928",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "columns_name=df.columns.tolist()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "513d4cd8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "id                       0\n",
+       "member_id                0\n",
+       "loan_amnt                0\n",
+       "funded_amnt              0\n",
+       "funded_amnt_inv          0\n",
+       "                     ...  \n",
+       "all_util            466285\n",
+       "total_rev_hi_lim     70276\n",
+       "inq_fi              466285\n",
+       "total_cu_tl         466285\n",
+       "inq_last_12m        466285\n",
+       "Length: 74, dtype: int64"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[columns_name].isnull().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "08e347d7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "perc = 80.0 # Like N %\n",
+    "min_count =  int(((100-perc)/100)*df.shape[0] + 1)\n",
+    "df = df.dropna( axis=1, \n",
+    "                thresh=min_count)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "4316d00b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(466285, 56)"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "d43022dc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "redundant_columns = ['id','member_id','sub_grade','emp_title','url','title','zip_code','recoveries','collection_recovery_fee','total_rec_prncp','total_rec_late_fee']\n",
+    "df.drop(redundant_columns, axis=1, inplace=True) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "661e5d32",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(466285, 45)"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "d663d2ee",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 466285 entries, 0 to 466284\n",
+      "Data columns (total 45 columns):\n",
+      " #   Column                       Non-Null Count   Dtype  \n",
+      "---  ------                       --------------   -----  \n",
+      " 0   loan_amnt                    466285 non-null  int64  \n",
+      " 1   funded_amnt                  466285 non-null  int64  \n",
+      " 2   funded_amnt_inv              466285 non-null  float64\n",
+      " 3   term                         466285 non-null  object \n",
+      " 4   int_rate                     466285 non-null  float64\n",
+      " 5   installment                  466285 non-null  float64\n",
+      " 6   grade                        466285 non-null  object \n",
+      " 7   emp_length                   445277 non-null  object \n",
+      " 8   home_ownership               466285 non-null  object \n",
+      " 9   annual_inc                   466281 non-null  float64\n",
+      " 10  verification_status          466285 non-null  object \n",
+      " 11  issue_d                      466285 non-null  object \n",
+      " 12  loan_status                  466285 non-null  object \n",
+      " 13  pymnt_plan                   466285 non-null  object \n",
+      " 14  desc                         125983 non-null  object \n",
+      " 15  purpose                      466285 non-null  object \n",
+      " 16  addr_state                   466285 non-null  object \n",
+      " 17  dti                          466285 non-null  float64\n",
+      " 18  delinq_2yrs                  466256 non-null  float64\n",
+      " 19  earliest_cr_line             466256 non-null  object \n",
+      " 20  inq_last_6mths               466256 non-null  float64\n",
+      " 21  mths_since_last_delinq       215934 non-null  float64\n",
+      " 22  open_acc                     466256 non-null  float64\n",
+      " 23  pub_rec                      466256 non-null  float64\n",
+      " 24  revol_bal                    466285 non-null  int64  \n",
+      " 25  revol_util                   465945 non-null  float64\n",
+      " 26  total_acc                    466256 non-null  float64\n",
+      " 27  initial_list_status          466285 non-null  object \n",
+      " 28  out_prncp                    466285 non-null  float64\n",
+      " 29  out_prncp_inv                466285 non-null  float64\n",
+      " 30  total_pymnt                  466285 non-null  float64\n",
+      " 31  total_pymnt_inv              466285 non-null  float64\n",
+      " 32  total_rec_int                466285 non-null  float64\n",
+      " 33  last_pymnt_d                 465909 non-null  object \n",
+      " 34  last_pymnt_amnt              466285 non-null  float64\n",
+      " 35  next_pymnt_d                 239071 non-null  object \n",
+      " 36  last_credit_pull_d           466243 non-null  object \n",
+      " 37  collections_12_mths_ex_med   466140 non-null  float64\n",
+      " 38  mths_since_last_major_derog  98974 non-null   float64\n",
+      " 39  policy_code                  466285 non-null  int64  \n",
+      " 40  application_type             466285 non-null  object \n",
+      " 41  acc_now_delinq               466256 non-null  float64\n",
+      " 42  tot_coll_amt                 396009 non-null  float64\n",
+      " 43  tot_cur_bal                  396009 non-null  float64\n",
+      " 44  total_rev_hi_lim             396009 non-null  float64\n",
+      "dtypes: float64(24), int64(4), object(17)\n",
+      "memory usage: 160.1+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "f375c5e8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['Fully Paid', 'Charged Off', 'Current', 'Default',\n",
+       "       'Late (31-120 days)', 'In Grace Period', 'Late (16-30 days)',\n",
+       "       'Does not meet the credit policy. Status:Fully Paid',\n",
+       "       'Does not meet the credit policy. Status:Charged Off'],\n",
+       "      dtype=object)"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.loan_status.unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "efd1d629",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['good_bad'] = np.where(df.loc[:, 'loan_status'].isin(['Charged Off', 'Default', 'Late (31-120 days)',\n",
+    "                                                                       'Does not meet the credit policy. Status:Charged Off']), 0, 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "d228e03c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.drop(columns = ['loan_status'], inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "ff5dc57e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1, 0])"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.good_bad.unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "b14e7f7b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0         1\n",
+       "1         0\n",
+       "2         1\n",
+       "3         1\n",
+       "4         1\n",
+       "         ..\n",
+       "466280    1\n",
+       "466281    0\n",
+       "466282    1\n",
+       "466283    1\n",
+       "466284    1\n",
+       "Name: good_bad, Length: 466285, dtype: int32"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.good_bad"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "e6921090",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X = df.drop('good_bad', axis = 1)\n",
+    "y = df['good_bad']\n",
+    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 42, stratify = y)\n",
+    "\n",
+    "X_train, X_test = X_train.copy(), X_test.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "5cec5e7a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def emp_length_converter(df, column):\n",
+    "    df[column] = df[column].str.replace('\\+ years', '')\n",
+    "    df[column] = df[column].str.replace('< 1 year', str(0))\n",
+    "    df[column] = df[column].str.replace(' years', '')\n",
+    "    df[column] = df[column].str.replace(' year', '')\n",
+    "    df[column] = pd.to_numeric(df[column])\n",
+    "    df[column].fillna(value = 0, inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "c1564ab3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Aryan Agarwal\\AppData\\Local\\Temp\\ipykernel_8988\\1015057966.py:2: FutureWarning: The default value of regex will change from True to False in a future version.\n",
+      "  df[column] = df[column].str.replace('\\+ years', '')\n"
+     ]
+    }
+   ],
+   "source": [
+    "emp_length_converter(X_train, 'emp_length')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "9bebe7e2",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([ 7., 10.,  3.,  4.,  2.,  0.,  1.,  6.,  5.,  8.,  9.])"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X_train['emp_length'].unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "b7d78186",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['Jan-15', 'Apr-13', 'Jun-14', 'Jan-16', 'Apr-12', 'Nov-12',\n",
+       "       'Jun-13', 'Sep-13', 'Jul-12', 'Oct-13', 'May-13', 'Feb-15',\n",
+       "       'Aug-15', 'Oct-12', 'Sep-12', nan, 'Dec-12', 'Dec-14', 'Aug-13',\n",
+       "       'Nov-13', 'Jan-14', 'Apr-14', 'Aug-14', 'Oct-14', 'Aug-12',\n",
+       "       'Jul-14', 'Jul-13', 'Apr-15', 'Feb-14', 'Sep-14', 'Jun-12',\n",
+       "       'Feb-13', 'Mar-13', 'May-14', 'Mar-15', 'Jan-13', 'Dec-13',\n",
+       "       'Feb-12', 'Mar-14', 'Sep-15', 'Nov-15', 'Dec-15', 'Jan-12',\n",
+       "       'Oct-15', 'Nov-14', 'Mar-12', 'May-12', 'Jun-15', 'May-15',\n",
+       "       'Jul-15', 'Dec-11', 'Nov-11', 'Oct-11', 'Sep-11', 'Aug-11',\n",
+       "       'Jul-11', 'Jun-11', 'May-11', 'Apr-11', 'Mar-11', 'Feb-11',\n",
+       "       'Jan-11', 'Dec-10', 'Nov-10', 'Oct-10', 'Sep-10', 'Aug-10',\n",
+       "       'Jul-10', 'Jun-10', 'May-10', 'Apr-10', 'Mar-10', 'Feb-10',\n",
+       "       'Jan-10', 'Dec-09', 'Nov-09', 'Oct-09', 'Sep-09', 'Aug-09',\n",
+       "       'Jul-09', 'Jun-09', 'May-09', 'Apr-09', 'Mar-09', 'Feb-09',\n",
+       "       'Jan-09', 'Dec-08', 'Oct-08', 'Aug-08', 'Jul-08', 'Sep-08',\n",
+       "       'Jun-08', 'May-08', 'Nov-08', 'Apr-08', 'Mar-08', 'Feb-08',\n",
+       "       'Jan-08', 'Dec-07'], dtype=object)"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.last_pymnt_d.unique()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "9c3de8c0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def convert_date_columns(df,column):\n",
+    "    month=df[column].str.split(pat='-',expand = True)[0]\n",
+    "    year='20'+df[column].str.split(pat='-',expand = True)[1]\n",
+    "    date=year+'-'+month+'-'+'01'\n",
+    "    current_date = pd.to_datetime('2020-08-01')\n",
+    "    df['mths_since_'+column]=round((current_date-pd.to_datetime(date))/np.timedelta64(1,'M'))\n",
+    "    df.drop(columns=[column],inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "afbc2ecd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "convert_date_columns(X_train,'last_pymnt_d')\n",
+    "convert_date_columns(X_train,'last_credit_pull_d')\n",
+    "convert_date_columns(X_train,'issue_d')\n",
+    "convert_date_columns(X_train,'earliest_cr_line')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "64158b7f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "count    373003.000000\n",
+      "mean       -398.087517\n",
+      "std         536.013355\n",
+      "min        -952.000000\n",
+      "25%        -900.000000\n",
+      "50%        -771.000000\n",
+      "75%         203.000000\n",
+      "max         247.000000\n",
+      "Name: mths_since_earliest_cr_line, dtype: float64\n",
+      "count    373028.000000\n",
+      "mean         83.252485\n",
+      "std          14.339074\n",
+      "min          68.000000\n",
+      "25%          73.000000\n",
+      "50%          79.000000\n",
+      "75%          89.000000\n",
+      "max         158.000000\n",
+      "Name: mths_since_issue_d, dtype: float64\n",
+      "count    372717.000000\n",
+      "mean         63.289989\n",
+      "std          12.803859\n",
+      "min          55.000000\n",
+      "25%          55.000000\n",
+      "50%          56.000000\n",
+      "75%          67.000000\n",
+      "max         152.000000\n",
+      "Name: mths_since_last_pymnt_d, dtype: float64\n",
+      "count    372998.000000\n",
+      "mean         59.041810\n",
+      "std           9.630887\n",
+      "min          55.000000\n",
+      "25%          55.000000\n",
+      "50%          55.000000\n",
+      "75%          57.000000\n",
+      "max         159.000000\n",
+      "Name: mths_since_last_credit_pull_d, dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# check these new columns\n",
+    "print(X_train['mths_since_earliest_cr_line'].describe())\n",
+    "print(X_train['mths_since_issue_d'].describe())\n",
+    "print(X_train['mths_since_last_pymnt_d'].describe())\n",
+    "print(X_train['mths_since_last_credit_pull_d'].describe())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "7151b14f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def loan_term_converter(df, column):\n",
+    "    df[column] = pd.to_numeric(df[column].str.replace(' months', ''))\n",
+    "\n",
+    "loan_term_converter(X_train, 'term')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "cb3a7dc6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X_train_cat = X_train.select_dtypes(include = 'object').copy()\n",
+    "X_train_num = X_train.select_dtypes(include = 'number').copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d96ff68a",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}